rLiDAR attempt.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "package 'rLiDAR' successfully unpacked and MD5 sums checked\n",
      "\n",
      "The downloaded binary packages are in\n",
      "\tC:\\Users\\cdtconfigure\\AppData\\Local\\Temp\\RtmpgTm3f5\\downloaded_packages\n"
     ]
    }
   ],
   "source": [
    "install.packages('rLiDAR', repos = \"http://cran.us.r-project.org\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"As of rlang 0.4.0, dplyr must be at least version 0.8.0.\n",
      "* dplyr 0.7.6 is too old for rlang 0.4.5.\n",
      "* Please update dplyr to the latest version.\n",
      "* Updating packages on Windows requires precautions:\n",
      "  <https://github.com/jennybc/what-they-forgot/issues/62>\"-- Attaching packages --------------------------------------- tidyverse 1.2.1 --\n",
      "v ggplot2 3.0.0     v purrr   0.2.5\n",
      "v tibble  1.4.2     v dplyr   0.7.6\n",
      "v tidyr   0.8.1     v stringr 1.4.0\n",
      "v readr   1.1.1     v forcats 0.3.0\n",
      "-- Conflicts ------------------------------------------ tidyverse_conflicts() --\n",
      "x dplyr::filter() masks stats::filter()\n",
      "x dplyr::lag()    masks stats::lag()\n"
     ]
    }
   ],
   "source": [
    "library(tidyverse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"package 'rLiDAR' was built under R version 3.5.3\""
     ]
    }
   ],
   "source": [
    "library(rLiDAR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: sp\n",
      "\n",
      "Attaching package: 'raster'\n",
      "\n",
      "The following object is masked from 'package:dplyr':\n",
      "\n",
      "    select\n",
      "\n",
      "The following object is masked from 'package:tidyr':\n",
      "\n",
      "    extract\n",
      "\n"
     ]
    }
   ],
   "source": [
    "library(raster)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "library(gtools)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the LAS data file\n",
    "LASfile <- system.file(\"extdata\", \"plot_a_23.las\", package=\"rLiDAR\")\n",
    "# Set the minht and above parameters\n",
    "minht<-2 # meters or feet\n",
    "above<-2.00 # meters or feet\n",
    "# LiDAR metrics computation\n",
    "LiDARmetrics<-LASmetrics(LASfile)\n",
    "print(LiDARmetrics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "fileList = list.files('C:/Temp/MRes/tree_point_clouds/Plot_B', full.names = TRUE)"
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   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "fileList = mixedsort(fileList)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_137.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_138.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_139.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_140.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_141.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_142.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_143.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_144.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_145.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_146.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_147.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_148.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_149.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_150.las'\n",
       "\\item 'C:/Temp/MRes/tree\\_point\\_clouds/Plot\\_B/plot\\_b\\_151.las'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_1.las'\n",
       "2. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_2.las'\n",
       "3. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_3.las'\n",
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       "111. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_111.las'\n",
       "112. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_112.las'\n",
       "113. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_113.las'\n",
       "114. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_114.las'\n",
       "115. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_115.las'\n",
       "116. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_116.las'\n",
       "117. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_117.las'\n",
       "118. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_118.las'\n",
       "119. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_119.las'\n",
       "120. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_120.las'\n",
       "121. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_121.las'\n",
       "122. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_122.las'\n",
       "123. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_123.las'\n",
       "124. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_124.las'\n",
       "125. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_125.las'\n",
       "126. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_126.las'\n",
       "127. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_127.las'\n",
       "128. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_128.las'\n",
       "129. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_129.las'\n",
       "130. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_130.las'\n",
       "131. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_131.las'\n",
       "132. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_132.las'\n",
       "133. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_133.las'\n",
       "134. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_134.las'\n",
       "135. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_135.las'\n",
       "136. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_136.las'\n",
       "137. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_137.las'\n",
       "138. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_138.las'\n",
       "139. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_139.las'\n",
       "140. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_140.las'\n",
       "141. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_141.las'\n",
       "142. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_142.las'\n",
       "143. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_143.las'\n",
       "144. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_144.las'\n",
       "145. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_145.las'\n",
       "146. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_146.las'\n",
       "147. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_147.las'\n",
       "148. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_148.las'\n",
       "149. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_149.las'\n",
       "150. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_150.las'\n",
       "151. 'C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_151.las'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  [1] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_1.las\"  \n",
       "  [2] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_2.las\"  \n",
       "  [3] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_3.las\"  \n",
       "  [4] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_4.las\"  \n",
       "  [5] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_5.las\"  \n",
       "  [6] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_6.las\"  \n",
       "  [7] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_7.las\"  \n",
       "  [8] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_8.las\"  \n",
       "  [9] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_9.las\"  \n",
       " [10] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_10.las\" \n",
       " [11] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_11.las\" \n",
       " [12] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_12.las\" \n",
       " [13] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_13.las\" \n",
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       " [15] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_15.las\" \n",
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       " [27] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_27.las\" \n",
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       "[100] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_100.las\"\n",
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       "[111] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_111.las\"\n",
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       "[113] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_113.las\"\n",
       "[114] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_114.las\"\n",
       "[115] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_115.las\"\n",
       "[116] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_116.las\"\n",
       "[117] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_117.las\"\n",
       "[118] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_118.las\"\n",
       "[119] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_119.las\"\n",
       "[120] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_120.las\"\n",
       "[121] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_121.las\"\n",
       "[122] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_122.las\"\n",
       "[123] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_123.las\"\n",
       "[124] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_124.las\"\n",
       "[125] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_125.las\"\n",
       "[126] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_126.las\"\n",
       "[127] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_127.las\"\n",
       "[128] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_128.las\"\n",
       "[129] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_129.las\"\n",
       "[130] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_130.las\"\n",
       "[131] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_131.las\"\n",
       "[132] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_132.las\"\n",
       "[133] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_133.las\"\n",
       "[134] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_134.las\"\n",
       "[135] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_135.las\"\n",
       "[136] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_136.las\"\n",
       "[137] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_137.las\"\n",
       "[138] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_138.las\"\n",
       "[139] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_139.las\"\n",
       "[140] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_140.las\"\n",
       "[141] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_141.las\"\n",
       "[142] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_142.las\"\n",
       "[143] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_143.las\"\n",
       "[144] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_144.las\"\n",
       "[145] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_145.las\"\n",
       "[146] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_146.las\"\n",
       "[147] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_147.las\"\n",
       "[148] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_148.las\"\n",
       "[149] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_149.las\"\n",
       "[150] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_150.las\"\n",
       "[151] \"C:/Temp/MRes/tree_point_clouds/Plot_B/plot_b_151.las\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fileList"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "numextract <- function(string){ \n",
    "  str_extract(string, \"\\\\d+\")\n",
    "} "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "treeID = as.numeric(numextract(fileList))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  [1]   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17  18\n",
      " [19]  19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34  35  36\n",
      " [37]  37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53  54\n",
      " [55]  55  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70  71  72\n",
