Week 4,5 - R dataframe Exercise.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Recreate the following dataframe by using vectors and the data.frame function\n",
    "\n",
    "OL_Ratio <- c(76.2,82.1,78.9,74.3,77.7)\n",
    "Leaf_Spot <- c(5.5,7.2,6.5,4.2,3.1)\n",
    "Drought <- c(TRUE,FALSE,TRUE, FALSE,FALSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>OL_Ratio</th><th scope=col>Leaf_Spot</th><th scope=col>Drought</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>76.2 </td><td>5.5  </td><td> TRUE</td></tr>\n",
       "\t<tr><td>82.1 </td><td>7.2  </td><td>FALSE</td></tr>\n",
       "\t<tr><td>78.9 </td><td>6.5  </td><td> TRUE</td></tr>\n",
       "\t<tr><td>74.3 </td><td>4.2  </td><td>FALSE</td></tr>\n",
       "\t<tr><td>77.7 </td><td>3.1  </td><td>FALSE</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lll}\n",
       " OL\\_Ratio & Leaf\\_Spot & Drought\\\\\n",
       "\\hline\n",
       "\t 76.2  & 5.5   &  TRUE\\\\\n",
       "\t 82.1  & 7.2   & FALSE\\\\\n",
       "\t 78.9  & 6.5   &  TRUE\\\\\n",
       "\t 74.3  & 4.2   & FALSE\\\\\n",
       "\t 77.7  & 3.1   & FALSE\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| OL_Ratio | Leaf_Spot | Drought |\n",
       "|---|---|---|\n",
       "| 76.2  | 5.5   |  TRUE |\n",
       "| 82.1  | 7.2   | FALSE |\n",
       "| 78.9  | 6.5   |  TRUE |\n",
       "| 74.3  | 4.2   | FALSE |\n",
       "| 77.7  | 3.1   | FALSE |\n",
       "\n"
      ],
      "text/plain": [
       "  OL_Ratio Leaf_Spot Drought\n",
       "1 76.2     5.5        TRUE  \n",
       "2 82.1     7.2       FALSE  \n",
       "3 78.9     6.5        TRUE  \n",
       "4 74.3     4.2       FALSE  \n",
       "5 77.7     3.1       FALSE  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df <- data.frame(OL_Ratio,Leaf_Spot,Drought)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>OL_Ratio</th><th scope=col>Leaf_Spot</th><th scope=col>Drought</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>N12006</th><td>76.2 </td><td>5.5  </td><td> TRUE</td></tr>\n",
       "\t<tr><th scope=row>N13003</th><td>82.1 </td><td>7.2  </td><td>FALSE</td></tr>\n",
       "\t<tr><th scope=row>N1304</th><td>78.9 </td><td>6.5  </td><td> TRUE</td></tr>\n",
       "\t<tr><th scope=row>N14002</th><td>74.3 </td><td>4.2  </td><td>FALSE</td></tr>\n",
       "\t<tr><th scope=row>N16021</th><td>77.7 </td><td>3.1  </td><td>FALSE</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lll}\n",
       "  & OL\\_Ratio & Leaf\\_Spot & Drought\\\\\n",
       "\\hline\n",
       "\tN12006 & 76.2  & 5.5   &  TRUE\\\\\n",
       "\tN13003 & 82.1  & 7.2   & FALSE\\\\\n",
       "\tN1304 & 78.9  & 6.5   &  TRUE\\\\\n",
       "\tN14002 & 74.3  & 4.2   & FALSE\\\\\n",
       "\tN16021 & 77.7  & 3.1   & FALSE\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | OL_Ratio | Leaf_Spot | Drought |\n",
       "|---|---|---|---|\n",
       "| N12006 | 76.2  | 5.5   |  TRUE |\n",
       "| N13003 | 82.1  | 7.2   | FALSE |\n",
       "| N1304 | 78.9  | 6.5   |  TRUE |\n",
       "| N14002 | 74.3  | 4.2   | FALSE |\n",
       "| N16021 | 77.7  | 3.1   | FALSE |\n",
       "\n"
      ],
      "text/plain": [
       "       OL_Ratio Leaf_Spot Drought\n",
       "N12006 76.2     5.5        TRUE  \n",
       "N13003 82.1     7.2       FALSE  \n",
       "N1304  78.9     6.5        TRUE  \n",
       "N14002 74.3     4.2       FALSE  \n",
       "N16021 77.7     3.1       FALSE  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "row.names(df) <- c('N12006','N13003','N1304','N14002','N16021')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>OL_Ratio</th><th scope=col>Leaf_Spot</th><th scope=col>Drought</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>N12006</th><td>76.2</td><td>5.5 </td><td>TRUE</td></tr>\n",
       "\t<tr><th scope=row>N1304</th><td>78.9</td><td>6.5 </td><td>TRUE</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lll}\n",
       "  & OL\\_Ratio & Leaf\\_Spot & Drought\\\\\n",
       "\\hline\n",
       "\tN12006 & 76.2 & 5.5  & TRUE\\\\\n",
       "\tN1304 & 78.9 & 6.5  & TRUE\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | OL_Ratio | Leaf_Spot | Drought |\n",
       "|---|---|---|---|\n",
       "| N12006 | 76.2 | 5.5  | TRUE |\n",
       "| N1304 | 78.9 | 6.5  | TRUE |\n",
       "\n"
      ],
      "text/plain": [
       "       OL_Ratio Leaf_Spot Drought\n",
       "N12006 76.2     5.5       TRUE   \n",
       "N1304  78.9     6.5       TRUE   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Which lines are considered drought tolerant?\n",
    "\n",
    "subset(df, Drought==TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "setwd ('/Users/NavinShrestha/Desktop/R.Week5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "'/Users/NavinShrestha/Desktop/R.Week5'"
      ],
      "text/latex": [
       "'/Users/NavinShrestha/Desktop/R.Week5'"
      ],
      "text/markdown": [
       "'/Users/NavinShrestha/Desktop/R.Week5'"
      ],
      "text/plain": [
       "[1] \"/Users/NavinShrestha/Desktop/R.Week5\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "getwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Input the peanut_lines(CSV) and peanut_disease (Tab) datafile\n",
    "\n",
    "peanut_lines <- read.csv('peanut_lines.csv',header=TRUE)\n",
    "peanut_disease <- read.table('peanut_disease.txt',sep='\\t', header=TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>NC_Accession</th><th scope=col>Identity.or.Parentage</th><th scope=col>Pedigree</th><th scope=col>FAG</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>ACI WT09-0761</td><td>ACI WT09-0761</td><td>             </td><td>Check        </td></tr>\n",
       "\t<tr><td>ACI WT11-0351</td><td>ACI WT11-0351</td><td>             </td><td>ol ol        </td></tr>\n",
       "\t<tr><td>ACI WT12-0226</td><td>ACI WT12-0226</td><td>             </td><td>ol ol        </td></tr>\n",
       "\t<tr><td>ACI WT12-0419</td><td>ACI WT12-0419</td><td>             </td><td>Check        </td></tr>\n",
       "\t<tr><td>ACI WT12-0420</td><td>ACI WT12-0420</td><td>             </td><td>ol ol        </td></tr>\n",
       "\t<tr><td>ACI WT12-0433</td><td>ACI WT12-0433</td><td>             </td><td>Check        </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llll}\n",
       " NC\\_Accession & Identity.or.Parentage & Pedigree & FAG\\\\\n",
       "\\hline\n",
       "\t ACI WT09-0761 & ACI WT09-0761 &               & Check        \\\\\n",
       "\t ACI WT11-0351 & ACI WT11-0351 &               & ol ol        \\\\\n",
       "\t ACI WT12-0226 & ACI WT12-0226 &               & ol ol        \\\\\n",
       "\t ACI WT12-0419 & ACI WT12-0419 &               & Check        \\\\\n",
       "\t ACI WT12-0420 & ACI WT12-0420 &               & ol ol        \\\\\n",
       "\t ACI WT12-0433 & ACI WT12-0433 &               & Check        \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| NC_Accession | Identity.or.Parentage | Pedigree | FAG |\n",
       "|---|---|---|---|\n",
       "| ACI WT09-0761 | ACI WT09-0761 |               | Check         |\n",
       "| ACI WT11-0351 | ACI WT11-0351 |               | ol ol         |\n",
       "| ACI WT12-0226 | ACI WT12-0226 |               | ol ol         |\n",
       "| ACI WT12-0419 | ACI WT12-0419 |               | Check         |\n",
       "| ACI WT12-0420 | ACI WT12-0420 |               | ol ol         |\n",
       "| ACI WT12-0433 | ACI WT12-0433 |               | Check         |\n",
       "\n"
      ],
      "text/plain": [
       "  NC_Accession  Identity.or.Parentage Pedigree FAG  \n",
       "1 ACI WT09-0761 ACI WT09-0761                  Check\n",
       "2 ACI WT11-0351 ACI WT11-0351                  ol ol\n",
       "3 ACI WT12-0226 ACI WT12-0226                  ol ol\n",
       "4 ACI WT12-0419 ACI WT12-0419                  Check\n",
       "5 ACI WT12-0420 ACI WT12-0420                  ol ol\n",
       "6 ACI WT12-0433 ACI WT12-0433                  Check"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>859</li>\n",
       "\t<li>4</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 859\n",
       "\\item 4\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 859\n",
       "2. 4\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 859   4"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(peanut_lines)\n",
    "dim(peanut_lines)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Year</th><th scope=col>Location</th><th scope=col>Name</th><th scope=col>Label</th><th scope=col>NC_Accession</th><th scope=col>Rating</th><th scope=col>Disease</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>2010                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>Bailey                             </td><td>LS                                 </td><td>2.50                               </td></tr>\n",
       "\t<tr><td>2010                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>Bailey                             </td><td>LS                                 </td><td>2.55                               </td></tr>\n",
       "\t<tr><td>2011                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>Bailey                             </td><td>LS                                 </td><td>7.17                               </td></tr>\n",
       "\t<tr><td>2011                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>Bailey                             </td><td>LS                                 </td><td>7.19                               </td></tr>\n",
       "\t<tr><td>2012                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>Bailey                             </td><td>LS                                 </td><td>2.00                               </td></tr>\n",
       "\t<tr><td>2012                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>Bailey                             </td><td>LS                                 </td><td>2.00                               </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllll}\n",
       " Year & Location & Name & Label & NC\\_Accession & Rating & Disease\\\\\n",
       "\\hline\n",
       "\t 2010                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & Bailey                              & LS                                  & 2.50                               \\\\\n",
       "\t 2010                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & Bailey                              & LS                                  & 2.55                               \\\\\n",
       "\t 2011                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & Bailey                              & LS                                  & 7.17                               \\\\\n",
       "\t 2011                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & Bailey                              & LS                                  & 7.19                               \\\\\n",
       "\t 2012                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & Bailey                              & LS                                  & 2.00                               \\\\\n",
       "\t 2012                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & Bailey                              & LS                                  & 2.00                               \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| Year | Location | Name | Label | NC_Accession | Rating | Disease |\n",
       "|---|---|---|---|---|---|---|\n",
       "| 2010                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | Bailey                              | LS                                  | 2.50                                |\n",
       "| 2010                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | Bailey                              | LS                                  | 2.55                                |\n",
       "| 2011                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | Bailey                              | LS                                  | 7.17                                |\n",
       "| 2011                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | Bailey                              | LS                                  | 7.19                                |\n",
       "| 2012                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | Bailey                              | LS                                  | 2.00                                |\n",
       "| 2012                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | Bailey                              | LS                                  | 2.00                                |\n",
       "\n"
      ],
      "text/plain": [
       "  Year Location Name  Label                               NC_Accession Rating\n",
       "1 2010 LEW      ATP-L Advanced Testing Program - Leafspot Bailey       LS    \n",
       "2 2010 LEW      ATP-L Advanced Testing Program - Leafspot Bailey       LS    \n",
       "3 2011 LEW      ATP-L Advanced Testing Program - Leafspot Bailey       LS    \n",
       "4 2011 LEW      ATP-L Advanced Testing Program - Leafspot Bailey       LS    \n",
       "5 2012 LEW      ATP-L Advanced Testing Program - Leafspot Bailey       LS    \n",
       "6 2012 LEW      ATP-L Advanced Testing Program - Leafspot Bailey       LS    \n",
       "  Disease\n",
       "1 2.50   \n",
       "2 2.55   \n",
       "3 7.17   \n",
       "4 7.19   \n",
       "5 2.00   \n",
       "6 2.00   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>4283</li>\n",
       "\t<li>7</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 4283\n",
       "\\item 7\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 4283\n",
       "2. 7\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 4283    7"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(peanut_disease)\n",
    "dim(peanut_disease)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'NC_Accession'</li>\n",
       "\t<li>'Identity.or.Parentage'</li>\n",
       "\t<li>'Pedigree'</li>\n",
       "\t<li>'FAG'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'NC\\_Accession'\n",
       "\\item 'Identity.or.Parentage'\n",
       "\\item 'Pedigree'\n",
       "\\item 'FAG'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'NC_Accession'\n",
       "2. 'Identity.or.Parentage'\n",
       "3. 'Pedigree'\n",
       "4. 'FAG'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"NC_Accession\"          \"Identity.or.Parentage\" \"Pedigree\"             \n",
       "[4] \"FAG\"                  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check the column names of peanut_lines and peanut_disease\n",
    "colnames(peanut_lines)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'Year'</li>\n",
       "\t<li>'Location'</li>\n",
       "\t<li>'Name'</li>\n",
       "\t<li>'Label'</li>\n",
       "\t<li>'NC_Accession'</li>\n",
       "\t<li>'Rating'</li>\n",
       "\t<li>'Disease'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'Year'\n",
       "\\item 'Location'\n",
       "\\item 'Name'\n",
       "\\item 'Label'\n",
       "\\item 'NC\\_Accession'\n",
       "\\item 'Rating'\n",
       "\\item 'Disease'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'Year'\n",
       "2. 'Location'\n",
       "3. 'Name'\n",
       "4. 'Label'\n",
       "5. 'NC_Accession'\n",
       "6. 'Rating'\n",
       "7. 'Disease'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"Year\"         \"Location\"     \"Name\"         \"Label\"        \"NC_Accession\"\n",
       "[6] \"Rating\"       \"Disease\"     "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colnames(peanut_disease)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merge peanut_lines and peanut_disease keeping the entirety of the peanut_disease information intact - Name the data frame disease_data\n",
    "\n",
    "disease_data <- merge(peanut_lines, peanut_disease, all=TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>NC_Accession</th><th scope=col>Identity.or.Parentage</th><th scope=col>Pedigree</th><th scope=col>FAG</th><th scope=col>Year</th><th scope=col>Location</th><th scope=col>Name</th><th scope=col>Label</th><th scope=col>Rating</th><th scope=col>Disease</th></tr></thead>\n",
       "<tbody>\n",
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       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2018                                  </td><td>LEW                                   </td><td>ATP-T                                 </td><td>Advanced Testing Program - TSWV       </td><td>TSWV                                  </td><td>   0.1346                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2013                                  </td><td>RMT                                   </td><td>ATP-S                                 </td><td>Advanced Testing Program - Sclerotinia</td><td>SB                                    </td><td>   0.6923                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2013                                  </td><td>RMT                                   </td><td>ATP-S                                 </td><td>Advanced Testing Program - Sclerotinia</td><td>SB                                    </td><td>   0.2471                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2014                                  </td><td>RMT                                   </td><td>ATP-S                                 </td><td>Advanced Testing Program - Sclerotinia</td><td>SB                                    </td><td>   0.2278                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2017                                  </td><td>LEW                                   </td><td>ATP-T                                 </td><td>Advanced Testing Program - TSWV       </td><td>TSWV                                  </td><td>   0.1437                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2013                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>Yield_UT                              </td><td>3207.0000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2013                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>Yield_UT                              </td><td>3161.0000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2014                                  </td><td>LEW                                   </td><td>ATP-T                                 </td><td>Advanced Testing Program - TSWV       </td><td>TSWV                                  </td><td>   0.1234                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2016                                  </td><td>LEW                                   </td><td>ATP-T                                 </td><td>Advanced Testing Program - TSWV       </td><td>TSWV                                  </td><td>   0.2381                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2018                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>LS                                    </td><td>   5.5000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2014                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>Yield_UT                              </td><td>1030.0000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2014                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>Yield_UT                              </td><td>1622.0000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2016                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>Yield_UT                              </td><td>2328.5000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2013                                  </td><td>LEW                                   </td><td>ATP-T                                 </td><td>Advanced Testing Program - TSWV       </td><td>TSWV                                  </td><td>   0.0637                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2014                                  </td><td>LEW                                   </td><td>ATP-T                                 </td><td>Advanced Testing Program - TSWV       </td><td>TSWV                                  </td><td>   0.0911                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2017                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>LS                                    </td><td>   7.0000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2017                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>Yield_UT                              </td><td>2764.0000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2013                                  </td><td>LEW                                   </td><td>ATP-T                                 </td><td>Advanced Testing Program - TSWV       </td><td>TSWV                                  </td><td>   0.0869                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2017                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>LS                                    </td><td>   6.6400                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2014                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>LS                                    </td><td>   7.5800                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2018                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>Yield_UT                              </td><td>2359.5000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2016                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>LS                                    </td><td>   2.0000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2013                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>LS                                    </td><td>   2.5000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2013                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>LS                                    </td><td>   2.0000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2017                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>Yield_UT                              </td><td>2156.0000                             </td></tr>\n",
       "\t<tr><td>Tifguard                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2014                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>LS                                    </td><td>   8.0000                             </td></tr>\n",
       "\t<tr><td>VA-C 92R                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2012                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>LS                                    </td><td>   2.0000                             </td></tr>\n",
       "\t<tr><td>VA-C 92R                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2012                                  </td><td>LEW                                   </td><td>ATP-L                                 </td><td>Advanced Testing Program - Leafspot   </td><td>Yield_UT                              </td><td>3107.0000                             </td></tr>\n",
       "\t<tr><td>VA-C 92R                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2012                                  </td><td>LEW                                   </td><td>ATP-T                                 </td><td>Advanced Testing Program - TSWV       </td><td>TSWV                                  </td><td>   0.2269                             </td></tr>\n",
       "\t<tr><td>VA-C 92R                              </td><td>NA                                    </td><td>NA                                    </td><td>NA                                    </td><td>2012                                  </td><td>RMT                                   </td><td>ATP-S                                 </td><td>Advanced Testing Program - Sclerotinia</td><td>SB                                    </td><td>   0.7523                             </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllll}\n",
       " NC\\_Accession & Identity.or.Parentage & Pedigree & FAG & Year & Location & Name & Label & Rating & Disease\\\\\n",
