size-analysis-fast.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tuxml\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(92471, 9259)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = tuxml.load_dataset()\n",
    "df[:10]\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OPENVSWITCH</th>\n",
       "      <th>TEXTSEARCH_FSM</th>\n",
       "      <th>NETFILTER_XT_MATCH_TCPMSS</th>\n",
       "      <th>MPLS</th>\n",
       "      <th>NFC_HCI</th>\n",
       "      <th>NETFILTER_XT_MATCH_TIME</th>\n",
       "      <th>NET_MPLS_GSO</th>\n",
       "      <th>NFC_SHDLC</th>\n",
       "      <th>NETFILTER_XT_MATCH_U32</th>\n",
       "      <th>OPENVSWITCH_GRE</th>\n",
       "      <th>...</th>\n",
       "      <th>LZO-vmlinux</th>\n",
       "      <th>LZO</th>\n",
       "      <th>LZ4-bzImage</th>\n",
       "      <th>LZ4-vmlinux</th>\n",
       "      <th>LZ4</th>\n",
       "      <th>cid</th>\n",
       "      <th>nbyes</th>\n",
       "      <th>nbno</th>\n",
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       "  </thead>\n",
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       "      <td>1734208</td>\n",
       "      <td>1986512.0</td>\n",
       "      <td>4072280</td>\n",
       "      <td>1841339</td>\n",
       "      <td>123091</td>\n",
       "      <td>525</td>\n",
       "      <td>8041</td>\n",
       "      <td>669</td>\n",
       "      <td>1194</td>\n",
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       "    <tr>\n",
       "      <th>99232</th>\n",
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       "      <td>2290640.0</td>\n",
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       "      <td>2144007</td>\n",
       "      <td>115110</td>\n",
       "      <td>420</td>\n",
       "      <td>8104</td>\n",
       "      <td>711</td>\n",
       "      <td>1131</td>\n",
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       "      <td>2139088.0</td>\n",
       "      <td>4223832</td>\n",
       "      <td>1994471</td>\n",
       "      <td>115655</td>\n",
       "      <td>505</td>\n",
       "      <td>8324</td>\n",
       "      <td>406</td>\n",
       "      <td>911</td>\n",
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       "      <td>508</td>\n",
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       "      <td>1036</td>\n",
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       "      <td>641</td>\n",
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       "      <td>1099</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 9259 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        OPENVSWITCH  TEXTSEARCH_FSM  NETFILTER_XT_MATCH_TCPMSS  MPLS  NFC_HCI  \\\n",
       "109097            0               0                          0     0        0   \n",
       "58621             0               0                          0     0        0   \n",
       "107213            0               0                          0     0        0   \n",
       "99232             0               0                          0     0        0   \n",
       "99777             0               0                          0     0        0   \n",
       "91160             0               0                          0     0        0   \n",
       "109537            0               0                          0     0        0   \n",
       "80771             0               0                          0     0        0   \n",
       "66399             0               0                          0     0        0   \n",
       "96643             0               0                          0     0        0   \n",
       "\n",
       "        NETFILTER_XT_MATCH_TIME  NET_MPLS_GSO  NFC_SHDLC  \\\n",
       "109097                        0             0          0   \n",
       "58621                         0             0          0   \n",
       "107213                        0             0          0   \n",
       "99232                         0             0          0   \n",
       "99777                         0             0          0   \n",
       "91160                         0             0          0   \n",
       "109537                        0             0          0   \n",
       "80771                         0             0          0   \n",
       "66399                         0             0          0   \n",
       "96643                         0             0          0   \n",
       "\n",
       "        NETFILTER_XT_MATCH_U32  OPENVSWITCH_GRE  ...  LZO-vmlinux      LZO  \\\n",
       "109097                       0                0  ...      2863640   644621   \n",
       "58621                        0                0  ...      2777624   558712   \n",
       "107213                       0                0  ...      3953176  1734208   \n",
       "99232                        0                0  ...      4248440  2027905   \n",
       "99777                        0                0  ...      4096536  1877790   \n",
       "91160                        0                0  ...      4297240  2077003   \n",
       "109537                       0                0  ...      4232056  2011955   \n",
       "80771                        0                0  ...      4338200  2120182   \n",
       "66399                        0                0  ...      4621176  2401304   \n",
       "96643                        0                0  ...      4928376  2707431   \n",
       "\n",
       "        LZ4-bzImage  LZ4-vmlinux      LZ4     cid  nbyes  nbno  nbmodule  \\\n",
       "109097     814544.0      2900824   669288  124978     25  9210         0   \n",
       "58621      724432.0      2810712   578375   74458     24  9211         0   \n",
       "107213    1986512.0      4072280  1841339  123091    525  8041       669   \n",
       "99232     2290640.0      4375728  2144007  115110    420  8104       711   \n",
       "99777     2139088.0      4223832  1994471  115655    505  8324       406   \n",
       "91160     2347472.0      4432728  2203924  107038    631  7804       800   \n",
       "109537    2282448.0      4367536  2133755  125418    508  8199       528   \n",
       "80771     2397136.0      4481880  2251054   96648    641  8136       458   \n",
       "66399     2691024.0      4777136  2542313   82269    600  7704       931   \n",
       "96643     3019728.0      5104816  2870154  112521    619  7899       717   \n",
       "\n",
       "        nbyesmodule  \n",
       "109097           25  \n",
       "58621            24  \n",
       "107213         1194  \n",
       "99232          1131  \n",
       "99777           911  \n",
       "91160          1431  \n",
       "109537         1036  \n",
       "80771          1099  \n",
       "66399          1531  \n",
       "96643          1336  \n",
       "\n",
       "[10 rows x 9259 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(\"vmlinux\")[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "size_methods = [\"vmlinux\", \"GZIP-bzImage\", \"GZIP-vmlinux\", \"GZIP\", \"BZIP2-bzImage\", \n",
    "              \"BZIP2-vmlinux\", \"BZIP2\", \"LZMA-bzImage\", \"LZMA-vmlinux\", \"LZMA\", \"XZ-bzImage\", \"XZ-vmlinux\", \"XZ\", \n",
    "              \"LZO-bzImage\", \"LZO-vmlinux\", \"LZO\", \"LZ4-bzImage\", \"LZ4-vmlinux\", \"LZ4\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    92471.000000\n",
      "mean        10.598258\n",
      "std          5.067311\n",
      "min          2.606560\n",
      "25%          7.241585\n",
      "50%          9.325638\n",
      "75%         12.500435\n",
      "max        105.566864\n",
      "Name: GZIP-vmlinux, dtype: float64\n",
      "count    92471.000000\n",
      "mean        47.351335\n",
      "std         67.485701\n",
      "min          6.966263\n",
      "25%         21.575394\n",
      "50%         29.995773\n",
      "75%         45.562561\n",
      "max       1698.141251\n",
      "Name: vmlinux, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure()\n",
    "pd.DataFrame(df['vmlinux']).plot.box()\n",
    "plt.show(block=False)\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "pd.DataFrame(df['vmlinux'] / 1048576).plot.box()\n",
    "plt.show(block=False)\n",
    "\n",
    "plt.figure()\n",
    "pd.DataFrame(df['LZO']).plot.box()\n",
    "plt.show(block=False)\n",
    "\n",
    "plt.figure()\n",
    "pd.DataFrame(df['BZIP2']).plot.box()\n",
    "plt.show(block=False)\n",
    "\n",
    "\n",
    "print((df['GZIP-vmlinux'] / 1048576).describe())\n",
    "print((df['vmlinux'] / 1048576).describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#print(408678 / 1048576)\n",
    "#print(408678 / 1000000)\n",
    "\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set(style='whitegrid', palette=\"deep\", font_scale=1.1, rc={\"figure.figsize\": [8, 5]})\n",
    "\n",
    "# plt.style.use('ggplot')\n",
    "\n",
    "plt.rcParams['font.family'] = 'serif'\n",
    "plt.rcParams['font.serif'] = 'Ubuntu'\n",
    "plt.rcParams['font.monospace'] = 'Ubuntu Mono'\n",
    "plt.rcParams['font.size'] = 10\n",
    "plt.rcParams['axes.labelsize'] = 10\n",
    "plt.rcParams['axes.labelweight'] = 'bold'\n",
    "plt.rcParams['xtick.labelsize'] = 10\n",
    "plt.rcParams['ytick.labelsize'] = 10\n",
    "plt.rcParams['legend.fontsize'] = 10\n",
    "plt.rcParams['figure.titlesize'] = 12\n",
    "\n",
    "plt.figure()\n",
    "(df['vmlinux'][df['vmlinux'] < df['vmlinux'].quantile(0.97)] / 1048576).hist(bins=60)\n",
    "# plt.title(\"Distribution of vmlinux size (in Mb, quantile=0.95)\")\n",
    "plt.xlabel('vmlinux')\n",
    "plt.ylabel('count')\n",
    "plt.savefig(\"output-figs/vmlinux-hist.pdf\", bbox_inches = 'tight', pad_inches = 0)\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "(df['GZIP-vmlinux'][df['GZIP-vmlinux'] < df['GZIP-vmlinux'].quantile(0.99)] / 1048576).hist(bins=60)\n",
    "# plt.title(\"Distribution of GZIP-vmlinux size (in Mb, quantile=0.95)\")\n",
    "plt.xlabel('GZIP-vmlinux')\n",
    "plt.ylabel('count')\n",