      " [73]  73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88  89  90\n",
      " [91]  91  92  93  94  95  96  97  98  99 100 101 102 103 104 105 106 107 108\n",
      "[109] 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126\n",
      "[127] 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144\n",
      "[145] 145 146 147 148 149 150 151\n"
     ]
    }
   ],
   "source": [
    "print(treeID)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "metricsDF = data.frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "minht <- 2\n",
    "above <- 2\n",
    "\n",
    "for (i in fileList) {\n",
    "    LiDARmetrics <- LASmetrics(i)\n",
    "    metricsDF <- rbind(metricsDF, LiDARmetrics)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "metricsDF <- cbind(metricsDF, treeID)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 151 × 89</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Total.all.return.count</th><th scope=col>Total.first.return.count</th><th scope=col>Total.all.return.count.above.2</th><th scope=col>Return.1.count.above.2</th><th scope=col>Return.2.count.above.2</th><th scope=col>Return.3.count.2</th><th scope=col>Return.4.count.2</th><th scope=col>Return.5.count.2</th><th scope=col>Return.6.count.2</th><th scope=col>Return.7.count.above.2</th><th scope=col>⋯</th><th scope=col>Percentage.first.returns.above.mode</th><th scope=col>Percentage.all.returns.above.mean</th><th scope=col>Percentage.all.returns.above.mode</th><th scope=col>X.All.returns.above.mean...Total.first.returns..100</th><th scope=col>X.All.returns.above.mode...Total.first.returns...100</th><th scope=col>First.returns.above.mean</th><th scope=col>First.returns.above.mode</th><th scope=col>All.returns.above.mean</th><th scope=col>All.returns.above.mode</th><th scope=col>treeID</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>⋯</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td> 1572</td><td> 1071</td><td> 1572</td><td> 1071</td><td> 434</td><td>  64</td><td>  3</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>85.34080</td><td>45.03817</td><td>80.534351</td><td> 66.10644</td><td>118.207283</td><td> 580</td><td> 914</td><td>  708</td><td> 1266</td><td> 1</td></tr>\n",
       "\t<tr><td>   29</td><td>   27</td><td>   29</td><td>   27</td><td>   2</td><td>   0</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>88.88889</td><td>31.03448</td><td>86.206897</td><td> 33.33333</td><td> 92.592593</td><td>   9</td><td>  24</td><td>    9</td><td>   25</td><td> 2</td></tr>\n",
       "\t<tr><td>  246</td><td>  160</td><td>  246</td><td>  160</td><td>  74</td><td>  10</td><td>  2</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>72.50000</td><td>61.78862</td><td>88.211382</td><td> 95.00000</td><td>135.625000</td><td> 121</td><td> 116</td><td>  152</td><td>  217</td><td> 3</td></tr>\n",
       "\t<tr><td>  215</td><td>  127</td><td>  215</td><td>  127</td><td>  62</td><td>  23</td><td>  3</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>88.18898</td><td>54.41860</td><td>34.418605</td><td> 92.12598</td><td> 58.267717</td><td> 100</td><td> 112</td><td>  117</td><td>   74</td><td> 4</td></tr>\n",
       "\t<tr><td>  409</td><td>  282</td><td>  409</td><td>  282</td><td> 107</td><td>  19</td><td>  1</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>41.13475</td><td>59.16870</td><td>55.990220</td><td> 85.81560</td><td> 81.205674</td><td> 206</td><td> 116</td><td>  242</td><td>  229</td><td> 5</td></tr>\n",
       "\t<tr><td> 4888</td><td> 3173</td><td> 4888</td><td> 3173</td><td>1363</td><td> 318</td><td> 34</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>64.54460</td><td>54.66448</td><td>11.538462</td><td> 84.21053</td><td> 17.774976</td><td>2361</td><td>2048</td><td> 2672</td><td>  564</td><td> 6</td></tr>\n",
       "\t<tr><td>   75</td><td>   45</td><td>   75</td><td>   45</td><td>  21</td><td>   7</td><td>  2</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>86.66667</td><td>69.33333</td><td>73.333333</td><td>115.55556</td><td>122.222222</td><td>  42</td><td>  39</td><td>   52</td><td>   55</td><td> 7</td></tr>\n",
       "\t<tr><td>  646</td><td>  547</td><td>  646</td><td>  547</td><td>  94</td><td>   5</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>40.40219</td><td>45.82043</td><td>37.151703</td><td> 54.11335</td><td> 43.875686</td><td> 275</td><td> 221</td><td>  296</td><td>  240</td><td> 8</td></tr>\n",
       "\t<tr><td>   42</td><td>   41</td><td>   42</td><td>   41</td><td>   1</td><td>   0</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>26.82927</td><td>52.38095</td><td>26.190476</td><td> 53.65854</td><td> 26.829268</td><td>  22</td><td>  11</td><td>   22</td><td>   11</td><td> 9</td></tr>\n",
       "\t<tr><td>  650</td><td>  532</td><td>  650</td><td>  532</td><td> 116</td><td>   2</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>67.10526</td><td>57.38462</td><td>59.538462</td><td> 70.11278</td><td> 72.744361</td><td> 345</td><td> 357</td><td>  373</td><td>  387</td><td>10</td></tr>\n",
       "\t<tr><td> 2379</td><td> 1421</td><td> 2379</td><td> 1421</td><td> 748</td><td> 187</td><td> 23</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>66.43209</td><td>56.20008</td><td>62.000841</td><td> 94.08867</td><td>103.800141</td><td>1031</td><td> 944</td><td> 1337</td><td> 1475</td><td>11</td></tr>\n",
       "\t<tr><td> 3397</td><td> 2153</td><td> 3397</td><td> 2153</td><td> 944</td><td> 249</td><td> 49</td><td> 2</td><td>0</td><td>0</td><td>⋯</td><td>94.33349</td><td>46.86488</td><td>63.497203</td><td> 73.94333</td><td>100.185787</td><td>1098</td><td>2031</td><td> 1592</td><td> 2157</td><td>12</td></tr>\n",
       "\t<tr><td>  879</td><td>  589</td><td>  879</td><td>  589</td><td> 242</td><td>  44</td><td>  4</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>40.74703</td><td>47.66780</td><td> 5.688282</td><td> 71.13752</td><td>  8.488964</td><td> 337</td><td> 240</td><td>  419</td><td>   50</td><td>13</td></tr>\n",
       "\t<tr><td> 7298</td><td> 5459</td><td> 7298</td><td> 5459</td><td>1566</td><td> 252</td><td> 21</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>23.92380</td><td>52.13757</td><td> 8.824335</td><td> 69.70141</td><td> 11.797032</td><td>3355</td><td>1306</td><td> 3805</td><td>  644</td><td>14</td></tr>\n",
       "\t<tr><td>  277</td><td>  167</td><td>  277</td><td>  167</td><td>  82</td><td>  23</td><td>  4</td><td> 1</td><td>0</td><td>0</td><td>⋯</td><td>96.40719</td><td>51.98556</td><td>25.631769</td><td> 86.22754</td><td> 42.514970</td><td> 114</td><td> 161</td><td>  144</td><td>   71</td><td>15</td></tr>\n",
       "\t<tr><td>  895</td><td>  545</td><td>  895</td><td>  545</td><td> 289</td><td>  56</td><td>  5</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>96.51376</td><td>51.06145</td><td>95.754190</td><td> 83.85321</td><td>157.247706</td><td> 356</td><td> 526</td><td>  457</td><td>  857</td><td>16</td></tr>\n",
       "\t<tr><td>  207</td><td>  142</td><td>  207</td><td>  142</td><td>  55</td><td>   8</td><td>  2</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>97.18310</td><td>58.93720</td><td>35.265700</td><td> 85.91549</td><td> 51.408451</td><td>  98</td><td> 138</td><td>  122</td><td>   73</td><td>17</td></tr>\n",
       "\t<tr><td>20564</td><td>12690</td><td>20564</td><td>12690</td><td>5932</td><td>1632</td><td>280</td><td>28</td><td>2</td><td>0</td><td>⋯</td><td>72.01734</td><td>56.65727</td><td>70.093367</td><td> 91.81245</td><td>113.585500</td><td>8614</td><td>9139</td><td>11651</td><td>14414</td><td>18</td></tr>\n",
       "\t<tr><td>  313</td><td>  222</td><td>  313</td><td>  222</td><td>  70</td><td>  17</td><td>  4</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>61.71171</td><td>57.82748</td><td>69.009585</td><td> 81.53153</td><td> 97.297297</td><td> 162</td><td> 137</td><td>  181</td><td>  216</td><td>19</td></tr>\n",
       "\t<tr><td> 2169</td><td> 1357</td><td> 2169</td><td> 1357</td><td> 661</td><td> 135</td><td> 14</td><td> 2</td><td>0</td><td>0</td><td>⋯</td><td>78.77671</td><td>50.29968</td><td>53.296450</td><td> 80.39794</td><td> 85.187915</td><td> 951</td><td>1069</td><td> 1091</td><td> 1156</td><td>20</td></tr>\n",
       "\t<tr><td> 5835</td><td> 3559</td><td> 5835</td><td> 3559</td><td>1814</td><td> 419</td><td> 37</td><td> 5</td><td>1</td><td>0</td><td>⋯</td><td>40.43271</td><td>59.10883</td><td>63.838903</td><td> 96.90924</td><td>104.664232</td><td>2374</td><td>1439</td><td> 3449</td><td> 3725</td><td>21</td></tr>\n",
       "\t<tr><td>21779</td><td>12222</td><td>21779</td><td>12222</td><td>6846</td><td>2243</td><td>425</td><td>42</td><td>1</td><td>0</td><td>⋯</td><td>36.18066</td><td>51.98586</td><td>41.517058</td><td> 92.63623</td><td> 73.981345</td><td>7905</td><td>4422</td><td>11322</td><td> 9042</td><td>22</td></tr>\n",
       "\t<tr><td> 2270</td><td>  949</td><td> 2270</td><td>  949</td><td> 804</td><td> 408</td><td> 93</td><td>16</td><td>0</td><td>0</td><td>⋯</td><td>72.28662</td><td>45.59471</td><td>13.920705</td><td>109.06217</td><td> 33.298209</td><td> 694</td><td> 686</td><td> 1035</td><td>  316</td><td>23</td></tr>\n",
       "\t<tr><td> 5139</td><td> 3477</td><td> 5139</td><td> 3477</td><td>1395</td><td> 240</td><td> 26</td><td> 1</td><td>0</td><td>0</td><td>⋯</td><td>79.40754</td><td>48.93948</td><td>24.868651</td><td> 72.33247</td><td> 36.755824</td><td>1999</td><td>2761</td><td> 2515</td><td> 1278</td><td>24</td></tr>\n",
       "\t<tr><td>  445</td><td>  410</td><td>  445</td><td>  410</td><td>  33</td><td>   2</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>42.43902</td><td>53.25843</td><td>38.202247</td><td> 57.80488</td><td> 41.463415</td><td> 235</td><td> 174</td><td>  237</td><td>  170</td><td>25</td></tr>\n",
       "\t<tr><td>  126</td><td>  120</td><td>  126</td><td>  120</td><td>   6</td><td>   0</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>40.83333</td><td>49.20635</td><td>40.476190</td><td> 51.66667</td><td> 42.500000</td><td>  59</td><td>  49</td><td>   62</td><td>   51</td><td>26</td></tr>\n",
       "\t<tr><td>13442</td><td> 8100</td><td>13442</td><td> 8100</td><td>3996</td><td>1163</td><td>161</td><td>21</td><td>1</td><td>0</td><td>⋯</td><td>34.23457</td><td>52.29877</td><td>43.051629</td><td> 86.79012</td><td> 71.444444</td><td>5040</td><td>2773</td><td> 7030</td><td> 5787</td><td>27</td></tr>\n",
       "\t<tr><td> 1845</td><td> 1019</td><td> 1845</td><td> 1019</td><td> 585</td><td> 199</td><td> 40</td><td> 2</td><td>0</td><td>0</td><td>⋯</td><td>43.37586</td><td>53.06233</td><td>84.661247</td><td> 96.07458</td><td>153.287537</td><td> 735</td><td> 442</td><td>  979</td><td> 1562</td><td>28</td></tr>\n",
       "\t<tr><td>16636</td><td> 9772</td><td>16636</td><td> 9772</td><td>4925</td><td>1598</td><td>306</td><td>31</td><td>4</td><td>0</td><td>⋯</td><td>30.87393</td><td>58.85429</td><td>29.850926</td><td>100.19443</td><td> 50.818666</td><td>7367</td><td>3017</td><td> 9791</td><td> 4966</td><td>29</td></tr>\n",
       "\t<tr><td> 4459</td><td> 3755</td><td> 4459</td><td> 3755</td><td> 641</td><td>  59</td><td>  4</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>36.56458</td><td>49.56268</td><td>70.957614</td><td> 58.85486</td><td> 84.260985</td><td>2035</td><td>1373</td><td> 2210</td><td> 3164</td><td>30</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><td>⋱</td><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>5228</td><td>2753</td><td>5228</td><td>2753</td><td>1800</td><td>585</td><td> 81</td><td> 9</td><td>0</td><td>0</td><td>⋯</td><td>47.58445</td><td>57.91890</td><td>67.08110</td><td>109.98910</td><td>127.38830</td><td>2494</td><td>1310</td><td>3028</td><td>3507</td><td>122</td></tr>\n",
       "\t<tr><td> 716</td><td> 607</td><td> 716</td><td> 607</td><td> 107</td><td>  2</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>89.78583</td><td>52.23464</td><td>83.65922</td><td> 61.61450</td><td> 98.68204</td><td> 367</td><td> 545</td><td> 374</td><td> 599</td><td>123</td></tr>\n",
       "\t<tr><td>3402</td><td>2398</td><td>3402</td><td>2398</td><td> 863</td><td>129</td><td> 10</td><td> 2</td><td>0</td><td>0</td><td>⋯</td><td>47.08090</td><td>53.02763</td><td>80.15873</td><td> 75.22936</td><td>113.71977</td><td>1497</td><td>1129</td><td>1804</td><td>2727</td><td>124</td></tr>\n",