       "\\hline\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t ... & ... & ... & ... & ... & ... & ... & ... & ... & ...\\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2018                                   & LEW                                    & ATP-T                                  & Advanced Testing Program - TSWV        & TSWV                                   &    0.1346                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2013                                   & RMT                                    & ATP-S                                  & Advanced Testing Program - Sclerotinia & SB                                     &    0.6923                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2013                                   & RMT                                    & ATP-S                                  & Advanced Testing Program - Sclerotinia & SB                                     &    0.2471                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2014                                   & RMT                                    & ATP-S                                  & Advanced Testing Program - Sclerotinia & SB                                     &    0.2278                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2017                                   & LEW                                    & ATP-T                                  & Advanced Testing Program - TSWV        & TSWV                                   &    0.1437                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2013                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & Yield\\_UT                             & 3207.0000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2013                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & Yield\\_UT                             & 3161.0000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2014                                   & LEW                                    & ATP-T                                  & Advanced Testing Program - TSWV        & TSWV                                   &    0.1234                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2016                                   & LEW                                    & ATP-T                                  & Advanced Testing Program - TSWV        & TSWV                                   &    0.2381                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2018                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & LS                                     &    5.5000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2014                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & Yield\\_UT                             & 1030.0000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2014                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & Yield\\_UT                             & 1622.0000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2016                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & Yield\\_UT                             & 2328.5000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2013                                   & LEW                                    & ATP-T                                  & Advanced Testing Program - TSWV        & TSWV                                   &    0.0637                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2014                                   & LEW                                    & ATP-T                                  & Advanced Testing Program - TSWV        & TSWV                                   &    0.0911                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2017                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & LS                                     &    7.0000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2017                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & Yield\\_UT                             & 2764.0000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2013                                   & LEW                                    & ATP-T                                  & Advanced Testing Program - TSWV        & TSWV                                   &    0.0869                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2017                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & LS                                     &    6.6400                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2014                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & LS                                     &    7.5800                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2018                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & Yield\\_UT                             & 2359.5000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2016                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & LS                                     &    2.0000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2013                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & LS                                     &    2.5000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2013                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & LS                                     &    2.0000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2017                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & Yield\\_UT                             & 2156.0000                             \\\\\n",
       "\t Tifguard                               & NA                                     & NA                                     & NA                                     & 2014                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & LS                                     &    8.0000                             \\\\\n",
       "\t VA-C 92R                               & NA                                     & NA                                     & NA                                     & 2012                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & LS                                     &    2.0000                             \\\\\n",
       "\t VA-C 92R                               & NA                                     & NA                                     & NA                                     & 2012                                   & LEW                                    & ATP-L                                  & Advanced Testing Program - Leafspot    & Yield\\_UT                             & 3107.0000                             \\\\\n",
       "\t VA-C 92R                               & NA                                     & NA                                     & NA                                     & 2012                                   & LEW                                    & ATP-T                                  & Advanced Testing Program - TSWV        & TSWV                                   &    0.2269                             \\\\\n",
       "\t VA-C 92R                               & NA                                     & NA                                     & NA                                     & 2012                                   & RMT                                    & ATP-S                                  & Advanced Testing Program - Sclerotinia & SB                                     &    0.7523                             \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| NC_Accession | Identity.or.Parentage | Pedigree | FAG | Year | Location | Name | Label | Rating | Disease |\n",
       "|---|---|---|---|---|---|---|---|---|---|\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2018                                   | LEW                                    | ATP-T                                  | Advanced Testing Program - TSWV        | TSWV                                   |    0.1346                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2013                                   | RMT                                    | ATP-S                                  | Advanced Testing Program - Sclerotinia | SB                                     |    0.6923                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2013                                   | RMT                                    | ATP-S                                  | Advanced Testing Program - Sclerotinia | SB                                     |    0.2471                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2014                                   | RMT                                    | ATP-S                                  | Advanced Testing Program - Sclerotinia | SB                                     |    0.2278                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2017                                   | LEW                                    | ATP-T                                  | Advanced Testing Program - TSWV        | TSWV                                   |    0.1437                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2013                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | Yield_UT                               | 3207.0000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2013                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | Yield_UT                               | 3161.0000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2014                                   | LEW                                    | ATP-T                                  | Advanced Testing Program - TSWV        | TSWV                                   |    0.1234                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2016                                   | LEW                                    | ATP-T                                  | Advanced Testing Program - TSWV        | TSWV                                   |    0.2381                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2018                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | LS                                     |    5.5000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2014                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | Yield_UT                               | 1030.0000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2014                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | Yield_UT                               | 1622.0000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2016                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | Yield_UT                               | 2328.5000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2013                                   | LEW                                    | ATP-T                                  | Advanced Testing Program - TSWV        | TSWV                                   |    0.0637                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2014                                   | LEW                                    | ATP-T                                  | Advanced Testing Program - TSWV        | TSWV                                   |    0.0911                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2017                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | LS                                     |    7.0000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2017                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | Yield_UT                               | 2764.0000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2013                                   | LEW                                    | ATP-T                                  | Advanced Testing Program - TSWV        | TSWV                                   |    0.0869                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2017                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | LS                                     |    6.6400                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2014                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | LS                                     |    7.5800                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2018                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | Yield_UT                               | 2359.5000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2016                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | LS                                     |    2.0000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2013                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | LS                                     |    2.5000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2013                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | LS                                     |    2.0000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2017                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | Yield_UT                               | 2156.0000                              |\n",
       "| Tifguard                               | NA                                     | NA                                     | NA                                     | 2014                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | LS                                     |    8.0000                              |\n",
       "| VA-C 92R                               | NA                                     | NA                                     | NA                                     | 2012                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | LS                                     |    2.0000                              |\n",
       "| VA-C 92R                               | NA                                     | NA                                     | NA                                     | 2012                                   | LEW                                    | ATP-L                                  | Advanced Testing Program - Leafspot    | Yield_UT                               | 3107.0000                              |\n",
       "| VA-C 92R                               | NA                                     | NA                                     | NA                                     | 2012                                   | LEW                                    | ATP-T                                  | Advanced Testing Program - TSWV        | TSWV                                   |    0.2269                              |\n",
       "| VA-C 92R                               | NA                                     | NA                                     | NA                                     | 2012                                   | RMT                                    | ATP-S                                  | Advanced Testing Program - Sclerotinia | SB                                     |    0.7523                              |\n",
       "\n"
      ],
      "text/plain": [
       "     NC_Accession Identity.or.Parentage Pedigree FAG Year Location Name \n",
       "1                                                    NA   NA       NA   \n",
       "2                                                    NA   NA       NA   \n",
       "3                                                    NA   NA       NA   \n",
       "4                                                    NA   NA       NA   \n",
       "5                                                    NA   NA       NA   \n",
       "6                                                    NA   NA       NA   \n",
       "7                                                    NA   NA       NA   \n",
       "8                                                    NA   NA       NA   \n",
       "9                                                    NA   NA       NA   \n",
       "10                                                   NA   NA       NA   \n",
       "11                                                   NA   NA       NA   \n",
       "12                                                   NA   NA       NA   \n",
       "13                                                   NA   NA       NA   \n",
       "14                                                   NA   NA       NA   \n",
       "15                                                   NA   NA       NA   \n",
       "16                                                   NA   NA       NA   \n",
       "17                                                   NA   NA       NA   \n",
       "18                                                   NA   NA       NA   \n",
       "19                                                   NA   NA       NA   \n",
       "20                                                   NA   NA       NA   \n",
       "21                                                   NA   NA       NA   \n",
       "22                                                   NA   NA       NA   \n",
       "23                                                   NA   NA       NA   \n",
       "24                                                   NA   NA       NA   \n",
       "25                                                   NA   NA       NA   \n",
       "26                                                   NA   NA       NA   \n",
       "27                                                   NA   NA       NA   \n",
       "28                                                   NA   NA       NA   \n",
       "29                                                   NA   NA       NA   \n",
       "30                                                   NA   NA       NA   \n",
       "...  ...          ...                   ...      ... ...  ...      ...  \n",
       "4903 Tifguard     NA                    NA       NA  2018 LEW      ATP-T\n",
       "4904 Tifguard     NA                    NA       NA  2013 RMT      ATP-S\n",
       "4905 Tifguard     NA                    NA       NA  2013 RMT      ATP-S\n",
       "4906 Tifguard     NA                    NA       NA  2014 RMT      ATP-S\n",
       "4907 Tifguard     NA                    NA       NA  2017 LEW      ATP-T\n",
       "4908 Tifguard     NA                    NA       NA  2013 LEW      ATP-L\n",
       "4909 Tifguard     NA                    NA       NA  2013 LEW      ATP-L\n",
       "4910 Tifguard     NA                    NA       NA  2014 LEW      ATP-T\n",
       "4911 Tifguard     NA                    NA       NA  2016 LEW      ATP-T\n",
       "4912 Tifguard     NA                    NA       NA  2018 LEW      ATP-L\n",
       "4913 Tifguard     NA                    NA       NA  2014 LEW      ATP-L\n",
       "4914 Tifguard     NA                    NA       NA  2014 LEW      ATP-L\n",
       "4915 Tifguard     NA                    NA       NA  2016 LEW      ATP-L\n",
       "4916 Tifguard     NA                    NA       NA  2013 LEW      ATP-T\n",
       "4917 Tifguard     NA                    NA       NA  2014 LEW      ATP-T\n",
       "4918 Tifguard     NA                    NA       NA  2017 LEW      ATP-L\n",
       "4919 Tifguard     NA                    NA       NA  2017 LEW      ATP-L\n",
       "4920 Tifguard     NA                    NA       NA  2013 LEW      ATP-T\n",
       "4921 Tifguard     NA                    NA       NA  2017 LEW      ATP-L\n",
       "4922 Tifguard     NA                    NA       NA  2014 LEW      ATP-L\n",
       "4923 Tifguard     NA                    NA       NA  2018 LEW      ATP-L\n",
       "4924 Tifguard     NA                    NA       NA  2016 LEW      ATP-L\n",
       "4925 Tifguard     NA                    NA       NA  2013 LEW      ATP-L\n",
       "4926 Tifguard     NA                    NA       NA  2013 LEW      ATP-L\n",
       "4927 Tifguard     NA                    NA       NA  2017 LEW      ATP-L\n",
       "4928 Tifguard     NA                    NA       NA  2014 LEW      ATP-L\n",
       "4929 VA-C 92R     NA                    NA       NA  2012 LEW      ATP-L\n",
       "4930 VA-C 92R     NA                    NA       NA  2012 LEW      ATP-L\n",
       "4931 VA-C 92R     NA                    NA       NA  2012 LEW      ATP-T\n",
       "4932 VA-C 92R     NA                    NA       NA  2012 RMT      ATP-S\n",
       "     Label                                  Rating   Disease  \n",
       "1    NA                                     NA       NA       \n",
       "2    NA                                     NA       NA       \n",
       "3    NA                                     NA       NA       \n",
       "4    NA                                     NA       NA       \n",
       "5    NA                                     NA       NA       \n",
       "6    NA                                     NA       NA       \n",
       "7    NA                                     NA       NA       \n",
       "8    NA                                     NA       NA       \n",
       "9    NA                                     NA       NA       \n",
       "10   NA                                     NA       NA       \n",
       "11   NA                                     NA       NA       \n",
       "12   NA                                     NA       NA       \n",
       "13   NA                                     NA       NA       \n",
       "14   NA                                     NA       NA       \n",
       "15   NA                                     NA       NA       \n",
       "16   NA                                     NA       NA       \n",
       "17   NA                                     NA       NA       \n",
       "18   NA                                     NA       NA       \n",
       "19   NA                                     NA       NA       \n",
       "20   NA                                     NA       NA       \n",
       "21   NA                                     NA       NA       \n",
       "22   NA                                     NA       NA       \n",
       "23   NA                                     NA       NA       \n",
       "24   NA                                     NA       NA       \n",
       "25   NA                                     NA       NA       \n",
       "26   NA                                     NA       NA       \n",
       "27   NA                                     NA       NA       \n",
       "28   NA                                     NA       NA       \n",
       "29   NA                                     NA       NA       \n",
       "30   NA                                     NA       NA       \n",
       "...  ...                                    ...      ...      \n",
       "4903 Advanced Testing Program - TSWV        TSWV        0.1346\n",
       "4904 Advanced Testing Program - Sclerotinia SB          0.6923\n",
       "4905 Advanced Testing Program - Sclerotinia SB          0.2471\n",
       "4906 Advanced Testing Program - Sclerotinia SB          0.2278\n",
       "4907 Advanced Testing Program - TSWV        TSWV        0.1437\n",
       "4908 Advanced Testing Program - Leafspot    Yield_UT 3207.0000\n",
       "4909 Advanced Testing Program - Leafspot    Yield_UT 3161.0000\n",
       "4910 Advanced Testing Program - TSWV        TSWV        0.1234\n",
       "4911 Advanced Testing Program - TSWV        TSWV        0.2381\n",
       "4912 Advanced Testing Program - Leafspot    LS          5.5000\n",
       "4913 Advanced Testing Program - Leafspot    Yield_UT 1030.0000\n",
       "4914 Advanced Testing Program - Leafspot    Yield_UT 1622.0000\n",
       "4915 Advanced Testing Program - Leafspot    Yield_UT 2328.5000\n",
       "4916 Advanced Testing Program - TSWV        TSWV        0.0637\n",
       "4917 Advanced Testing Program - TSWV        TSWV        0.0911\n",
       "4918 Advanced Testing Program - Leafspot    LS          7.0000\n",
       "4919 Advanced Testing Program - Leafspot    Yield_UT 2764.0000\n",
       "4920 Advanced Testing Program - TSWV        TSWV        0.0869\n",
       "4921 Advanced Testing Program - Leafspot    LS          6.6400\n",
       "4922 Advanced Testing Program - Leafspot    LS          7.5800\n",
       "4923 Advanced Testing Program - Leafspot    Yield_UT 2359.5000\n",
       "4924 Advanced Testing Program - Leafspot    LS          2.0000\n",
       "4925 Advanced Testing Program - Leafspot    LS          2.5000\n",
       "4926 Advanced Testing Program - Leafspot    LS          2.0000\n",
       "4927 Advanced Testing Program - Leafspot    Yield_UT 2156.0000\n",
       "4928 Advanced Testing Program - Leafspot    LS          8.0000\n",
       "4929 Advanced Testing Program - Leafspot    LS          2.0000\n",
       "4930 Advanced Testing Program - Leafspot    Yield_UT 3107.0000\n",
       "4931 Advanced Testing Program - TSWV        TSWV        0.2269\n",
       "4932 Advanced Testing Program - Sclerotinia SB          0.7523"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "disease_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>NC_Accession</th><th scope=col>Identity.or.Parentage</th><th scope=col>Pedigree</th><th scope=col>FAG</th><th scope=col>Year</th><th scope=col>Location</th><th scope=col>Name</th><th scope=col>Label</th><th scope=col>Rating</th><th scope=col>Disease</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><td>  </td><td>  </td><td>  </td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllll}\n",
       " NC\\_Accession & Identity.or.Parentage & Pedigree & FAG & Year & Location & Name & Label & Rating & Disease\\\\\n",
       "\\hline\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t    &    &    &    & NA & NA & NA & NA & NA & NA\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| NC_Accession | Identity.or.Parentage | Pedigree | FAG | Year | Location | Name | Label | Rating | Disease |\n",
       "|---|---|---|---|---|---|---|---|---|---|\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "|    |    |    |    | NA | NA | NA | NA | NA | NA |\n",
       "\n"
      ],
      "text/plain": [
       "  NC_Accession Identity.or.Parentage Pedigree FAG Year Location Name Label\n",
       "1                                                 NA   NA       NA   NA   \n",
       "2                                                 NA   NA       NA   NA   \n",
       "3                                                 NA   NA       NA   NA   \n",
       "4                                                 NA   NA       NA   NA   \n",
       "5                                                 NA   NA       NA   NA   \n",
       "6                                                 NA   NA       NA   NA   \n",
       "  Rating Disease\n",
       "1 NA     NA     \n",
       "2 NA     NA     \n",
       "3 NA     NA     \n",
       "4 NA     NA     \n",
       "5 NA     NA     \n",
       "6 NA     NA     "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Subset the disease data to list only ratings for leaf spot ('LS') in a dataframe called leaf.spot\n",