    "plt.savefig(\"output-figs/gzip-vmlinux-hist.pdf\", bbox_inches = 'tight', pad_inches = 0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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v6uoa8pV5dSC4EeoAhhUSEjLiYwDBh1AHMKz+/n7df//9OnHihO6//362iAWmAFa/AxiWzWbTu+++q7/85S8KCwuTzWZjsRwQ5OipAxjWwMCAbw7d6/US6MAUQKgDuKLLly8P+QoguBHqAK4oKipKNptNUVFRZpcCYAwIdQDDio2N1U8//aSBgQH99NNPio2NNbskAKMg1AEMq7u7W88//7waGhr0/PPPq7u72+ySAIyC1e8AhhUeHq69e/fq8ccf17x58xQeHs7e70CQo6cOwI9hGOrr69PFixdlGIYuXryovr4+tokFghw9dQB+br/9dvX29qqlpUWS1NHRofnz5+uGG24wuTIAI6GnDsBPQkKCL9AHtbS0KCEhwaSKAIwFoQ7Az/vvvy/p5xXwhmH4Vr4PtgMIToQ6AD9er1fLly/XnDlzZBiG5syZo+XLl3OXNiDIEeoAhtXY2Kienh55vV719PSosbHR7JIAjIJQBzCsnp4eZWdnq66uTtnZ2erp6TG7JACjGFOol5WVKS0tTbm5ub62H374QYWFhVq5cqUKCwt9G1N4vV49/fTTysrK0po1a/TFF1/4XvPOO+9o5cqVWrlypd55550JvhQAE23fvn269957tW/fPrNLATAGYwr1tWvX6uDBg0PaDhw4oLS0NB0/flxpaWk6cOCAJKm+vl6tra06fvy4du7cqR07dkj6+Y+Al156SW+++abeeustvfTSS+xQBQQxm8024mMAwWdMP6WpqamKiYkZ0lZbW6v8/HxJUn5+vk6cODGk3TAMLVmyROfPn1dnZ6caGhq0dOlSzZgxQzExMVq6dKk++uijCb4cABPBMAwNDAz4gnzwXupsPgMEt4A3nzl79qzi4uIkSTfddJPOnj0rSXK73YqPj/cdFx8fL7fb7ddut9vldruv6pwulyvQcgFchcFV7oP3UB/86vV61dTUZFpdAEY2ITvKGYYxKX/BOxwORUREXPPzALiylJQUs0sALK+vry+gjmzAk2SzZs1SZ2enJKmzs1MzZ86U9HMPvKOjw3dcR0eH7Ha7X7vb7Zbdbg/09AAmwSOPPKIPP/xQjzzyiNmlABiDgEM9MzNT1dXVkqTq6mqtWLFiSLvX69Xp06c1ffp0xcXFKT09XQ0NDeru7lZ3d7caGhqUnp4+MVcB4Jo4cOCA7r33Xt9CWADBbUzD7yUlJWpsbFRXV5cyMjJUXFyshx9+WFu2bNGRI0c0Z84c7dmzR5K0bNkynTx5UllZWYqKitIzzzwjSZoxY4Y2bdqk9evXS5I2b96sGTNmXKPLAjARBufW2UkOmBoM7xT4aR2cW2BOHZgcI62RmQK/MoApL9Dc44OnAABYBKEOwE9o6PAzc1dqBxAcCHUAfi5fvizp/w/DD34dbAcQnAh1AFf03zvKAQh+/KQCuKLnnntODQ0Neu6558wuBcAYMEEG4Iq2bt1qdgkArgI9dQAALIJQBwDAIgh1AAAsglAHAMAiCHUAACyCUAcAwCIIdQAALIJQBwDAIgh1AAAsglAHAMAiCHUAV/S/d2kDENwIdQBX5PV6h3wFENwIdQAALIJQBwDAIgh1AAAsglAHAMAiCHUAACyCUAcAwCIIdQAALIJQBwDAIgh1AAAsIjTQF3777bd67LHHfI/b2tr06KOP6scff9Sbb76pmTNnSpJKSkq0bNkySdL+/ft15MgR2Ww2/elPf9I999wzzvIBAMCggEN9wYIFqqmpkST19/crIyNDWVlZOnr0qDZu3KiioqIhx3/zzTdyOp1yOp1yu90qLCzUe++9p5CQkPFdAQAAkDRBw+///Oc/lZiYqISEhCseU1tbq5ycHIWHhysxMVHz5s3TmTNnJuL0AABA4+ip/zen06nc3Fzf48OHD6u6uloOh0OlpaWKiYmR2+3W4sWLfcfY7Xa53e6rOo/L5ZqIcgGMQ1NTk9klALiCcYe6x+PRBx98oK1bt0qSCgoKtGnTJhmGoRdeeEG7du3Ss88+O+5CJcnhcCgiImJC3gtAYFJSUswuAbC8vr6+gDqy4x5+r6+v18KFCzV79mxJ0uzZsxUSEiKbzaYNGzbo888/l/Rzz7yjo8P3OrfbLbvdPt7TAwCA/zPuUHc6ncrJyfE97uzs9H1/4sQJJSUlSZIyMzPldDrl8XjU1tam1tZWLVq0aLynBwAA/2dcw++9vb36+OOPVVFR4Wv785//rK+++kqSlJCQ4HsuKSlJ2dnZWr16tUJCQrR9+3ZWvgMAMIEMr9frNbuI0QzOLTCnDkwOwzCu+NwU+JUBTHmB5h47ygEAYBGEOgAAFkGoAwBgEYQ6AAAWQagDAGARhDoAABZBqAMAYBGEOgAAFkGoAwBgEYQ6AAAWQagDAGARhDoAABZBqAMAYBGEOgAAFkGoAwBgEYQ6AAAWQagDAGARhDoAABZBqAMAYBGEOgAAFkGoAwBgEYQ6AAAWQagDAGARhDoAABZBqAMAYBGEOgAAFkGoAwBgEYQ6AAAWETreN8jMzNS0adNks9kUEhKio0eP6ocfftBjjz2m7777TgkJCdqzZ49iYmLk9XpVWVmpkydPKjIyUrt27dLChQsn4joAALjuTUhP/Y033lBNTY2OHj0qSTpw4IDS0tJ0/PhxpaWl6cCBA5Kk+vp6tba26vjx49q5c6d27NgxEacHAAC6RsPvtbW1ys/PlyTl5+frxIkTQ9oNw9CSJUt0/vx5dXZ2XosSAAC47ox7+F2SioqKZBiGHnjgAT3wwAM6e/as4uLiJEk33XSTzp49K0lyu92Kj4/3vS4+Pl5ut9t37GhcLtdElAtgHJqamswuAcAVjDvUq6qqZLfbdfbsWRUWFmrBggVDnjcMQ4ZhjPc0kiSHw6GIiIgJeS8AgUlJSTG7BMDy+vr6AurIjnv43W63S5JmzZqlrKwsnTlzRrNmzfINq3d2dmrmzJm+Yzs6Onyv7ejo8L0eAACMz7hCvbe3VxcuXPB9/49//ENJSUnKzMxUdXW1JKm6ulorVqyQJF+71+vV6dOnNX369DEPvQMAgJGNa/j97Nmz2rx5sySpv79fubm5ysjI0B133KEtW7boyJEjmjNnjvbs2SNJWrZsmU6ePKmsrCxFRUXpmWeeGf8VAAAASZLh9Xq9ZhcxmsG5BebUgckx0jqYKfArA5jyAs09dpQDAMAiCHUAACyCUAcAwCIIdQAALIJQBwDAIgh1AAAsglAHAMAiCHUAACyCUAcAwCIIdQAALIJQBwDAIgh1AAAsglAHAMAiCHUAACyCUAcAwCIIdQAALIJQBwDAIgh1AAAsglAHAMAiCHUAACyCUAcAwCIIdQAALIJQBwDAIgh1AAAsglAHAMAiCHUAACyCUAcAwCICDvX//Oc/+u1vf6vVq1crJydHb7zxhiRp7969uueee5SXl6e8vDydPHnS95r9+/crKytLq1at0kcffTT+6gEAgE9ooC8MCQlRaWmpFi5cqAsXLmjdunVaunSpJGnjxo0qKioacvw333wjp9Mpp9Mpt9utwsJCvffeewoJCRnfFQAAAEnj6KnHxcVp4cKFkqTo6GgtWLBAbrf7isfX1tYqJydH4eHhSkxM1Lx583TmzJlATw8AAP5HwD31/9be3q7m5mYtXrxYn332mQ4fPqzq6mo5HA6VlpYqJiZGbrdbixcv9r3GbreP+EfAcFwu10SUC2AcmpqazC4BwBWMO9R7enr06KOP6o9//KOio6NVUFCgTZs2yTAMvfDCC9q1a5eeffbZiahVDodDERERE/JeAAKTkpJidgmA5fX19QXUkR3X6vdLly7p0Ucf1Zo1a7Ry5UpJ0uzZsxUSEiKbzaYNGzbo888/l/Rzz7yjo8P3WrfbLbvdPp7TAwCA/xJwqHu9XpWXl2vBggUqLCz0tXd2dvq+P3HihJKSkiRJmZmZcjqd8ng8amtrU2trqxYtWjSO0gEAwH8LePi9qalJNTU1uu2225SXlydJKikp0bFjx/TVV19JkhISElRRUSFJSkpKUnZ2tlavXq2QkBBt376dle8AAEwgw+v1es0uYjSDcwvMqQOTwzCMKz43BX5lAFNeoLnHjnIAAFgEoQ4AgEUQ6gAAWAShDgCARRDqAABYBKEOAIBFEOoAAFgEoQ4AgEUQ6gAAWAShDgCARRDqAABYBKEOAIBFEOoAAFgEoQ4AgEUQ6gAAWAShDgCARRDqAABYBKEOAIBFEOoAAFgEoQ5YnMPhkGEYV/VvJFf7XoZhyOFwTNLVAte3ULMLAHBtuVyuq37NSMHu9XrHUw6Aa4ieOgAAFkGoA/Bzpd44vXQguDH8DmBYgwFuGAZhDkwRhDoQxGbOnKmuri6zyxh18dxkiI2N1blz58wuAwhqhDoQxLq6ukzvJTc1NSklJcXUGqTg+MMCCHbMqQMAYBH01IEg9m7xCn1buc7UGmIlfft3U0uQ9PP/BYCRTXqo19fXq7KyUgMDA9qwYYMefvjhyS4BmDKy99aaXULQiI2N1bkXza4CCG6TGur9/f2qqKjQa6+9JrvdrvXr1yszM1O33nrrZJYBTBlmz6dLrH4HppJJnVM/c+aM5s2bp8TERIWHhysnJ0e1tfREgGspkG1i/3fL2PG8nm1igckzqT11t9ut+Ph432O73a4zZ86M+fWBbHcJXO/eeOMNs0uQ9PMqegDX1pRaKOdwOBQREWF2GcB1JVg+0gZcT/r6+gLqyE7q8LvdbldHR4fvsdvtlt1un8wSAACwrEkN9TvuuEOtra1qa2uTx+OR0+lUZmbmZJYAAIBlTerwe2hoqLZv366HHnpI/f39WrdunZKSkiazBAAALGvS59SXLVumZcuWTfZpAQCwPLaJBQDAIgh1AAAsglAHAMAiCHUAACxiSmw+M7jvtMfjMbkS4PrU19dndgnAdWUw7672vgtTItQvXbokSfr6669NrgS4PrFFM2COS5cuKTIycszHG94pcPulgYEB9fT0KCwszHeDCQAArMrr9erSpUuaNm2abLaxz5RPiVAHAACjY6EcAAAWQagDAGARhDoAABZBqAMAYBGEOgAAFkGoAwBgEYQ6AAAWQagDGFZZWZnS0tKUm5trdikAxohQBzCstWvX6uDBg2aXAeAqEOoAhpWamqqYmBizywBwFQh1AAAsglAHAMAiCHUAACyCUAcAwCIIdQDDKikp0a9//Wu1tLQoIyNDb731ltklARgF91MHAMAi6KkDAGARhDoAABZBqAMAYBGEOgAAFkGoAwBgEYQ6AAAWQagDAGARhDoAABbx/wDFAaJUy9oFswAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "# Make boxplot for one group only\n",
    "# sns.violinplot( x=(df[\"vmlinux\"] / 1048576), showfliers=False, bw= 1.0, cut = 0)\n",
    "\n",
    "plt.figure()\n",
    "plt.boxplot(df['vmlinux'] / 1048576, showfliers=True)\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "sns.violinplot( y=(df[\"vmlinux\"] / 1048576), cut=0, bw=.9, scale=\"width\")\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.boxplot(df['vmlinux'] / 1048576, showfliers=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "# sns.set(style='whitegrid', palette=\"deep\", font_scale=1.1, rc={\"figure.figsize\": [8, 5]})\n",
    "sns.distplot(\n",
    "    df[\"vmlinux\"], norm_hist=False, kde=True, bins=20, hist_kws={\"alpha\": 1}\n",
    ").set(xlabel='vmlinux', ylabel='Count');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x127a49ef0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(x=\"vmlinux\", y=\"cid\", style=\"o\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    #T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row0_col0 {\n",
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       "        }    #T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row0_col1 {\n",
       "            color:  green;\n",
       "        }    #T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row0_col2 {\n",
       "            color:  green;\n",
       "        }    #T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row0_col3 {\n",
       "            color:  green;\n",
       "        }    #T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row0_col4 {\n",
       "            color:  red;\n",
       "        }    #T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row0_col5 {\n",
       "            color:  red;\n",
       "        }    #T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row1_col0 {\n",
       "            color:  red;\n",
       "        }    #T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row1_col1 {\n",
       "            color:  black;\n",
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       "            color:  green;\n",
       "        }    #T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row1_col3 {\n",
       "            color:  green;\n",
       "        }    #T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row1_col4 {\n",
       "            color:  red;\n",
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       "            color:  red;\n",
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       "            color:  red;\n",
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       "            color:  red;\n",
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       "            color:  black;\n",
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       "            color:  green;\n",
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       "            color:  red;\n",
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       "            color:  red;\n",
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       "            color:  red;\n",
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       "            color:  red;\n",
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       "            color:  red;\n",
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       "            color:  red;\n",
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       "            color:  black;\n",
       "        }</style><table id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843\" ><caption>Difference (average in percentage) per compression methods</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >GZIP</th>        <th class=\"col_heading level0 col1\" >BZIP2</th>        <th class=\"col_heading level0 col2\" >LZMA</th>        <th class=\"col_heading level0 col3\" >XZ</th>        <th class=\"col_heading level0 col4\" >LZO</th>        <th class=\"col_heading level0 col5\" >LZ4</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843level0_row0\" class=\"row_heading level0 row0\" >GZIPo</th>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row0_col0\" class=\"data row0 col0\" >0</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row0_col1\" class=\"data row0 col1\" >3.00927</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row0_col2\" class=\"data row0 col2\" >23.8295</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row0_col3\" class=\"data row0 col3\" >35.775</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row0_col4\" class=\"data row0 col4\" >-9.70977</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row0_col5\" class=\"data row0 col5\" >-11896.2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843level0_row1\" class=\"row_heading level0 row1\" >BZIP2o</th>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row1_col0\" class=\"data row1 col0\" >-2.87205</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row1_col1\" class=\"data row1 col1\" >0</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row1_col2\" class=\"data row1 col2\" >20.276</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row1_col3\" class=\"data row1 col3\" >31.8624</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row1_col4\" class=\"data row1 col4\" >-12.3289</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row1_col5\" class=\"data row1 col5\" >-11441.1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843level0_row2\" class=\"row_heading level0 row2\" >LZMAo</th>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row2_col0\" class=\"data row2 col0\" >-19.1917</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row2_col1\" class=\"data row2 col1\" >-16.7598</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row2_col2\" class=\"data row2 col2\" >0</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row2_col3\" class=\"data