Seaborn/19_displot.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seaborn: displot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mpg</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>model_year</th>\n",
       "      <th>origin</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3504</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.0</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>3693</td>\n",
       "      <td>11.5</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>buick skylark 320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3436</td>\n",
       "      <td>11.0</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>plymouth satellite</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3433</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>amc rebel sst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3449</td>\n",
       "      <td>10.5</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>ford torino</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mpg  cylinders  displacement  horsepower  weight  acceleration  \\\n",
       "0  18.0          8         307.0       130.0    3504          12.0   \n",
       "1  15.0          8         350.0       165.0    3693          11.5   \n",
       "2  18.0          8         318.0       150.0    3436          11.0   \n",
       "3  16.0          8         304.0       150.0    3433          12.0   \n",
       "4  17.0          8         302.0       140.0    3449          10.5   \n",
       "\n",
       "   model_year origin                       name  \n",
       "0          70    usa  chevrolet chevelle malibu  \n",
       "1          70    usa          buick skylark 320  \n",
       "2          70    usa         plymouth satellite  \n",
       "3          70    usa              amc rebel sst  \n",
       "4          70    usa                ford torino  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars = sns.load_dataset('mpg').dropna()\n",
    "\n",
    "cars.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style('white')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `kde`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, kde=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `kind` - NEW!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Kernel Density Estimation Plot: `kind='kde'`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, kind='kde');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Empirical Cumulative Distribution Function Plot: `kind='ecdf'`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, kind='ecdf');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `rug`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, kind='kde', rug=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Categorical Variables: `hue`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 427.125x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, hue='origin');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AWKjp2YLTalMz2w5X8asxQ1CpZG1UX8QE+/LOjZNRq1TcumYnpqYWV4ckRL+QJDVYNNaCYuld4QRA8FCo7dlI6qv9pVisCpePHtK7e4p2hof78/yi8RypMPHQx3tdHY4Q/UKS1GBRX2l77c1ICmztkXo43fd5dgmxwb6Mjg3s3T1FB+cmhXP7jGQ2/FTI5txyV4cjhNNJkhos+pqkguLBWNLttVKGRjPfH6zgstHRMtXnYEsvSCYxwp8HPtpDo9ni6nCEcCpJUoNFn0dSQ22vtd3bVfbrnDKaLVYuHx3du/uJTnlrNay6cjQFVQ2888NRV4cjhFNJkhos2prL9nYkdSJJdbN44ou9JUTovQftvlHOdm5yONNSI3jx2zzqGs2uDkcIp5EkNVg44pkUdKt4oqHZwjc55Vw6Kgq1dDx3mj9emkZNvZm3txx1dShCOI0kqcGivgK0PqDz793XB8aASt2t4omteRU0mC1cOkqm+pxpdGwQ01MjePuHfHk2JQYsSVKDRWtLpN4WMWi8QB/Trem+bw6U4afTMDkhtHf3Et12y9REKoxNfJJZ7OpQhHAKSVKDRW8X8p6qG2ulFEXh2wPlnJccjrdWevU523nJYYyI1vPW1qOuDkUIp5AkNVj0tiXSqbqxViqv3EhhdQMz0iL7di/RLSqVikVnxbPveJ00oBUDkiSpwcIRI6mgobZ9pSydt+T5Jse2wPT8tIi+3Ut025VnxOKtVbN2R8/aVgnhCSRJDRa93abjVMFDba2VDJ0///jmQBlpUXpign37di/RbUF+Xlw+OpqPM4ulgEIMOJKkBgNLCzTVgl8fCxna1krZn/IzNrWw42gV54+QUVR/u2p8LIbGFjKkVZIYYCRJDQaNJ55V+PZxYW3wMNtrJ8UTWw5VYLYo8jzKBc5LDifEz4tPs467OhQhHMopScpqtfLQQw8xf/58Fi9eTH5+frvj69evZ+7cucybN49vvvkGgKqqKm688UYWLVrEXXfdRUNDQ6fnFhcX89vf/pbFixdz7bXXcvjwYQC+/vprrr76aubPn8/69eud8dE8U8OJjfL6mqSCTmxc2MlI6tsDZei9tUwcJl0m+puXRs1lo6PZtL+UhmaZ8hMDh1OS1KZNm2hubmbdunXcfffdPP74423HysvLWbNmDWvXruX111/nmWeeobm5mRdffJFZs2bx3nvvkZ6ezrp16zo999lnn+Xaa69lzZo13HrrrTzzzDOYzWYee+wx3njjDdasWcO6deuoqKhwxsfzPI5KUl4+4B8JNfl2D393sIJzksLw0sgA3RVmjY2hvtki3dHFgOKUnya7du1i6tSpAIwbN47s7Oy2Y1lZWYwfPx6dToderyc+Pp6cnJx2XzNt2jS2bt3a6bkrVqxg+vTpAFgsFry9vcnLyyM+Pp6goCB0Oh0TJ05kx44dzvh4nsdRSQo6XSt1rLKewuoGpqT0cr8q0WeTE0LR+2j57/5SV4cihMM4JUkZjUYCAgLa/qzRaGhpaWk7ptfr2475+/tjNBrbve/v74/BYOj03NDQULy8vDh8+DBPPPEES5cu7fRcwckk5RPc92t1slZqS55t1HpukiQpV/HSqDk/LZJvDpRhtSquDkcIh3BKkgoICMBkMrX92Wq1otVq7R4zmUzo9fp275tMJgIDAzs9F2Dbtm0sXbqUJ598ksTExC7PHfQcOZIKGmrbrsNqbff2lkMVRAV6kxTRy96AwiEuGhlJhbGZzMIaV4cihEM4JUlNmDCBjIwMADIzM0lNTW07NnbsWHbt2kVTUxMGg4G8vDxSU1OZMGECmzdvBiAjI4OJEyd2eu62bdt49NFHee211xgzZgwASUlJ5OfnU1NTQ3NzMzt37mT8+PHO+Hiep7HG9uoT1PdrBceDpQlMZW1vWa0KP+RVcl5SuGxw6GLnp0aiUatkyk8MGFpnXPTiiy9my5YtLFiwAEVRWL16NW+++Sbx8fFceOGFLF68mEWLFqEoCsuWLcPb25slS5awYsUK1q9fT0hICE8//TR+fn52z129ejVms5l7770XgISEBP7yl79w7733ctNNN6EoCldffTVRUVHO+Hiep6EavINA44Bv96lrpfS2LucHSg1Umpo5N1mm+lwtyM+L8UOD+f5gBfdc6upohOg7laIog3byeu7cuWzcuNHVYTjfxv+BY9vgrqy+X6t0L7x0Lvz6DRh9NQCvfXeYVf/Zzw/3XcCQIOk04WrPbjrI3/6by08PXEyIv87V4QjRJ1IrPBg0VDvmeRTY7TqxNa+SxHB/SVBuYmpqOIpysphFCE8mSWowcGSS8gm0VQmeKEM3W6z8eLiSc5P72BdQOMzY2CACfbTSIkkMCJKkBgNHJimwrZU6sflhVmEtpmYL50npudvQatSckxTGD4crXR2KEH0mSWowcHSSCjq5VurHI7YfhLILr3uZNDyUgqoGSmobXR2KEH0iSWqgs1qdMJKKt033KQo7jlSRHBlAWIC3464v+qz1l4btR6tcHIkQfSNJaqBrNoBiBd9gx10zeCg0G7GYqth5tJpJw2UU5W7ShwTir9Ow44gkKeHZJEkNdI7sNtHqRIVfTl4ehqYWzpKpPrej1aiZMCyEHTKSEh5OktRA54wkFRwPwI48W1eDSZKk3NKk4aEcKDVQW292dShC9JokqYHOiUlqe2EDscG+xMpW8W5p0vBQFAV25stoSnguSVIDnTOSlG8IilcA28u9pKrPjY2PD8ZLo5LiCeHRJEkNdA01tldHJimViqMBZ1Bh1knRhBvz8dIwJjZIiieER5MkNdA5ci+pU2xXjwNkfZS7m5QQyp6iWhrNsqW88EySpAa6hmrw8rNt/e5A282JhKkMsn+Um5s8PBSzRSGzoMbVoQjRK5KkBrqGGsdO9Z2w0xjGRFUOqqY6h19bOM74eNv3XpKU8FSSpAY6R3ebACqNTeTX65ioPmh3K3nhPkL9dcSF+JIlO/UKDyVJaqBzQpJq/a18vPpgW6NZ4b7OiAvm54JaV4chRK9IkhroGqods238KX46Vo1WrWKM6kjblh3CfY2NC6KopoFKY5OrQxGixyRJDXROGEntPlbDyCF6fL00MpLyAGPjggHIKpLRlPA8kqQGMkVxeJKyWBV+LqixPZAPHgo1+Q67tnCOMXFBqFSQJVN+wgNpXR2AcCJzA1iaHJqkcksNmJotTIgPAUO8FE54gABvLUkRAVI8ITySjKQGMie0RNp9rAawtdwhOF6m+zzE2Lggfi6sRVEUV4ciRI9IkhrInJKkqgn11xEf6mfbsqOhCpqMDru+cI4z4oKpMDZxXHbqFR5GktRA5oQk9dOxaibEB6NSqdq6oUuFn/sbG2er8JQpP+FpJEkNZI01tlcHJanaejN55aa2LgZtSUqm/NzeyCGBaNUqfi6U4gnhWSRJDWQOHkllnvgtfPzQYNsbkqQ8ho+XhhFD9DKSEh5HktRA5uAklVVQg0plK2kGwD8SNDpJUh5iTGww2UV1UjwhPIokqYGsoRrUWtA5plN5VlEtieH+6H28bG+o1bbiCXkm5RHSYwKpbTBTLMUTwoNIkhrIWhfyqlQOudyewlrGxP6ixZKUoXuM9CGBAOwrls71wnNIkhrIHNhtoqyukZK6RsacaLHTJnioJCkPMSJaj0oF+49LkhKeQ5LUQObAJLXnRN+31lLmNsHxYCq3dbcQbs3fW8vwMH8ZSQmPIklqIHNgksoqrEWtOjll1CaotcJPnkt5gvQhgeyTkZTwIJKkBjIH7sq7p6iW5MgA/L1/0e5RytA9SnpMIMeq6qlrNLs6FCG6RZLUQOagkZSiKGQV1jImNrjjwbauE5KkPEHrSDjnuMHFkQjRPZKkBqqWZmg2OiRJldQ1UmFs6vg8CkAfbStzl5GUR0iPaa3wk84TwjNIkhqoHNgSKetEK50x