    "\n",
    "head(disease_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "leaf.spot <- subset(disease_data, Rating =='LS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>NC_Accession</th><th scope=col>Identity.or.Parentage</th><th scope=col>Pedigree</th><th scope=col>FAG</th><th scope=col>Year</th><th scope=col>Location</th><th scope=col>Name</th><th scope=col>Label</th><th scope=col>Rating</th><th scope=col>Disease</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>409</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2010                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>2.50                                                                     </td></tr>\n",
       "\t<tr><th scope=row>413</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2017                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>8.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>419</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2016                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>4.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>429</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2010                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>2.55                                                                     </td></tr>\n",
       "\t<tr><th scope=row>432</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2016                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>6.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>433</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2011                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>7.17                                                                     </td></tr>\n",
       "\t<tr><th scope=row>437</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2015                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>5.79                                                                     </td></tr>\n",
       "\t<tr><th scope=row>438</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2015                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>4.71                                                                     </td></tr>\n",
       "\t<tr><th scope=row>441</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2014                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>7.01                                                                     </td></tr>\n",
       "\t<tr><th scope=row>444</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2011                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>7.19                                                                     </td></tr>\n",
       "\t<tr><th scope=row>447</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2013                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>3.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>452</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2014                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>6.50                                                                     </td></tr>\n",
       "\t<tr><th scope=row>453</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2012                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>2.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>458</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2012                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>2.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>460</th><td>Bailey                                                                   </td><td>NC 12C*2 / N96076L                                                       </td><td>BC1F1-06-01-S-03-S-05: F09                                               </td><td>+ +                                                                      </td><td>2013                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>4.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>462</th><td>Bailey II                                                                </td><td>Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey</td><td>BC3F1-02-01-S-02-S-02: F09                                               </td><td>ol ol                                                                    </td><td>2012                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>2.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>464</th><td>Bailey II                                                                </td><td>Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey</td><td>BC3F1-02-01-S-02-S-02: F09                                               </td><td>ol ol                                                                    </td><td>2013                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>3.50                                                                     </td></tr>\n",
       "\t<tr><th scope=row>467</th><td>Bailey II                                                                </td><td>Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey</td><td>BC3F1-02-01-S-02-S-02: F09                                               </td><td>ol ol                                                                    </td><td>2018                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>4.50                                                                     </td></tr>\n",
       "\t<tr><th scope=row>468</th><td>Bailey II                                                                </td><td>Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey</td><td>BC3F1-02-01-S-02-S-02: F09                                               </td><td>ol ol                                                                    </td><td>2015                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>5.46                                                                     </td></tr>\n",
       "\t<tr><th scope=row>469</th><td>Bailey II                                                                </td><td>Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey</td><td>BC3F1-02-01-S-02-S-02: F09                                               </td><td>ol ol                                                                    </td><td>2014                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>6.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>470</th><td>Bailey II                                                                </td><td>Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey</td><td>BC3F1-02-01-S-02-S-02: F09                                               </td><td>ol ol                                                                    </td><td>2016                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>5.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>472</th><td>Bailey II                                                                </td><td>Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey</td><td>BC3F1-02-01-S-02-S-02: F09                                               </td><td>ol ol                                                                    </td><td>2017                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>7.77                                                                     </td></tr>\n",
       "\t<tr><th scope=row>478</th><td>Bailey II                                                                </td><td>Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey</td><td>BC3F1-02-01-S-02-S-02: F09                                               </td><td>ol ol                                                                    </td><td>2018                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>5.62                                                                     </td></tr>\n",
       "\t<tr><th scope=row>499</th><td>Brantley                                                                 </td><td>Brantley                                                                 </td><td>                                                                         </td><td>ol ol                                                                    </td><td>2014                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>7.84                                                                     </td></tr>\n",
       "\t<tr><th scope=row>503</th><td>Brantley                                                                 </td><td>Brantley                                                                 </td><td>                                                                         </td><td>ol ol                                                                    </td><td>2011                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>8.19                                                                     </td></tr>\n",
       "\t<tr><th scope=row>504</th><td>Brantley                                                                 </td><td>Brantley                                                                 </td><td>                                                                         </td><td>ol ol                                                                    </td><td>2010                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>3.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>507</th><td>CHAMPS                                                                   </td><td>CHAMPS                                                                   </td><td>                                                                         </td><td>+ +                                                                      </td><td>2010                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>3.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>508</th><td>CHAMPS                                                                   </td><td>CHAMPS                                                                   </td><td>                                                                         </td><td>+ +                                                                      </td><td>2012                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>2.00                                                                     </td></tr>\n",
       "\t<tr><th scope=row>514</th><td>CHAMPS                                                                   </td><td>CHAMPS                                                                   </td><td>                                                                         </td><td>+ +                                                                      </td><td>2012                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>2.50                                                                     </td></tr>\n",
       "\t<tr><th scope=row>517</th><td>CHAMPS                                                                   </td><td>CHAMPS                                                                   </td><td>                                                                         </td><td>+ +                                                                      </td><td>2014                                                                     </td><td>LEW                                                                      </td><td>ATP-L                                                                    </td><td>Advanced Testing Program - Leafspot                                      </td><td>LS                                                                       </td><td>6.50                                                                     </td></tr>\n",
       "\t<tr><th scope=row>...</th><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "\t<tr><th scope=row>4805</th><td>PI 270806                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2014                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>5.50                               </td></tr>\n",
       "\t<tr><th scope=row>4806</th><td>PI 270806                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2013                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>3.00                               </td></tr>\n",
       "\t<tr><th scope=row>4810</th><td>PI 270806                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2012                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>2.00                               </td></tr>\n",
       "\t<tr><th scope=row>4815</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2010                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>2.33                               </td></tr>\n",
       "\t<tr><th scope=row>4816</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2011                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>5.56                               </td></tr>\n",
       "\t<tr><th scope=row>4817</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2011                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>6.19                               </td></tr>\n",
       "\t<tr><th scope=row>4818</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2012                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>3.00                               </td></tr>\n",
       "\t<tr><th scope=row>4819</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2013                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>3.50                               </td></tr>\n",
       "\t<tr><th scope=row>4820</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2015                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>4.35                               </td></tr>\n",
       "\t<tr><th scope=row>4821</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2016                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>3.00                               </td></tr>\n",
       "\t<tr><th scope=row>4822</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2016                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>3.50                               </td></tr>\n",
       "\t<tr><th scope=row>4823</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2017                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>6.89                               </td></tr>\n",
       "\t<tr><th scope=row>4824</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2017                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>7.50                               </td></tr>\n",
       "\t<tr><th scope=row>4825</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2018                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>6.00                               </td></tr>\n",
       "\t<tr><th scope=row>4826</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2018                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>6.10                               </td></tr>\n",
       "\t<tr><th scope=row>4856</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2012                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>2.50                               </td></tr>\n",
       "\t<tr><th scope=row>4862</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2013                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>3.50                               </td></tr>\n",
       "\t<tr><th scope=row>4863</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2014                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>7.49                               </td></tr>\n",
       "\t<tr><th scope=row>4883</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2010                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>1.50                               </td></tr>\n",
       "\t<tr><th scope=row>4884</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2014                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>6.00                               </td></tr>\n",
       "\t<tr><th scope=row>4885</th><td>PI 576636                          </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2015                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>6.08                               </td></tr>\n",
       "\t<tr><th scope=row>4912</th><td>Tifguard                           </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2018                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>5.50                               </td></tr>\n",
       "\t<tr><th scope=row>4918</th><td>Tifguard                           </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2017                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>7.00                               </td></tr>\n",
       "\t<tr><th scope=row>4921</th><td>Tifguard                           </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2017                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>6.64                               </td></tr>\n",
       "\t<tr><th scope=row>4922</th><td>Tifguard                           </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2014                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>7.58                               </td></tr>\n",
       "\t<tr><th scope=row>4924</th><td>Tifguard                           </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2016                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>2.00                               </td></tr>\n",
       "\t<tr><th scope=row>4925</th><td>Tifguard                           </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2013                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>2.50                               </td></tr>\n",
       "\t<tr><th scope=row>4926</th><td>Tifguard                           </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2013                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>2.00                               </td></tr>\n",
       "\t<tr><th scope=row>4928</th><td>Tifguard                           </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2014                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>8.00                               </td></tr>\n",
       "\t<tr><th scope=row>4929</th><td>VA-C 92R                           </td><td>NA                                 </td><td>NA                                 </td><td>NA                                 </td><td>2012                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>2.00                               </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllll}\n",
       "  & NC\\_Accession & Identity.or.Parentage & Pedigree & FAG & Year & Location & Name & Label & Rating & Disease\\\\\n",
       "\\hline\n",
       "\t409 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2010                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 2.50                                                                     \\\\\n",
       "\t413 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2017                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 8.00                                                                     \\\\\n",
       "\t419 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2016                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 4.00                                                                     \\\\\n",
       "\t429 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2010                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 2.55                                                                     \\\\\n",
       "\t432 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2016                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 6.00                                                                     \\\\\n",
       "\t433 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2011                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 7.17                                                                     \\\\\n",
       "\t437 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2015                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 5.79                                                                     \\\\\n",
       "\t438 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2015                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 4.71                                                                     \\\\\n",
       "\t441 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2014                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 7.01                                                                     \\\\\n",
       "\t444 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2011                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 7.19                                                                     \\\\\n",
       "\t447 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2013                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 3.00                                                                     \\\\\n",
       "\t452 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2014                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 6.50                                                                     \\\\\n",
       "\t453 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2012                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 2.00                                                                     \\\\\n",
       "\t458 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2012                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 2.00                                                                     \\\\\n",
       "\t460 & Bailey                                                                    & NC 12C*2 / N96076L                                                        & BC1F1-06-01-S-03-S-05: F09                                                & + +                                                                       & 2013                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 4.00                                                                     \\\\\n",
       "\t462 & Bailey II                                                                 & Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey & BC3F1-02-01-S-02-S-02: F09                                                & ol ol                                                                     & 2012                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 2.00                                                                     \\\\\n",
       "\t464 & Bailey II                                                                 & Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey & BC3F1-02-01-S-02-S-02: F09                                                & ol ol                                                                     & 2013                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 3.50                                                                     \\\\\n",
       "\t467 & Bailey II                                                                 & Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey & BC3F1-02-01-S-02-S-02: F09                                                & ol ol                                                                     & 2018                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 4.50                                                                     \\\\\n",
       "\t468 & Bailey II                                                                 & Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey & BC3F1-02-01-S-02-S-02: F09                                                & ol ol                                                                     & 2015                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 5.46                                                                     \\\\\n",
       "\t469 & Bailey II                                                                 & Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey & BC3F1-02-01-S-02-S-02: F09                                                & ol ol                                                                     & 2014                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 6.00                                                                     \\\\\n",
       "\t470 & Bailey II                                                                 & Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey & BC3F1-02-01-S-02-S-02: F09                                                & ol ol                                                                     & 2016                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 5.00                                                                     \\\\\n",
       "\t472 & Bailey II                                                                 & Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey & BC3F1-02-01-S-02-S-02: F09                                                & ol ol                                                                     & 2017                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 7.77                                                                     \\\\\n",