row2 col3\" >9.63275</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row2_col4\" class=\"data row2 col4\" >-27.0131</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row2_col5\" class=\"data row2 col5\" >-9365.11</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843level0_row3\" class=\"row_heading level0 row3\" >XZo</th>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row3_col0\" class=\"data row3 col0\" >-9079.37</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row3_col1\" class=\"data row3 col1\" >-9077.15</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row3_col2\" class=\"data row3 col2\" >-9061.82</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row3_col3\" class=\"data row3 col3\" >0</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row3_col4\" class=\"data row3 col4\" >-33.2221</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row3_col5\" class=\"data row3 col5\" >-8685.34</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843level0_row4\" class=\"row_heading level0 row4\" >LZOo</th>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row4_col0\" class=\"data row4 col0\" >-17283</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row4_col1\" class=\"data row4 col1\" >-17279.7</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row4_col2\" class=\"data row4 col2\" >-17256.6</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row4_col3\" class=\"data row4 col3\" >50.5076</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row4_col4\" class=\"data row4 col4\" >0</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row4_col5\" class=\"data row4 col5\" >-13211.9</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843level0_row5\" class=\"row_heading level0 row5\" >LZ4o</th>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row5_col0\" class=\"data row5 col0\" >-18866</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row5_col1\" class=\"data row5 col1\" >-18862.5</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row5_col2\" class=\"data row5 col2\" >-18837.6</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row5_col3\" class=\"data row5 col3\" >61.0352</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row5_col4\" class=\"data row5 col4\" >6.93776</td>\n",
       "                        <td id=\"T_3e1890fc_b1e3_11e9_82f5_f45c89acf843row5_col5\" class=\"data row5 col5\" >0</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x127e58518>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import scipy.stats\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "\n",
    "def color_negative_positive(val, pcolor=\"green\", ncolor=\"red\"):\n",
    "    \"\"\"\n",
    "    Takes a scalar and returns a string with\n",
    "    the css property `'color: red'` for negative\n",
    "    strings, black otherwise.\n",
    "    \"\"\"\n",
    "    color = pcolor if val > 0 else ncolor \n",
    "    if val == 0:\n",
    "        color = 'black' \n",
    "    return 'color: %s' % color\n",
    "\n",
    "compress_methods = [\"GZIP\", \"BZIP2\", \"LZMA\", \"XZ\", \"LZO\", \"LZ4\"]\n",
    "def compareCompress(size_measure_of_interest): #\"\" # \"-vmlinux\" #\"-bzImage\" # prefix\n",
    "    rCompressDiff = pd.DataFrame(index=list(map(lambda c: c + \"o\", compress_methods)) , columns=compress_methods) \n",
    "    for compress_method in compress_methods:\n",
    "        for compress_method2 in compress_methods:\n",
    "            rCompressDiff.loc[compress_method + \"o\"][compress_method2] = (np.mean(df[compress_method + size_measure_of_interest] / df[compress_method2 + size_measure_of_interest]) * 100) - 100\n",
    "    return rCompressDiff\n",
    "\n",
    "#cmy = sns.light_palette(\"red\", as_cmap=True)\n",
    "compareCompress(\"\").style.set_caption('Difference (average in percentage) per compression methods').applymap(color_negative_positive)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "            color:  black;\n",
       "        }</style><table id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843\" ><caption>Difference (average in percentage) per compression methods, vmlinux</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >GZIP</th>        <th class=\"col_heading level0 col1\" >BZIP2</th>        <th class=\"col_heading level0 col2\" >LZMA</th>        <th class=\"col_heading level0 col3\" >XZ</th>        <th class=\"col_heading level0 col4\" >LZO</th>        <th class=\"col_heading level0 col5\" >LZ4</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843level0_row0\" class=\"row_heading level0 row0\" >GZIPo</th>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row0_col0\" class=\"data row0 col0\" >0</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row0_col1\" class=\"data row0 col1\" >-28.1465</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row0_col2\" class=\"data row0 col2\" >17.6087</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row0_col3\" class=\"data row0 col3\" >25.5951</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row0_col4\" class=\"data row0 col4\" >-7.48979</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row0_col5\" class=\"data row0 col5\" >-12.3437</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843level0_row1\" class=\"row_heading level0 row1\" >BZIP2o</th>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row1_col0\" class=\"data row1 col0\" >41.0556</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row1_col1\" class=\"data row1 col1\" >0</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row1_col2\" class=\"data row1 col2\" >65.3317</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row1_col3\" class=\"data row1 col3\" >76.2405</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row1_col4\" class=\"data row1 col4\" >30.6506</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row1_col5\" class=\"data row1 col5\" >23.8874</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843level0_row2\" class=\"row_heading level0 row2\" >LZMAo</th>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row2_col0\" class=\"data row2 col0\" >-14.8725</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row2_col1\" class=\"data row2 col1\" >-39.0396</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row2_col2\" class=\"data row2 col2\" >0</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row2_col3\" class=\"data row2 col3\" >6.74528</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row2_col4\" class=\"data row2 col4\" >-21.2054</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row2_col5\" class=\"data row2 col5\" >-25.3171</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843level0_row3\" class=\"row_heading level0 row3\" >XZo</th>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row3_col0\" class=\"data row3 col0\" >-20.0819</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row3_col1\" class=\"data row3 col1\" >-42.8681</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row3_col2\" class=\"data row3 col2\" >-6.15874</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row3_col3\" class=\"data row3 col3\" >0</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row3_col4\" class=\"data row3 col4\" >-26.0152</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row3_col5\" class=\"data row3 col5\" >-29.8666</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843level0_row4\" class=\"row_heading level0 row4\" >LZOo</th>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row4_col0\" class=\"data row4 col0\" >8.14584</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row4_col1\" class=\"data row4 col1\" >-22.1959</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row4_col2\" class=\"data row4 col2\" >27.2664</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row4_col3\" class=\"data row4 col3\" >35.9318</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row4_col4\" class=\"data row4 col4\" >0</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row4_col5\" class=\"data row4 col5\" >-5.26847</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843level0_row5\" class=\"row_heading level0 row5\" >LZ4o</th>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row5_col0\" class=\"data row5 col0\" >14.2047</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row5_col1\" class=\"data row5 col1\" >-17.7728</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row5_col2\" class=\"data row5 col2\" >34.4445</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row5_col3\" class=\"data row5 col3\" >43.6185</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row5_col4\" class=\"data row5 col4\" >5.57607</td>\n",
       "                        <td id=\"T_3e3dbecc_b1e3_11e9_82f5_f45c89acf843row5_col5\" class=\"data row5 col5\" >0</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x127a2f470>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compareCompress(\"-vmlinux\").style.set_caption('Difference (average in percentage) per compression methods, vmlinux').applymap(color_negative_positive)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\begin{tabular}{lllllll}\n",
      "\\toprule\n",
      "{} &     GZIP &    BZIP2 &     LZMA &       XZ &      LZO &      LZ4 \\\\\n",
      "\\midrule\n",
      "GZIPo  &        0 & -28.1465 &  17.6087 &  25.5951 & -7.48979 & -12.3437 \\\\\n",
      "BZIP2o &  41.0556 &        0 &  65.3317 &  76.2405 &  30.6506 &  23.8874 \\\\\n",
      "LZMAo  & -14.8725 & -39.0396 &        0 &  6.74528 & -21.2054 & -25.3171 \\\\\n",
      "XZo    & -20.0819 & -42.8681 & -6.15874 &        0 & -26.0152 & -29.8666 \\\\\n",
      "LZOo   &  8.14584 & -22.1959 &  27.2664 &  35.9318 &        0 & -5.26847 \\\\\n",
      "LZ4o   &  14.2047 & -17.7728 &  34.4445 &  43.6185 &  5.57607 &        0 \\\\\n",
      "\\bottomrule\n",
      "\\end{tabular}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(compareCompress(\"-vmlinux\").to_latex())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col7 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col8 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col9 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col10 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col11 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col12 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col13 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col14 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col15 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col16 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col17 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col18 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #d8f8d8;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col4 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col5 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col6 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col7 {\n",