       "\t<tr><td>6060</td><td>3173</td><td>6060</td><td>3173</td><td>2025</td><td>707</td><td>139</td><td>15</td><td>1</td><td>0</td><td>⋯</td><td>72.32903</td><td>43.03630</td><td>71.02310</td><td> 82.19351</td><td>135.64450</td><td>1867</td><td>2295</td><td>2608</td><td>4304</td><td>125</td></tr>\n",
       "\t<tr><td>  92</td><td>  68</td><td>  92</td><td>  68</td><td>  23</td><td>  1</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>75.00000</td><td>35.86957</td><td>78.26087</td><td> 48.52941</td><td>105.88235</td><td>  31</td><td>  51</td><td>  33</td><td>  72</td><td>126</td></tr>\n",
       "\t<tr><td>2113</td><td>1081</td><td>2113</td><td>1081</td><td> 686</td><td>281</td><td> 57</td><td> 8</td><td>0</td><td>0</td><td>⋯</td><td>66.14246</td><td>43.87127</td><td>30.33602</td><td> 85.75393</td><td> 59.29695</td><td> 623</td><td> 715</td><td> 927</td><td> 641</td><td>127</td></tr>\n",
       "\t<tr><td> 864</td><td> 740</td><td> 864</td><td> 740</td><td> 120</td><td>  4</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>83.51351</td><td>50.00000</td><td>78.81944</td><td> 58.37838</td><td> 92.02703</td><td> 415</td><td> 618</td><td> 432</td><td> 681</td><td>128</td></tr>\n",
       "\t<tr><td>4966</td><td>3098</td><td>4966</td><td>3098</td><td>1422</td><td>381</td><td> 57</td><td> 7</td><td>1</td><td>0</td><td>⋯</td><td>55.42285</td><td>55.31615</td><td>83.78977</td><td> 88.67011</td><td>134.31246</td><td>2197</td><td>1717</td><td>2747</td><td>4161</td><td>129</td></tr>\n",
       "\t<tr><td>1119</td><td> 749</td><td>1119</td><td> 749</td><td> 312</td><td> 54</td><td>  4</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>51.80240</td><td>60.32172</td><td>73.72654</td><td> 90.12016</td><td>110.14686</td><td> 552</td><td> 388</td><td> 675</td><td> 825</td><td>130</td></tr>\n",
       "\t<tr><td> 941</td><td> 748</td><td> 941</td><td> 748</td><td> 177</td><td> 15</td><td>  1</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>41.04278</td><td>53.56004</td><td>34.00638</td><td> 67.37968</td><td> 42.78075</td><td> 467</td><td> 307</td><td> 504</td><td> 320</td><td>131</td></tr>\n",
       "\t<tr><td>2837</td><td>1874</td><td>2837</td><td>1874</td><td> 766</td><td>178</td><td> 18</td><td> 1</td><td>0</td><td>0</td><td>⋯</td><td>69.15688</td><td>51.18082</td><td>31.47691</td><td> 77.48132</td><td> 47.65208</td><td>1168</td><td>1296</td><td>1452</td><td> 893</td><td>132</td></tr>\n",
       "\t<tr><td> 180</td><td> 168</td><td> 180</td><td> 168</td><td>  11</td><td>  0</td><td>  1</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>97.61905</td><td>45.00000</td><td>97.77778</td><td> 48.21429</td><td>104.76190</td><td>  79</td><td> 164</td><td>  81</td><td> 176</td><td>133</td></tr>\n",
       "\t<tr><td>4173</td><td>2649</td><td>4173</td><td>2649</td><td>1187</td><td>294</td><td> 39</td><td> 3</td><td>1</td><td>0</td><td>⋯</td><td>57.60664</td><td>44.74000</td><td>19.50635</td><td> 70.47943</td><td> 30.72858</td><td>1295</td><td>1526</td><td>1867</td><td> 814</td><td>134</td></tr>\n",
       "\t<tr><td>  16</td><td>  16</td><td>  16</td><td>  16</td><td>   0</td><td>  0</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>75.00000</td><td>31.25000</td><td>75.00000</td><td> 31.25000</td><td> 75.00000</td><td>   5</td><td>  12</td><td>   5</td><td>  12</td><td>135</td></tr>\n",
       "\t<tr><td> 178</td><td> 165</td><td> 178</td><td> 165</td><td>  12</td><td>  1</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>75.75758</td><td>52.24719</td><td>73.03371</td><td> 56.36364</td><td> 78.78788</td><td>  89</td><td> 125</td><td>  93</td><td> 130</td><td>136</td></tr>\n",
       "\t<tr><td> 474</td><td> 359</td><td> 474</td><td> 359</td><td>  89</td><td> 24</td><td>  2</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>55.98886</td><td>66.03376</td><td>56.75105</td><td> 87.18663</td><td> 74.93036</td><td> 299</td><td> 201</td><td> 313</td><td> 269</td><td>137</td></tr>\n",
       "\t<tr><td>1244</td><td> 834</td><td>1244</td><td> 834</td><td> 308</td><td> 88</td><td> 12</td><td> 2</td><td>0</td><td>0</td><td>⋯</td><td>32.61391</td><td>47.66881</td><td>30.14469</td><td> 71.10312</td><td> 44.96403</td><td> 510</td><td> 272</td><td> 593</td><td> 375</td><td>138</td></tr>\n",
       "\t<tr><td>4372</td><td>2834</td><td>4372</td><td>2834</td><td>1250</td><td>259</td><td> 29</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>70.35992</td><td>47.68984</td><td>36.27630</td><td> 73.57092</td><td> 55.96330</td><td>1644</td><td>1994</td><td>2085</td><td>1586</td><td>139</td></tr>\n",
       "\t<tr><td>1051</td><td> 777</td><td>1051</td><td> 777</td><td> 227</td><td> 41</td><td>  6</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>77.47748</td><td>50.71361</td><td>16.84110</td><td> 68.59717</td><td> 22.77992</td><td> 451</td><td> 602</td><td> 533</td><td> 177</td><td>140</td></tr>\n",
       "\t<tr><td> 480</td><td> 434</td><td> 480</td><td> 434</td><td>  44</td><td>  2</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>37.55760</td><td>53.33333</td><td>36.04167</td><td> 58.98618</td><td> 39.86175</td><td> 242</td><td> 163</td><td> 256</td><td> 173</td><td>141</td></tr>\n",
       "\t<tr><td> 437</td><td> 289</td><td> 437</td><td> 289</td><td> 123</td><td> 24</td><td>  1</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>79.93080</td><td>47.82609</td><td>61.09840</td><td> 72.31834</td><td> 92.38754</td><td> 166</td><td> 231</td><td> 209</td><td> 267</td><td>142</td></tr>\n",
       "\t<tr><td> 225</td><td> 189</td><td> 225</td><td> 189</td><td>  33</td><td>  3</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>93.12169</td><td>44.44444</td><td>50.66667</td><td> 52.91005</td><td> 60.31746</td><td>  93</td><td> 176</td><td> 100</td><td> 114</td><td>143</td></tr>\n",
       "\t<tr><td>   5</td><td>   5</td><td>   5</td><td>   5</td><td>   0</td><td>  0</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>80.00000</td><td>60.00000</td><td>80.00000</td><td> 60.00000</td><td> 80.00000</td><td>   3</td><td>   4</td><td>   3</td><td>   4</td><td>144</td></tr>\n",
       "\t<tr><td>1573</td><td>1275</td><td>1573</td><td>1275</td><td> 262</td><td> 32</td><td>  4</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>73.80392</td><td>42.84806</td><td>38.39797</td><td> 52.86275</td><td> 47.37255</td><td> 547</td><td> 941</td><td> 674</td><td> 604</td><td>145</td></tr>\n",
       "\t<tr><td>4555</td><td>2430</td><td>4555</td><td>2430</td><td>1472</td><td>548</td><td> 94</td><td>11</td><td>0</td><td>0</td><td>⋯</td><td>35.84362</td><td>67.26674</td><td>29.13282</td><td>126.09053</td><td> 54.60905</td><td>2120</td><td> 871</td><td>3064</td><td>1327</td><td>146</td></tr>\n",
       "\t<tr><td> 141</td><td> 139</td><td> 141</td><td> 139</td><td>   2</td><td>  0</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>80.57554</td><td>53.19149</td><td>80.14184</td><td> 53.95683</td><td> 81.29496</td><td>  75</td><td> 112</td><td>  75</td><td> 113</td><td>147</td></tr>\n",
       "\t<tr><td> 603</td><td> 512</td><td> 603</td><td> 512</td><td>  77</td><td> 11</td><td>  2</td><td> 1</td><td>0</td><td>0</td><td>⋯</td><td>25.39062</td><td>62.68657</td><td>23.54892</td><td> 73.82812</td><td> 27.73438</td><td> 371</td><td> 130</td><td> 378</td><td> 142</td><td>148</td></tr>\n",
       "\t<tr><td> 141</td><td> 134</td><td> 141</td><td> 134</td><td>   7</td><td>  0</td><td>  0</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>91.04478</td><td>37.58865</td><td>91.48936</td><td> 39.55224</td><td> 96.26866</td><td>  53</td><td> 122</td><td>  53</td><td> 129</td><td>149</td></tr>\n",
       "\t<tr><td>1186</td><td>1007</td><td>1186</td><td>1007</td><td> 165</td><td> 13</td><td>  1</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>84.40914</td><td>53.54132</td><td>78.41484</td><td> 63.05859</td><td> 92.35353</td><td> 586</td><td> 850</td><td> 635</td><td> 930</td><td>150</td></tr>\n",
       "\t<tr><td>1826</td><td>1349</td><td>1826</td><td>1349</td><td> 397</td><td> 74</td><td>  6</td><td> 0</td><td>0</td><td>0</td><td>⋯</td><td>38.91772</td><td>53.23111</td><td>71.79628</td><td> 72.05337</td><td> 97.18310</td><td> 837</td><td> 525</td><td> 972</td><td>1311</td><td>151</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 151 × 89\n",
       "\\begin{tabular}{lllllllllllllllllllll}\n",
       " Total.all.return.count & Total.first.return.count & Total.all.return.count.above.2 & Return.1.count.above.2 & Return.2.count.above.2 & Return.3.count.2 & Return.4.count.2 & Return.5.count.2 & Return.6.count.2 & Return.7.count.above.2 & ⋯ & Percentage.first.returns.above.mode & Percentage.all.returns.above.mean & Percentage.all.returns.above.mode & X.All.returns.above.mean...Total.first.returns..100 & X.All.returns.above.mode...Total.first.returns...100 & First.returns.above.mean & First.returns.above.mode & All.returns.above.mean & All.returns.above.mode & treeID\\\\\n",
       " <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & ⋯ & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <int> & <int> & <int> & <int> & <dbl>\\\\\n",
       "\\hline\n",
       "\t  1572 &  1071 &  1572 &  1071 &  434 &   64 &   3 &  0 & 0 & 0 & ⋯ & 85.34080 & 45.03817 & 80.534351 &  66.10644 & 118.207283 &  580 &  914 &   708 &  1266 &  1\\\\\n",
       "\t    29 &    27 &    29 &    27 &    2 &    0 &   0 &  0 & 0 & 0 & ⋯ & 88.88889 & 31.03448 & 86.206897 &  33.33333 &  92.592593 &    9 &   24 &     9 &    25 &  2\\\\\n",
       "\t   246 &   160 &   246 &   160 &   74 &   10 &   2 &  0 & 0 & 0 & ⋯ & 72.50000 & 61.78862 & 88.211382 &  95.00000 & 135.625000 &  121 &  116 &   152 &   217 &  3\\\\\n",
       "\t   215 &   127 &   215 &   127 &   62 &   23 &   3 &  0 & 0 & 0 & ⋯ & 88.18898 & 54.41860 & 34.418605 &  92.12598 &  58.267717 &  100 &  112 &   117 &    74 &  4\\\\\n",
       "\t   409 &   282 &   409 &   282 &  107 &   19 &   1 &  0 & 0 & 0 & ⋯ & 41.13475 & 59.16870 & 55.990220 &  85.81560 &  81.205674 &  206 &  116 &   242 &   229 &  5\\\\\n",
       "\t  4888 &  3173 &  4888 &  3173 & 1363 &  318 &  34 &  0 & 0 & 0 & ⋯ & 64.54460 & 54.66448 & 11.538462 &  84.21053 &  17.774976 & 2361 & 2048 &  2672 &   564 &  6\\\\\n",
       "\t    75 &    45 &    75 &    45 &   21 &    7 &   2 &  0 & 0 & 0 & ⋯ & 86.66667 & 69.33333 & 73.333333 & 115.55556 & 122.222222 &   42 &   39 &    52 &    55 &  7\\\\\n",
       "\t   646 &   547 &   646 &   547 &   94 &    5 &   0 &  0 & 0 & 0 & ⋯ & 40.40219 & 45.82043 & 37.151703 &  54.11335 &  43.875686 &  275 &  221 &   296 &   240 &  8\\\\\n",
       "\t    42 &    41 &    42 &    41 &    1 &    0 &   0 &  0 & 0 & 0 & ⋯ & 26.82927 & 52.38095 & 26.190476 &  53.65854 &  26.829268 &   22 &   11 &    22 &    11 &  9\\\\\n",
       "\t   650 &   532 &   650 &   532 &  116 &    2 &   0 &  0 & 0 & 0 & ⋯ & 67.10526 & 57.38462 & 59.538462 &  70.11278 &  72.744361 &  345 &  357 &   373 &   387 & 10\\\\\n",
       "\t  2379 &  1421 &  2379 &  1421 &  748 &  187 &  23 &  0 & 0 & 0 & ⋯ & 66.43209 & 56.20008 & 62.000841 &  94.08867 & 103.800141 & 1031 &  944 &  1337 &  1475 & 11\\\\\n",
       "\t  3397 &  2153 &  3397 &  2153 &  944 &  249 &  49 &  2 & 0 & 0 & ⋯ & 94.33349 & 46.86488 & 63.497203 &  73.94333 & 100.185787 & 1098 & 2031 &  1592 &  2157 & 12\\\\\n",
       "\t   879 &   589 &   879 &   589 &  242 &   44 &   4 &  0 & 0 & 0 & ⋯ & 40.74703 & 47.66780 &  5.688282 &  71.13752 &   8.488964 &  337 &  240 &   419 &    50 & 13\\\\\n",
       "\t  7298 &  5459 &  7298 &  5459 & 1566 &  252 &  21 &  0 & 0 & 0 & ⋯ & 23.92380 & 52.13757 &  8.824335 &  69.70141 &  11.797032 & 3355 & 1306 &  3805 &   644 & 14\\\\\n",
       "\t   277 &   167 &   277 &   167 &   82 &   23 &   4 &  1 & 0 & 0 & ⋯ & 96.40719 & 51.98556 & 25.631769 &  86.22754 &  42.514970 &  114 &  161 &   144 &    71 & 15\\\\\n",
       "\t   895 &   545 &   895 &   545 &  289 &   56 &   5 &  0 & 0 & 0 & ⋯ & 96.51376 & 51.06145 & 95.754190 &  83.85321 & 157.247706 &  356 &  526 &   457 &   857 & 16\\\\\n",
       "\t   207 &   142 &   207 &   142 &   55 &    8 &   2 &  0 & 0 & 0 & ⋯ & 97.18310 & 58.93720 & 35.265700 &  85.91549 &  51.408451 &   98 &  138 &   122 &    73 & 17\\\\\n",
       "\t 20564 & 12690 & 20564 & 12690 & 5932 & 1632 & 280 & 28 & 2 & 0 & ⋯ & 72.01734 & 56.65727 & 70.093367 &  91.81245 & 113.585500 & 8614 & 9139 & 11651 & 14414 & 18\\\\\n",
       "\t   313 &   222 &   313 &   222 &   70 &   17 &   4 &  0 & 0 & 0 & ⋯ & 61.71171 & 57.82748 & 69.009585 &  81.53153 &  97.297297 &  162 &  137 &   181 &   216 & 19\\\\\n",