       "\t478 & Bailey II                                                                 & Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey & BC3F1-02-01-S-02-S-02: F09                                                & ol ol                                                                     & 2018                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 5.62                                                                     \\\\\n",
       "\t499 & Brantley                                                                  & Brantley                                                                  &                                                                           & ol ol                                                                     & 2014                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 7.84                                                                     \\\\\n",
       "\t503 & Brantley                                                                  & Brantley                                                                  &                                                                           & ol ol                                                                     & 2011                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 8.19                                                                     \\\\\n",
       "\t504 & Brantley                                                                  & Brantley                                                                  &                                                                           & ol ol                                                                     & 2010                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 3.00                                                                     \\\\\n",
       "\t507 & CHAMPS                                                                    & CHAMPS                                                                    &                                                                           & + +                                                                       & 2010                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 3.00                                                                     \\\\\n",
       "\t508 & CHAMPS                                                                    & CHAMPS                                                                    &                                                                           & + +                                                                       & 2012                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 2.00                                                                     \\\\\n",
       "\t514 & CHAMPS                                                                    & CHAMPS                                                                    &                                                                           & + +                                                                       & 2012                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 2.50                                                                     \\\\\n",
       "\t517 & CHAMPS                                                                    & CHAMPS                                                                    &                                                                           & + +                                                                       & 2014                                                                      & LEW                                                                       & ATP-L                                                                     & Advanced Testing Program - Leafspot                                       & LS                                                                        & 6.50                                                                     \\\\\n",
       "\t... & ... & ... & ... & ... & ... & ... & ... & ... & ... & ...\\\\\n",
       "\t4805 & PI 270806                           & NA                                  & NA                                  & NA                                  & 2014                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 5.50                               \\\\\n",
       "\t4806 & PI 270806                           & NA                                  & NA                                  & NA                                  & 2013                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 3.00                               \\\\\n",
       "\t4810 & PI 270806                           & NA                                  & NA                                  & NA                                  & 2012                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 2.00                               \\\\\n",
       "\t4815 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2010                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 2.33                               \\\\\n",
       "\t4816 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2011                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 5.56                               \\\\\n",
       "\t4817 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2011                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 6.19                               \\\\\n",
       "\t4818 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2012                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 3.00                               \\\\\n",
       "\t4819 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2013                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 3.50                               \\\\\n",
       "\t4820 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2015                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 4.35                               \\\\\n",
       "\t4821 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2016                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 3.00                               \\\\\n",
       "\t4822 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2016                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 3.50                               \\\\\n",
       "\t4823 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2017                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 6.89                               \\\\\n",
       "\t4824 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2017                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 7.50                               \\\\\n",
       "\t4825 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2018                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 6.00                               \\\\\n",
       "\t4826 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2018                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 6.10                               \\\\\n",
       "\t4856 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2012                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 2.50                               \\\\\n",
       "\t4862 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2013                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 3.50                               \\\\\n",
       "\t4863 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2014                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 7.49                               \\\\\n",
       "\t4883 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2010                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 1.50                               \\\\\n",
       "\t4884 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2014                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 6.00                               \\\\\n",
       "\t4885 & PI 576636                           & NA                                  & NA                                  & NA                                  & 2015                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 6.08                               \\\\\n",
       "\t4912 & Tifguard                            & NA                                  & NA                                  & NA                                  & 2018                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 5.50                               \\\\\n",
       "\t4918 & Tifguard                            & NA                                  & NA                                  & NA                                  & 2017                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 7.00                               \\\\\n",
       "\t4921 & Tifguard                            & NA                                  & NA                                  & NA                                  & 2017                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 6.64                               \\\\\n",
       "\t4922 & Tifguard                            & NA                                  & NA                                  & NA                                  & 2014                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 7.58                               \\\\\n",
       "\t4924 & Tifguard                            & NA                                  & NA                                  & NA                                  & 2016                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 2.00                               \\\\\n",
       "\t4925 & Tifguard                            & NA                                  & NA                                  & NA                                  & 2013                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 2.50                               \\\\\n",
       "\t4926 & Tifguard                            & NA                                  & NA                                  & NA                                  & 2013                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 2.00                               \\\\\n",
       "\t4928 & Tifguard                            & NA                                  & NA                                  & NA                                  & 2014                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 8.00                               \\\\\n",
       "\t4929 & VA-C 92R                            & NA                                  & NA                                  & NA                                  & 2012                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 2.00                               \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | NC_Accession | Identity.or.Parentage | Pedigree | FAG | Year | Location | Name | Label | Rating | Disease |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 409 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2010                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 2.50                                                                      |\n",
       "| 413 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2017                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 8.00                                                                      |\n",
       "| 419 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2016                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 4.00                                                                      |\n",
       "| 429 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2010                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 2.55                                                                      |\n",
       "| 432 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2016                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 6.00                                                                      |\n",
       "| 433 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2011                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 7.17                                                                      |\n",
       "| 437 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2015                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 5.79                                                                      |\n",
       "| 438 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2015                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 4.71                                                                      |\n",
       "| 441 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2014                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 7.01                                                                      |\n",
       "| 444 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2011                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 7.19                                                                      |\n",
       "| 447 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2013                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 3.00                                                                      |\n",
       "| 452 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2014                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 6.50                                                                      |\n",
       "| 453 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2012                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 2.00                                                                      |\n",
       "| 458 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2012                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 2.00                                                                      |\n",
       "| 460 | Bailey                                                                    | NC 12C*2 / N96076L                                                        | BC1F1-06-01-S-03-S-05: F09                                                | + +                                                                       | 2013                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 4.00                                                                      |\n",
       "| 462 | Bailey II                                                                 | Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey | BC3F1-02-01-S-02-S-02: F09                                                | ol ol                                                                     | 2012                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 2.00                                                                      |\n",
       "| 464 | Bailey II                                                                 | Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey | BC3F1-02-01-S-02-S-02: F09                                                | ol ol                                                                     | 2013                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 3.50                                                                      |\n",
       "| 467 | Bailey II                                                                 | Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey | BC3F1-02-01-S-02-S-02: F09                                                | ol ol                                                                     | 2018                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 4.50                                                                      |\n",
       "| 468 | Bailey II                                                                 | Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey | BC3F1-02-01-S-02-S-02: F09                                                | ol ol                                                                     | 2015                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 5.46                                                                      |\n",
       "| 469 | Bailey II                                                                 | Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey | BC3F1-02-01-S-02-S-02: F09                                                | ol ol                                                                     | 2014                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 6.00                                                                      |\n",
       "| 470 | Bailey II                                                                 | Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey | BC3F1-02-01-S-02-S-02: F09                                                | ol ol                                                                     | 2016                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 5.00                                                                      |\n",
       "| 472 | Bailey II                                                                 | Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey | BC3F1-02-01-S-02-S-02: F09                                                | ol ol                                                                     | 2017                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 7.77                                                                      |\n",
       "| 478 | Bailey II                                                                 | Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey | BC3F1-02-01-S-02-S-02: F09                                                | ol ol                                                                     | 2018                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 5.62                                                                      |\n",
       "| 499 | Brantley                                                                  | Brantley                                                                  |                                                                           | ol ol                                                                     | 2014                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 7.84                                                                      |\n",
       "| 503 | Brantley                                                                  | Brantley                                                                  |                                                                           | ol ol                                                                     | 2011                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 8.19                                                                      |\n",
       "| 504 | Brantley                                                                  | Brantley                                                                  |                                                                           | ol ol                                                                     | 2010                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 3.00                                                                      |\n",
       "| 507 | CHAMPS                                                                    | CHAMPS                                                                    |                                                                           | + +                                                                       | 2010                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 3.00                                                                      |\n",
       "| 508 | CHAMPS                                                                    | CHAMPS                                                                    |                                                                           | + +                                                                       | 2012                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 2.00                                                                      |\n",
       "| 514 | CHAMPS                                                                    | CHAMPS                                                                    |                                                                           | + +                                                                       | 2012                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 2.50                                                                      |\n",
       "| 517 | CHAMPS                                                                    | CHAMPS                                                                    |                                                                           | + +                                                                       | 2014                                                                      | LEW                                                                       | ATP-L                                                                     | Advanced Testing Program - Leafspot                                       | LS                                                                        | 6.50                                                                      |\n",
       "| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |\n",
       "| 4805 | PI 270806                           | NA                                  | NA                                  | NA                                  | 2014                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 5.50                                |\n",
       "| 4806 | PI 270806                           | NA                                  | NA                                  | NA                                  | 2013                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 3.00                                |\n",
       "| 4810 | PI 270806                           | NA                                  | NA                                  | NA                                  | 2012                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 2.00                                |\n",
       "| 4815 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2010                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 2.33                                |\n",
       "| 4816 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2011                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 5.56                                |\n",
       "| 4817 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2011                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 6.19                                |\n",
       "| 4818 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2012                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 3.00                                |\n",
       "| 4819 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2013                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 3.50                                |\n",
       "| 4820 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2015                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 4.35                                |\n",
       "| 4821 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2016                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 3.00                                |\n",
       "| 4822 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2016                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 3.50                                |\n",
       "| 4823 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2017                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 6.89                                |\n",
       "| 4824 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2017                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 7.50                                |\n",
       "| 4825 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2018                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 6.00                                |\n",
       "| 4826 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2018                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 6.10                                |\n",
       "| 4856 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2012                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 2.50                                |\n",
       "| 4862 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2013                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 3.50                                |\n",
       "| 4863 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2014                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 7.49                                |\n",