       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col8 {\n",
       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col9 {\n",
       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col10 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col11 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col12 {\n",
       "            background-color:  #058205;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col13 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col14 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col15 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col16 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col17 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col18 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #d8f8d8;\n",
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       "            background-color:  #018001;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col5 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col7 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col8 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col10 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col17 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #e5ffe5;\n",
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       "            background-color:  #018001;\n",
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       "            background-color:  #018001;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col6 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #048204;\n",
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       "            background-color:  #068306;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #068306;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #068306;\n",
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       "            background-color:  #e5ffe5;\n",
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       "            background-color:  #018001;\n",
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       "            background-color:  #018001;\n",
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       "            background-color:  #018001;\n",
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       "            background-color:  #028102;\n",
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       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
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       "            background-color:  #008000;\n",
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       "            background-color:  #028102;\n",
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       "            background-color:  #028102;\n",
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       "            background-color:  #028102;\n",
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       "            background-color:  #048204;\n",
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       "            background-color:  #048204;\n",
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       "            background-color:  #048204;\n",
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       "            background-color:  #068306;\n",
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       "            background-color:  #068306;\n",
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       "            background-color:  #068306;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #e5ffe5;\n",
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       "            background-color:  #018001;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col7 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col8 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #028102;\n",
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       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col13 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col14 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col15 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col16 {\n",
       "            background-color:  #068306;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col17 {\n",
       "            background-color:  #068306;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col18 {\n",
       "            background-color:  #068306;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col0 {\n",
       "            background-color:  #e5ffe5;\n",
       "            color:  #000000;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col1 {\n",
       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col2 {\n",
       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col3 {\n",
       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col4 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col5 {\n",
       "            background-color:  #058205;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col6 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col7 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col8 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col9 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col10 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col11 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col12 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col13 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col14 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col15 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col16 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col17 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col18 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col0 {\n",
       "            background-color:  #e5ffe5;\n",
       "            color:  #000000;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col1 {\n",
       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col2 {\n",
       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col3 {\n",
       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col4 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col5 {\n",
       "            background-color:  #058205;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col6 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col7 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col8 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col9 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col10 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col11 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col12 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col13 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col14 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col15 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col16 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col17 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col18 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col0 {\n",
       "            background-color:  #e5ffe5;\n",
       "            color:  #000000;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col1 {\n",
       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col3 {\n",
       "            background-color:  #038103;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col4 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col5 {\n",
       "            background-color:  #058205;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col6 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col7 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col8 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col9 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col10 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col11 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col12 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col13 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col14 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col15 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col16 {\n",
       "            background-color:  #088408;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col17 {\n",
       "            background-color:  #088408;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col18 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col0 {\n",
       "            background-color:  #d6f7d6;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col4 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col5 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col6 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col7 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col8 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col10 {\n",
       "            background-color:  #058205;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #058205;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col17 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
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       "            background-color:  #018001;\n",
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       "            background-color:  #018001;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col9 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col10 {\n",
       "            background-color:  #058205;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #058205;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col18 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col0 {\n",
       "            background-color:  #d6f7d6;\n",
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       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col2 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col3 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col4 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col5 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col6 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col7 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col8 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col9 {\n",
       "            background-color:  #048204;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col10 {\n",
       "            background-color:  #058205;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col11 {\n",