       "\t  2169 &  1357 &  2169 &  1357 &  661 &  135 &  14 &  2 & 0 & 0 & ⋯ & 78.77671 & 50.29968 & 53.296450 &  80.39794 &  85.187915 &  951 & 1069 &  1091 &  1156 & 20\\\\\n",
       "\t  5835 &  3559 &  5835 &  3559 & 1814 &  419 &  37 &  5 & 1 & 0 & ⋯ & 40.43271 & 59.10883 & 63.838903 &  96.90924 & 104.664232 & 2374 & 1439 &  3449 &  3725 & 21\\\\\n",
       "\t 21779 & 12222 & 21779 & 12222 & 6846 & 2243 & 425 & 42 & 1 & 0 & ⋯ & 36.18066 & 51.98586 & 41.517058 &  92.63623 &  73.981345 & 7905 & 4422 & 11322 &  9042 & 22\\\\\n",
       "\t  2270 &   949 &  2270 &   949 &  804 &  408 &  93 & 16 & 0 & 0 & ⋯ & 72.28662 & 45.59471 & 13.920705 & 109.06217 &  33.298209 &  694 &  686 &  1035 &   316 & 23\\\\\n",
       "\t  5139 &  3477 &  5139 &  3477 & 1395 &  240 &  26 &  1 & 0 & 0 & ⋯ & 79.40754 & 48.93948 & 24.868651 &  72.33247 &  36.755824 & 1999 & 2761 &  2515 &  1278 & 24\\\\\n",
       "\t   445 &   410 &   445 &   410 &   33 &    2 &   0 &  0 & 0 & 0 & ⋯ & 42.43902 & 53.25843 & 38.202247 &  57.80488 &  41.463415 &  235 &  174 &   237 &   170 & 25\\\\\n",
       "\t   126 &   120 &   126 &   120 &    6 &    0 &   0 &  0 & 0 & 0 & ⋯ & 40.83333 & 49.20635 & 40.476190 &  51.66667 &  42.500000 &   59 &   49 &    62 &    51 & 26\\\\\n",
       "\t 13442 &  8100 & 13442 &  8100 & 3996 & 1163 & 161 & 21 & 1 & 0 & ⋯ & 34.23457 & 52.29877 & 43.051629 &  86.79012 &  71.444444 & 5040 & 2773 &  7030 &  5787 & 27\\\\\n",
       "\t  1845 &  1019 &  1845 &  1019 &  585 &  199 &  40 &  2 & 0 & 0 & ⋯ & 43.37586 & 53.06233 & 84.661247 &  96.07458 & 153.287537 &  735 &  442 &   979 &  1562 & 28\\\\\n",
       "\t 16636 &  9772 & 16636 &  9772 & 4925 & 1598 & 306 & 31 & 4 & 0 & ⋯ & 30.87393 & 58.85429 & 29.850926 & 100.19443 &  50.818666 & 7367 & 3017 &  9791 &  4966 & 29\\\\\n",
       "\t  4459 &  3755 &  4459 &  3755 &  641 &   59 &   4 &  0 & 0 & 0 & ⋯ & 36.56458 & 49.56268 & 70.957614 &  58.85486 &  84.260985 & 2035 & 1373 &  2210 &  3164 & 30\\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋱ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t 5228 & 2753 & 5228 & 2753 & 1800 & 585 &  81 &  9 & 0 & 0 & ⋯ & 47.58445 & 57.91890 & 67.08110 & 109.98910 & 127.38830 & 2494 & 1310 & 3028 & 3507 & 122\\\\\n",
       "\t  716 &  607 &  716 &  607 &  107 &   2 &   0 &  0 & 0 & 0 & ⋯ & 89.78583 & 52.23464 & 83.65922 &  61.61450 &  98.68204 &  367 &  545 &  374 &  599 & 123\\\\\n",
       "\t 3402 & 2398 & 3402 & 2398 &  863 & 129 &  10 &  2 & 0 & 0 & ⋯ & 47.08090 & 53.02763 & 80.15873 &  75.22936 & 113.71977 & 1497 & 1129 & 1804 & 2727 & 124\\\\\n",
       "\t 6060 & 3173 & 6060 & 3173 & 2025 & 707 & 139 & 15 & 1 & 0 & ⋯ & 72.32903 & 43.03630 & 71.02310 &  82.19351 & 135.64450 & 1867 & 2295 & 2608 & 4304 & 125\\\\\n",
       "\t   92 &   68 &   92 &   68 &   23 &   1 &   0 &  0 & 0 & 0 & ⋯ & 75.00000 & 35.86957 & 78.26087 &  48.52941 & 105.88235 &   31 &   51 &   33 &   72 & 126\\\\\n",
       "\t 2113 & 1081 & 2113 & 1081 &  686 & 281 &  57 &  8 & 0 & 0 & ⋯ & 66.14246 & 43.87127 & 30.33602 &  85.75393 &  59.29695 &  623 &  715 &  927 &  641 & 127\\\\\n",
       "\t  864 &  740 &  864 &  740 &  120 &   4 &   0 &  0 & 0 & 0 & ⋯ & 83.51351 & 50.00000 & 78.81944 &  58.37838 &  92.02703 &  415 &  618 &  432 &  681 & 128\\\\\n",
       "\t 4966 & 3098 & 4966 & 3098 & 1422 & 381 &  57 &  7 & 1 & 0 & ⋯ & 55.42285 & 55.31615 & 83.78977 &  88.67011 & 134.31246 & 2197 & 1717 & 2747 & 4161 & 129\\\\\n",
       "\t 1119 &  749 & 1119 &  749 &  312 &  54 &   4 &  0 & 0 & 0 & ⋯ & 51.80240 & 60.32172 & 73.72654 &  90.12016 & 110.14686 &  552 &  388 &  675 &  825 & 130\\\\\n",
       "\t  941 &  748 &  941 &  748 &  177 &  15 &   1 &  0 & 0 & 0 & ⋯ & 41.04278 & 53.56004 & 34.00638 &  67.37968 &  42.78075 &  467 &  307 &  504 &  320 & 131\\\\\n",
       "\t 2837 & 1874 & 2837 & 1874 &  766 & 178 &  18 &  1 & 0 & 0 & ⋯ & 69.15688 & 51.18082 & 31.47691 &  77.48132 &  47.65208 & 1168 & 1296 & 1452 &  893 & 132\\\\\n",
       "\t  180 &  168 &  180 &  168 &   11 &   0 &   1 &  0 & 0 & 0 & ⋯ & 97.61905 & 45.00000 & 97.77778 &  48.21429 & 104.76190 &   79 &  164 &   81 &  176 & 133\\\\\n",
       "\t 4173 & 2649 & 4173 & 2649 & 1187 & 294 &  39 &  3 & 1 & 0 & ⋯ & 57.60664 & 44.74000 & 19.50635 &  70.47943 &  30.72858 & 1295 & 1526 & 1867 &  814 & 134\\\\\n",
       "\t   16 &   16 &   16 &   16 &    0 &   0 &   0 &  0 & 0 & 0 & ⋯ & 75.00000 & 31.25000 & 75.00000 &  31.25000 &  75.00000 &    5 &   12 &    5 &   12 & 135\\\\\n",
       "\t  178 &  165 &  178 &  165 &   12 &   1 &   0 &  0 & 0 & 0 & ⋯ & 75.75758 & 52.24719 & 73.03371 &  56.36364 &  78.78788 &   89 &  125 &   93 &  130 & 136\\\\\n",
       "\t  474 &  359 &  474 &  359 &   89 &  24 &   2 &  0 & 0 & 0 & ⋯ & 55.98886 & 66.03376 & 56.75105 &  87.18663 &  74.93036 &  299 &  201 &  313 &  269 & 137\\\\\n",
       "\t 1244 &  834 & 1244 &  834 &  308 &  88 &  12 &  2 & 0 & 0 & ⋯ & 32.61391 & 47.66881 & 30.14469 &  71.10312 &  44.96403 &  510 &  272 &  593 &  375 & 138\\\\\n",
       "\t 4372 & 2834 & 4372 & 2834 & 1250 & 259 &  29 &  0 & 0 & 0 & ⋯ & 70.35992 & 47.68984 & 36.27630 &  73.57092 &  55.96330 & 1644 & 1994 & 2085 & 1586 & 139\\\\\n",
       "\t 1051 &  777 & 1051 &  777 &  227 &  41 &   6 &  0 & 0 & 0 & ⋯ & 77.47748 & 50.71361 & 16.84110 &  68.59717 &  22.77992 &  451 &  602 &  533 &  177 & 140\\\\\n",
       "\t  480 &  434 &  480 &  434 &   44 &   2 &   0 &  0 & 0 & 0 & ⋯ & 37.55760 & 53.33333 & 36.04167 &  58.98618 &  39.86175 &  242 &  163 &  256 &  173 & 141\\\\\n",
       "\t  437 &  289 &  437 &  289 &  123 &  24 &   1 &  0 & 0 & 0 & ⋯ & 79.93080 & 47.82609 & 61.09840 &  72.31834 &  92.38754 &  166 &  231 &  209 &  267 & 142\\\\\n",
       "\t  225 &  189 &  225 &  189 &   33 &   3 &   0 &  0 & 0 & 0 & ⋯ & 93.12169 & 44.44444 & 50.66667 &  52.91005 &  60.31746 &   93 &  176 &  100 &  114 & 143\\\\\n",
       "\t    5 &    5 &    5 &    5 &    0 &   0 &   0 &  0 & 0 & 0 & ⋯ & 80.00000 & 60.00000 & 80.00000 &  60.00000 &  80.00000 &    3 &    4 &    3 &    4 & 144\\\\\n",
       "\t 1573 & 1275 & 1573 & 1275 &  262 &  32 &   4 &  0 & 0 & 0 & ⋯ & 73.80392 & 42.84806 & 38.39797 &  52.86275 &  47.37255 &  547 &  941 &  674 &  604 & 145\\\\\n",
       "\t 4555 & 2430 & 4555 & 2430 & 1472 & 548 &  94 & 11 & 0 & 0 & ⋯ & 35.84362 & 67.26674 & 29.13282 & 126.09053 &  54.60905 & 2120 &  871 & 3064 & 1327 & 146\\\\\n",
       "\t  141 &  139 &  141 &  139 &    2 &   0 &   0 &  0 & 0 & 0 & ⋯ & 80.57554 & 53.19149 & 80.14184 &  53.95683 &  81.29496 &   75 &  112 &   75 &  113 & 147\\\\\n",
       "\t  603 &  512 &  603 &  512 &   77 &  11 &   2 &  1 & 0 & 0 & ⋯ & 25.39062 & 62.68657 & 23.54892 &  73.82812 &  27.73438 &  371 &  130 &  378 &  142 & 148\\\\\n",
       "\t  141 &  134 &  141 &  134 &    7 &   0 &   0 &  0 & 0 & 0 & ⋯ & 91.04478 & 37.58865 & 91.48936 &  39.55224 &  96.26866 &   53 &  122 &   53 &  129 & 149\\\\\n",
       "\t 1186 & 1007 & 1186 & 1007 &  165 &  13 &   1 &  0 & 0 & 0 & ⋯ & 84.40914 & 53.54132 & 78.41484 &  63.05859 &  92.35353 &  586 &  850 &  635 &  930 & 150\\\\\n",
       "\t 1826 & 1349 & 1826 & 1349 &  397 &  74 &   6 &  0 & 0 & 0 & ⋯ & 38.91772 & 53.23111 & 71.79628 &  72.05337 &  97.18310 &  837 &  525 &  972 & 1311 & 151\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 151 × 89\n",
       "\n",
       "| Total.all.return.count &lt;int&gt; | Total.first.return.count &lt;int&gt; | Total.all.return.count.above.2 &lt;int&gt; | Return.1.count.above.2 &lt;int&gt; | Return.2.count.above.2 &lt;int&gt; | Return.3.count.2 &lt;int&gt; | Return.4.count.2 &lt;int&gt; | Return.5.count.2 &lt;int&gt; | Return.6.count.2 &lt;int&gt; | Return.7.count.above.2 &lt;int&gt; | ⋯ ⋯ | Percentage.first.returns.above.mode &lt;dbl&gt; | Percentage.all.returns.above.mean &lt;dbl&gt; | Percentage.all.returns.above.mode &lt;dbl&gt; | X.All.returns.above.mean...Total.first.returns..100 &lt;dbl&gt; | X.All.returns.above.mode...Total.first.returns...100 &lt;dbl&gt; | First.returns.above.mean &lt;int&gt; | First.returns.above.mode &lt;int&gt; | All.returns.above.mean &lt;int&gt; | All.returns.above.mode &lt;int&gt; | treeID &lt;dbl&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "|  1572 |  1071 |  1572 |  1071 |  434 |   64 |   3 |  0 | 0 | 0 | ⋯ | 85.34080 | 45.03817 | 80.534351 |  66.10644 | 118.207283 |  580 |  914 |   708 |  1266 |  1 |\n",
       "|    29 |    27 |    29 |    27 |    2 |    0 |   0 |  0 | 0 | 0 | ⋯ | 88.88889 | 31.03448 | 86.206897 |  33.33333 |  92.592593 |    9 |   24 |     9 |    25 |  2 |\n",
       "|   246 |   160 |   246 |   160 |   74 |   10 |   2 |  0 | 0 | 0 | ⋯ | 72.50000 | 61.78862 | 88.211382 |  95.00000 | 135.625000 |  121 |  116 |   152 |   217 |  3 |\n",
       "|   215 |   127 |   215 |   127 |   62 |   23 |   3 |  0 | 0 | 0 | ⋯ | 88.18898 | 54.41860 | 34.418605 |  92.12598 |  58.267717 |  100 |  112 |   117 |    74 |  4 |\n",
       "|   409 |   282 |   409 |   282 |  107 |   19 |   1 |  0 | 0 | 0 | ⋯ | 41.13475 | 59.16870 | 55.990220 |  85.81560 |  81.205674 |  206 |  116 |   242 |   229 |  5 |\n",
       "|  4888 |  3173 |  4888 |  3173 | 1363 |  318 |  34 |  0 | 0 | 0 | ⋯ | 64.54460 | 54.66448 | 11.538462 |  84.21053 |  17.774976 | 2361 | 2048 |  2672 |   564 |  6 |\n",
       "|    75 |    45 |    75 |    45 |   21 |    7 |   2 |  0 | 0 | 0 | ⋯ | 86.66667 | 69.33333 | 73.333333 | 115.55556 | 122.222222 |   42 |   39 |    52 |    55 |  7 |\n",
       "|   646 |   547 |   646 |   547 |   94 |    5 |   0 |  0 | 0 | 0 | ⋯ | 40.40219 | 45.82043 | 37.151703 |  54.11335 |  43.875686 |  275 |  221 |   296 |   240 |  8 |\n",
       "|    42 |    41 |    42 |    41 |    1 |    0 |   0 |  0 | 0 | 0 | ⋯ | 26.82927 | 52.38095 | 26.190476 |  53.65854 |  26.829268 |   22 |   11 |    22 |    11 |  9 |\n",
       "|   650 |   532 |   650 |   532 |  116 |    2 |   0 |  0 | 0 | 0 | ⋯ | 67.10526 | 57.38462 | 59.538462 |  70.11278 |  72.744361 |  345 |  357 |   373 |   387 | 10 |\n",
       "|  2379 |  1421 |  2379 |  1421 |  748 |  187 |  23 |  0 | 0 | 0 | ⋯ | 66.43209 | 56.20008 | 62.000841 |  94.08867 | 103.800141 | 1031 |  944 |  1337 |  1475 | 11 |\n",
       "|  3397 |  2153 |  3397 |  2153 |  944 |  249 |  49 |  2 | 0 | 0 | ⋯ | 94.33349 | 46.86488 | 63.497203 |  73.94333 | 100.185787 | 1098 | 2031 |  1592 |  2157 | 12 |\n",
       "|   879 |   589 |   879 |   589 |  242 |   44 |   4 |  0 | 0 | 0 | ⋯ | 40.74703 | 47.66780 |  5.688282 |  71.13752 |   8.488964 |  337 |  240 |   419 |    50 | 13 |\n",
       "|  7298 |  5459 |  7298 |  5459 | 1566 |  252 |  21 |  0 | 0 | 0 | ⋯ | 23.92380 | 52.13757 |  8.824335 |  69.70141 |  11.797032 | 3355 | 1306 |  3805 |   644 | 14 |\n",
       "|   277 |   167 |   277 |   167 |   82 |   23 |   4 |  1 | 0 | 0 | ⋯ | 96.40719 | 51.98556 | 25.631769 |  86.22754 |  42.514970 |  114 |  161 |   144 |    71 | 15 |\n",
       "|   895 |   545 |   895 |   545 |  289 |   56 |   5 |  0 | 0 | 0 | ⋯ | 96.51376 | 51.06145 | 95.754190 |  83.85321 | 157.247706 |  356 |  526 |   457 |   857 | 16 |\n",
       "|   207 |   142 |   207 |   142 |   55 |    8 |   2 |  0 | 0 | 0 | ⋯ | 97.18310 | 58.93720 | 35.265700 |  85.91549 |  51.408451 |   98 |  138 |   122 |    73 | 17 |\n",
       "| 20564 | 12690 | 20564 | 12690 | 5932 | 1632 | 280 | 28 | 2 | 0 | ⋯ | 72.01734 | 56.65727 | 70.093367 |  91.81245 | 113.585500 | 8614 | 9139 | 11651 | 14414 | 18 |\n",
       "|   313 |   222 |   313 |   222 |   70 |   17 |   4 |  0 | 0 | 0 | ⋯ | 61.71171 | 57.82748 | 69.009585 |  81.53153 |  97.297297 |  162 |  137 |   181 |   216 | 19 |\n",
       "|  2169 |  1357 |  2169 |  1357 |  661 |  135 |  14 |  2 | 0 | 0 | ⋯ | 78.77671 | 50.29968 | 53.296450 |  80.39794 |  85.187915 |  951 | 1069 |  1091 |  1156 | 20 |\n",
       "|  5835 |  3559 |  5835 |  3559 | 1814 |  419 |  37 |  5 | 1 | 0 | ⋯ | 40.43271 | 59.10883 | 63.838903 |  96.90924 | 104.664232 | 2374 | 1439 |  3449 |  3725 | 21 |\n",
       "| 21779 | 12222 | 21779 | 12222 | 6846 | 2243 | 425 | 42 | 1 | 0 | ⋯ | 36.18066 | 51.98586 | 41.517058 |  92.63623 |  73.981345 | 7905 | 4422 | 11322 |  9042 | 22 |\n",
       "|  2270 |   949 |  2270 |   949 |  804 |  408 |  93 | 16 | 0 | 0 | ⋯ | 72.28662 | 45.59471 | 13.920705 | 109.06217 |  33.298209 |  694 |  686 |  1035 |   316 | 23 |\n",
       "|  5139 |  3477 |  5139 |  3477 | 1395 |  240 |  26 |  1 | 0 | 0 | ⋯ | 79.40754 | 48.93948 | 24.868651 |  72.33247 |  36.755824 | 1999 | 2761 |  2515 |  1278 | 24 |\n",
       "|   445 |   410 |   445 |   410 |   33 |    2 |   0 |  0 | 0 | 0 | ⋯ | 42.43902 | 53.25843 | 38.202247 |  57.80488 |  41.463415 |  235 |  174 |   237 |   170 | 25 |\n",