       "| 4883 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2010                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 1.50                                |\n",
       "| 4884 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2014                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 6.00                                |\n",
       "| 4885 | PI 576636                           | NA                                  | NA                                  | NA                                  | 2015                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 6.08                                |\n",
       "| 4912 | Tifguard                            | NA                                  | NA                                  | NA                                  | 2018                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 5.50                                |\n",
       "| 4918 | Tifguard                            | NA                                  | NA                                  | NA                                  | 2017                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 7.00                                |\n",
       "| 4921 | Tifguard                            | NA                                  | NA                                  | NA                                  | 2017                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 6.64                                |\n",
       "| 4922 | Tifguard                            | NA                                  | NA                                  | NA                                  | 2014                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 7.58                                |\n",
       "| 4924 | Tifguard                            | NA                                  | NA                                  | NA                                  | 2016                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 2.00                                |\n",
       "| 4925 | Tifguard                            | NA                                  | NA                                  | NA                                  | 2013                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 2.50                                |\n",
       "| 4926 | Tifguard                            | NA                                  | NA                                  | NA                                  | 2013                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 2.00                                |\n",
       "| 4928 | Tifguard                            | NA                                  | NA                                  | NA                                  | 2014                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 8.00                                |\n",
       "| 4929 | VA-C 92R                            | NA                                  | NA                                  | NA                                  | 2012                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 2.00                                |\n",
       "\n"
      ],
      "text/plain": [
       "     NC_Accession\n",
       "409  Bailey      \n",
       "413  Bailey      \n",
       "419  Bailey      \n",
       "429  Bailey      \n",
       "432  Bailey      \n",
       "433  Bailey      \n",
       "437  Bailey      \n",
       "438  Bailey      \n",
       "441  Bailey      \n",
       "444  Bailey      \n",
       "447  Bailey      \n",
       "452  Bailey      \n",
       "453  Bailey      \n",
       "458  Bailey      \n",
       "460  Bailey      \n",
       "462  Bailey II   \n",
       "464  Bailey II   \n",
       "467  Bailey II   \n",
       "468  Bailey II   \n",
       "469  Bailey II   \n",
       "470  Bailey II   \n",
       "472  Bailey II   \n",
       "478  Bailey II   \n",
       "499  Brantley    \n",
       "503  Brantley    \n",
       "504  Brantley    \n",
       "507  CHAMPS      \n",
       "508  CHAMPS      \n",
       "514  CHAMPS      \n",
       "517  CHAMPS      \n",
       "...  ...         \n",
       "4805 PI 270806   \n",
       "4806 PI 270806   \n",
       "4810 PI 270806   \n",
       "4815 PI 576636   \n",
       "4816 PI 576636   \n",
       "4817 PI 576636   \n",
       "4818 PI 576636   \n",
       "4819 PI 576636   \n",
       "4820 PI 576636   \n",
       "4821 PI 576636   \n",
       "4822 PI 576636   \n",
       "4823 PI 576636   \n",
       "4824 PI 576636   \n",
       "4825 PI 576636   \n",
       "4826 PI 576636   \n",
       "4856 PI 576636   \n",
       "4862 PI 576636   \n",
       "4863 PI 576636   \n",
       "4883 PI 576636   \n",
       "4884 PI 576636   \n",
       "4885 PI 576636   \n",
       "4912 Tifguard    \n",
       "4918 Tifguard    \n",
       "4921 Tifguard    \n",
       "4922 Tifguard    \n",
       "4924 Tifguard    \n",
       "4925 Tifguard    \n",
       "4926 Tifguard    \n",
       "4928 Tifguard    \n",
       "4929 VA-C 92R    \n",
       "     Identity.or.Parentage                                                    \n",
       "409  NC 12C*2 / N96076L                                                       \n",
       "413  NC 12C*2 / N96076L                                                       \n",
       "419  NC 12C*2 / N96076L                                                       \n",
       "429  NC 12C*2 / N96076L                                                       \n",
       "432  NC 12C*2 / N96076L                                                       \n",
       "433  NC 12C*2 / N96076L                                                       \n",
       "437  NC 12C*2 / N96076L                                                       \n",
       "438  NC 12C*2 / N96076L                                                       \n",
       "441  NC 12C*2 / N96076L                                                       \n",
       "444  NC 12C*2 / N96076L                                                       \n",
       "447  NC 12C*2 / N96076L                                                       \n",
       "452  NC 12C*2 / N96076L                                                       \n",
       "453  NC 12C*2 / N96076L                                                       \n",
       "458  NC 12C*2 / N96076L                                                       \n",
       "460  NC 12C*2 / N96076L                                                       \n",
       "462  Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey\n",
       "464  Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey\n",
       "467  Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey\n",
       "468  Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey\n",
       "469  Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey\n",
       "470  Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey\n",
       "472  Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey\n",
       "478  Bailey /4/ X07016, Bailey // X05027, Bailey / N02060ol, X05249 /3/ Bailey\n",
       "499  Brantley                                                                 \n",
       "503  Brantley                                                                 \n",
       "504  Brantley                                                                 \n",
       "507  CHAMPS                                                                   \n",
       "508  CHAMPS                                                                   \n",
       "514  CHAMPS                                                                   \n",
       "517  CHAMPS                                                                   \n",
       "...  ...                                                                      \n",
       "4805 NA                                                                       \n",
       "4806 NA                                                                       \n",
       "4810 NA                                                                       \n",
       "4815 NA                                                                       \n",
       "4816 NA                                                                       \n",
       "4817 NA                                                                       \n",
       "4818 NA                                                                       \n",
       "4819 NA                                                                       \n",
       "4820 NA                                                                       \n",
       "4821 NA                                                                       \n",
       "4822 NA                                                                       \n",
       "4823 NA                                                                       \n",
       "4824 NA                                                                       \n",
       "4825 NA                                                                       \n",
       "4826 NA                                                                       \n",
       "4856 NA                                                                       \n",
       "4862 NA                                                                       \n",
       "4863 NA                                                                       \n",
       "4883 NA                                                                       \n",
       "4884 NA                                                                       \n",
       "4885 NA                                                                       \n",
       "4912 NA                                                                       \n",
       "4918 NA                                                                       \n",
       "4921 NA                                                                       \n",
       "4922 NA                                                                       \n",
       "4924 NA                                                                       \n",
       "4925 NA                                                                       \n",
       "4926 NA                                                                       \n",
       "4928 NA                                                                       \n",
       "4929 NA                                                                       \n",
       "     Pedigree                   FAG   Year Location Name \n",
       "409  BC1F1-06-01-S-03-S-05: F09 + +   2010 LEW      ATP-L\n",
       "413  BC1F1-06-01-S-03-S-05: F09 + +   2017 LEW      ATP-L\n",
       "419  BC1F1-06-01-S-03-S-05: F09 + +   2016 LEW      ATP-L\n",
       "429  BC1F1-06-01-S-03-S-05: F09 + +   2010 LEW      ATP-L\n",
       "432  BC1F1-06-01-S-03-S-05: F09 + +   2016 LEW      ATP-L\n",
       "433  BC1F1-06-01-S-03-S-05: F09 + +   2011 LEW      ATP-L\n",
       "437  BC1F1-06-01-S-03-S-05: F09 + +   2015 LEW      ATP-L\n",
       "438  BC1F1-06-01-S-03-S-05: F09 + +   2015 LEW      ATP-L\n",
       "441  BC1F1-06-01-S-03-S-05: F09 + +   2014 LEW      ATP-L\n",
       "444  BC1F1-06-01-S-03-S-05: F09 + +   2011 LEW      ATP-L\n",
       "447  BC1F1-06-01-S-03-S-05: F09 + +   2013 LEW      ATP-L\n",
       "452  BC1F1-06-01-S-03-S-05: F09 + +   2014 LEW      ATP-L\n",
       "453  BC1F1-06-01-S-03-S-05: F09 + +   2012 LEW      ATP-L\n",
       "458  BC1F1-06-01-S-03-S-05: F09 + +   2012 LEW      ATP-L\n",
       "460  BC1F1-06-01-S-03-S-05: F09 + +   2013 LEW      ATP-L\n",
       "462  BC3F1-02-01-S-02-S-02: F09 ol ol 2012 LEW      ATP-L\n",
       "464  BC3F1-02-01-S-02-S-02: F09 ol ol 2013 LEW      ATP-L\n",
       "467  BC3F1-02-01-S-02-S-02: F09 ol ol 2018 LEW      ATP-L\n",
       "468  BC3F1-02-01-S-02-S-02: F09 ol ol 2015 LEW      ATP-L\n",
       "469  BC3F1-02-01-S-02-S-02: F09 ol ol 2014 LEW      ATP-L\n",
       "470  BC3F1-02-01-S-02-S-02: F09 ol ol 2016 LEW      ATP-L\n",
       "472  BC3F1-02-01-S-02-S-02: F09 ol ol 2017 LEW      ATP-L\n",
       "478  BC3F1-02-01-S-02-S-02: F09 ol ol 2018 LEW      ATP-L\n",
       "499                             ol ol 2014 LEW      ATP-L\n",
       "503                             ol ol 2011 LEW      ATP-L\n",
       "504                             ol ol 2010 LEW      ATP-L\n",
       "507                             + +   2010 LEW      ATP-L\n",
       "508                             + +   2012 LEW      ATP-L\n",
       "514                             + +   2012 LEW      ATP-L\n",
       "517                             + +   2014 LEW      ATP-L\n",
       "...  ...                        ...   ...  ...      ...  \n",
       "4805 NA                         NA    2014 LEW      ATP-L\n",
       "4806 NA                         NA    2013 LEW      ATP-L\n",
       "4810 NA                         NA    2012 LEW      ATP-L\n",
       "4815 NA                         NA    2010 LEW      ATP-L\n",
       "4816 NA                         NA    2011 LEW      ATP-L\n",
       "4817 NA                         NA    2011 LEW      ATP-L\n",
       "4818 NA                         NA    2012 LEW      ATP-L\n",
       "4819 NA                         NA    2013 LEW      ATP-L\n",
       "4820 NA                         NA    2015 LEW      ATP-L\n",
       "4821 NA                         NA    2016 LEW      ATP-L\n",
       "4822 NA                         NA    2016 LEW      ATP-L\n",
       "4823 NA                         NA    2017 LEW      ATP-L\n",
       "4824 NA                         NA    2017 LEW      ATP-L\n",
       "4825 NA                         NA    2018 LEW      ATP-L\n",
       "4826 NA                         NA    2018 LEW      ATP-L\n",
       "4856 NA                         NA    2012 LEW      ATP-L\n",
       "4862 NA                         NA    2013 LEW      ATP-L\n",
       "4863 NA                         NA    2014 LEW      ATP-L\n",
       "4883 NA                         NA    2010 LEW      ATP-L\n",
       "4884 NA                         NA    2014 LEW      ATP-L\n",
       "4885 NA                         NA    2015 LEW      ATP-L\n",
       "4912 NA                         NA    2018 LEW      ATP-L\n",
       "4918 NA                         NA    2017 LEW      ATP-L\n",
       "4921 NA                         NA    2017 LEW      ATP-L\n",
       "4922 NA                         NA    2014 LEW      ATP-L\n",
       "4924 NA                         NA    2016 LEW      ATP-L\n",
       "4925 NA                         NA    2013 LEW      ATP-L\n",
       "4926 NA                         NA    2013 LEW      ATP-L\n",
       "4928 NA                         NA    2014 LEW      ATP-L\n",
       "4929 NA                         NA    2012 LEW      ATP-L\n",
       "     Label                               Rating Disease\n",
       "409  Advanced Testing Program - Leafspot LS     2.50   \n",
       "413  Advanced Testing Program - Leafspot LS     8.00   \n",
       "419  Advanced Testing Program - Leafspot LS     4.00   \n",
       "429  Advanced Testing Program - Leafspot LS     2.55   \n",
       "432  Advanced Testing Program - Leafspot LS     6.00   \n",
       "433  Advanced Testing Program - Leafspot LS     7.17   \n",
       "437  Advanced Testing Program - Leafspot LS     5.79   \n",
       "438  Advanced Testing Program - Leafspot LS     4.71   \n",
       "441  Advanced Testing Program - Leafspot LS     7.01   \n",
       "444  Advanced Testing Program - Leafspot LS     7.19   \n",
       "447  Advanced Testing Program - Leafspot LS     3.00   \n",
       "452  Advanced Testing Program - Leafspot LS     6.50   \n",
       "453  Advanced Testing Program - Leafspot LS     2.00   \n",
       "458  Advanced Testing Program - Leafspot LS     2.00   \n",
       "460  Advanced Testing Program - Leafspot LS     4.00   \n",
       "462  Advanced Testing Program - Leafspot LS     2.00   \n",
       "464  Advanced Testing Program - Leafspot LS     3.50   \n",
       "467  Advanced Testing Program - Leafspot LS     4.50   \n",
       "468  Advanced Testing Program - Leafspot LS     5.46   \n",
       "469  Advanced Testing Program - Leafspot LS     6.00   \n",
       "470  Advanced Testing Program - Leafspot LS     5.00   \n",
       "472  Advanced Testing Program - Leafspot LS     7.77   \n",
       "478  Advanced Testing Program - Leafspot LS     5.62   \n",
       "499  Advanced Testing Program - Leafspot LS     7.84   \n",
       "503  Advanced Testing Program - Leafspot LS     8.19   \n",
       "504  Advanced Testing Program - Leafspot LS     3.00   \n",
       "507  Advanced Testing Program - Leafspot LS     3.00   \n",
       "508  Advanced Testing Program - Leafspot LS     2.00   \n",
       "514  Advanced Testing Program - Leafspot LS     2.50   \n",
       "517  Advanced Testing Program - Leafspot LS     6.50   \n",
       "...  ...                                 ...    ...    \n",
       "4805 Advanced Testing Program - Leafspot LS     5.50   \n",
       "4806 Advanced Testing Program - Leafspot LS     3.00   \n",
       "4810 Advanced Testing Program - Leafspot LS     2.00   \n",
       "4815 Advanced Testing Program - Leafspot LS     2.33   \n",
       "4816 Advanced Testing Program - Leafspot LS     5.56   \n",
       "4817 Advanced Testing Program - Leafspot LS     6.19   \n",
       "4818 Advanced Testing Program - Leafspot LS     3.00   \n",
       "4819 Advanced Testing Program - Leafspot LS     3.50   \n",
       "4820 Advanced Testing Program - Leafspot LS     4.35   \n",
       "4821 Advanced Testing Program - Leafspot LS     3.00   \n",
       "4822 Advanced Testing Program - Leafspot LS     3.50   \n",
       "4823 Advanced Testing Program - Leafspot LS     6.89   \n",
       "4824 Advanced Testing Program - Leafspot LS     7.50   \n",
       "4825 Advanced Testing Program - Leafspot LS     6.00   \n",
       "4826 Advanced Testing Program - Leafspot LS     6.10   \n",
       "4856 Advanced Testing Program - Leafspot LS     2.50   \n",
       "4862 Advanced Testing Program - Leafspot LS     3.50   \n",
       "4863 Advanced Testing Program - Leafspot LS     7.49   \n",
       "4883 Advanced Testing Program - Leafspot LS     1.50   \n",
       "4884 Advanced Testing Program - Leafspot LS     6.00   \n",
       "4885 Advanced Testing Program - Leafspot LS     6.08   \n",
       "4912 Advanced Testing Program - Leafspot LS     5.50   \n",
       "4918 Advanced Testing Program - Leafspot LS     7.00   \n",
       "4921 Advanced Testing Program - Leafspot LS     6.64   \n",
       "4922 Advanced Testing Program - Leafspot LS     7.58   \n",
       "4924 Advanced Testing Program - Leafspot LS     2.00   \n",
       "4925 Advanced Testing Program - Leafspot LS     2.50   \n",
       "4926 Advanced Testing Program - Leafspot LS     2.00   \n",
       "4928 Advanced Testing Program - Leafspot LS     8.00   \n",
       "4929 Advanced Testing Program - Leafspot LS     2.00   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "leaf.spot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>NC_Accession</th><th scope=col>Identity.or.Parentage</th><th scope=col>Pedigree</th><th scope=col>FAG</th><th scope=col>Year</th><th scope=col>Location</th><th scope=col>Name</th><th scope=col>Label</th><th scope=col>Rating</th><th scope=col>Disease</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>409</th><td>Bailey                             </td><td>NC 12C*2 / N96076L                 </td><td>BC1F1-06-01-S-03-S-05: F09         </td><td>+ +                                </td><td>2010                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>2.50                               </td></tr>\n",
       "\t<tr><th scope=row>413</th><td>Bailey                             </td><td>NC 12C*2 / N96076L                 </td><td>BC1F1-06-01-S-03-S-05: F09         </td><td>+ +                                </td><td>2017                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>8.00                               </td></tr>\n",
       "\t<tr><th scope=row>419</th><td>Bailey                             </td><td>NC 12C*2 / N96076L                 </td><td>BC1F1-06-01-S-03-S-05: F09         </td><td>+ +                                </td><td>2016                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>4.00                               </td></tr>\n",
       "\t<tr><th scope=row>429</th><td>Bailey                             </td><td>NC 12C*2 / N96076L                 </td><td>BC1F1-06-01-S-03-S-05: F09         </td><td>+ +                                </td><td>2010                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>2.55                               </td></tr>\n",
       "\t<tr><th scope=row>432</th><td>Bailey                             </td><td>NC 12C*2 / N96076L                 </td><td>BC1F1-06-01-S-03-S-05: F09         </td><td>+ +                                </td><td>2016                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>6.00                               </td></tr>\n",
       "\t<tr><th scope=row>433</th><td>Bailey                             </td><td>NC 12C*2 / N96076L                 </td><td>BC1F1-06-01-S-03-S-05: F09         </td><td>+ +                                </td><td>2011                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>7.17                               </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllll}\n",
       "  & NC\\_Accession & Identity.or.Parentage & Pedigree & FAG & Year & Location & Name & Label & Rating & Disease\\\\\n",
       "\\hline\n",
       "\t409 & Bailey                              & NC 12C*2 / N96076L                  & BC1F1-06-01-S-03-S-05: F09          & + +                                 & 2010                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 2.50                               \\\\\n",
       "\t413 & Bailey                              & NC 12C*2 / N96076L                  & BC1F1-06-01-S-03-S-05: F09          & + +                                 & 2017                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 8.00                               \\\\\n",
       "\t419 & Bailey                              & NC 12C*2 / N96076L                  & BC1F1-06-01-S-03-S-05: F09          & + +                                 & 2016                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 4.00                               \\\\\n",
       "\t429 & Bailey                              & NC 12C*2 / N96076L                  & BC1F1-06-01-S-03-S-05: F09          & + +                                 & 2010                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 2.55                               \\\\\n",
       "\t432 & Bailey                              & NC 12C*2 / N96076L                  & BC1F1-06-01-S-03-S-05: F09          & + +                                 & 2016                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 6.00                               \\\\\n",
       "\t433 & Bailey                              & NC 12C*2 / N96076L                  & BC1F1-06-01-S-03-S-05: F09          & + +                                 & 2011                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 7.17                               \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | NC_Accession | Identity.or.Parentage | Pedigree | FAG | Year | Location | Name | Label | Rating | Disease |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 409 | Bailey                              | NC 12C*2 / N96076L                  | BC1F1-06-01-S-03-S-05: F09          | + +                                 | 2010                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 2.50                                |\n",
       "| 413 | Bailey                              | NC 12C*2 / N96076L                  | BC1F1-06-01-S-03-S-05: F09          | + +                                 | 2017                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 8.00                                |\n",
       "| 419 | Bailey                              | NC 12C*2 / N96076L                  | BC1F1-06-01-S-03-S-05: F09          | + +                                 | 2016                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 4.00                                |\n",
       "| 429 | Bailey                              | NC 12C*2 / N96076L                  | BC1F1-06-01-S-03-S-05: F09          | + +                                 | 2010                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 2.55                                |\n",
       "| 432 | Bailey                              | NC 12C*2 / N96076L                  | BC1F1-06-01-S-03-S-05: F09          | + +                                 | 2016                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 6.00                                |\n",
       "| 433 | Bailey                              | NC 12C*2 / N96076L                  | BC1F1-06-01-S-03-S-05: F09          | + +                                 | 2011                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 7.17                                |\n",
       "\n"
      ],
      "text/plain": [
       "    NC_Accession Identity.or.Parentage Pedigree                   FAG Year\n",
       "409 Bailey       NC 12C*2 / N96076L    BC1F1-06-01-S-03-S-05: F09 + + 2010\n",
       "413 Bailey       NC 12C*2 / N96076L    BC1F1-06-01-S-03-S-05: F09 + + 2017\n",
       "419 Bailey       NC 12C*2 / N96076L    BC1F1-06-01-S-03-S-05: F09 + + 2016\n",