       "            background-color:  #058205;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col12 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col13 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col14 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col15 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col16 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col17 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col18 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col0 {\n",
       "            background-color:  #d3f5d3;\n",
       "            color:  #000000;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col1 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col2 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col3 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col4 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col5 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col6 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col7 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col8 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col9 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col10 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col11 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col12 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col13 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col14 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col15 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col16 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col17 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col18 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col0 {\n",
       "            background-color:  #d3f5d3;\n",
       "            color:  #000000;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col1 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col2 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col3 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col4 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col5 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col6 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col7 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col8 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col9 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col10 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col11 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col12 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col13 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col14 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col15 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col16 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col17 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col18 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col0 {\n",
       "            background-color:  #d3f5d3;\n",
       "            color:  #000000;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col1 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col2 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col3 {\n",
       "            background-color:  #028102;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col4 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col5 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col6 {\n",
       "            background-color:  #018001;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col7 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col8 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col9 {\n",
       "            background-color:  #058305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col10 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col11 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col12 {\n",
       "            background-color:  #078407;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col13 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col14 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col15 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col16 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col17 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col18 {\n",
       "            background-color:  #008000;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843\" ><caption>Correlations between size measures</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >vmlinux</th>        <th class=\"col_heading level0 col1\" >GZIP-bzImage</th>        <th class=\"col_heading level0 col2\" >GZIP-vmlinux</th>        <th class=\"col_heading level0 col3\" >GZIP</th>        <th class=\"col_heading level0 col4\" >BZIP2-bzImage</th>        <th class=\"col_heading level0 col5\" >BZIP2-vmlinux</th>        <th class=\"col_heading level0 col6\" >BZIP2</th>        <th class=\"col_heading level0 col7\" >LZMA-bzImage</th>        <th class=\"col_heading level0 col8\" >LZMA-vmlinux</th>        <th class=\"col_heading level0 col9\" >LZMA</th>        <th class=\"col_heading level0 col10\" >XZ-bzImage</th>        <th class=\"col_heading level0 col11\" >XZ-vmlinux</th>        <th class=\"col_heading level0 col12\" >XZ</th>        <th class=\"col_heading level0 col13\" >LZO-bzImage</th>        <th class=\"col_heading level0 col14\" >LZO-vmlinux</th>        <th class=\"col_heading level0 col15\" >LZO</th>        <th class=\"col_heading level0 col16\" >LZ4-bzImage</th>        <th class=\"col_heading level0 col17\" >LZ4-vmlinux</th>        <th class=\"col_heading level0 col18\" >LZ4</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row0\" class=\"row_heading level0 row0\" >vmlinux</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col1\" class=\"data row0 col1\" >0.516397</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col2\" class=\"data row0 col2\" >0.516424</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col3\" class=\"data row0 col3\" >0.515071</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col4\" class=\"data row0 col4\" >0.529437</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col5\" class=\"data row0 col5\" >0.529293</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col6\" class=\"data row0 col6\" >0.528244</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col7\" class=\"data row0 col7\" >0.500999</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col8\" class=\"data row0 col8\" >0.501036</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col9\" class=\"data row0 col9\" >0.499203</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col10\" class=\"data row0 col10\" >0.500264</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col11\" class=\"data row0 col11\" >0.500304</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col12\" class=\"data row0 col12\" >0.498854</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col13\" class=\"data row0 col13\" >0.533398</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col14\" class=\"data row0 col14\" >0.533565</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col15\" class=\"data row0 col15\" >0.532801</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col16\" class=\"data row0 col16\" >0.540692</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col17\" class=\"data row0 col17\" >0.540869</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row0_col18\" class=\"data row0 col18\" >0.540197</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row1\" class=\"row_heading level0 row1\" >GZIP-bzImage</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col0\" class=\"data row1 col0\" >0.516397</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col1\" class=\"data row1 col1\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col2\" class=\"data row1 col2\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col3\" class=\"data row1 col3\" >0.999932</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col4\" class=\"data row1 col4\" >0.997733</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col5\" class=\"data row1 col5\" >0.997131</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col6\" class=\"data row1 col6\" >0.997819</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col7\" class=\"data row1 col7\" >0.997759</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col8\" class=\"data row1 col8\" >0.99776</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col9\" class=\"data row1 col9\" >0.997626</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col10\" class=\"data row1 col10\" >0.99354</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col11\" class=\"data row1 col11\" >0.993543</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col12\" class=\"data row1 col12\" >0.993413</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col13\" class=\"data row1 col13\" >0.997473</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col14\" class=\"data row1 col14\" >0.997486</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col15\" class=\"data row1 col15\" >0.9976</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col16\" class=\"data row1 col16\" >0.994642</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col17\" class=\"data row1 col17\" >0.994656</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row1_col18\" class=\"data row1 col18\" >0.994786</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row2\" class=\"row_heading level0 row2\" >GZIP-vmlinux</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col0\" class=\"data row2 col0\" >0.516424</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col1\" class=\"data row2 col1\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col3\" class=\"data row2 col3\" >0.999931</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col4\" class=\"data row2 col4\" >0.997737</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col5\" class=\"data row2 col5\" >0.997135</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col6\" class=\"data row2 col6\" >0.997823</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col7\" class=\"data row2 col7\" >0.997757</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col8\" class=\"data row2 col8\" >0.997759</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col9\" class=\"data row2 col9\" >0.997624</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col10\" class=\"data row2 col10\" >0.993538</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col11\" class=\"data row2 col11\" >0.993541</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col12\" class=\"data row2 col12\" >0.993411</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col13\" class=\"data