       "|   126 |   120 |   126 |   120 |    6 |    0 |   0 |  0 | 0 | 0 | ⋯ | 40.83333 | 49.20635 | 40.476190 |  51.66667 |  42.500000 |   59 |   49 |    62 |    51 | 26 |\n",
       "| 13442 |  8100 | 13442 |  8100 | 3996 | 1163 | 161 | 21 | 1 | 0 | ⋯ | 34.23457 | 52.29877 | 43.051629 |  86.79012 |  71.444444 | 5040 | 2773 |  7030 |  5787 | 27 |\n",
       "|  1845 |  1019 |  1845 |  1019 |  585 |  199 |  40 |  2 | 0 | 0 | ⋯ | 43.37586 | 53.06233 | 84.661247 |  96.07458 | 153.287537 |  735 |  442 |   979 |  1562 | 28 |\n",
       "| 16636 |  9772 | 16636 |  9772 | 4925 | 1598 | 306 | 31 | 4 | 0 | ⋯ | 30.87393 | 58.85429 | 29.850926 | 100.19443 |  50.818666 | 7367 | 3017 |  9791 |  4966 | 29 |\n",
       "|  4459 |  3755 |  4459 |  3755 |  641 |   59 |   4 |  0 | 0 | 0 | ⋯ | 36.56458 | 49.56268 | 70.957614 |  58.85486 |  84.260985 | 2035 | 1373 |  2210 |  3164 | 30 |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋱ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 5228 | 2753 | 5228 | 2753 | 1800 | 585 |  81 |  9 | 0 | 0 | ⋯ | 47.58445 | 57.91890 | 67.08110 | 109.98910 | 127.38830 | 2494 | 1310 | 3028 | 3507 | 122 |\n",
       "|  716 |  607 |  716 |  607 |  107 |   2 |   0 |  0 | 0 | 0 | ⋯ | 89.78583 | 52.23464 | 83.65922 |  61.61450 |  98.68204 |  367 |  545 |  374 |  599 | 123 |\n",
       "| 3402 | 2398 | 3402 | 2398 |  863 | 129 |  10 |  2 | 0 | 0 | ⋯ | 47.08090 | 53.02763 | 80.15873 |  75.22936 | 113.71977 | 1497 | 1129 | 1804 | 2727 | 124 |\n",
       "| 6060 | 3173 | 6060 | 3173 | 2025 | 707 | 139 | 15 | 1 | 0 | ⋯ | 72.32903 | 43.03630 | 71.02310 |  82.19351 | 135.64450 | 1867 | 2295 | 2608 | 4304 | 125 |\n",
       "|   92 |   68 |   92 |   68 |   23 |   1 |   0 |  0 | 0 | 0 | ⋯ | 75.00000 | 35.86957 | 78.26087 |  48.52941 | 105.88235 |   31 |   51 |   33 |   72 | 126 |\n",
       "| 2113 | 1081 | 2113 | 1081 |  686 | 281 |  57 |  8 | 0 | 0 | ⋯ | 66.14246 | 43.87127 | 30.33602 |  85.75393 |  59.29695 |  623 |  715 |  927 |  641 | 127 |\n",
       "|  864 |  740 |  864 |  740 |  120 |   4 |   0 |  0 | 0 | 0 | ⋯ | 83.51351 | 50.00000 | 78.81944 |  58.37838 |  92.02703 |  415 |  618 |  432 |  681 | 128 |\n",
       "| 4966 | 3098 | 4966 | 3098 | 1422 | 381 |  57 |  7 | 1 | 0 | ⋯ | 55.42285 | 55.31615 | 83.78977 |  88.67011 | 134.31246 | 2197 | 1717 | 2747 | 4161 | 129 |\n",
       "| 1119 |  749 | 1119 |  749 |  312 |  54 |   4 |  0 | 0 | 0 | ⋯ | 51.80240 | 60.32172 | 73.72654 |  90.12016 | 110.14686 |  552 |  388 |  675 |  825 | 130 |\n",
       "|  941 |  748 |  941 |  748 |  177 |  15 |   1 |  0 | 0 | 0 | ⋯ | 41.04278 | 53.56004 | 34.00638 |  67.37968 |  42.78075 |  467 |  307 |  504 |  320 | 131 |\n",
       "| 2837 | 1874 | 2837 | 1874 |  766 | 178 |  18 |  1 | 0 | 0 | ⋯ | 69.15688 | 51.18082 | 31.47691 |  77.48132 |  47.65208 | 1168 | 1296 | 1452 |  893 | 132 |\n",
       "|  180 |  168 |  180 |  168 |   11 |   0 |   1 |  0 | 0 | 0 | ⋯ | 97.61905 | 45.00000 | 97.77778 |  48.21429 | 104.76190 |   79 |  164 |   81 |  176 | 133 |\n",
       "| 4173 | 2649 | 4173 | 2649 | 1187 | 294 |  39 |  3 | 1 | 0 | ⋯ | 57.60664 | 44.74000 | 19.50635 |  70.47943 |  30.72858 | 1295 | 1526 | 1867 |  814 | 134 |\n",
       "|   16 |   16 |   16 |   16 |    0 |   0 |   0 |  0 | 0 | 0 | ⋯ | 75.00000 | 31.25000 | 75.00000 |  31.25000 |  75.00000 |    5 |   12 |    5 |   12 | 135 |\n",
       "|  178 |  165 |  178 |  165 |   12 |   1 |   0 |  0 | 0 | 0 | ⋯ | 75.75758 | 52.24719 | 73.03371 |  56.36364 |  78.78788 |   89 |  125 |   93 |  130 | 136 |\n",
       "|  474 |  359 |  474 |  359 |   89 |  24 |   2 |  0 | 0 | 0 | ⋯ | 55.98886 | 66.03376 | 56.75105 |  87.18663 |  74.93036 |  299 |  201 |  313 |  269 | 137 |\n",
       "| 1244 |  834 | 1244 |  834 |  308 |  88 |  12 |  2 | 0 | 0 | ⋯ | 32.61391 | 47.66881 | 30.14469 |  71.10312 |  44.96403 |  510 |  272 |  593 |  375 | 138 |\n",
       "| 4372 | 2834 | 4372 | 2834 | 1250 | 259 |  29 |  0 | 0 | 0 | ⋯ | 70.35992 | 47.68984 | 36.27630 |  73.57092 |  55.96330 | 1644 | 1994 | 2085 | 1586 | 139 |\n",
       "| 1051 |  777 | 1051 |  777 |  227 |  41 |   6 |  0 | 0 | 0 | ⋯ | 77.47748 | 50.71361 | 16.84110 |  68.59717 |  22.77992 |  451 |  602 |  533 |  177 | 140 |\n",
       "|  480 |  434 |  480 |  434 |   44 |   2 |   0 |  0 | 0 | 0 | ⋯ | 37.55760 | 53.33333 | 36.04167 |  58.98618 |  39.86175 |  242 |  163 |  256 |  173 | 141 |\n",
       "|  437 |  289 |  437 |  289 |  123 |  24 |   1 |  0 | 0 | 0 | ⋯ | 79.93080 | 47.82609 | 61.09840 |  72.31834 |  92.38754 |  166 |  231 |  209 |  267 | 142 |\n",
       "|  225 |  189 |  225 |  189 |   33 |   3 |   0 |  0 | 0 | 0 | ⋯ | 93.12169 | 44.44444 | 50.66667 |  52.91005 |  60.31746 |   93 |  176 |  100 |  114 | 143 |\n",
       "|    5 |    5 |    5 |    5 |    0 |   0 |   0 |  0 | 0 | 0 | ⋯ | 80.00000 | 60.00000 | 80.00000 |  60.00000 |  80.00000 |    3 |    4 |    3 |    4 | 144 |\n",
       "| 1573 | 1275 | 1573 | 1275 |  262 |  32 |   4 |  0 | 0 | 0 | ⋯ | 73.80392 | 42.84806 | 38.39797 |  52.86275 |  47.37255 |  547 |  941 |  674 |  604 | 145 |\n",
       "| 4555 | 2430 | 4555 | 2430 | 1472 | 548 |  94 | 11 | 0 | 0 | ⋯ | 35.84362 | 67.26674 | 29.13282 | 126.09053 |  54.60905 | 2120 |  871 | 3064 | 1327 | 146 |\n",
       "|  141 |  139 |  141 |  139 |    2 |   0 |   0 |  0 | 0 | 0 | ⋯ | 80.57554 | 53.19149 | 80.14184 |  53.95683 |  81.29496 |   75 |  112 |   75 |  113 | 147 |\n",
       "|  603 |  512 |  603 |  512 |   77 |  11 |   2 |  1 | 0 | 0 | ⋯ | 25.39062 | 62.68657 | 23.54892 |  73.82812 |  27.73438 |  371 |  130 |  378 |  142 | 148 |\n",
       "|  141 |  134 |  141 |  134 |    7 |   0 |   0 |  0 | 0 | 0 | ⋯ | 91.04478 | 37.58865 | 91.48936 |  39.55224 |  96.26866 |   53 |  122 |   53 |  129 | 149 |\n",
       "| 1186 | 1007 | 1186 | 1007 |  165 |  13 |   1 |  0 | 0 | 0 | ⋯ | 84.40914 | 53.54132 | 78.41484 |  63.05859 |  92.35353 |  586 |  850 |  635 |  930 | 150 |\n",
       "| 1826 | 1349 | 1826 | 1349 |  397 |  74 |   6 |  0 | 0 | 0 | ⋯ | 38.91772 | 53.23111 | 71.79628 |  72.05337 |  97.18310 |  837 |  525 |  972 | 1311 | 151 |\n",
       "\n"
      ],
      "text/plain": [
       "    Total.all.return.count Total.first.return.count\n",
       "1    1572                   1071                   \n",
       "2      29                     27                   \n",
       "3     246                    160                   \n",
       "4     215                    127                   \n",
       "5     409                    282                   \n",
       "6    4888                   3173                   \n",
       "7      75                     45                   \n",
       "8     646                    547                   \n",
       "9      42                     41                   \n",
       "10    650                    532                   \n",
       "11   2379                   1421                   \n",
       "12   3397                   2153                   \n",
       "13    879                    589                   \n",
       "14   7298                   5459                   \n",
       "15    277                    167                   \n",
       "16    895                    545                   \n",
       "17    207                    142                   \n",
       "18  20564                  12690                   \n",
       "19    313                    222                   \n",
       "20   2169                   1357                   \n",
       "21   5835                   3559                   \n",
       "22  21779                  12222                   \n",
       "23   2270                    949                   \n",
       "24   5139                   3477                   \n",
       "25    445                    410                   \n",
       "26    126                    120                   \n",
       "27  13442                   8100                   \n",
       "28   1845                   1019                   \n",
       "29  16636                   9772                   \n",
       "30   4459                   3755                   \n",
       "<U+22EE>   <U+22EE>               <U+22EE>                \n",
       "122 5228                   2753                    \n",
       "123  716                    607                    \n",
       "124 3402                   2398                    \n",
       "125 6060                   3173                    \n",
       "126   92                     68                    \n",
       "127 2113                   1081                    \n",
       "128  864                    740                    \n",
       "129 4966                   3098                    \n",
       "130 1119                    749                    \n",
       "131  941                    748                    \n",
       "132 2837                   1874                    \n",
       "133  180                    168                    \n",
       "134 4173                   2649                    \n",
       "135   16                     16                    \n",
       "136  178                    165                    \n",
       "137  474                    359                    \n",
       "138 1244                    834                    \n",
       "139 4372                   2834                    \n",
       "140 1051                    777                    \n",
       "141  480                    434                    \n",
       "142  437                    289                    \n",
       "143  225                    189                    \n",
       "144    5                      5                    \n",
       "145 1573                   1275                    \n",
       "146 4555                   2430                    \n",
       "147  141                    139                    \n",
       "148  603                    512                    \n",
       "149  141                    134                    \n",
       "150 1186                   1007                    \n",
       "151 1826                   1349                    \n",
       "    Total.all.return.count.above.2 Return.1.count.above.2\n",
       "1    1572                           1071                 \n",
       "2      29                             27                 \n",
       "3     246                            160                 \n",
       "4     215                            127                 \n",
       "5     409                            282                 \n",
       "6    4888                           3173                 \n",
       "7      75                             45                 \n",
       "8     646                            547                 \n",
       "9      42                             41                 \n",
       "10    650                            532                 \n",
       "11   2379                           1421                 \n",
       "12   3397                           2153                 \n",
       "13    879                            589                 \n",
       "14   7298                           5459                 \n",
       "15    277                            167                 \n",
       "16    895                            545                 \n",
       "17    207                            142                 \n",
       "18  20564                          12690                 \n",
       "19    313                            222                 \n",
       "20   2169                           1357                 \n",
       "21   5835                           3559                 \n",
       "22  21779                          12222                 \n",
       "23   2270                            949                 \n",
       "24   5139                           3477                 \n",
       "25    445                            410                 \n",
       "26    126                            120                 \n",
       "27  13442                           8100                 \n",
       "28   1845                           1019                 \n",
       "29  16636                           9772                 \n",
       "30   4459                           3755                 \n",
       "<U+22EE>   <U+22EE>                       <U+22EE>              \n",
       "122 5228                           2753                  \n",