       "429 Bailey       NC 12C*2 / N96076L    BC1F1-06-01-S-03-S-05: F09 + + 2010\n",
       "432 Bailey       NC 12C*2 / N96076L    BC1F1-06-01-S-03-S-05: F09 + + 2016\n",
       "433 Bailey       NC 12C*2 / N96076L    BC1F1-06-01-S-03-S-05: F09 + + 2011\n",
       "    Location Name  Label                               Rating Disease\n",
       "409 LEW      ATP-L Advanced Testing Program - Leafspot LS     2.50   \n",
       "413 LEW      ATP-L Advanced Testing Program - Leafspot LS     8.00   \n",
       "419 LEW      ATP-L Advanced Testing Program - Leafspot LS     4.00   \n",
       "429 LEW      ATP-L Advanced Testing Program - Leafspot LS     2.55   \n",
       "432 LEW      ATP-L Advanced Testing Program - Leafspot LS     6.00   \n",
       "433 LEW      ATP-L Advanced Testing Program - Leafspot LS     7.17   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>1077</li>\n",
       "\t<li>10</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 1077\n",
       "\\item 10\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 1077\n",
       "2. 10\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 1077   10"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(leaf.spot)\n",
    "dim(leaf.spot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "TRUE"
      ],
      "text/latex": [
       "TRUE"
      ],
      "text/markdown": [
       "TRUE"
      ],
      "text/plain": [
       "[1] TRUE"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Drop all rows that contain missing values in the column 'Disease'\n",
    "\n",
    "any(is.na(leaf.spot$Disease))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "leaf.spot <- leaf.spot[!is.na(leaf.spot$Disease),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "FALSE"
      ],
      "text/latex": [
       "FALSE"
      ],
      "text/markdown": [
       "FALSE"
      ],
      "text/plain": [
       "[1] FALSE"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "any(is.na(leaf.spot$Disease))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n",
       "  6.000   7.000   7.500   7.396   8.000   9.130 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# What was the average leaf spot rating in 2017?\n",
    "\n",
    "leaf.spot.2017 <- subset(leaf.spot, Year==2017)\n",
    "summary(leaf.spot.2017$Disease)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'Bailey'</li>\n",
       "\t<li>'Bailey II'</li>\n",
       "\t<li>'Wynne'</li>\n",
       "\t<li>'Sullivan'</li>\n",
       "\t<li>'Emery'</li>\n",
       "\t<li>'N96076'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'Bailey'\n",
       "\\item 'Bailey II'\n",
       "\\item 'Wynne'\n",
       "\\item 'Sullivan'\n",
       "\\item 'Emery'\n",
       "\\item 'N96076'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'Bailey'\n",
       "2. 'Bailey II'\n",
       "3. 'Wynne'\n",
       "4. 'Sullivan'\n",
       "5. 'Emery'\n",
       "6. 'N96076'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"Bailey\"    \"Bailey II\" \"Wynne\"     \"Sullivan\"  \"Emery\"     \"N96076\"   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Subset the leaf.spot dataframe to include the following lnes\n",
    "\n",
    "line_names = c('Bailey','Bailey II','Wynne','Sullivan','Emery','N96076')\n",
    "line_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "leaf.spot2 <- leaf.spot[leaf.spot$NC_Accession %in% line_names,]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>Bailey</li>\n",
       "\t<li>Bailey II</li>\n",
       "\t<li>Emery</li>\n",
       "\t<li>Sullivan</li>\n",
       "\t<li>Wynne</li>\n",
       "\t<li>N96076</li>\n",
       "</ol>\n",
       "\n",
       "<details>\n",
       "\t<summary style=display:list-item;cursor:pointer>\n",
       "\t\t<strong>Levels</strong>:\n",
       "\t</summary>\n",
       "\t<ol class=list-inline>\n",
       "\t\t<li>''</li>\n",
       "\t\t<li>'ACI WT09-0761'</li>\n",
       "\t\t<li>'ACI WT11-0351'</li>\n",
       "\t\t<li>'ACI WT12-0226'</li>\n",
       "\t\t<li>'ACI WT12-0419'</li>\n",
       "\t\t<li>'ACI WT12-0420'</li>\n",
       "\t\t<li>'ACI WT12-0433'</li>\n",
       "\t\t<li>'Bailey'</li>\n",
       "\t\t<li>'Bailey II'</li>\n",
       "\t\t<li>'Brantley'</li>\n",
       "\t\t<li>'CHAMPS'</li>\n",
       "\t\t<li>'Emery'</li>\n",
       "\t\t<li>'Florida Fancy'</li>\n",
       "\t\t<li>'Florida-07'</li>\n",
       "\t\t<li>'FloriGiant'</li>\n",
       "\t\t<li>'FloRun 107'</li>\n",
       "\t\t<li>'FloRun 157'</li>\n",
       "\t\t<li>'FloRun 331'</li>\n",
       "\t\t<li>'Georgia Green'</li>\n",
       "\t\t<li>'Georgia-06G'</li>\n",
       "\t\t<li>'Georgia-07W'</li>\n",
       "\t\t<li>'Georgia-09B'</li>\n",
       "\t\t<li>'Georgia-11J'</li>\n",
       "\t\t<li>'Georgia-12Y'</li>\n",
       "\t\t<li>'Gregory'</li>\n",
       "\t\t<li>'Harris 1'</li>\n",
       "\t\t<li>'HTS 02-06'</li>\n",
       "\t\t<li>'HTS 15-04ol'</li>\n",
       "\t\t<li>'N03088'</li>\n",
       "\t\t<li>'N04067'</li>\n",
       "\t\t<li>'N04072'</li>\n",
       "\t\t<li>'N04074'</li>\n",
       "\t\t<li>'N05006'</li>\n",
       "\t\t<li>'N05008'</li>\n",
       "\t\t<li>'N05013'</li>\n",
       "\t\t<li>'N05016'</li>\n",
       "\t\t<li>'N05024'</li>\n",
       "\t\t<li>'N06001'</li>\n",
       "\t\t<li>'N07018'</li>\n",
       "\t\t<li>'N07019'</li>\n",
       "\t\t<li>'N07033'</li>\n",
       "\t\t<li>'N07036'</li>\n",
       "\t\t<li>'N07037'</li>\n",
       "\t\t<li>'N08034'</li>\n",
       "\t\t<li>'N08069'</li>\n",
       "\t\t<li>'N08070'</li>\n",
       "\t\t<li>'N08071'</li>\n",
       "\t\t<li>'N08072'</li>\n",
       "\t\t<li>'N08073'</li>\n",
       "\t\t<li>'N08074'</li>\n",
       "\t\t<li>'N08082'</li>\n",
       "\t\t<li>'N08085'</li>\n",
       "\t\t<li>'N08087'</li>\n",
       "\t\t<li>'N09019'</li>\n",
       "\t\t<li>'N09024'</li>\n",
       "\t\t<li>'N09025'</li>\n",
       "\t\t<li>'N09026'</li>\n",
       "\t\t<li>'N09028'</li>\n",
       "\t\t<li>'N09030'</li>\n",
       "\t\t<li>'N09031'</li>\n",
       "\t\t<li>'N09032'</li>\n",
       "\t\t<li>'N09035'</li>\n",
       "\t\t<li>'N09037'</li>\n",
       "\t\t<li>'N09039'</li>\n",
       "\t\t<li>'N09042'</li>\n",
       "\t\t<li>'N09046'</li>\n",
       "\t\t<li>'N09049'</li>\n",
       "\t\t<li>'N09053'</li>\n",
       "\t\t<li>'N09056'</li>\n",
       "\t\t<li>'N09058'</li>\n",
       "\t\t<li>'N09068'</li>\n",
       "\t\t<li>'N09078'</li>\n",
       "\t\t<li>'N10025'</li>\n",
       "\t\t<li>'N10036'</li>\n",
       "\t\t<li>'N10037'</li>\n",
       "\t\t<li>'N10038'</li>\n",
       "\t\t<li>'N10039'</li>\n",
       "\t\t<li>'N10040'</li>\n",
       "\t\t<li>'N10041'</li>\n",
       "\t\t<li>'N10042'</li>\n",
       "\t\t<li>'N10043'</li>\n",
       "\t\t<li>'N10044'</li>\n",
       "\t\t<li>'N10045'</li>\n",
       "\t\t<li>'N10047'</li>\n",
       "\t\t<li>'N10048'</li>\n",
       "\t\t<li>'N10049'</li>\n",
       "\t\t<li>'N10050'</li>\n",
       "\t\t<li>'N10051'</li>\n",
       "\t\t<li>'N10052'</li>\n",
       "\t\t<li>'N10053'</li>\n",
       "\t\t<li>'N10054'</li>\n",
       "\t\t<li>'N10055'</li>\n",
       "\t\t<li>'N10056'</li>\n",
       "\t\t<li>'N10057'</li>\n",
       "\t\t<li>'N10058'</li>\n",
       "\t\t<li>'N10059'</li>\n",
       "\t\t<li>'N10060'</li>\n",
       "\t\t<li>'N10061'</li>\n",
       "\t\t<li>'N10063'</li>\n",
       "\t\t<li>'N10064'</li>\n",
       "\t\t<li>'N10066'</li>\n",
       "\t\t<li>'N10068'</li>\n",
       "\t\t<li>'N10069'</li>\n",
       "\t\t<li>'N10070'</li>\n",
       "\t\t<li>'N10071'</li>\n",
       "\t\t<li>'N10073'</li>\n",
       "\t\t<li>'N10074'</li>\n",
       "\t\t<li>'N10075'</li>\n",
       "\t\t<li>'N10076'</li>\n",
       "\t\t<li>'N10077'</li>\n",
       "\t\t<li>'N10078'</li>\n",
       "\t\t<li>'N10079'</li>\n",
       "\t\t<li>'N10080'</li>\n",
       "\t\t<li>'N10081'</li>\n",
       "\t\t<li>'N10082'</li>\n",
       "\t\t<li>'N10083'</li>\n",
       "\t\t<li>'N10084'</li>\n",
       "\t\t<li>'N10085'</li>\n",
       "\t\t<li>'N10086'</li>\n",
       "\t\t<li>'N10087'</li>\n",
       "\t\t<li>'N10088'</li>\n",
       "\t\t<li>'N10089'</li>\n",
       "\t\t<li>'N10090'</li>\n",
       "\t\t<li>'N10091'</li>\n",
       "\t\t<li>'N10092'</li>\n",
       "\t\t<li>'N10093'</li>\n",
       "\t\t<li>'N10094'</li>\n",
       "\t\t<li>'N10095'</li>\n",
       "\t\t<li>'N10098'</li>\n",
       "\t\t<li>'N10099'</li>\n",
       "\t\t<li>'N10100'</li>\n",
       "\t\t<li>'N10101'</li>\n",
       "\t\t<li>'N11001'</li>\n",
       "\t\t<li>'N11002'</li>\n",
       "\t\t<li>'N11003'</li>\n",
       "\t\t<li>'N11004'</li>\n",
       "\t\t<li>'N11005'</li>\n",
       "\t\t<li>'N11006'</li>\n",
       "\t\t<li>'N11007'</li>\n",
       "\t\t<li>'N11008'</li>\n",
       "\t\t<li>'N11009'</li>\n",
       "\t\t<li>'N11010'</li>\n",
       "\t\t<li>'N11011'</li>\n",
       "\t\t<li>'N11012'</li>\n",
       "\t\t<li>'N11013'</li>\n",
       "\t\t<li>'N11014'</li>\n",
       "\t\t<li>'N11015'</li>\n",
       "\t\t<li>'N11016'</li>\n",
       "\t\t<li>'N11017'</li>\n",
       "\t\t<li>'N11018'</li>\n",
       "\t\t<li>'N11019'</li>\n",
       "\t\t<li>'N11020'</li>\n",
       "\t\t<li>'N11022'</li>\n",
       "\t\t<li>'N11023'</li>\n",
       "\t\t<li>'N11024'</li>\n",
       "\t\t<li>'N11025'</li>\n",
       "\t\t<li>'N11026'</li>\n",
       "\t\t<li>'N11027'</li>\n",
       "\t\t<li>'N11028'</li>\n",
       "\t\t<li>'N11029'</li>\n",
       "\t\t<li>'N11030'</li>\n",
       "\t\t<li>'N11031'</li>\n",
       "\t\t<li>'N11034'</li>\n",
       "\t\t<li>'N11036'</li>\n",
       "\t\t<li>'N11038'</li>\n",
       "\t\t<li>'N11039'</li>\n",
       "\t\t<li>'N11040'</li>\n",
       "\t\t<li>'N11041'</li>\n",
       "\t\t<li>'N11042'</li>\n",
       "\t\t<li>'N11043'</li>\n",
       "\t\t<li>'N11044'</li>\n",
       "\t\t<li>'N11045'</li>\n",
       "\t\t<li>'N11046'</li>\n",
       "\t\t<li>'N11047'</li>\n",
       "\t\t<li>'N11048'</li>\n",
       "\t\t<li>'N11051'</li>\n",
       "\t\t<li>'N11052'</li>\n",
       "\t\t<li>'N12001'</li>\n",
       "\t\t<li>'N12002'</li>\n",
       "\t\t<li>'N12003'</li>\n",
       "\t\t<li>'N12004'</li>\n",
       "\t\t<li>'N12005'</li>\n",
       "\t\t<li>'N12006'</li>\n",
       "\t\t<li>'N12007'</li>\n",
       "\t\t<li>'N12009'</li>\n",
       "\t\t<li>'N12010'</li>\n",
       "\t\t<li>'N12011'</li>\n",
       "\t\t<li>'N12012'</li>\n",
       "\t\t<li>'N12013'</li>\n",
       "\t\t<li>'N12014'</li>\n",
       "\t\t<li>'N12015'</li>\n",
       "\t\t<li>'N12016'</li>\n",
       "\t\t<li>'N13001'</li>\n",
       "\t\t<li>'N13002'</li>\n",
       "\t\t<li>'N13003'</li>\n",
       "\t\t<li>'N13004'</li>\n",
       "\t\t<li>'N13005'</li>\n",
       "\t\t<li>'N13006'</li>\n",
       "\t\t<li>'N13007'</li>\n",
       "\t\t<li>'N13008'</li>\n",
       "\t\t<li>'N13009'</li>\n",
       "\t\t<li>'N13010'</li>\n",
       "\t\t<li>'N13011'</li>\n",
       "\t\t<li>'N13012'</li>\n",
       "\t\t<li>'N13013'</li>\n",
       "\t\t<li>'N13014'</li>\n",
       "\t\t<li>'N13015'</li>\n",
       "\t\t<li>'N13016'</li>\n",
       "\t\t<li>'N13017'</li>\n",
       "\t\t<li>'N13018'</li>\n",
       "\t\t<li>'N13019'</li>\n",
       "\t\t<li>'N13020'</li>\n",
       "\t\t<li>'N13021'</li>\n",
       "\t\t<li>'N13022'</li>\n",
       "\t\t<li>'N13023'</li>\n",
       "\t\t<li>'N13025'</li>\n",
       "\t\t<li>'N13026'</li>\n",
       "\t\t<li>'N13027'</li>\n",
       "\t\t<li>'N13029'</li>\n",
       "\t\t<li>'N13035'</li>\n",
       "\t\t<li>'N13040'</li>\n",
       "\t\t<li>'N13041'</li>\n",
       "\t\t<li>'N13042'</li>\n",
       "\t\t<li>'N13043'</li>\n",
       "\t\t<li>'N13044'</li>\n",
       "\t\t<li>'N13045'</li>\n",
       "\t\t<li>'N13047'</li>\n",
       "\t\t<li>'N13048'</li>\n",
       "\t\t<li>'N13049'</li>\n",
       "\t\t<li>'N13051'</li>\n",
       "\t\t<li>'N13052'</li>\n",
       "\t\t<li>'N13054'</li>\n",
       "\t\t<li>'N13055'</li>\n",
       "\t\t<li>'N13056'</li>\n",
       "\t\t<li>'N13057'</li>\n",
       "\t\t<li>'N13058'</li>\n",
       "\t\t<li>'N13059'</li>\n",
       "\t\t<li>'N13060'</li>\n",
       "\t\t<li>'N14001'</li>\n",
       "\t\t<li>'N14002'</li>\n",
       "\t\t<li>'N14003'</li>\n",
       "\t\t<li>'N14004'</li>\n",
       "\t\t<li>'N14005'</li>\n",
       "\t\t<li>'N14006'</li>\n",
       "\t\t<li>'N14007'</li>\n",
       "\t\t<li>'N14008'</li>\n",
       "\t\t<li>'N14009'</li>\n",
       "\t\t<li>'N14010'</li>\n",
       "\t\t<li>'N14011'</li>\n",
       "\t\t<li>'N14012'</li>\n",
       "\t\t<li>'N14013'</li>\n",
       "\t\t<li>'N14014'</li>\n",
       "\t\t<li>'N14015'</li>\n",
       "\t\t<li>'N14016'</li>\n",
       "\t\t<li>'N14017'</li>\n",
       "\t\t<li>'N14018'</li>\n",
       "\t\t<li>'N14019'</li>\n",
       "\t\t<li>'N14020'</li>\n",
       "\t\t<li>'N14021'</li>\n",
       "\t\t<li>'N14022'</li>\n",
       "\t\t<li>'N14023'</li>\n",
       "\t\t<li>'N14024'</li>\n",
       "\t\t<li>'N14025'</li>\n",
       "\t\t<li>'N14026'</li>\n",
       "\t\t<li>'N14027'</li>\n",
       "\t\t<li>'N14028'</li>\n",
       "\t\t<li>'N14031'</li>\n",
       "\t\t<li>'N14035'</li>\n",
       "\t\t<li>'N14036'</li>\n",
       "\t\t<li>'N14037'</li>\n",
       "\t\t<li>'N14038'</li>\n",
       "\t\t<li>'N14043'</li>\n",
       "\t\t<li>'N14045'</li>\n",
       "\t\t<li>'N14046'</li>\n",
       "\t\t<li>'N14048'</li>\n",
       "\t\t<li>'N15001'</li>\n",
       "\t\t<li>'N15002'</li>\n",
       "\t\t<li>'N15003'</li>\n",
       "\t\t<li>'N15004'</li>\n",
       "\t\t<li>'N15005'</li>\n",
       "\t\t<li>'N15006'</li>\n",
       "\t\t<li>'N15007'</li>\n",
       "\t\t<li>'N15008'</li>\n",
       "\t\t<li>'N15017'</li>\n",
       "\t\t<li>'N15018'</li>\n",
       "\t\t<li>'N15039'</li>\n",
       "\t\t<li>'N15040'</li>\n",
       "\t\t<li>'N15041'</li>\n",
       "\t\t<li>'N15042'</li>\n",
       "\t\t<li>'N15043'</li>\n",
       "\t\t<li>'N15044'</li>\n",
       "\t\t<li>'N15045'</li>\n",
       "\t\t<li>'N15046'</li>\n",
       "\t\t<li>'N15047'</li>\n",
       "\t\t<li>'N15048'</li>\n",
       "\t\t<li>'N15049'</li>\n",
       "\t\t<li>'N15050'</li>\n",
       "\t\t<li>'N15051'</li>\n",
       "\t\t<li>'N15052'</li>\n",
       "\t\t<li>'N15053'</li>\n",
       "\t\t<li>'N15054'</li>\n",
       "\t\t<li>'N15055'</li>\n",
       "\t\t<li>'N15056'</li>\n",
       "\t\t<li>'N15057'</li>\n",
       "\t\t<li>'N15060'</li>\n",
       "\t\t<li>'N15066'</li>\n",
       "\t\t<li>'N16001'</li>\n",
       "\t\t<li>'N16002'</li>\n",
       "\t\t<li>'N16003'</li>\n",
       "\t\t<li>'N16004'</li>\n",
       "\t\t<li>'N16005'</li>\n",
       "\t\t<li>'N16006'</li>\n",
       "\t\t<li>'N16007'</li>\n",
       "\t\t<li>'N16008'</li>\n",
       "\t\t<li>'N16009'</li>\n",
       "\t\t<li>'N16010'</li>\n",
       "\t\t<li>'N16011'</li>\n",
       "\t\t<li>'N16012'</li>\n",
       "\t\t<li>'N16013'</li>\n",
       "\t\t<li>'N16014'</li>\n",
       "\t\t<li>'N16015'</li>\n",
       "\t\t<li>'N16016'</li>\n",
       "\t\t<li>'N16017'</li>\n",
       "\t\t<li>'N16018'</li>\n",
       "\t\t<li>'N16019'</li>\n",
       "\t\t<li>'N16020'</li>\n",
       "\t\t<li>'N16021'</li>\n",
       "\t\t<li>'N16022'</li>\n",
       "\t\t<li>'N16023'</li>\n",
       "\t\t<li>'N16024'</li>\n",
       "\t\t<li>'N16025'</li>\n",
       "\t\t<li>'N16026'</li>\n",
       "\t\t<li>'N16027'</li>\n",
       "\t\t<li>'N16028'</li>\n",
       "\t\t<li>'N16029'</li>\n",
       "\t\t<li>'N16030'</li>\n",
       "\t\t<li>'N16031'</li>\n",
       "\t\t<li>'N16032'</li>\n",
       "\t\t<li>'N16034'</li>\n",
       "\t\t<li>'N16035'</li>\n",
       "\t\t<li>'N16050'</li>\n",
       "\t\t<li>'N16054'</li>\n",
       "\t\t<li>'N16055'</li>\n",
       "\t\t<li>'N16056'</li>\n",
       "\t\t<li>'N16057'</li>\n",
       "\t\t<li>'N17001'</li>\n",
       "\t\t<li>'N17002'</li>\n",
       "\t\t<li>'N17003'</li>\n",
       "\t\t<li>'N17004'</li>\n",
       "\t\t<li>'N17005'</li>\n",
       "\t\t<li>'N17006'</li>\n",
       "\t\t<li>'N17007'</li>\n",
       "\t\t<li>'N17008'</li>\n",
       "\t\t<li>'N17009'</li>\n",
       "\t\t<li>'N17010'</li>\n",
       "\t\t<li>'N17011'</li>\n",
       "\t\t<li>'N17012'</li>\n",
       "\t\t<li>'N17013'</li>\n",
       "\t\t<li>'N17014'</li>\n",
       "\t\t<li>'N17015'</li>\n",
       "\t\t<li>'N17016'</li>\n",
       "\t\t<li>'N17017'</li>\n",
       "\t\t<li>'N17018'</li>\n",
       "\t\t<li>'N17019'</li>\n",
       "\t\t<li>'N17020'</li>\n",
       "\t\t<li>'N17021'</li>\n",
       "\t\t<li>'N17022'</li>\n",
       "\t\t<li>'N17023'</li>\n",
       "\t\t<li>'N17024'</li>\n",
       "\t\t<li>'N17025'</li>\n",
       "\t\t<li>'N17026'</li>\n",
       "\t\t<li>'N17027'</li>\n",
       "\t\t<li>'N17028'</li>\n",
       "\t\t<li>'N17029'</li>\n",
       "\t\t<li>'N17030'</li>\n",
       "\t\t<li>'N17031'</li>\n",
       "\t\t<li>'N17032'</li>\n",
       "\t\t<li>'N17033'</li>\n",
       "\t\t<li>'N17034'</li>\n",
       "\t\t<li>'N17036'</li>\n",
       "\t\t<li>'N17037'</li>\n",
       "\t\t<li>'N17039'</li>\n",
       "\t\t<li>'N17040'</li>\n",
       "\t\t<li>'N17041'</li>\n",
       "\t\t<li>'N17042'</li>\n",
       "\t\t<li>'N17043'</li>\n",
       "\t\t<li>'N17044'</li>\n",
       "\t\t<li>'N17045'</li>\n",
       "\t\t<li>'N17047'</li>\n",
       "\t\t<li>'N18001'</li>\n",
       "\t\t<li>'N18002'</li>\n",
       "\t\t<li>'N18003'</li>\n",
       "\t\t<li>'N18004'</li>\n",
       "\t\t<li>'N18005'</li>\n",
       "\t\t<li>'N18006'</li>\n",
       "\t\t<li>'N18007'</li>\n",
       "\t\t<li>'N18008'</li>\n",
       "\t\t<li>'N18009'</li>\n",
       "\t\t<li>'N18010'</li>\n",
       "\t\t<li>'N18011'</li>\n",
       "\t\t<li>'N18012'</li>\n",
       "\t\t<li>'N18013'</li>\n",
       "\t\t<li>'N18014'</li>\n",
       "\t\t<li>'N18015'</li>\n",
       "\t\t<li>'N18016'</li>\n",
       "\t\t<li>'N18017'</li>\n",
       "\t\t<li>'N18018'</li>\n",
       "\t\t<li>'N18019'</li>\n",
       "\t\t<li>'N18020'</li>\n",
       "\t\t<li>'N18021'</li>\n",
       "\t\t<li>'N18022'</li>\n",
       "\t\t<li>'N18023'</li>\n",
       "\t\t<li>'N18024'</li>\n",
       "\t\t<li>'N18025'</li>\n",
       "\t\t<li>'N18026'</li>\n",
       "\t\t<li>'N18027'</li>\n",
       "\t\t<li>'N18028'</li>\n",
       "\t\t<li>'N18029'</li>\n",
       "\t\t<li>'N18030'</li>\n",
       "\t\t<li>'N18031'</li>\n",
       "\t\t<li>'N18032'</li>\n",
       "\t\t<li>'N18036'</li>\n",
       "\t\t<li>'N18037'</li>\n",
       "\t\t<li>'N18038'</li>\n",
       "\t\t<li>'N18039'</li>\n",
       "\t\t<li>'N18040'</li>\n",
       "\t\t<li>'N18048'</li>\n",
       "\t\t<li>'N18050'</li>\n",
       "\t\t<li>'N18054'</li>\n",
       "\t\t<li>'NC-V 11'</li>\n",
       "\t\t<li>'PD 14001'</li>\n",
       "\t\t<li>'PD 14002'</li>\n",
       "\t\t<li>'PD 14003'</li>\n",
       "\t\t<li>'Perry'</li>\n",
       "\t\t<li>'Phillips'</li>\n",
       "\t\t<li>'SPT 06-02'</li>\n",
       "\t\t<li>'SPT 06-06'</li>\n",
       "\t\t<li>'SPT 07-01'</li>\n",
       "\t\t<li>'SPT 08-02'</li>\n",
       "\t\t<li>'SPT 09-02'</li>\n",
       "\t\t<li>'SPT 10-02'</li>\n",
       "\t\t<li>'SPT 10-05'</li>\n",
       "\t\t<li>'SPT 10-05ol'</li>\n",
       "\t\t<li>'SPT 10-09'</li>\n",
       "\t\t<li>'SPT 10-10'</li>\n",
       "\t\t<li>'SPT 10-11ol'</li>\n",
       "\t\t<li>'SPT 10-12ol'</li>\n",
       "\t\t<li>'SPT 10-14ol'</li>\n",
       "\t\t<li>'SPT 10-16ol'</li>\n",
       "\t\t<li>'SPT 10-17ol'</li>\n",
       "\t\t<li>'SPT 11-03ol'</li>\n",
       "\t\t<li>'SPT 13-01'</li>\n",
       "\t\t<li>'SPT 13-02'</li>\n",
       "\t\t<li>'SPT 13-03'</li>\n",
       "\t\t<li>'SPT 13-04'</li>\n",
       "\t\t<li>'SPT 13-05ol'</li>\n",
       "\t\t<li>'Sugg'</li>\n",
       "\t\t<li>'Sullivan'</li>\n",
       "\t\t<li>'TifGuard'</li>\n",
       "\t\t<li>'TUFRunner 297'</li>\n",
       "\t\t<li>'TUFRunner 511'</li>\n",
       "\t\t<li>'TUFRunner 727'</li>\n",
       "\t\t<li>'VA 98R'</li>\n",
       "\t\t<li>'Wynne'</li>\n",
       "\t\t<li>'CRSP 1050-005'</li>\n",
       "\t\t<li>'CRSP 1050-026'</li>\n",
       "\t\t<li>'CRSP 1050-048'</li>\n",
       "\t\t<li>'CRSP 1050-099'</li>\n",
       "\t\t<li>'CRSP 1050-110'</li>\n",
       "\t\t<li>'CRSP 702'</li>\n",
       "\t\t<li>'GP-NC 343'</li>\n",
       "\t\t<li>'HTS 02-08'</li>\n",
       "\t\t<li>'HTS 15-01ol'</li>\n",
       "\t\t<li>'HTS 15-02ol'</li>\n",
       "\t\t<li>'HTS 15-03ol'</li>\n",
       "\t\t<li>'HTS 16-01'</li>\n",
       "\t\t<li>'HTS 16-02'</li>\n",
       "\t\t<li>'HTS 16-03'</li>\n",
       "\t\t<li>'HTS 16-04'</li>\n",
       "\t\t<li>'HTS 16-04 '</li>\n",
       "\t\t<li>'HTS 16-05'</li>\n",
       "\t\t<li>'HTS 16-06'</li>\n",
       "\t\t<li>'HTS 16-07'</li>\n",
       "\t\t<li>'HTS 18-01'</li>\n",
       "\t\t<li>'HTS 18-02'</li>\n",
       "\t\t<li>'HTS 18-03'</li>\n",
       "\t\t<li>'HTS 484-208'</li>\n",
       "\t\t<li>'HTS 486-238'</li>\n",
       "\t\t<li>'N02003'</li>\n",
       "\t\t<li>'N02018'</li>\n",
       "\t\t<li>'N02020'</li>\n",
       "\t\t<li>'N02037'</li>\n",
       "\t\t<li>'N03020'</li>\n",
       "\t\t<li>'N03023'</li>\n",
       "\t\t<li>'N03064'</li>\n",
       "\t\t<li>'N03074'</li>\n",
       "\t\t<li>'N03080'</li>\n",
       "\t\t<li>'N03085'</li>\n",
       "\t\t<li>'N04018'</li>\n",
       "\t\t<li>'N05007'</li>\n",
       "\t\t<li>'N05014'</li>\n",
       "\t\t<li>'N05018'</li>\n",
       "\t\t<li>'N05042'</li>\n",
       "\t\t<li>'N05044'</li>\n",
       "\t\t<li>'N05049'</li>\n",
       "\t\t<li>'N05056'</li>\n",
       "\t\t<li>'N06002'</li>\n",
       "\t\t<li>'N06007'</li>\n",
       "\t\t<li>'N06012'</li>\n",
       "\t\t<li>'N06015'</li>\n",
       "\t\t<li>'N06017'</li>\n",
       "\t\t<li>'N08005'</li>\n",
       "\t\t<li>'N08007'</li>\n",
       "\t\t<li>'N08019'</li>\n",
       "\t\t<li>'N08023'</li>\n",
       "\t\t<li>'N08028'</li>\n",
       "\t\t<li>'N08029'</li>\n",
       "\t\t<li>'N08030'</li>\n",
       "\t\t<li>'N08031'</li>\n",
       "\t\t<li>'N08035'</li>\n",
       "\t\t<li>'N08039'</li>\n",
       "\t\t<li>'N08042'</li>\n",
       "\t\t<li>'N08043'</li>\n",
       "\t\t<li>'N08044'</li>\n",
       "\t\t<li>'N08047'</li>\n",
       "\t\t<li>'N08059'</li>\n",
       "\t\t<li>'N08060'</li>\n",
       "\t\t<li>'N08061'</li>\n",
       "\t\t<li>'N08062'</li>\n",
       "\t\t<li>'N08063'</li>\n",
       "\t\t<li>'N08064'</li>\n",
       "\t\t<li>'N08079'</li>\n",
       "\t\t<li>'N08080'</li>\n",
       "\t\t<li>'N08083'</li>\n",
       "\t\t<li>'N08084'</li>\n",
       "\t\t<li>'N08086'</li>\n",
       "\t\t<li>'N09045'</li>\n",
       "\t\t<li>'N09047'</li>\n",
       "\t\t<li>'N09048'</li>\n",
       "\t\t<li>'N09050'</li>\n",
       "\t\t<li>'N09052'</li>\n",
       "\t\t<li>'N09054'</li>\n",
       "\t\t<li>'N09055'</li>\n",
       "\t\t<li>'N09057'</li>\n",
       "\t\t<li>'N09061'</li>\n",
       "\t\t<li>'N09063'</li>\n",
       "\t\t<li>'N09064'</li>\n",
       "\t\t<li>'N09065'</li>\n",
       "\t\t<li>'N09066'</li>\n",
       "\t\t<li>'N09070'</li>\n",
       "\t\t<li>'N09073'</li>\n",
       "\t\t<li>'N09074'</li>\n",
       "\t\t<li>'N09075'</li>\n",
       "\t\t<li>'N09076'</li>\n",
       "\t\t<li>'N09079'</li>\n",
       "\t\t<li>'N09081'</li>\n",
       "\t\t<li>'N09084'</li>\n",
       "\t\t<li>'N09086'</li>\n",
       "\t\t<li>'N09088'</li>\n",
       "\t\t<li>'N09091'</li>\n",
       "\t\t<li>'N10002'</li>\n",
       "\t\t<li>'N10003'</li>\n",
       "\t\t<li>'N10004'</li>\n",
       "\t\t<li>'N10006'</li>\n",
       "\t\t<li>'N10007'</li>\n",
       "\t\t<li>'N10009'</li>\n",
       "\t\t<li>'N10011'</li>\n",
       "\t\t<li>'N10015'</li>\n",
       "\t\t<li>'N10019'</li>\n",
       "\t\t<li>'N10022'</li>\n",
       "\t\t<li>'N10024'</li>\n",
       "\t\t<li>'N10030'</li>\n",
       "\t\t<li>'N10031'</li>\n",
       "\t\t<li>'N10032'</li>\n",
       "\t\t<li>'N10034'</li>\n",
       "\t\t<li>'N10035'</li>\n",
       "\t\t<li>'N10062'</li>\n",
       "\t\t<li>'N10065'</li>\n",
       "\t\t<li>'N10067'</li>\n",
       "\t\t<li>'N10072'</li>\n",
       "\t\t<li>'N10096'</li>\n",
       "\t\t<li>'N10097'</li>\n",
       "\t\t<li>'N11021'</li>\n",
       "\t\t<li>'N11032'</li>\n",
       "\t\t<li>'N11033'</li>\n",
       "\t\t<li>'N11035'</li>\n",
       "\t\t<li>'N11037'</li>\n",
       "\t\t<li>'N11053'</li>\n",
       "\t\t<li>'N11054'</li>\n",
       "\t\t<li>'N11055'</li>\n",
       "\t\t<li>'N11057'</li>\n",
       "\t\t<li>'N11063'</li>\n",
       "\t\t<li>'N13030'</li>\n",
       "\t\t<li>'N13031'</li>\n",
       "\t\t<li>'N13032'</li>\n",
       "\t\t<li>'N13036'</li>\n",
       "\t\t<li>'N13037'</li>\n",
       "\t\t<li>'N13038'</li>\n",
       "\t\t<li>'N13039'</li>\n",
       "\t\t<li>'N13053'</li>\n",
       "\t\t<li>'N14029'</li>\n",
       "\t\t<li>'N14030'</li>\n",
       "\t\t<li>'N14032'</li>\n",
       "\t\t<li>'N14033'</li>\n",
       "\t\t<li>'N14034'</li>\n",
       "\t\t<li>'N14039'</li>\n",
       "\t\t<li>'N14040'</li>\n",
       "\t\t<li>'N14041'</li>\n",
       "\t\t<li>'N14042'</li>\n",
       "\t\t<li>'N14044'</li>\n",
       "\t\t<li>'N14047'</li>\n",
       "\t\t<li>'N14049'</li>\n",
       "\t\t<li>'N15011'</li>\n",
       "\t\t<li>'N15012'</li>\n",
       "\t\t<li>'N15013'</li>\n",
       "\t\t<li>'N15015'</li>\n",
       "\t\t<li>'N15016'</li>\n",
       "\t\t<li>'N15021'</li>\n",
       "\t\t<li>'N15025'</li>\n",
       "\t\t<li>'N15026'</li>\n",
       "\t\t<li>'N15031'</li>\n",
       "\t\t<li>'N15058'</li>\n",
       "\t\t<li>'N15059'</li>\n",
       "\t\t<li>'N15061'</li>\n",
       "\t\t<li>'N15062'</li>\n",
       "\t\t<li>'N15063'</li>\n",
       "\t\t<li>'N15064'</li>\n",
       "\t\t<li>'N15065'</li>\n",
       "\t\t<li>'N15067'</li>\n",
       "\t\t<li>'N15068'</li>\n",
       "\t\t<li>'N15069'</li>\n",
       "\t\t<li>'N15070'</li>\n",
       "\t\t<li>'N15071'</li>\n",
       "\t\t<li>'N15072'</li>\n",
       "\t\t<li>'N15073'</li>\n",
       "\t\t<li>'N15074'</li>\n",
       "\t\t<li>'N15075'</li>\n",
       "\t\t<li>'N15076'</li>\n",