row2 col13\" >0.997477</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col14\" class=\"data row2 col14\" >0.997491</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col15\" class=\"data row2 col15\" >0.997603</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col16\" class=\"data row2 col16\" >0.994648</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col17\" class=\"data row2 col17\" >0.994662</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row2_col18\" class=\"data row2 col18\" >0.994792</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row3\" class=\"row_heading level0 row3\" >GZIP</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col0\" class=\"data row3 col0\" >0.515071</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col1\" class=\"data row3 col1\" >0.999932</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col2\" class=\"data row3 col2\" >0.999931</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col3\" class=\"data row3 col3\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col4\" class=\"data row3 col4\" >0.99754</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col5\" class=\"data row3 col5\" >0.996936</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col6\" class=\"data row3 col6\" >0.997737</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col7\" class=\"data row3 col7\" >0.997697</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col8\" class=\"data row3 col8\" >0.997698</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col9\" class=\"data row3 col9\" >0.997745</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col10\" class=\"data row3 col10\" >0.993578</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col11\" class=\"data row3 col11\" >0.993579</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col12\" class=\"data row3 col12\" >0.993478</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col13\" class=\"data row3 col13\" >0.997334</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col14\" class=\"data row3 col14\" >0.997302</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col15\" class=\"data row3 col15\" >0.997432</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col16\" class=\"data row3 col16\" >0.994445</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col17\" class=\"data row3 col17\" >0.99441</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row3_col18\" class=\"data row3 col18\" >0.994555</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row4\" class=\"row_heading level0 row4\" >BZIP2-bzImage</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col0\" class=\"data row4 col0\" >0.529437</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col1\" class=\"data row4 col1\" >0.997733</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col2\" class=\"data row4 col2\" >0.997737</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col3\" class=\"data row4 col3\" >0.99754</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col4\" class=\"data row4 col4\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col5\" class=\"data row4 col5\" >0.999404</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col6\" class=\"data row4 col6\" >0.999953</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col7\" class=\"data row4 col7\" >0.994638</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col8\" class=\"data row4 col8\" >0.994645</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col9\" class=\"data row4 col9\" >0.994338</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col10\" class=\"data row4 col10\" >0.991162</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col11\" class=\"data row4 col11\" >0.991171</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col12\" class=\"data row4 col12\" >0.99082</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col13\" class=\"data row4 col13\" >0.998566</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col14\" class=\"data row4 col14\" >0.998574</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col15\" class=\"data row4 col15\" >0.998554</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col16\" class=\"data row4 col16\" >0.997401</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col17\" class=\"data row4 col17\" >0.997408</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row4_col18\" class=\"data row4 col18\" >0.997418</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row5\" class=\"row_heading level0 row5\" >BZIP2-vmlinux</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col0\" class=\"data row5 col0\" >0.529293</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col1\" class=\"data row5 col1\" >0.997131</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col2\" class=\"data row5 col2\" >0.997135</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col3\" class=\"data row5 col3\" >0.996936</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col4\" class=\"data row5 col4\" >0.999404</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col5\" class=\"data row5 col5\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col6\" class=\"data row5 col6\" >0.999356</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col7\" class=\"data row5 col7\" >0.99403</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col8\" class=\"data row5 col8\" >0.994038</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col9\" class=\"data row5 col9\" >0.993728</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col10\" class=\"data row5 col10\" >0.990537</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col11\" class=\"data row5 col11\" >0.990546</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col12\" class=\"data row5 col12\" >0.990193</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col13\" class=\"data row5 col13\" >0.997976</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col14\" class=\"data row5 col14\" >0.997984</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col15\" class=\"data row5 col15\" >0.997964</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col16\" class=\"data row5 col16\" >0.996818</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col17\" class=\"data row5 col17\" >0.996825</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row5_col18\" class=\"data row5 col18\" >0.996834</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row6\" class=\"row_heading level0 row6\" >BZIP2</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col0\" class=\"data row6 col0\" >0.528244</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col1\" class=\"data row6 col1\" >0.997819</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col2\" class=\"data row6 col2\" >0.997823</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col3\" class=\"data row6 col3\" >0.997737</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col4\" class=\"data row6 col4\" >0.999953</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col5\" class=\"data row6 col5\" >0.999356</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col6\" class=\"data row6 col6\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col7\" class=\"data row6 col7\" >0.994737</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col8\" class=\"data row6 col8\" >0.994744</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col9\" class=\"data row6 col9\" >0.994586</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col10\" class=\"data row6 col10\" >0.991346</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col11\" class=\"data row6 col11\" >0.991354</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col12\" class=\"data row6 col12\" >0.991032</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col13\" class=\"data row6 col13\" >0.998564</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col14\" class=\"data row6 col14\" >0.998536</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col15\" class=\"data row6 col15\" >0.998534</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col16\" class=\"data row6 col16\" >0.997339</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col17\" class=\"data row6 col17\" >0.997307</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row6_col18\" class=\"data row6 col18\" >0.997333</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row7\" class=\"row_heading level0 row7\" >LZMA-bzImage</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col0\" class=\"data row7 col0\" >0.500999</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col1\" class=\"data row7 col1\" >0.997759</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col2\" class=\"data row7 col2\" >0.997757</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col3\" class=\"data row7 col3\" >0.997697</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col4\" class=\"data row7 col4\" >0.994638</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col5\" class=\"data row7 col5\" >0.99403</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col6\" class=\"data row7 col6\" >0.994737</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col7\" class=\"data row7 col7\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col8\" class=\"data row7 col8\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col9\" class=\"data row7 col9\" >0.99988</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col10\" class=\"data row7 col10\" >0.994359</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col11\" class=\"data row7 col11\" >0.99436</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col12\" class=\"data row7 col12\" >0.994294</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col13\" class=\"data row7 col13\" >0.991706</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col14\" class=\"data row7 col14\" >0.991731</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col15\" class=\"data row7 col15\" >0.991878</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col16\" class=\"data row7 col16\" >0.987196</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col17\" class=\"data row7 col17\" >0.987223</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row7_col18\" class=\"data row7 col18\" >0.987383</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row8\" class=\"row_heading level0 row8\" >LZMA-vmlinux</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col0\" class=\"data row8 col0\" >0.501036</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col1\" class=\"data row8 col1\" >0.99776</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col2\" class=\"data row8 col2\" >0.997759</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col3\" class=\"data