       "123  716                            607                  \n",
       "124 3402                           2398                  \n",
       "125 6060                           3173                  \n",
       "126   92                             68                  \n",
       "127 2113                           1081                  \n",
       "128  864                            740                  \n",
       "129 4966                           3098                  \n",
       "130 1119                            749                  \n",
       "131  941                            748                  \n",
       "132 2837                           1874                  \n",
       "133  180                            168                  \n",
       "134 4173                           2649                  \n",
       "135   16                             16                  \n",
       "136  178                            165                  \n",
       "137  474                            359                  \n",
       "138 1244                            834                  \n",
       "139 4372                           2834                  \n",
       "140 1051                            777                  \n",
       "141  480                            434                  \n",
       "142  437                            289                  \n",
       "143  225                            189                  \n",
       "144    5                              5                  \n",
       "145 1573                           1275                  \n",
       "146 4555                           2430                  \n",
       "147  141                            139                  \n",
       "148  603                            512                  \n",
       "149  141                            134                  \n",
       "150 1186                           1007                  \n",
       "151 1826                           1349                  \n",
       "    Return.2.count.above.2 Return.3.count.2 Return.4.count.2 Return.5.count.2\n",
       "1    434                     64               3               0              \n",
       "2      2                      0               0               0              \n",
       "3     74                     10               2               0              \n",
       "4     62                     23               3               0              \n",
       "5    107                     19               1               0              \n",
       "6   1363                    318              34               0              \n",
       "7     21                      7               2               0              \n",
       "8     94                      5               0               0              \n",
       "9      1                      0               0               0              \n",
       "10   116                      2               0               0              \n",
       "11   748                    187              23               0              \n",
       "12   944                    249              49               2              \n",
       "13   242                     44               4               0              \n",
       "14  1566                    252              21               0              \n",
       "15    82                     23               4               1              \n",
       "16   289                     56               5               0              \n",
       "17    55                      8               2               0              \n",
       "18  5932                   1632             280              28              \n",
       "19    70                     17               4               0              \n",
       "20   661                    135              14               2              \n",
       "21  1814                    419              37               5              \n",
       "22  6846                   2243             425              42              \n",
       "23   804                    408              93              16              \n",
       "24  1395                    240              26               1              \n",
       "25    33                      2               0               0              \n",
       "26     6                      0               0               0              \n",
       "27  3996                   1163             161              21              \n",
       "28   585                    199              40               2              \n",
       "29  4925                   1598             306              31              \n",
       "30   641                     59               4               0              \n",
       "<U+22EE>   <U+22EE>               <U+22EE>         <U+22EE>         <U+22EE>        \n",
       "122 1800                   585               81               9              \n",
       "123  107                     2                0               0              \n",
       "124  863                   129               10               2              \n",
       "125 2025                   707              139              15              \n",
       "126   23                     1                0               0              \n",
       "127  686                   281               57               8              \n",
       "128  120                     4                0               0              \n",
       "129 1422                   381               57               7              \n",
       "130  312                    54                4               0              \n",
       "131  177                    15                1               0              \n",
       "132  766                   178               18               1              \n",
       "133   11                     0                1               0              \n",
       "134 1187                   294               39               3              \n",
       "135    0                     0                0               0              \n",
       "136   12                     1                0               0              \n",
       "137   89                    24                2               0              \n",
       "138  308                    88               12               2              \n",
       "139 1250                   259               29               0              \n",
       "140  227                    41                6               0              \n",
       "141   44                     2                0               0              \n",
       "142  123                    24                1               0              \n",
       "143   33                     3                0               0              \n",
       "144    0                     0                0               0              \n",
       "145  262                    32                4               0              \n",
       "146 1472                   548               94              11              \n",
       "147    2                     0                0               0              \n",
       "148   77                    11                2               1              \n",
       "149    7                     0                0               0              \n",
       "150  165                    13                1               0              \n",
       "151  397                    74                6               0              \n",
       "    Return.6.count.2 Return.7.count.above.2 <U+22EF>       \n",
       "1   0                0                      <U+22EF>\n",
       "2   0                0                      <U+22EF>\n",
       "3   0                0                      <U+22EF>\n",
       "4   0                0                      <U+22EF>\n",
       "5   0                0                      <U+22EF>\n",
       "6   0                0                      <U+22EF>\n",
       "7   0                0                      <U+22EF>\n",
       "8   0                0                      <U+22EF>\n",
       "9   0                0                      <U+22EF>\n",
       "10  0                0                      <U+22EF>\n",
       "11  0                0                      <U+22EF>\n",
       "12  0                0                      <U+22EF>\n",
       "13  0                0                      <U+22EF>\n",
       "14  0                0                      <U+22EF>\n",
       "15  0                0                      <U+22EF>\n",
       "16  0                0                      <U+22EF>\n",
       "17  0                0                      <U+22EF>\n",
       "18  2                0                      <U+22EF>\n",
       "19  0                0                      <U+22EF>\n",
       "20  0                0                      <U+22EF>\n",
       "21  1                0                      <U+22EF>\n",
       "22  1                0                      <U+22EF>\n",
       "23  0                0                      <U+22EF>\n",
       "24  0                0                      <U+22EF>\n",
       "25  0                0                      <U+22EF>\n",
       "26  0                0                      <U+22EF>\n",
       "27  1                0                      <U+22EF>\n",
       "28  0                0                      <U+22EF>\n",
       "29  4                0                      <U+22EF>\n",
       "30  0                0                      <U+22EF>\n",
       "<U+22EE>   <U+22EE>         <U+22EE>               <U+22F1>\n",
       "122 0                0                      <U+22EF>\n",
       "123 0                0                      <U+22EF>\n",
       "124 0                0                      <U+22EF>\n",
       "125 1                0                      <U+22EF>\n",
       "126 0                0                      <U+22EF>\n",
       "127 0                0                      <U+22EF>\n",
       "128 0                0                      <U+22EF>\n",
       "129 1                0                      <U+22EF>\n",
       "130 0                0                      <U+22EF>\n",
       "131 0                0                      <U+22EF>\n",
       "132 0                0                      <U+22EF>\n",
       "133 0                0                      <U+22EF>\n",
       "134 1                0                      <U+22EF>\n",
       "135 0                0                      <U+22EF>\n",
       "136 0                0                      <U+22EF>\n",
       "137 0                0                      <U+22EF>\n",
       "138 0                0                      <U+22EF>\n",
       "139 0                0                      <U+22EF>\n",
       "140 0                0                      <U+22EF>\n",
       "141 0                0                      <U+22EF>\n",
       "142 0                0                      <U+22EF>\n",
       "143 0                0                      <U+22EF>\n",
       "144 0                0                      <U+22EF>\n",
       "145 0                0                      <U+22EF>\n",
       "146 0                0                      <U+22EF>\n",
       "147 0                0                      <U+22EF>\n",
       "148 0                0                      <U+22EF>\n",
       "149 0                0                      <U+22EF>\n",
       "150 0                0                      <U+22EF>\n",
       "151 0                0                      <U+22EF>\n",
       "    Percentage.first.returns.above.mode Percentage.all.returns.above.mean\n",
       "1   85.34080                            45.03817                         \n",
       "2   88.88889                            31.03448                         \n",
       "3   72.50000                            61.78862                         \n",
       "4   88.18898                            54.41860                         \n",
       "5   41.13475                            59.16870                         \n",
       "6   64.54460                            54.66448                         \n",
       "7   86.66667                            69.33333                         \n",
       "8   40.40219                            45.82043                         \n",
       "9   26.82927                            52.38095                         \n",