       "\t\t<li>'N15077'</li>\n",
       "\t\t<li>'N16033'</li>\n",
       "\t\t<li>'N16036'</li>\n",
       "\t\t<li>'N16037'</li>\n",
       "\t\t<li>'N16038'</li>\n",
       "\t\t<li>'N16039'</li>\n",
       "\t\t<li>'N16040'</li>\n",
       "\t\t<li>'N16041'</li>\n",
       "\t\t<li>'N16042'</li>\n",
       "\t\t<li>'N16043'</li>\n",
       "\t\t<li>'N16044'</li>\n",
       "\t\t<li>'N16045'</li>\n",
       "\t\t<li>'N16046'</li>\n",
       "\t\t<li>'N16047'</li>\n",
       "\t\t<li>'N16048'</li>\n",
       "\t\t<li>'N16049'</li>\n",
       "\t\t<li>'N16051'</li>\n",
       "\t\t<li>'N16052'</li>\n",
       "\t\t<li>'N16053'</li>\n",
       "\t\t<li>'N17035'</li>\n",
       "\t\t<li>'N17038'</li>\n",
       "\t\t<li>'N17046'</li>\n",
       "\t\t<li>'N18033'</li>\n",
       "\t\t<li>'N18034'</li>\n",
       "\t\t<li>'N18035'</li>\n",
       "\t\t<li>'N18041'</li>\n",
       "\t\t<li>'N18042'</li>\n",
       "\t\t<li>'N18043'</li>\n",
       "\t\t<li>'N18044'</li>\n",
       "\t\t<li>'N18045'</li>\n",
       "\t\t<li>'N18046'</li>\n",
       "\t\t<li>'N18047'</li>\n",
       "\t\t<li>'N18049'</li>\n",
       "\t\t<li>'N18051'</li>\n",
       "\t\t<li>'N18052'</li>\n",
       "\t\t<li>'N18053'</li>\n",
       "\t\t<li>'N90009'</li>\n",
       "\t\t<li>'N90014'</li>\n",
       "\t\t<li>'N91026'</li>\n",
       "\t\t<li>'N96076'</li>\n",
       "\t\t<li>'N98003'</li>\n",
       "\t\t<li>'NC 12C'</li>\n",
       "\t\t<li>'NC 3033'</li>\n",
       "\t\t<li>'PI 109839'</li>\n",
       "\t\t<li>'PI 121067'</li>\n",
       "\t\t<li>'PI 269685'</li>\n",
       "\t\t<li>'PI 270806'</li>\n",
       "\t\t<li>'PI 576636'</li>\n",
       "\t\t<li>'SPT 06-03'</li>\n",
       "\t\t<li>'SPT 06-07'</li>\n",
       "\t\t<li>'SPT 07-03'</li>\n",
       "\t\t<li>'SPT 07-12'</li>\n",
       "\t\t<li>'SPT 07-13'</li>\n",
       "\t\t<li>'SPT 09-01'</li>\n",
       "\t\t<li>'SPT 09-03'</li>\n",
       "\t\t<li>'SPT 09-04'</li>\n",
       "\t\t<li>'SPT 10-14'</li>\n",
       "\t\t<li>'Tifguard'</li>\n",
       "\t\t<li>'VA-C 92R'</li>\n",
       "\t</ol>\n",
       "</details>"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item Bailey\n",
       "\\item Bailey II\n",
       "\\item Emery\n",
       "\\item Sullivan\n",
       "\\item Wynne\n",
       "\\item N96076\n",
       "\\end{enumerate*}\n",
       "\n",
       "\\emph{Levels}: \\begin{enumerate*}\n",
       "\\item ''\n",
       "\\item 'ACI WT09-0761'\n",
       "\\item 'ACI WT11-0351'\n",
       "\\item 'ACI WT12-0226'\n",
       "\\item 'ACI WT12-0419'\n",
       "\\item 'ACI WT12-0420'\n",
       "\\item 'ACI WT12-0433'\n",
       "\\item 'Bailey'\n",
       "\\item 'Bailey II'\n",
       "\\item 'Brantley'\n",
       "\\item 'CHAMPS'\n",
       "\\item 'Emery'\n",
       "\\item 'Florida Fancy'\n",
       "\\item 'Florida-07'\n",
       "\\item 'FloriGiant'\n",
       "\\item 'FloRun 107'\n",
       "\\item 'FloRun 157'\n",
       "\\item 'FloRun 331'\n",
       "\\item 'Georgia Green'\n",
       "\\item 'Georgia-06G'\n",
       "\\item 'Georgia-07W'\n",
       "\\item 'Georgia-09B'\n",
       "\\item 'Georgia-11J'\n",
       "\\item 'Georgia-12Y'\n",
       "\\item 'Gregory'\n",
       "\\item 'Harris 1'\n",
       "\\item 'HTS 02-06'\n",
       "\\item 'HTS 15-04ol'\n",
       "\\item 'N03088'\n",
       "\\item 'N04067'\n",
       "\\item 'N04072'\n",
       "\\item 'N04074'\n",
       "\\item 'N05006'\n",
       "\\item 'N05008'\n",
       "\\item 'N05013'\n",
       "\\item 'N05016'\n",
       "\\item 'N05024'\n",
       "\\item 'N06001'\n",
       "\\item 'N07018'\n",
       "\\item 'N07019'\n",
       "\\item 'N07033'\n",
       "\\item 'N07036'\n",
       "\\item 'N07037'\n",
       "\\item 'N08034'\n",
       "\\item 'N08069'\n",
       "\\item 'N08070'\n",
       "\\item 'N08071'\n",
       "\\item 'N08072'\n",
       "\\item 'N08073'\n",
       "\\item 'N08074'\n",
       "\\item 'N08082'\n",
       "\\item 'N08085'\n",
       "\\item 'N08087'\n",
       "\\item 'N09019'\n",
       "\\item 'N09024'\n",
       "\\item 'N09025'\n",
       "\\item 'N09026'\n",
       "\\item 'N09028'\n",
       "\\item 'N09030'\n",
       "\\item 'N09031'\n",
       "\\item 'N09032'\n",
       "\\item 'N09035'\n",
       "\\item 'N09037'\n",
       "\\item 'N09039'\n",
       "\\item 'N09042'\n",
       "\\item 'N09046'\n",
       "\\item 'N09049'\n",
       "\\item 'N09053'\n",
       "\\item 'N09056'\n",
       "\\item 'N09058'\n",
       "\\item 'N09068'\n",
       "\\item 'N09078'\n",
       "\\item 'N10025'\n",
       "\\item 'N10036'\n",
       "\\item 'N10037'\n",
       "\\item 'N10038'\n",
       "\\item 'N10039'\n",
       "\\item 'N10040'\n",
       "\\item 'N10041'\n",
       "\\item 'N10042'\n",
       "\\item 'N10043'\n",
       "\\item 'N10044'\n",
       "\\item 'N10045'\n",
       "\\item 'N10047'\n",
       "\\item 'N10048'\n",
       "\\item 'N10049'\n",
       "\\item 'N10050'\n",
       "\\item 'N10051'\n",
       "\\item 'N10052'\n",
       "\\item 'N10053'\n",
       "\\item 'N10054'\n",
       "\\item 'N10055'\n",
       "\\item 'N10056'\n",
       "\\item 'N10057'\n",
       "\\item 'N10058'\n",
       "\\item 'N10059'\n",
       "\\item 'N10060'\n",
       "\\item 'N10061'\n",
       "\\item 'N10063'\n",
       "\\item 'N10064'\n",
       "\\item 'N10066'\n",
       "\\item 'N10068'\n",
       "\\item 'N10069'\n",
       "\\item 'N10070'\n",
       "\\item 'N10071'\n",
       "\\item 'N10073'\n",
       "\\item 'N10074'\n",
       "\\item 'N10075'\n",
       "\\item 'N10076'\n",
       "\\item 'N10077'\n",
       "\\item 'N10078'\n",
       "\\item 'N10079'\n",
       "\\item 'N10080'\n",
       "\\item 'N10081'\n",
       "\\item 'N10082'\n",
       "\\item 'N10083'\n",
       "\\item 'N10084'\n",
       "\\item 'N10085'\n",
       "\\item 'N10086'\n",
       "\\item 'N10087'\n",
       "\\item 'N10088'\n",
       "\\item 'N10089'\n",
       "\\item 'N10090'\n",
       "\\item 'N10091'\n",
       "\\item 'N10092'\n",
       "\\item 'N10093'\n",
       "\\item 'N10094'\n",
       "\\item 'N10095'\n",
       "\\item 'N10098'\n",
       "\\item 'N10099'\n",
       "\\item 'N10100'\n",
       "\\item 'N10101'\n",
       "\\item 'N11001'\n",
       "\\item 'N11002'\n",
       "\\item 'N11003'\n",
       "\\item 'N11004'\n",
       "\\item 'N11005'\n",
       "\\item 'N11006'\n",
       "\\item 'N11007'\n",
       "\\item 'N11008'\n",
       "\\item 'N11009'\n",
       "\\item 'N11010'\n",
       "\\item 'N11011'\n",
       "\\item 'N11012'\n",
       "\\item 'N11013'\n",
       "\\item 'N11014'\n",
       "\\item 'N11015'\n",
       "\\item 'N11016'\n",
       "\\item 'N11017'\n",
       "\\item 'N11018'\n",
       "\\item 'N11019'\n",
       "\\item 'N11020'\n",
       "\\item 'N11022'\n",
       "\\item 'N11023'\n",
       "\\item 'N11024'\n",
       "\\item 'N11025'\n",
       "\\item 'N11026'\n",
       "\\item 'N11027'\n",
       "\\item 'N11028'\n",
       "\\item 'N11029'\n",
       "\\item 'N11030'\n",
       "\\item 'N11031'\n",
       "\\item 'N11034'\n",
       "\\item 'N11036'\n",
       "\\item 'N11038'\n",
       "\\item 'N11039'\n",
       "\\item 'N11040'\n",
       "\\item 'N11041'\n",
       "\\item 'N11042'\n",
       "\\item 'N11043'\n",
       "\\item 'N11044'\n",
       "\\item 'N11045'\n",
       "\\item 'N11046'\n",
       "\\item 'N11047'\n",
       "\\item 'N11048'\n",
       "\\item 'N11051'\n",
       "\\item 'N11052'\n",
       "\\item 'N12001'\n",
       "\\item 'N12002'\n",
       "\\item 'N12003'\n",
       "\\item 'N12004'\n",
       "\\item 'N12005'\n",
       "\\item 'N12006'\n",
       "\\item 'N12007'\n",
       "\\item 'N12009'\n",
       "\\item 'N12010'\n",
       "\\item 'N12011'\n",
       "\\item 'N12012'\n",
       "\\item 'N12013'\n",
       "\\item 'N12014'\n",
       "\\item 'N12015'\n",
       "\\item 'N12016'\n",
       "\\item 'N13001'\n",
       "\\item 'N13002'\n",
       "\\item 'N13003'\n",
       "\\item 'N13004'\n",
       "\\item 'N13005'\n",
       "\\item 'N13006'\n",
       "\\item 'N13007'\n",
       "\\item 'N13008'\n",
       "\\item 'N13009'\n",
       "\\item 'N13010'\n",
       "\\item 'N13011'\n",
       "\\item 'N13012'\n",
       "\\item 'N13013'\n",
       "\\item 'N13014'\n",
       "\\item 'N13015'\n",
       "\\item 'N13016'\n",
       "\\item 'N13017'\n",
       "\\item 'N13018'\n",
       "\\item 'N13019'\n",
       "\\item 'N13020'\n",
       "\\item 'N13021'\n",
       "\\item 'N13022'\n",
       "\\item 'N13023'\n",
       "\\item 'N13025'\n",
       "\\item 'N13026'\n",
       "\\item 'N13027'\n",
       "\\item 'N13029'\n",
       "\\item 'N13035'\n",
       "\\item 'N13040'\n",
       "\\item 'N13041'\n",
       "\\item 'N13042'\n",
       "\\item 'N13043'\n",
       "\\item 'N13044'\n",
       "\\item 'N13045'\n",
       "\\item 'N13047'\n",
       "\\item 'N13048'\n",
       "\\item 'N13049'\n",
       "\\item 'N13051'\n",
       "\\item 'N13052'\n",
       "\\item 'N13054'\n",
       "\\item 'N13055'\n",
       "\\item 'N13056'\n",
       "\\item 'N13057'\n",
       "\\item 'N13058'\n",
       "\\item 'N13059'\n",
       "\\item 'N13060'\n",
       "\\item 'N14001'\n",
       "\\item 'N14002'\n",
       "\\item 'N14003'\n",
       "\\item 'N14004'\n",
       "\\item 'N14005'\n",
       "\\item 'N14006'\n",
       "\\item 'N14007'\n",
       "\\item 'N14008'\n",
       "\\item 'N14009'\n",
       "\\item 'N14010'\n",
       "\\item 'N14011'\n",
       "\\item 'N14012'\n",
       "\\item 'N14013'\n",
       "\\item 'N14014'\n",
       "\\item 'N14015'\n",
       "\\item 'N14016'\n",
       "\\item 'N14017'\n",
       "\\item 'N14018'\n",
       "\\item 'N14019'\n",
       "\\item 'N14020'\n",
       "\\item 'N14021'\n",
       "\\item 'N14022'\n",
       "\\item 'N14023'\n",
       "\\item 'N14024'\n",
       "\\item 'N14025'\n",
       "\\item 'N14026'\n",
       "\\item 'N14027'\n",
       "\\item 'N14028'\n",
       "\\item 'N14031'\n",
       "\\item 'N14035'\n",
       "\\item 'N14036'\n",
       "\\item 'N14037'\n",
       "\\item 'N14038'\n",
       "\\item 'N14043'\n",
       "\\item 'N14045'\n",
       "\\item 'N14046'\n",
       "\\item 'N14048'\n",
       "\\item 'N15001'\n",
       "\\item 'N15002'\n",
       "\\item 'N15003'\n",
       "\\item 'N15004'\n",
       "\\item 'N15005'\n",
       "\\item 'N15006'\n",
       "\\item 'N15007'\n",
       "\\item 'N15008'\n",
       "\\item 'N15017'\n",
       "\\item 'N15018'\n",
       "\\item 'N15039'\n",
       "\\item 'N15040'\n",
       "\\item 'N15041'\n",
       "\\item 'N15042'\n",
       "\\item 'N15043'\n",
       "\\item 'N15044'\n",
       "\\item 'N15045'\n",
       "\\item 'N15046'\n",
       "\\item 'N15047'\n",
       "\\item 'N15048'\n",
       "\\item 'N15049'\n",
       "\\item 'N15050'\n",
       "\\item 'N15051'\n",
       "\\item 'N15052'\n",
       "\\item 'N15053'\n",
       "\\item 'N15054'\n",
       "\\item 'N15055'\n",
       "\\item 'N15056'\n",
       "\\item 'N15057'\n",
       "\\item 'N15060'\n",
       "\\item 'N15066'\n",
       "\\item 'N16001'\n",
       "\\item 'N16002'\n",
       "\\item 'N16003'\n",
       "\\item 'N16004'\n",
       "\\item 'N16005'\n",
       "\\item 'N16006'\n",
       "\\item 'N16007'\n",
       "\\item 'N16008'\n",
       "\\item 'N16009'\n",
       "\\item 'N16010'\n",
       "\\item 'N16011'\n",
       "\\item 'N16012'\n",
       "\\item 'N16013'\n",
       "\\item 'N16014'\n",
       "\\item 'N16015'\n",
       "\\item 'N16016'\n",
       "\\item 'N16017'\n",
       "\\item 'N16018'\n",
       "\\item 'N16019'\n",
       "\\item 'N16020'\n",
       "\\item 'N16021'\n",
       "\\item 'N16022'\n",
       "\\item 'N16023'\n",
       "\\item 'N16024'\n",
       "\\item 'N16025'\n",
       "\\item 'N16026'\n",
       "\\item 'N16027'\n",
       "\\item 'N16028'\n",
       "\\item 'N16029'\n",
       "\\item 'N16030'\n",
       "\\item 'N16031'\n",
       "\\item 'N16032'\n",
       "\\item 'N16034'\n",
       "\\item 'N16035'\n",
       "\\item 'N16050'\n",
       "\\item 'N16054'\n",
       "\\item 'N16055'\n",
       "\\item 'N16056'\n",
       "\\item 'N16057'\n",
       "\\item 'N17001'\n",
       "\\item 'N17002'\n",
       "\\item 'N17003'\n",
       "\\item 'N17004'\n",
       "\\item 'N17005'\n",
       "\\item 'N17006'\n",
       "\\item 'N17007'\n",
       "\\item 'N17008'\n",
       "\\item 'N17009'\n",
       "\\item 'N17010'\n",
       "\\item 'N17011'\n",
       "\\item 'N17012'\n",
       "\\item 'N17013'\n",
       "\\item 'N17014'\n",
       "\\item 'N17015'\n",
       "\\item 'N17016'\n",
       "\\item 'N17017'\n",
       "\\item 'N17018'\n",
       "\\item 'N17019'\n",
       "\\item 'N17020'\n",
       "\\item 'N17021'\n",
       "\\item 'N17022'\n",
       "\\item 'N17023'\n",
       "\\item 'N17024'\n",
       "\\item 'N17025'\n",
       "\\item 'N17026'\n",
       "\\item 'N17027'\n",
       "\\item 'N17028'\n",
       "\\item 'N17029'\n",
       "\\item 'N17030'\n",
       "\\item 'N17031'\n",
       "\\item 'N17032'\n",
       "\\item 'N17033'\n",
       "\\item 'N17034'\n",
       "\\item 'N17036'\n",
       "\\item 'N17037'\n",
       "\\item 'N17039'\n",
       "\\item 'N17040'\n",
       "\\item 'N17041'\n",
       "\\item 'N17042'\n",
       "\\item 'N17043'\n",
       "\\item 'N17044'\n",
       "\\item 'N17045'\n",
       "\\item 'N17047'\n",
       "\\item 'N18001'\n",
       "\\item 'N18002'\n",
       "\\item 'N18003'\n",
       "\\item 'N18004'\n",
       "\\item 'N18005'\n",
       "\\item 'N18006'\n",
       "\\item 'N18007'\n",
       "\\item 'N18008'\n",
       "\\item 'N18009'\n",
       "\\item 'N18010'\n",
       "\\item 'N18011'\n",
       "\\item 'N18012'\n",
       "\\item 'N18013'\n",
       "\\item 'N18014'\n",
       "\\item 'N18015'\n",
       "\\item 'N18016'\n",
       "\\item 'N18017'\n",
       "\\item 'N18018'\n",
       "\\item 'N18019'\n",
       "\\item 'N18020'\n",
       "\\item 'N18021'\n",
       "\\item 'N18022'\n",
       "\\item 'N18023'\n",
       "\\item 'N18024'\n",
       "\\item 'N18025'\n",
       "\\item 'N18026'\n",
       "\\item 'N18027'\n",
       "\\item 'N18028'\n",
       "\\item 'N18029'\n",
       "\\item 'N18030'\n",
       "\\item 'N18031'\n",
       "\\item 'N18032'\n",
       "\\item 'N18036'\n",
       "\\item 'N18037'\n",
       "\\item 'N18038'\n",
       "\\item 'N18039'\n",
       "\\item 'N18040'\n",
       "\\item 'N18048'\n",
       "\\item 'N18050'\n",
       "\\item 'N18054'\n",
       "\\item 'NC-V 11'\n",
       "\\item 'PD 14001'\n",
       "\\item 'PD 14002'\n",
       "\\item 'PD 14003'\n",
       "\\item 'Perry'\n",
       "\\item 'Phillips'\n",
       "\\item 'SPT 06-02'\n",
       "\\item 'SPT 06-06'\n",
       "\\item 'SPT 07-01'\n",
       "\\item 'SPT 08-02'\n",
       "\\item 'SPT 09-02'\n",
       "\\item 'SPT 10-02'\n",
       "\\item 'SPT 10-05'\n",
       "\\item 'SPT 10-05ol'\n",
       "\\item 'SPT 10-09'\n",
       "\\item 'SPT 10-10'\n",
       "\\item 'SPT 10-11ol'\n",
       "\\item 'SPT 10-12ol'\n",
       "\\item 'SPT 10-14ol'\n",
       "\\item 'SPT 10-16ol'\n",
       "\\item 'SPT 10-17ol'\n",
       "\\item 'SPT 11-03ol'\n",
       "\\item 'SPT 13-01'\n",
       "\\item 'SPT 13-02'\n",
       "\\item 'SPT 13-03'\n",
       "\\item 'SPT 13-04'\n",
       "\\item 'SPT 13-05ol'\n",
       "\\item 'Sugg'\n",
       "\\item 'Sullivan'\n",
       "\\item 'TifGuard'\n",
       "\\item 'TUFRunner 297'\n",
       "\\item 'TUFRunner 511'\n",
       "\\item 'TUFRunner 727'\n",
       "\\item 'VA 98R'\n",
       "\\item 'Wynne'\n",
       "\\item 'CRSP 1050-005'\n",
       "\\item 'CRSP 1050-026'\n",
       "\\item 'CRSP 1050-048'\n",
       "\\item 'CRSP 1050-099'\n",
       "\\item 'CRSP 1050-110'\n",
       "\\item 'CRSP 702'\n",
       "\\item 'GP-NC 343'\n",
       "\\item 'HTS 02-08'\n",
       "\\item 'HTS 15-01ol'\n",
       "\\item 'HTS 15-02ol'\n",
       "\\item 'HTS 15-03ol'\n",
       "\\item 'HTS 16-01'\n",
       "\\item 'HTS 16-02'\n",
       "\\item 'HTS 16-03'\n",
       "\\item 'HTS 16-04'\n",
       "\\item 'HTS 16-04 '\n",
       "\\item 'HTS 16-05'\n",
       "\\item 'HTS 16-06'\n",
       "\\item 'HTS 16-07'\n",
       "\\item 'HTS 18-01'\n",
       "\\item 'HTS 18-02'\n",
       "\\item 'HTS 18-03'\n",
       "\\item 'HTS 484-208'\n",
       "\\item 'HTS 486-238'\n",
       "\\item 'N02003'\n",
       "\\item 'N02018'\n",
       "\\item 'N02020'\n",
       "\\item 'N02037'\n",
       "\\item 'N03020'\n",
       "\\item 'N03023'\n",
       "\\item 'N03064'\n",
       "\\item 'N03074'\n",
       "\\item 'N03080'\n",
       "\\item 'N03085'\n",
       "\\item 'N04018'\n",
       "\\item 'N05007'\n",
       "\\item 'N05014'\n",
       "\\item 'N05018'\n",
       "\\item 'N05042'\n",
       "\\item 'N05044'\n",
       "\\item 'N05049'\n",
       "\\item 'N05056'\n",
       "\\item 'N06002'\n",
       "\\item 'N06007'\n",
       "\\item 'N06012'\n",
       "\\item 'N06015'\n",
       "\\item 'N06017'\n",
       "\\item 'N08005'\n",
       "\\item 'N08007'\n",
       "\\item 'N08019'\n",
       "\\item 'N08023'\n",
       "\\item 'N08028'\n",
       "\\item 'N08029'\n",
       "\\item 'N08030'\n",
       "\\item 'N08031'\n",
       "\\item 'N08035'\n",
       "\\item 'N08039'\n",
       "\\item 'N08042'\n",
       "\\item 'N08043'\n",
       "\\item 'N08044'\n",
       "\\item 'N08047'\n",
       "\\item 'N08059'\n",
       "\\item 'N08060'\n",
       "\\item 'N08061'\n",
       "\\item 'N08062'\n",
       "\\item 'N08063'\n",
       "\\item 'N08064'\n",
       "\\item 'N08079'\n",
       "\\item 'N08080'\n",
       "\\item 'N08083'\n",
       "\\item 'N08084'\n",
       "\\item 'N08086'\n",
       "\\item 'N09045'\n",
       "\\item 'N09047'\n",
       "\\item 'N09048'\n",
       "\\item 'N09050'\n",
       "\\item 'N09052'\n",
       "\\item 'N09054'\n",
       "\\item 'N09055'\n",
       "\\item 'N09057'\n",
       "\\item 'N09061'\n",
       "\\item 'N09063'\n",
       "\\item 'N09064'\n",
       "\\item 'N09065'\n",
       "\\item 'N09066'\n",
       "\\item 'N09070'\n",
       "\\item 'N09073'\n",
       "\\item 'N09074'\n",
       "\\item 'N09075'\n",
       "\\item 'N09076'\n",
       "\\item 'N09079'\n",
       "\\item 'N09081'\n",
       "\\item 'N09084'\n",
       "\\item 'N09086'\n",
       "\\item 'N09088'\n",
       "\\item 'N09091'\n",
       "\\item 'N10002'\n",
       "\\item 'N10003'\n",
       "\\item 'N10004'\n",
       "\\item 'N10006'\n",
       "\\item 'N10007'\n",
       "\\item 'N10009'\n",
       "\\item 'N10011'\n",
       "\\item 'N10015'\n",
       "\\item 'N10019'\n",
       "\\item 'N10022'\n",
       "\\item 'N10024'\n",
       "\\item 'N10030'\n",
       "\\item 'N10031'\n",
       "\\item 'N10032'\n",
       "\\item 'N10034'\n",
       "\\item 'N10035'\n",
       "\\item 'N10062'\n",
       "\\item 'N10065'\n",
       "\\item 'N10067'\n",
       "\\item 'N10072'\n",
       "\\item 'N10096'\n",
       "\\item 'N10097'\n",
       "\\item 'N11021'\n",
       "\\item 'N11032'\n",
       "\\item 'N11033'\n",
       "\\item 'N11035'\n",
       "\\item 'N11037'\n",
       "\\item 'N11053'\n",
       "\\item 'N11054'\n",
       "\\item 'N11055'\n",
       "\\item 'N11057'\n",
       "\\item 'N11063'\n",
       "\\item 'N13030'\n",
       "\\item 'N13031'\n",
       "\\item 'N13032'\n",
       "\\item 'N13036'\n",
       "\\item 'N13037'\n",
       "\\item 'N13038'\n",
       "\\item 'N13039'\n",
       "\\item 'N13053'\n",
       "\\item 'N14029'\n",
       "\\item 'N14030'\n",
       "\\item 'N14032'\n",
       "\\item 'N14033'\n",
       "\\item 'N14034'\n",
       "\\item 'N14039'\n",
       "\\item 'N14040'\n",
       "\\item 'N14041'\n",
       "\\item 'N14042'\n",
       "\\item 'N14044'\n",
       "\\item 'N14047'\n",
       "\\item 'N14049'\n",
       "\\item 'N15011'\n",
       "\\item 'N15012'\n",
       "\\item 'N15013'\n",
       "\\item 'N15015'\n",
       "\\item 'N15016'\n",
       "\\item 'N15021'\n",
       "\\item 'N15025'\n",
       "\\item 'N15026'\n",
       "\\item 'N15031'\n",
       "\\item 'N15058'\n",
       "\\item 'N15059'\n",
       "\\item 'N15061'\n",
       "\\item 'N15062'\n",
       "\\item 'N15063'\n",
       "\\item 'N15064'\n",
       "\\item 'N15065'\n",
       "\\item 'N15067'\n",
       "\\item 'N15068'\n",
       "\\item 'N15069'\n",
       "\\item 'N15070'\n",
       "\\item 'N15071'\n",
       "\\item 'N15072'\n",
       "\\item 'N15073'\n",
       "\\item 'N15074'\n",
       "\\item 'N15075'\n",
       "\\item 'N15076'\n",
       "\\item 'N15077'\n",
       "\\item 'N16033'\n",
       "\\item 'N16036'\n",
       "\\item 'N16037'\n",
       "\\item 'N16038'\n",
       "\\item 'N16039'\n",
       "\\item 'N16040'\n",
       "\\item 'N16041'\n",
       "\\item 'N16042'\n",
       "\\item 'N16043'\n",
       "\\item 'N16044'\n",
       "\\item 'N16045'\n",
       "\\item 'N16046'\n",
       "\\item 'N16047'\n",
       "\\item 'N16048'\n",
       "\\item 'N16049'\n",
       "\\item 'N16051'\n",
       "\\item 'N16052'\n",
       "\\item 'N16053'\n",
       "\\item 'N17035'\n",
       "\\item 'N17038'\n",
       "\\item 'N17046'\n",
       "\\item 'N18033'\n",
       "\\item 'N18034'\n",
       "\\item 'N18035'\n",
       "\\item 'N18041'\n",
       "\\item 'N18042'\n",
       "\\item 'N18043'\n",
       "\\item 'N18044'\n",
       "\\item 'N18045'\n",
       "\\item 'N18046'\n",
       "\\item 'N18047'\n",
       "\\item 'N18049'\n",
       "\\item 'N18051'\n",
       "\\item 'N18052'\n",
       "\\item 'N18053'\n",
       "\\item 'N90009'\n",
       "\\item 'N90014'\n",
       "\\item 'N91026'\n",
       "\\item 'N96076'\n",
       "\\item 'N98003'\n",
       "\\item 'NC 12C'\n",
       "\\item 'NC 3033'\n",
       "\\item 'PI 109839'\n",
       "\\item 'PI 121067'\n",
       "\\item 'PI 269685'\n",
       "\\item 'PI 270806'\n",
       "\\item 'PI 576636'\n",
       "\\item 'SPT 06-03'\n",
       "\\item 'SPT 06-07'\n",
       "\\item 'SPT 07-03'\n",
       "\\item 'SPT 07-12'\n",
       "\\item 'SPT 07-13'\n",
       "\\item 'SPT 09-01'\n",
       "\\item 'SPT 09-03'\n",
       "\\item 'SPT 09-04'\n",
       "\\item 'SPT 10-14'\n",
       "\\item 'Tifguard'\n",
       "\\item 'VA-C 92R'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. Bailey\n",
       "2. Bailey II\n",
       "3. Emery\n",
       "4. Sullivan\n",
       "5. Wynne\n",
       "6. N96076\n",
       "\n",
       "\n",
       "\n",
       "**Levels**: 1. ''\n",
       "2. 'ACI WT09-0761'\n",
       "3. 'ACI WT11-0351'\n",
       "4. 'ACI WT12-0226'\n",
       "5. 'ACI WT12-0419'\n",
       "6. 'ACI WT12-0420'\n",
       "7. 'ACI WT12-0433'\n",
       "8. 'Bailey'\n",
       "9. 'Bailey II'\n",
       "10. 'Brantley'\n",
       "11. 'CHAMPS'\n",
       "12. 'Emery'\n",
       "13. 'Florida Fancy'\n",
       "14. 'Florida-07'\n",
       "15. 'FloriGiant'\n",
       "16. 'FloRun 107'\n",
       "17. 'FloRun 157'\n",
       "18. 'FloRun 331'\n",
       "19. 'Georgia Green'\n",
       "20. 'Georgia-06G'\n",
       "21. 'Georgia-07W'\n",
       "22. 'Georgia-09B'\n",
       "23. 'Georgia-11J'\n",
       "24. 'Georgia-12Y'\n",
       "25. 'Gregory'\n",
       "26. 'Harris 1'\n",
       "27. 'HTS 02-06'\n",
       "28. 'HTS 15-04ol'\n",
       "29. 'N03088'\n",
       "30. 'N04067'\n",
       "31. 'N04072'\n",
       "32. 'N04074'\n",
       "33. 'N05006'\n",
       "34. 'N05008'\n",
       "35. 'N05013'\n",
       "36. 'N05016'\n",
       "37. 'N05024'\n",
       "38. 'N06001'\n",
       "39. 'N07018'\n",
       "40. 'N07019'\n",
       "41. 'N07033'\n",
       "42. 'N07036'\n",
       "43. 'N07037'\n",
       "44. 'N08034'\n",
       "45. 'N08069'\n",
       "46. 'N08070'\n",
       "47. 'N08071'\n",
       "48. 'N08072'\n",
       "49. 'N08073'\n",
       "50. 'N08074'\n",
       "51. 'N08082'\n",
       "52. 'N08085'\n",
       "53. 'N08087'\n",
       "54. 'N09019'\n",
       "55. 'N09024'\n",
       "56. 'N09025'\n",
       "57. 'N09026'\n",
       "58. 'N09028'\n",
       "59. 'N09030'\n",
       "60. 'N09031'\n",
       "61. 'N09032'\n",
       "62. 'N09035'\n",
       "63. 'N09037'\n",
       "64. 'N09039'\n",
       "65. 'N09042'\n",
       "66. 'N09046'\n",
       "67. 'N09049'\n",
       "68. 'N09053'\n",
       "69. 'N09056'\n",
       "70. 'N09058'\n",
       "71. 'N09068'\n",
       "72. 'N09078'\n",
       "73. 'N10025'\n",
       "74. 'N10036'\n",
       "75. 'N10037'\n",
       "76. 'N10038'\n",
       "77. 'N10039'\n",
       "78. 'N10040'\n",
       "79. 'N10041'\n",
       "80. 'N10042'\n",
       "81. 'N10043'\n",
       "82. 'N10044'\n",
       "83. 'N10045'\n",
       "84. 'N10047'\n",
       "85. 'N10048'\n",
       "86. 'N10049'\n",
       "87. 'N10050'\n",
       "88. 'N10051'\n",
       "89. 'N10052'\n",
       "90. 'N10053'\n",
       "91. 'N10054'\n",
       "92. 'N10055'\n",
       "93. 'N10056'\n",
       "94. 'N10057'\n",
       "95. 'N10058'\n",
       "96. 'N10059'\n",
       "97. 'N10060'\n",
       "98. 'N10061'\n",
       "99. 'N10063'\n",
       "100. 'N10064'\n",
       "101. 'N10066'\n",
       "102. 'N10068'\n",
       "103. 'N10069'\n",
       "104. 'N10070'\n",
       "105. 'N10071'\n",
       "106. 'N10073'\n",
       "107. 'N10074'\n",
       "108. 'N10075'\n",
       "109. 'N10076'\n",
       "110. 'N10077'\n",
       "111. 'N10078'\n",
       "112. 'N10079'\n",
       "113. 'N10080'\n",
       "114. 'N10081'\n",
       "115. 'N10082'\n",
       "116. 'N10083'\n",
       "117. 'N10084'\n",
       "118. 'N10085'\n",
       "119. 'N10086'\n",
       "120. 'N10087'\n",
       "121. 'N10088'\n",
       "122. 'N10089'\n",
       "123. 'N10090'\n",
       "124. 'N10091'\n",
       "125. 'N10092'\n",
       "126. 'N10093'\n",
       "127. 'N10094'\n",
       "128. 'N10095'\n",
       "129. 'N10098'\n",