row8 col3\" >0.997698</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col4\" class=\"data row8 col4\" >0.994645</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col5\" class=\"data row8 col5\" >0.994038</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col6\" class=\"data row8 col6\" >0.994744</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col7\" class=\"data row8 col7\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col8\" class=\"data row8 col8\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col9\" class=\"data row8 col9\" >0.999879</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col10\" class=\"data row8 col10\" >0.994359</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col11\" class=\"data row8 col11\" >0.994359</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col12\" class=\"data row8 col12\" >0.994292</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col13\" class=\"data row8 col13\" >0.991713</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col14\" class=\"data row8 col14\" >0.991738</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col15\" class=\"data row8 col15\" >0.991885</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col16\" class=\"data row8 col16\" >0.987205</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col17\" class=\"data row8 col17\" >0.987233</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row8_col18\" class=\"data row8 col18\" >0.987392</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row9\" class=\"row_heading level0 row9\" >LZMA</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col0\" class=\"data row9 col0\" >0.499203</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col1\" class=\"data row9 col1\" >0.997626</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col2\" class=\"data row9 col2\" >0.997624</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col3\" class=\"data row9 col3\" >0.997745</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col4\" class=\"data row9 col4\" >0.994338</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col5\" class=\"data row9 col5\" >0.993728</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col6\" class=\"data row9 col6\" >0.994586</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col7\" class=\"data row9 col7\" >0.99988</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col8\" class=\"data row9 col8\" >0.999879</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col9\" class=\"data row9 col9\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col10\" class=\"data row9 col10\" >0.99437</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col11\" class=\"data row9 col11\" >0.99437</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col12\" class=\"data row9 col12\" >0.994341</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col13\" class=\"data row9 col13\" >0.991475</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col14\" class=\"data row9 col14\" >0.99144</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col15\" class=\"data row9 col15\" >0.99161</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col16\" class=\"data row9 col16\" >0.986886</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col17\" class=\"data row9 col17\" >0.986848</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row9_col18\" class=\"data row9 col18\" >0.987028</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row10\" class=\"row_heading level0 row10\" >XZ-bzImage</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col0\" class=\"data row10 col0\" >0.500264</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col1\" class=\"data row10 col1\" >0.99354</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col2\" class=\"data row10 col2\" >0.993538</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col3\" class=\"data row10 col3\" >0.993578</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col4\" class=\"data row10 col4\" >0.991162</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col5\" class=\"data row10 col5\" >0.990537</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col6\" class=\"data row10 col6\" >0.991346</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col7\" class=\"data row10 col7\" >0.994359</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col8\" class=\"data row10 col8\" >0.994359</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col9\" class=\"data row10 col9\" >0.99437</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col10\" class=\"data row10 col10\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col11\" class=\"data row10 col11\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col12\" class=\"data row10 col12\" >0.999981</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col13\" class=\"data row10 col13\" >0.988294</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col14\" class=\"data row10 col14\" >0.988291</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col15\" class=\"data row10 col15\" >0.988461</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col16\" class=\"data row10 col16\" >0.984144</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col17\" class=\"data row10 col17\" >0.984141</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row10_col18\" class=\"data row10 col18\" >0.984321</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row11\" class=\"row_heading level0 row11\" >XZ-vmlinux</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col0\" class=\"data row11 col0\" >0.500304</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col1\" class=\"data row11 col1\" >0.993543</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col2\" class=\"data row11 col2\" >0.993541</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col3\" class=\"data row11 col3\" >0.993579</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col4\" class=\"data row11 col4\" >0.991171</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col5\" class=\"data row11 col5\" >0.990546</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col6\" class=\"data row11 col6\" >0.991354</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col7\" class=\"data row11 col7\" >0.99436</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col8\" class=\"data row11 col8\" >0.994359</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col9\" class=\"data row11 col9\" >0.99437</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col10\" class=\"data row11 col10\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col11\" class=\"data row11 col11\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col12\" class=\"data row11 col12\" >0.99998</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col13\" class=\"data row11 col13\" >0.988303</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col14\" class=\"data row11 col14\" >0.9883</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col15\" class=\"data row11 col15\" >0.988469</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col16\" class=\"data row11 col16\" >0.984155</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col17\" class=\"data row11 col17\" >0.984152</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row11_col18\" class=\"data row11 col18\" >0.984331</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row12\" class=\"row_heading level0 row12\" >XZ</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col0\" class=\"data row12 col0\" >0.498854</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col1\" class=\"data row12 col1\" >0.993413</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col2\" class=\"data row12 col2\" >0.993411</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col3\" class=\"data row12 col3\" >0.993478</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col4\" class=\"data row12 col4\" >0.99082</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col5\" class=\"data row12 col5\" >0.990193</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col6\" class=\"data row12 col6\" >0.991032</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col7\" class=\"data row12 col7\" >0.994294</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col8\" class=\"data row12 col8\" >0.994292</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col9\" class=\"data row12 col9\" >0.994341</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col10\" class=\"data row12 col10\" >0.999981</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col11\" class=\"data row12 col11\" >0.99998</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col12\" class=\"data row12 col12\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col13\" class=\"data row12 col13\" >0.987968</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col14\" class=\"data row12 col14\" >0.987964</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col15\" class=\"data row12 col15\" >0.988157</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col16\" class=\"data row12 col16\" >0.983729</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col17\" class=\"data row12 col17\" >0.983725</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row12_col18\" class=\"data row12 col18\" >0.983926</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row13\" class=\"row_heading level0 row13\" >LZO-bzImage</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col0\" class=\"data row13 col0\" >0.533398</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col1\" class=\"data row13 col1\" >0.997473</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col2\" class=\"data row13 col2\" >0.997477</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col3\" class=\"data row13 col3\" >0.997334</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col4\" class=\"data row13 col4\" >0.998566</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col5\" class=\"data row13 col5\" >0.997976</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col6\" class=\"data row13 col6\" >0.998564</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col7\" class=\"data row13 col7\" >0.991706</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col8\" class=\"data row13 col8\" >0.991713</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col9\" class=\"data row13 col9\" >0.991475</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col10\" class=\"data row13 col10\" >0.988294</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col11\" class=\"data row13 col11\" >0.988303</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col12\" class=\"data row13 col12\" >0.987968</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col13\" class=\"data row13 