       "10  67.10526                            57.38462                         \n",
       "11  66.43209                            56.20008                         \n",
       "12  94.33349                            46.86488                         \n",
       "13  40.74703                            47.66780                         \n",
       "14  23.92380                            52.13757                         \n",
       "15  96.40719                            51.98556                         \n",
       "16  96.51376                            51.06145                         \n",
       "17  97.18310                            58.93720                         \n",
       "18  72.01734                            56.65727                         \n",
       "19  61.71171                            57.82748                         \n",
       "20  78.77671                            50.29968                         \n",
       "21  40.43271                            59.10883                         \n",
       "22  36.18066                            51.98586                         \n",
       "23  72.28662                            45.59471                         \n",
       "24  79.40754                            48.93948                         \n",
       "25  42.43902                            53.25843                         \n",
       "26  40.83333                            49.20635                         \n",
       "27  34.23457                            52.29877                         \n",
       "28  43.37586                            53.06233                         \n",
       "29  30.87393                            58.85429                         \n",
       "30  36.56458                            49.56268                         \n",
       "<U+22EE>   <U+22EE>                            <U+22EE>                         \n",
       "122 47.58445                            57.91890                         \n",
       "123 89.78583                            52.23464                         \n",
       "124 47.08090                            53.02763                         \n",
       "125 72.32903                            43.03630                         \n",
       "126 75.00000                            35.86957                         \n",
       "127 66.14246                            43.87127                         \n",
       "128 83.51351                            50.00000                         \n",
       "129 55.42285                            55.31615                         \n",
       "130 51.80240                            60.32172                         \n",
       "131 41.04278                            53.56004                         \n",
       "132 69.15688                            51.18082                         \n",
       "133 97.61905                            45.00000                         \n",
       "134 57.60664                            44.74000                         \n",
       "135 75.00000                            31.25000                         \n",
       "136 75.75758                            52.24719                         \n",
       "137 55.98886                            66.03376                         \n",
       "138 32.61391                            47.66881                         \n",
       "139 70.35992                            47.68984                         \n",
       "140 77.47748                            50.71361                         \n",
       "141 37.55760                            53.33333                         \n",
       "142 79.93080                            47.82609                         \n",
       "143 93.12169                            44.44444                         \n",
       "144 80.00000                            60.00000                         \n",
       "145 73.80392                            42.84806                         \n",
       "146 35.84362                            67.26674                         \n",
       "147 80.57554                            53.19149                         \n",
       "148 25.39062                            62.68657                         \n",
       "149 91.04478                            37.58865                         \n",
       "150 84.40914                            53.54132                         \n",
       "151 38.91772                            53.23111                         \n",
       "    Percentage.all.returns.above.mode\n",
       "1   80.534351                        \n",
       "2   86.206897                        \n",
       "3   88.211382                        \n",
       "4   34.418605                        \n",
       "5   55.990220                        \n",
       "6   11.538462                        \n",
       "7   73.333333                        \n",
       "8   37.151703                        \n",
       "9   26.190476                        \n",
       "10  59.538462                        \n",
       "11  62.000841                        \n",
       "12  63.497203                        \n",
       "13   5.688282                        \n",
       "14   8.824335                        \n",
       "15  25.631769                        \n",
       "16  95.754190                        \n",
       "17  35.265700                        \n",
       "18  70.093367                        \n",
       "19  69.009585                        \n",
       "20  53.296450                        \n",
       "21  63.838903                        \n",
       "22  41.517058                        \n",
       "23  13.920705                        \n",
       "24  24.868651                        \n",
       "25  38.202247                        \n",
       "26  40.476190                        \n",
       "27  43.051629                        \n",
       "28  84.661247                        \n",
       "29  29.850926                        \n",
       "30  70.957614                        \n",
       "<U+22EE>   <U+22EE>                         \n",
       "122 67.08110                         \n",
       "123 83.65922                         \n",
       "124 80.15873                         \n",
       "125 71.02310                         \n",
       "126 78.26087                         \n",
       "127 30.33602                         \n",
       "128 78.81944                         \n",
       "129 83.78977                         \n",
       "130 73.72654                         \n",
       "131 34.00638                         \n",
       "132 31.47691                         \n",
       "133 97.77778                         \n",
       "134 19.50635                         \n",
       "135 75.00000                         \n",
       "136 73.03371                         \n",
       "137 56.75105                         \n",
       "138 30.14469                         \n",
       "139 36.27630                         \n",
       "140 16.84110                         \n",
       "141 36.04167                         \n",
       "142 61.09840                         \n",
       "143 50.66667                         \n",
       "144 80.00000                         \n",
       "145 38.39797                         \n",
       "146 29.13282                         \n",
       "147 80.14184                         \n",
       "148 23.54892                         \n",
       "149 91.48936                         \n",
       "150 78.41484                         \n",
       "151 71.79628                         \n",
       "    X.All.returns.above.mean...Total.first.returns..100\n",
       "1    66.10644                                          \n",
       "2    33.33333                                          \n",
       "3    95.00000                                          \n",
       "4    92.12598                                          \n",
       "5    85.81560                                          \n",
       "6    84.21053                                          \n",
       "7   115.55556                                          \n",
       "8    54.11335                                          \n",
       "9    53.65854                                          \n",
       "10   70.11278                                          \n",
       "11   94.08867                                          \n",
       "12   73.94333                                          \n",
       "13   71.13752                                          \n",
       "14   69.70141                                          \n",
       "15   86.22754                                          \n",
       "16   83.85321                                          \n",
       "17   85.91549                                          \n",
       "18   91.81245                                          \n",
       "19   81.53153                                          \n",
       "20   80.39794                                          \n",
       "21   96.90924                                          \n",
       "22   92.63623                                          \n",
       "23  109.06217                                          \n",
       "24   72.33247                                          \n",
       "25   57.80488                                          \n",
       "26   51.66667                                          \n",
       "27   86.79012                                          \n",
       "28   96.07458                                          \n",
       "29  100.19443                                          \n",
       "30   58.85486                                          \n",
       "<U+22EE>   <U+22EE>                                           \n",
       "122 109.98910                                          \n",
       "123  61.61450                                          \n",
       "124  75.22936                                          \n",
       "125  82.19351                                          \n",
       "126  48.52941                                          \n",
       "127  85.75393                                          \n",
       "128  58.37838                                          \n",
       "129  88.67011                                          \n",
       "130  90.12016                                          \n",
       "131  67.37968                                          \n",
       "132  77.48132                                          \n",
       "133  48.21429                                          \n",
       "134  70.47943                                          \n",
       "135  31.25000                                          \n",
       "136  56.36364                                          \n",
       "137  87.18663                                          \n",
       "138  71.10312                                          \n",
       "139  73.57092                                          \n",
       "140  68.59717                                          \n",
       "141  58.98618                                          \n",
       "142  72.31834                                          \n",
       "143  52.91005                                          \n",
       "144  60.00000                                          \n",
       "145  52.86275                                          \n",
       "146 126.09053                                          \n",
       "147  53.95683                                          \n",
       "148  73.82812                                          \n",
       "149  39.55224                                          \n",
       "150  63.05859                                          \n",
       "151  72.05337                                          \n",
       "    X.All.returns.above.mode...Total.first.returns...100\n",
       "1   118.207283                                          \n",
       "2    92.592593                                          \n",
       "3   135.625000                                          \n",
       "4    58.267717                                          \n",
       "5    81.205674                                          \n",
       "6    17.774976                                          \n",
       "7   122.222222                                          \n",
       "8    43.875686                                          \n",