       "130. 'N10099'\n",
       "131. 'N10100'\n",
       "132. 'N10101'\n",
       "133. 'N11001'\n",
       "134. 'N11002'\n",
       "135. 'N11003'\n",
       "136. 'N11004'\n",
       "137. 'N11005'\n",
       "138. 'N11006'\n",
       "139. 'N11007'\n",
       "140. 'N11008'\n",
       "141. 'N11009'\n",
       "142. 'N11010'\n",
       "143. 'N11011'\n",
       "144. 'N11012'\n",
       "145. 'N11013'\n",
       "146. 'N11014'\n",
       "147. 'N11015'\n",
       "148. 'N11016'\n",
       "149. 'N11017'\n",
       "150. 'N11018'\n",
       "151. 'N11019'\n",
       "152. 'N11020'\n",
       "153. 'N11022'\n",
       "154. 'N11023'\n",
       "155. 'N11024'\n",
       "156. 'N11025'\n",
       "157. 'N11026'\n",
       "158. 'N11027'\n",
       "159. 'N11028'\n",
       "160. 'N11029'\n",
       "161. 'N11030'\n",
       "162. 'N11031'\n",
       "163. 'N11034'\n",
       "164. 'N11036'\n",
       "165. 'N11038'\n",
       "166. 'N11039'\n",
       "167. 'N11040'\n",
       "168. 'N11041'\n",
       "169. 'N11042'\n",
       "170. 'N11043'\n",
       "171. 'N11044'\n",
       "172. 'N11045'\n",
       "173. 'N11046'\n",
       "174. 'N11047'\n",
       "175. 'N11048'\n",
       "176. 'N11051'\n",
       "177. 'N11052'\n",
       "178. 'N12001'\n",
       "179. 'N12002'\n",
       "180. 'N12003'\n",
       "181. 'N12004'\n",
       "182. 'N12005'\n",
       "183. 'N12006'\n",
       "184. 'N12007'\n",
       "185. 'N12009'\n",
       "186. 'N12010'\n",
       "187. 'N12011'\n",
       "188. 'N12012'\n",
       "189. 'N12013'\n",
       "190. 'N12014'\n",
       "191. 'N12015'\n",
       "192. 'N12016'\n",
       "193. 'N13001'\n",
       "194. 'N13002'\n",
       "195. 'N13003'\n",
       "196. 'N13004'\n",
       "197. 'N13005'\n",
       "198. 'N13006'\n",
       "199. 'N13007'\n",
       "200. 'N13008'\n",
       "201. 'N13009'\n",
       "202. 'N13010'\n",
       "203. 'N13011'\n",
       "204. 'N13012'\n",
       "205. 'N13013'\n",
       "206. 'N13014'\n",
       "207. 'N13015'\n",
       "208. 'N13016'\n",
       "209. 'N13017'\n",
       "210. 'N13018'\n",
       "211. 'N13019'\n",
       "212. 'N13020'\n",
       "213. 'N13021'\n",
       "214. 'N13022'\n",
       "215. 'N13023'\n",
       "216. 'N13025'\n",
       "217. 'N13026'\n",
       "218. 'N13027'\n",
       "219. 'N13029'\n",
       "220. 'N13035'\n",
       "221. 'N13040'\n",
       "222. 'N13041'\n",
       "223. 'N13042'\n",
       "224. 'N13043'\n",
       "225. 'N13044'\n",
       "226. 'N13045'\n",
       "227. 'N13047'\n",
       "228. 'N13048'\n",
       "229. 'N13049'\n",
       "230. 'N13051'\n",
       "231. 'N13052'\n",
       "232. 'N13054'\n",
       "233. 'N13055'\n",
       "234. 'N13056'\n",
       "235. 'N13057'\n",
       "236. 'N13058'\n",
       "237. 'N13059'\n",
       "238. 'N13060'\n",
       "239. 'N14001'\n",
       "240. 'N14002'\n",
       "241. 'N14003'\n",
       "242. 'N14004'\n",
       "243. 'N14005'\n",
       "244. 'N14006'\n",
       "245. 'N14007'\n",
       "246. 'N14008'\n",
       "247. 'N14009'\n",
       "248. 'N14010'\n",
       "249. 'N14011'\n",
       "250. 'N14012'\n",
       "251. 'N14013'\n",
       "252. 'N14014'\n",
       "253. 'N14015'\n",
       "254. 'N14016'\n",
       "255. 'N14017'\n",
       "256. 'N14018'\n",
       "257. 'N14019'\n",
       "258. 'N14020'\n",
       "259. 'N14021'\n",
       "260. 'N14022'\n",
       "261. 'N14023'\n",
       "262. 'N14024'\n",
       "263. 'N14025'\n",
       "264. 'N14026'\n",
       "265. 'N14027'\n",
       "266. 'N14028'\n",
       "267. 'N14031'\n",
       "268. 'N14035'\n",
       "269. 'N14036'\n",
       "270. 'N14037'\n",
       "271. 'N14038'\n",
       "272. 'N14043'\n",
       "273. 'N14045'\n",
       "274. 'N14046'\n",
       "275. 'N14048'\n",
       "276. 'N15001'\n",
       "277. 'N15002'\n",
       "278. 'N15003'\n",
       "279. 'N15004'\n",
       "280. 'N15005'\n",
       "281. 'N15006'\n",
       "282. 'N15007'\n",
       "283. 'N15008'\n",
       "284. 'N15017'\n",
       "285. 'N15018'\n",
       "286. 'N15039'\n",
       "287. 'N15040'\n",
       "288. 'N15041'\n",
       "289. 'N15042'\n",
       "290. 'N15043'\n",
       "291. 'N15044'\n",
       "292. 'N15045'\n",
       "293. 'N15046'\n",
       "294. 'N15047'\n",
       "295. 'N15048'\n",
       "296. 'N15049'\n",
       "297. 'N15050'\n",
       "298. 'N15051'\n",
       "299. 'N15052'\n",
       "300. 'N15053'\n",
       "301. 'N15054'\n",
       "302. 'N15055'\n",
       "303. 'N15056'\n",
       "304. 'N15057'\n",
       "305. 'N15060'\n",
       "306. 'N15066'\n",
       "307. 'N16001'\n",
       "308. 'N16002'\n",
       "309. 'N16003'\n",
       "310. 'N16004'\n",
       "311. 'N16005'\n",
       "312. 'N16006'\n",
       "313. 'N16007'\n",
       "314. 'N16008'\n",
       "315. 'N16009'\n",
       "316. 'N16010'\n",
       "317. 'N16011'\n",
       "318. 'N16012'\n",
       "319. 'N16013'\n",
       "320. 'N16014'\n",
       "321. 'N16015'\n",
       "322. 'N16016'\n",
       "323. 'N16017'\n",
       "324. 'N16018'\n",
       "325. 'N16019'\n",
       "326. 'N16020'\n",
       "327. 'N16021'\n",
       "328. 'N16022'\n",
       "329. 'N16023'\n",
       "330. 'N16024'\n",
       "331. 'N16025'\n",
       "332. 'N16026'\n",
       "333. 'N16027'\n",
       "334. 'N16028'\n",
       "335. 'N16029'\n",
       "336. 'N16030'\n",
       "337. 'N16031'\n",
       "338. 'N16032'\n",
       "339. 'N16034'\n",
       "340. 'N16035'\n",
       "341. 'N16050'\n",
       "342. 'N16054'\n",
       "343. 'N16055'\n",
       "344. 'N16056'\n",
       "345. 'N16057'\n",
       "346. 'N17001'\n",
       "347. 'N17002'\n",
       "348. 'N17003'\n",
       "349. 'N17004'\n",
       "350. 'N17005'\n",
       "351. 'N17006'\n",
       "352. 'N17007'\n",
       "353. 'N17008'\n",
       "354. 'N17009'\n",
       "355. 'N17010'\n",
       "356. 'N17011'\n",
       "357. 'N17012'\n",
       "358. 'N17013'\n",
       "359. 'N17014'\n",
       "360. 'N17015'\n",
       "361. 'N17016'\n",
       "362. 'N17017'\n",
       "363. 'N17018'\n",
       "364. 'N17019'\n",
       "365. 'N17020'\n",
       "366. 'N17021'\n",
       "367. 'N17022'\n",
       "368. 'N17023'\n",
       "369. 'N17024'\n",
       "370. 'N17025'\n",
       "371. 'N17026'\n",
       "372. 'N17027'\n",
       "373. 'N17028'\n",
       "374. 'N17029'\n",
       "375. 'N17030'\n",
       "376. 'N17031'\n",
       "377. 'N17032'\n",
       "378. 'N17033'\n",
       "379. 'N17034'\n",
       "380. 'N17036'\n",
       "381. 'N17037'\n",
       "382. 'N17039'\n",
       "383. 'N17040'\n",
       "384. 'N17041'\n",
       "385. 'N17042'\n",
       "386. 'N17043'\n",
       "387. 'N17044'\n",
       "388. 'N17045'\n",
       "389. 'N17047'\n",
       "390. 'N18001'\n",
       "391. 'N18002'\n",
       "392. 'N18003'\n",
       "393. 'N18004'\n",
       "394. 'N18005'\n",
       "395. 'N18006'\n",
       "396. 'N18007'\n",
       "397. 'N18008'\n",
       "398. 'N18009'\n",
       "399. 'N18010'\n",
       "400. 'N18011'\n",
       "401. 'N18012'\n",
       "402. 'N18013'\n",
       "403. 'N18014'\n",
       "404. 'N18015'\n",
       "405. 'N18016'\n",
       "406. 'N18017'\n",
       "407. 'N18018'\n",
       "408. 'N18019'\n",
       "409. 'N18020'\n",
       "410. 'N18021'\n",
       "411. 'N18022'\n",
       "412. 'N18023'\n",
       "413. 'N18024'\n",
       "414. 'N18025'\n",
       "415. 'N18026'\n",
       "416. 'N18027'\n",
       "417. 'N18028'\n",
       "418. 'N18029'\n",
       "419. 'N18030'\n",
       "420. 'N18031'\n",
       "421. 'N18032'\n",
       "422. 'N18036'\n",
       "423. 'N18037'\n",
       "424. 'N18038'\n",
       "425. 'N18039'\n",
       "426. 'N18040'\n",
       "427. 'N18048'\n",
       "428. 'N18050'\n",
       "429. 'N18054'\n",
       "430. 'NC-V 11'\n",
       "431. 'PD 14001'\n",
       "432. 'PD 14002'\n",
       "433. 'PD 14003'\n",
       "434. 'Perry'\n",
       "435. 'Phillips'\n",
       "436. 'SPT 06-02'\n",
       "437. 'SPT 06-06'\n",
       "438. 'SPT 07-01'\n",
       "439. 'SPT 08-02'\n",
       "440. 'SPT 09-02'\n",
       "441. 'SPT 10-02'\n",
       "442. 'SPT 10-05'\n",
       "443. 'SPT 10-05ol'\n",
       "444. 'SPT 10-09'\n",
       "445. 'SPT 10-10'\n",
       "446. 'SPT 10-11ol'\n",
       "447. 'SPT 10-12ol'\n",
       "448. 'SPT 10-14ol'\n",
       "449. 'SPT 10-16ol'\n",
       "450. 'SPT 10-17ol'\n",
       "451. 'SPT 11-03ol'\n",
       "452. 'SPT 13-01'\n",
       "453. 'SPT 13-02'\n",
       "454. 'SPT 13-03'\n",
       "455. 'SPT 13-04'\n",
       "456. 'SPT 13-05ol'\n",
       "457. 'Sugg'\n",
       "458. 'Sullivan'\n",
       "459. 'TifGuard'\n",
       "460. 'TUFRunner 297'\n",
       "461. 'TUFRunner 511'\n",
       "462. 'TUFRunner 727'\n",
       "463. 'VA 98R'\n",
       "464. 'Wynne'\n",
       "465. 'CRSP 1050-005'\n",
       "466. 'CRSP 1050-026'\n",
       "467. 'CRSP 1050-048'\n",
       "468. 'CRSP 1050-099'\n",
       "469. 'CRSP 1050-110'\n",
       "470. 'CRSP 702'\n",
       "471. 'GP-NC 343'\n",
       "472. 'HTS 02-08'\n",
       "473. 'HTS 15-01ol'\n",
       "474. 'HTS 15-02ol'\n",
       "475. 'HTS 15-03ol'\n",
       "476. 'HTS 16-01'\n",
       "477. 'HTS 16-02'\n",
       "478. 'HTS 16-03'\n",
       "479. 'HTS 16-04'\n",
       "480. 'HTS 16-04 '\n",
       "481. 'HTS 16-05'\n",
       "482. 'HTS 16-06'\n",
       "483. 'HTS 16-07'\n",
       "484. 'HTS 18-01'\n",
       "485. 'HTS 18-02'\n",
       "486. 'HTS 18-03'\n",
       "487. 'HTS 484-208'\n",
       "488. 'HTS 486-238'\n",
       "489. 'N02003'\n",
       "490. 'N02018'\n",
       "491. 'N02020'\n",
       "492. 'N02037'\n",
       "493. 'N03020'\n",
       "494. 'N03023'\n",
       "495. 'N03064'\n",
       "496. 'N03074'\n",
       "497. 'N03080'\n",
       "498. 'N03085'\n",
       "499. 'N04018'\n",
       "500. 'N05007'\n",
       "501. 'N05014'\n",
       "502. 'N05018'\n",
       "503. 'N05042'\n",
       "504. 'N05044'\n",
       "505. 'N05049'\n",
       "506. 'N05056'\n",
       "507. 'N06002'\n",
       "508. 'N06007'\n",
       "509. 'N06012'\n",
       "510. 'N06015'\n",
       "511. 'N06017'\n",
       "512. 'N08005'\n",
       "513. 'N08007'\n",
       "514. 'N08019'\n",
       "515. 'N08023'\n",
       "516. 'N08028'\n",
       "517. 'N08029'\n",
       "518. 'N08030'\n",
       "519. 'N08031'\n",
       "520. 'N08035'\n",
       "521. 'N08039'\n",
       "522. 'N08042'\n",
       "523. 'N08043'\n",
       "524. 'N08044'\n",
       "525. 'N08047'\n",
       "526. 'N08059'\n",
       "527. 'N08060'\n",
       "528. 'N08061'\n",
       "529. 'N08062'\n",
       "530. 'N08063'\n",
       "531. 'N08064'\n",
       "532. 'N08079'\n",
       "533. 'N08080'\n",
       "534. 'N08083'\n",
       "535. 'N08084'\n",
       "536. 'N08086'\n",
       "537. 'N09045'\n",
       "538. 'N09047'\n",
       "539. 'N09048'\n",
       "540. 'N09050'\n",
       "541. 'N09052'\n",
       "542. 'N09054'\n",
       "543. 'N09055'\n",
       "544. 'N09057'\n",
       "545. 'N09061'\n",
       "546. 'N09063'\n",
       "547. 'N09064'\n",
       "548. 'N09065'\n",
       "549. 'N09066'\n",
       "550. 'N09070'\n",
       "551. 'N09073'\n",
       "552. 'N09074'\n",
       "553. 'N09075'\n",
       "554. 'N09076'\n",
       "555. 'N09079'\n",
       "556. 'N09081'\n",
       "557. 'N09084'\n",
       "558. 'N09086'\n",
       "559. 'N09088'\n",
       "560. 'N09091'\n",
       "561. 'N10002'\n",
       "562. 'N10003'\n",
       "563. 'N10004'\n",
       "564. 'N10006'\n",
       "565. 'N10007'\n",
       "566. 'N10009'\n",
       "567. 'N10011'\n",
       "568. 'N10015'\n",
       "569. 'N10019'\n",
       "570. 'N10022'\n",
       "571. 'N10024'\n",
       "572. 'N10030'\n",
       "573. 'N10031'\n",
       "574. 'N10032'\n",
       "575. 'N10034'\n",
       "576. 'N10035'\n",
       "577. 'N10062'\n",
       "578. 'N10065'\n",
       "579. 'N10067'\n",
       "580. 'N10072'\n",
       "581. 'N10096'\n",
       "582. 'N10097'\n",
       "583. 'N11021'\n",
       "584. 'N11032'\n",
       "585. 'N11033'\n",
       "586. 'N11035'\n",
       "587. 'N11037'\n",
       "588. 'N11053'\n",
       "589. 'N11054'\n",
       "590. 'N11055'\n",
       "591. 'N11057'\n",
       "592. 'N11063'\n",
       "593. 'N13030'\n",
       "594. 'N13031'\n",
       "595. 'N13032'\n",
       "596. 'N13036'\n",
       "597. 'N13037'\n",
       "598. 'N13038'\n",
       "599. 'N13039'\n",
       "600. 'N13053'\n",
       "601. 'N14029'\n",
       "602. 'N14030'\n",
       "603. 'N14032'\n",
       "604. 'N14033'\n",
       "605. 'N14034'\n",
       "606. 'N14039'\n",
       "607. 'N14040'\n",
       "608. 'N14041'\n",
       "609. 'N14042'\n",
       "610. 'N14044'\n",
       "611. 'N14047'\n",
       "612. 'N14049'\n",
       "613. 'N15011'\n",
       "614. 'N15012'\n",
       "615. 'N15013'\n",
       "616. 'N15015'\n",
       "617. 'N15016'\n",
       "618. 'N15021'\n",
       "619. 'N15025'\n",
       "620. 'N15026'\n",
       "621. 'N15031'\n",
       "622. 'N15058'\n",
       "623. 'N15059'\n",
       "624. 'N15061'\n",
       "625. 'N15062'\n",
       "626. 'N15063'\n",
       "627. 'N15064'\n",
       "628. 'N15065'\n",
       "629. 'N15067'\n",
       "630. 'N15068'\n",
       "631. 'N15069'\n",
       "632. 'N15070'\n",
       "633. 'N15071'\n",
       "634. 'N15072'\n",
       "635. 'N15073'\n",
       "636. 'N15074'\n",
       "637. 'N15075'\n",
       "638. 'N15076'\n",
       "639. 'N15077'\n",
       "640. 'N16033'\n",
       "641. 'N16036'\n",
       "642. 'N16037'\n",
       "643. 'N16038'\n",
       "644. 'N16039'\n",
       "645. 'N16040'\n",
       "646. 'N16041'\n",
       "647. 'N16042'\n",
       "648. 'N16043'\n",
       "649. 'N16044'\n",
       "650. 'N16045'\n",
       "651. 'N16046'\n",
       "652. 'N16047'\n",
       "653. 'N16048'\n",
       "654. 'N16049'\n",
       "655. 'N16051'\n",
       "656. 'N16052'\n",
       "657. 'N16053'\n",
       "658. 'N17035'\n",
       "659. 'N17038'\n",
       "660. 'N17046'\n",
       "661. 'N18033'\n",
       "662. 'N18034'\n",
       "663. 'N18035'\n",
       "664. 'N18041'\n",
       "665. 'N18042'\n",
       "666. 'N18043'\n",
       "667. 'N18044'\n",
       "668. 'N18045'\n",
       "669. 'N18046'\n",
       "670. 'N18047'\n",
       "671. 'N18049'\n",
       "672. 'N18051'\n",
       "673. 'N18052'\n",
       "674. 'N18053'\n",
       "675. 'N90009'\n",
       "676. 'N90014'\n",
       "677. 'N91026'\n",
       "678. 'N96076'\n",
       "679. 'N98003'\n",
       "680. 'NC 12C'\n",
       "681. 'NC 3033'\n",
       "682. 'PI 109839'\n",
       "683. 'PI 121067'\n",
       "684. 'PI 269685'\n",
       "685. 'PI 270806'\n",
       "686. 'PI 576636'\n",
       "687. 'SPT 06-03'\n",
       "688. 'SPT 06-07'\n",
       "689. 'SPT 07-03'\n",
       "690. 'SPT 07-12'\n",
       "691. 'SPT 07-13'\n",
       "692. 'SPT 09-01'\n",
       "693. 'SPT 09-03'\n",
       "694. 'SPT 09-04'\n",
       "695. 'SPT 10-14'\n",
       "696. 'Tifguard'\n",
       "697. 'VA-C 92R'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] Bailey    Bailey II Emery     Sullivan  Wynne     N96076   \n",
       "697 Levels:  ACI WT09-0761 ACI WT11-0351 ACI WT12-0226 ... VA-C 92R"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unique(leaf.spot2$NC_Accession)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Which line is the most leaf spot resistant?\n",
    "\n",
    "help(aggregate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>NC_Accession</th><th scope=col>Identity.or.Parentage</th><th scope=col>Pedigree</th><th scope=col>FAG</th><th scope=col>Year</th><th scope=col>Location</th><th scope=col>Name</th><th scope=col>Label</th><th scope=col>Rating</th><th scope=col>Disease</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>409</th><td>Bailey                             </td><td>NC 12C*2 / N96076L                 </td><td>BC1F1-06-01-S-03-S-05: F09         </td><td>+ +                                </td><td>2010                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>2.50                               </td></tr>\n",
       "\t<tr><th scope=row>413</th><td>Bailey                             </td><td>NC 12C*2 / N96076L                 </td><td>BC1F1-06-01-S-03-S-05: F09         </td><td>+ +                                </td><td>2017                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>8.00                               </td></tr>\n",
       "\t<tr><th scope=row>419</th><td>Bailey                             </td><td>NC 12C*2 / N96076L                 </td><td>BC1F1-06-01-S-03-S-05: F09         </td><td>+ +                                </td><td>2016                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>4.00                               </td></tr>\n",
       "\t<tr><th scope=row>429</th><td>Bailey                             </td><td>NC 12C*2 / N96076L                 </td><td>BC1F1-06-01-S-03-S-05: F09         </td><td>+ +                                </td><td>2010                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>2.55                               </td></tr>\n",
       "\t<tr><th scope=row>432</th><td>Bailey                             </td><td>NC 12C*2 / N96076L                 </td><td>BC1F1-06-01-S-03-S-05: F09         </td><td>+ +                                </td><td>2016                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>6.00                               </td></tr>\n",
       "\t<tr><th scope=row>433</th><td>Bailey                             </td><td>NC 12C*2 / N96076L                 </td><td>BC1F1-06-01-S-03-S-05: F09         </td><td>+ +                                </td><td>2011                               </td><td>LEW                                </td><td>ATP-L                              </td><td>Advanced Testing Program - Leafspot</td><td>LS                                 </td><td>7.17                               </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllll}\n",
       "  & NC\\_Accession & Identity.or.Parentage & Pedigree & FAG & Year & Location & Name & Label & Rating & Disease\\\\\n",
       "\\hline\n",
       "\t409 & Bailey                              & NC 12C*2 / N96076L                  & BC1F1-06-01-S-03-S-05: F09          & + +                                 & 2010                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 2.50                               \\\\\n",
       "\t413 & Bailey                              & NC 12C*2 / N96076L                  & BC1F1-06-01-S-03-S-05: F09          & + +                                 & 2017                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 8.00                               \\\\\n",
       "\t419 & Bailey                              & NC 12C*2 / N96076L                  & BC1F1-06-01-S-03-S-05: F09          & + +                                 & 2016                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 4.00                               \\\\\n",
       "\t429 & Bailey                              & NC 12C*2 / N96076L                  & BC1F1-06-01-S-03-S-05: F09          & + +                                 & 2010                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 2.55                               \\\\\n",
       "\t432 & Bailey                              & NC 12C*2 / N96076L                  & BC1F1-06-01-S-03-S-05: F09          & + +                                 & 2016                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 6.00                               \\\\\n",
       "\t433 & Bailey                              & NC 12C*2 / N96076L                  & BC1F1-06-01-S-03-S-05: F09          & + +                                 & 2011                                & LEW                                 & ATP-L                               & Advanced Testing Program - Leafspot & LS                                  & 7.17                               \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | NC_Accession | Identity.or.Parentage | Pedigree | FAG | Year | Location | Name | Label | Rating | Disease |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 409 | Bailey                              | NC 12C*2 / N96076L                  | BC1F1-06-01-S-03-S-05: F09          | + +                                 | 2010                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 2.50                                |\n",
       "| 413 | Bailey                              | NC 12C*2 / N96076L                  | BC1F1-06-01-S-03-S-05: F09          | + +                                 | 2017                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 8.00                                |\n",
       "| 419 | Bailey                              | NC 12C*2 / N96076L                  | BC1F1-06-01-S-03-S-05: F09          | + +                                 | 2016                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 4.00                                |\n",
       "| 429 | Bailey                              | NC 12C*2 / N96076L                  | BC1F1-06-01-S-03-S-05: F09          | + +                                 | 2010                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 2.55                                |\n",
       "| 432 | Bailey                              | NC 12C*2 / N96076L                  | BC1F1-06-01-S-03-S-05: F09          | + +                                 | 2016                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 6.00                                |\n",
       "| 433 | Bailey                              | NC 12C*2 / N96076L                  | BC1F1-06-01-S-03-S-05: F09          | + +                                 | 2011                                | LEW                                 | ATP-L                               | Advanced Testing Program - Leafspot | LS                                  | 7.17                                |\n",
       "\n"
      ],
      "text/plain": [
       "    NC_Accession Identity.or.Parentage Pedigree                   FAG Year\n",
       "409 Bailey       NC 12C*2 / N96076L    BC1F1-06-01-S-03-S-05: F09 + + 2010\n",
       "413 Bailey       NC 12C*2 / N96076L    BC1F1-06-01-S-03-S-05: F09 + + 2017\n",
       "419 Bailey       NC 12C*2 / N96076L    BC1F1-06-01-S-03-S-05: F09 + + 2016\n",
       "429 Bailey       NC 12C*2 / N96076L    BC1F1-06-01-S-03-S-05: F09 + + 2010\n",
       "432 Bailey       NC 12C*2 / N96076L    BC1F1-06-01-S-03-S-05: F09 + + 2016\n",
       "433 Bailey       NC 12C*2 / N96076L    BC1F1-06-01-S-03-S-05: F09 + + 2011\n",
       "    Location Name  Label                               Rating Disease\n",
       "409 LEW      ATP-L Advanced Testing Program - Leafspot LS     2.50   \n",
       "413 LEW      ATP-L Advanced Testing Program - Leafspot LS     8.00   \n",
       "419 LEW      ATP-L Advanced Testing Program - Leafspot LS     4.00   \n",
       "429 LEW      ATP-L Advanced Testing Program - Leafspot LS     2.55   \n",
       "432 LEW      ATP-L Advanced Testing Program - Leafspot LS     6.00   \n",
       "433 LEW      ATP-L Advanced Testing Program - Leafspot LS     7.17   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(leaf.spot2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>NC_Accession</th><th scope=col>Disease</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>Bailey   </td><td>4.828000 </td></tr>\n",
       "\t<tr><td>Bailey II</td><td>4.981250 </td></tr>\n",
       "\t<tr><td>Emery    </td><td>6.089167 </td></tr>\n",
       "\t<tr><td>Sullivan </td><td>5.048667 </td></tr>\n",
       "\t<tr><td>Wynne    </td><td>5.545625 </td></tr>\n",
       "\t<tr><td>N96076   </td><td>4.194375 </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       " NC\\_Accession & Disease\\\\\n",
       "\\hline\n",
       "\t Bailey    & 4.828000 \\\\\n",
       "\t Bailey II & 4.981250 \\\\\n",
       "\t Emery     & 6.089167 \\\\\n",
       "\t Sullivan  & 5.048667 \\\\\n",
       "\t Wynne     & 5.545625 \\\\\n",
       "\t N96076    & 4.194375 \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| NC_Accession | Disease |\n",
       "|---|---|\n",
       "| Bailey    | 4.828000  |\n",
       "| Bailey II | 4.981250  |\n",
       "| Emery     | 6.089167  |\n",
       "| Sullivan  | 5.048667  |\n",
       "| Wynne     | 5.545625  |\n",
       "| N96076    | 4.194375  |\n",
       "\n"
      ],
      "text/plain": [
       "  NC_Accession Disease \n",
       "1 Bailey       4.828000\n",
       "2 Bailey II    4.981250\n",
       "3 Emery        6.089167\n",
       "4 Sullivan     5.048667\n",
       "5 Wynne        5.545625\n",
       "6 N96076       4.194375"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aggregate(Disease ~ NC_Accession, data = leaf.spot2, mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "ename": "ERROR",
     "evalue": "Error in library(xlsx): there is no package called ‘xlsx’\n",
     "output_type": "error",
     "traceback": [
      "Error in library(xlsx): there is no package called ‘xlsx’\nTraceback:\n",
      "1. library(xlsx)"
     ]
    }
   ],
   "source": [
    "# Load the libarary XLSX and output the aggregated dataframe as Leaf Spot.xlsx\n",
    "library(xlsx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "ename": "ERROR",
     "evalue": "Error in write.xlsx(leaf.spot, \"leaf_spot.xlsx\", row.names = FALSE): could not find function \"write.xlsx\"\n",
     "output_type": "error",
     "traceback": [
      "Error in write.xlsx(leaf.spot, \"leaf_spot.xlsx\", row.names = FALSE): could not find function \"write.xlsx\"\nTraceback:\n"
     ]
    }
   ],
   "source": [
    "write.xlsx(leaf.spot,'leaf_spot.xlsx',row.names=FALSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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