col13\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col14\" class=\"data row13 col14\" >0.999992</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col15\" class=\"data row13 col15\" >0.999985</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col16\" class=\"data row13 col16\" >0.999421</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col17\" class=\"data row13 col17\" >0.999411</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row13_col18\" class=\"data row13 col18\" >0.999433</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row14\" class=\"row_heading level0 row14\" >LZO-vmlinux</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col0\" class=\"data row14 col0\" >0.533565</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col1\" class=\"data row14 col1\" >0.997486</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col2\" class=\"data row14 col2\" >0.997491</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col3\" class=\"data row14 col3\" >0.997302</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col4\" class=\"data row14 col4\" >0.998574</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col5\" class=\"data row14 col5\" >0.997984</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col6\" class=\"data row14 col6\" >0.998536</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col7\" class=\"data row14 col7\" >0.991731</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col8\" class=\"data row14 col8\" >0.991738</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col9\" class=\"data row14 col9\" >0.99144</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col10\" class=\"data row14 col10\" >0.988291</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col11\" class=\"data row14 col11\" >0.9883</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col12\" class=\"data row14 col12\" >0.987964</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col13\" class=\"data row14 col13\" >0.999992</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col14\" class=\"data row14 col14\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col15\" class=\"data row14 col15\" >0.999993</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col16\" class=\"data row14 col16\" >0.999413</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col17\" class=\"data row14 col17\" >0.999421</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row14_col18\" class=\"data row14 col18\" >0.999443</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row15\" class=\"row_heading level0 row15\" >LZO</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col0\" class=\"data row15 col0\" >0.532801</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col1\" class=\"data row15 col1\" >0.9976</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col2\" class=\"data row15 col2\" >0.997603</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col3\" class=\"data row15 col3\" >0.997432</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col4\" class=\"data row15 col4\" >0.998554</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col5\" class=\"data row15 col5\" >0.997964</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col6\" class=\"data row15 col6\" >0.998534</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col7\" class=\"data row15 col7\" >0.991878</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col8\" class=\"data row15 col8\" >0.991885</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col9\" class=\"data row15 col9\" >0.99161</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col10\" class=\"data row15 col10\" >0.988461</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col11\" class=\"data row15 col11\" >0.988469</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col12\" class=\"data row15 col12\" >0.988157</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col13\" class=\"data row15 col13\" >0.999985</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col14\" class=\"data row15 col14\" >0.999993</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col15\" class=\"data row15 col15\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col16\" class=\"data row15 col16\" >0.999352</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col17\" class=\"data row15 col17\" >0.99936</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row15_col18\" class=\"data row15 col18\" >0.999395</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row16\" class=\"row_heading level0 row16\" >LZ4-bzImage</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col0\" class=\"data row16 col0\" >0.540692</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col1\" class=\"data row16 col1\" >0.994642</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col2\" class=\"data row16 col2\" >0.994648</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col3\" class=\"data row16 col3\" >0.994445</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col4\" class=\"data row16 col4\" >0.997401</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col5\" class=\"data row16 col5\" >0.996818</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col6\" class=\"data row16 col6\" >0.997339</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col7\" class=\"data row16 col7\" >0.987196</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col8\" class=\"data row16 col8\" >0.987205</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col9\" class=\"data row16 col9\" >0.986886</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col10\" class=\"data row16 col10\" >0.984144</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col11\" class=\"data row16 col11\" >0.984155</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col12\" class=\"data row16 col12\" >0.983729</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col13\" class=\"data row16 col13\" >0.999421</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col14\" class=\"data row16 col14\" >0.999413</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col15\" class=\"data row16 col15\" >0.999352</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col16\" class=\"data row16 col16\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col17\" class=\"data row16 col17\" >0.99999</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row16_col18\" class=\"data row16 col18\" >0.999966</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row17\" class=\"row_heading level0 row17\" >LZ4-vmlinux</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col0\" class=\"data row17 col0\" >0.540869</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col1\" class=\"data row17 col1\" >0.994656</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col2\" class=\"data row17 col2\" >0.994662</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col3\" class=\"data row17 col3\" >0.99441</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col4\" class=\"data row17 col4\" >0.997408</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col5\" class=\"data row17 col5\" >0.996825</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col6\" class=\"data row17 col6\" >0.997307</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col7\" class=\"data row17 col7\" >0.987223</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col8\" class=\"data row17 col8\" >0.987233</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col9\" class=\"data row17 col9\" >0.986848</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col10\" class=\"data row17 col10\" >0.984141</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col11\" class=\"data row17 col11\" >0.984152</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col12\" class=\"data row17 col12\" >0.983725</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col13\" class=\"data row17 col13\" >0.999411</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col14\" class=\"data row17 col14\" >0.999421</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col15\" class=\"data row17 col15\" >0.99936</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col16\" class=\"data row17 col16\" >0.99999</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col17\" class=\"data row17 col17\" >1</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row17_col18\" class=\"data row17 col18\" >0.999976</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843level0_row18\" class=\"row_heading level0 row18\" >LZ4</th>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col0\" class=\"data row18 col0\" >0.540197</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col1\" class=\"data row18 col1\" >0.994786</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col2\" class=\"data row18 col2\" >0.994792</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col3\" class=\"data row18 col3\" >0.994555</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col4\" class=\"data row18 col4\" >0.997418</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col5\" class=\"data row18 col5\" >0.996834</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col6\" class=\"data row18 col6\" >0.997333</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col7\" class=\"data row18 col7\" >0.987383</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col8\" class=\"data row18 col8\" >0.987392</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col9\" class=\"data row18 col9\" >0.987028</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col10\" class=\"data row18 col10\" >0.984321</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col11\" class=\"data row18 col11\" >0.984331</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col12\" class=\"data row18 col12\" >0.983926</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col13\" class=\"data row18 col13\" >0.999433</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col14\" class=\"data row18 col14\" >0.999443</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col15\" class=\"data row18 col15\" >0.999395</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col16\" class=\"data row18 col16\" >0.999966</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col17\" class=\"data row18 col17\" >0.999976</td>\n",
       "                        <td id=\"T_3ef2ce3e_b1e3_11e9_82f5_f45c89acf843row18_col18\" class=\"data row18 col18\" >1</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x127e86898>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cm = sns.light_palette(\"green\", as_cmap=True)\n",
    "pd.DataFrame.corr(df[size_methods]).style.set_caption('Correlations between size measures').background_gradient(cmap=cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}