       "9    26.829268                                          \n",
       "10   72.744361                                          \n",
       "11  103.800141                                          \n",
       "12  100.185787                                          \n",
       "13    8.488964                                          \n",
       "14   11.797032                                          \n",
       "15   42.514970                                          \n",
       "16  157.247706                                          \n",
       "17   51.408451                                          \n",
       "18  113.585500                                          \n",
       "19   97.297297                                          \n",
       "20   85.187915                                          \n",
       "21  104.664232                                          \n",
       "22   73.981345                                          \n",
       "23   33.298209                                          \n",
       "24   36.755824                                          \n",
       "25   41.463415                                          \n",
       "26   42.500000                                          \n",
       "27   71.444444                                          \n",
       "28  153.287537                                          \n",
       "29   50.818666                                          \n",
       "30   84.260985                                          \n",
       "<U+22EE>   <U+22EE>                                            \n",
       "122 127.38830                                           \n",
       "123  98.68204                                           \n",
       "124 113.71977                                           \n",
       "125 135.64450                                           \n",
       "126 105.88235                                           \n",
       "127  59.29695                                           \n",
       "128  92.02703                                           \n",
       "129 134.31246                                           \n",
       "130 110.14686                                           \n",
       "131  42.78075                                           \n",
       "132  47.65208                                           \n",
       "133 104.76190                                           \n",
       "134  30.72858                                           \n",
       "135  75.00000                                           \n",
       "136  78.78788                                           \n",
       "137  74.93036                                           \n",
       "138  44.96403                                           \n",
       "139  55.96330                                           \n",
       "140  22.77992                                           \n",
       "141  39.86175                                           \n",
       "142  92.38754                                           \n",
       "143  60.31746                                           \n",
       "144  80.00000                                           \n",
       "145  47.37255                                           \n",
       "146  54.60905                                           \n",
       "147  81.29496                                           \n",
       "148  27.73438                                           \n",
       "149  96.26866                                           \n",
       "150  92.35353                                           \n",
       "151  97.18310                                           \n",
       "    First.returns.above.mean First.returns.above.mode All.returns.above.mean\n",
       "1    580                      914                       708                 \n",
       "2      9                       24                         9                 \n",
       "3    121                      116                       152                 \n",
       "4    100                      112                       117                 \n",
       "5    206                      116                       242                 \n",
       "6   2361                     2048                      2672                 \n",
       "7     42                       39                        52                 \n",
       "8    275                      221                       296                 \n",
       "9     22                       11                        22                 \n",
       "10   345                      357                       373                 \n",
       "11  1031                      944                      1337                 \n",
       "12  1098                     2031                      1592                 \n",
       "13   337                      240                       419                 \n",
       "14  3355                     1306                      3805                 \n",
       "15   114                      161                       144                 \n",
       "16   356                      526                       457                 \n",
       "17    98                      138                       122                 \n",
       "18  8614                     9139                     11651                 \n",
       "19   162                      137                       181                 \n",
       "20   951                     1069                      1091                 \n",
       "21  2374                     1439                      3449                 \n",
       "22  7905                     4422                     11322                 \n",
       "23   694                      686                      1035                 \n",
       "24  1999                     2761                      2515                 \n",
       "25   235                      174                       237                 \n",
       "26    59                       49                        62                 \n",
       "27  5040                     2773                      7030                 \n",
       "28   735                      442                       979                 \n",
       "29  7367                     3017                      9791                 \n",
       "30  2035                     1373                      2210                 \n",
       "<U+22EE>   <U+22EE>                 <U+22EE>                 <U+22EE>              \n",
       "122 2494                     1310                     3028                  \n",
       "123  367                      545                      374                  \n",
       "124 1497                     1129                     1804                  \n",
       "125 1867                     2295                     2608                  \n",
       "126   31                       51                       33                  \n",
       "127  623                      715                      927                  \n",
       "128  415                      618                      432                  \n",
       "129 2197                     1717                     2747                  \n",
       "130  552                      388                      675                  \n",
       "131  467                      307                      504                  \n",
       "132 1168                     1296                     1452                  \n",
       "133   79                      164                       81                  \n",
       "134 1295                     1526                     1867                  \n",
       "135    5                       12                        5                  \n",
       "136   89                      125                       93                  \n",
       "137  299                      201                      313                  \n",
       "138  510                      272                      593                  \n",
       "139 1644                     1994                     2085                  \n",
       "140  451                      602                      533                  \n",
       "141  242                      163                      256                  \n",
       "142  166                      231                      209                  \n",
       "143   93                      176                      100                  \n",
       "144    3                        4                        3                  \n",
       "145  547                      941                      674                  \n",
       "146 2120                      871                     3064                  \n",
       "147   75                      112                       75                  \n",
       "148  371                      130                      378                  \n",
       "149   53                      122                       53                  \n",
       "150  586                      850                      635                  \n",
       "151  837                      525                      972                  \n",
       "    All.returns.above.mode treeID\n",
       "1    1266                   1    \n",
       "2      25                   2    \n",
       "3     217                   3    \n",
       "4      74                   4    \n",
       "5     229                   5    \n",
       "6     564                   6    \n",
       "7      55                   7    \n",
       "8     240                   8    \n",
       "9      11                   9    \n",
       "10    387                  10    \n",
       "11   1475                  11    \n",
       "12   2157                  12    \n",
       "13     50                  13    \n",
       "14    644                  14    \n",
       "15     71                  15    \n",
       "16    857                  16    \n",
       "17     73                  17    \n",
       "18  14414                  18    \n",
       "19    216                  19    \n",
       "20   1156                  20    \n",
       "21   3725                  21    \n",
       "22   9042                  22    \n",
       "23    316                  23    \n",
       "24   1278                  24    \n",
       "25    170                  25    \n",
       "26     51                  26    \n",
       "27   5787                  27    \n",
       "28   1562                  28    \n",
       "29   4966                  29    \n",
       "30   3164                  30    \n",
       "<U+22EE>   <U+22EE>               <U+22EE>\n",
       "122 3507                   122   \n",
       "123  599                   123   \n",
       "124 2727                   124   \n",
       "125 4304                   125   \n",
       "126   72                   126   \n",
       "127  641                   127   \n",
       "128  681                   128   \n",
       "129 4161                   129   \n",
       "130  825                   130   \n",
       "131  320                   131   \n",
       "132  893                   132   \n",
       "133  176                   133   \n",
       "134  814                   134   \n",
       "135   12                   135   \n",
       "136  130                   136   \n",
       "137  269                   137   \n",
       "138  375                   138   \n",
       "139 1586                   139   \n",
       "140  177                   140   \n",
       "141  173                   141   \n",
       "142  267                   142   \n",
       "143  114                   143   \n",
       "144    4                   144   \n",
       "145  604                   145   \n",
       "146 1327                   146   \n",
       "147  113                   147   \n",
       "148  142                   148   \n",
       "149  129                   149   \n",
       "150  930                   150   \n",
       "151 1311                   151   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metricsDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "write.csv(metricsDF, 'C:/Temp/MRes/training_data/B_LAS_metrics.csv')"
   ]
  }
 ],
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  "kernelspec": {
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   "file_extension": ".r",
   "mimetype": "text/x-r-source",
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