9pKUWgNBcfJMykNE6r0J89fJcynhMSRJDVQO7Daxp7AWjVrVsWiiVZCUoXsKlUrFyCGB7JfpPuEhJEkNVK1Jyie4z5fKKqolNUqPj5fG/gnBwyRJeZD0mEAOlBowW6yuDkWI05IkNVC1Jim/vo2kFEVhb1Eto2M6GUWBrXjCWAItTX26l+gf6UMCaW6xcrjc5OpQhDgtSVIDlYOm+8oMTVSamhnVZZIaanutLezTvUT/aCueOC7FE8L9SZIaqByUpFq7E6TH2CmaaCVrpTxKQrg/XhoVOSXyXEq4P0lSA1VDNaAC7y6SSze0VoGNHKLv/KSgEyMpSVIewUujJikigFxJUsIDSJIaqBqqwTfYtp1GH+wrrmNYmN/J7TnsCYwFlUaSlAdJi9ZzQJKU8ACSpAYqB3Wb2He8rvPS81YaLQTFQk1+n+8n+kdatJ7i2kZpjyTcniSpgaqhGnxDe/QlpaZSPsj9gC1FW1AUBWNTC0crTadPUgAhw6H6aK9CFf0vLco2fXuwVEZTwr1pT3+K8Ej1VeAf0e3Td5Xu4vb/3o7RbATg8uGXc82wFSjKyWqwLoUkQM5/ehut6Gdp0bYklVNiYOKwnv0yI0R/kiQ1UDVUQ3hqt06taqzi7m/vJsw3jLcvf5v/HvsvL2a+SE35WCCkm0lqONRXQJMBvLsoshBuITbYF3+dRoonhNuTJDVQ9WCbjlezXqW6qZqXL36Z1JBUUkNSyavJ49/b8gjyPYvoQJ/TXyRkuO21+ihEj+lt1KKfqFQqUqP1UoYu3J48kxqILC3QVNutJFXZUMn6A+uZnTSbtNC0tveXn7mclsZo/ANqUKlUp79naILtVZ5LeYwR0XpySw0oiuLqUITolCSpgajxRCeBbiSpT/I+odnazG9H/bbd++E+kdAUQ7Wyh9qmbnQmaB1JVR3pWazCZVKj9FTXmyk3SDsr4b4kSQ1EbX37un4grigKGw9uZHzkeJKCk9odO1JhwmJVo+iO8dmRz05/T98QWzNbGUl5jNbiiQNS4SfcmFOSlNVq5aGHHmL+/PksXryY/Pz262fWr1/P3LlzmTdvHt988w0AVVVV3HjjjSxatIi77rqLhoaGTs9t9dZbb/HUU0+1+/PMmTNZvHgxixcv5vDhw874eO6vmy2RDtYc5GjdUWYlzupwrLXTRGKEN//O+3f37itl6B6ltQxdFvUKd+aUwolNmzbR3NzMunXryMzM5PHHH+ell14CoLy8nDVr1rBhwwaamppYtGgR5513Hi+++CKzZs1i7ty5vPLKK6xbt46ZM2faPddqtfKnP/2JPXv2cMkll7TdNzs7myeeeILRo0c742N5joYq2+tpktSm/E2oUHFB/AUdju0/bsBLo2LOqHN5bvdfOW48zpCAIV3fNzQBjv/c26hFPwsL8CY8wFuSlHBrThlJ7dq1i6lTpwIwbtw4srOz245lZWUxfvx4dDoder2e+Ph4cnJy2n3NtGnT2Lp1a6fnNjU1MWfOHG677bZ29927dy+vvPIKCxcu5OWXX3bGR/MM3RxJfVvwLeMixxHuG97hWG6pgaSIAC4cdj4AGYUZp79vyHBbaySrpWfxCpdJiw4gV6b7hBtzSpIyGo0EBAS0/Vmj0dDS0tJ2TK8/uY7G398fo9HY7n1/f38MBkOn5wYFBTFlypQO9505cyYrV67k7bffZteuXR2mBweNbiSpqsYq9lftZ0psx/+OYJsCSo3SkxCYQFxAHJsLN5/+viEJYG2RLTs8SGqUntxSI1arVPgJ9+SUJBUQEIDJdHJDNavVilartXvMZDKh1+vbvW8ymQgMDOz0XHsUReH6668nNDQUnU7H9OnT2bdvnzM+nvtr25W38w7o24q3AXBuzLkdjhkazRTVNJAWrUelUjEtbhrbS7bT0NLQ9X1PXSslPMKIaD0NZgsF1fWuDkUIu5ySpCZMmEBGhm16KDMzk9TUk50Pxo4dy65du2hqasJgMJCXl0dqaioTJkxg82bbb+sZGRlMnDix03PtMRqNzJo1C5PJhKIo/Pjjj4P32VRDtS1BqTvZ7h3YXrIdvU7PyNCRHY4dLLO1Rko98WB9etx0mixN7CjZ0fV929ZKSRm6p2j9HsuiXuGunFI4cfHFF7NlyxYWLFiAoiisXr2aN998k/j4eC688EIWL17MokWLUBSFZcuW4e3tzZIlS1ixYgXr168nJCSEp59+Gj8/P7vn2qPX61m2bBnXXXcdOp2Oc845h+nTpzvj47m/bjSXzSzL5IyIM9DYSWStrXJaq7/OjD4TX60vmws2My1uWucXDYwFtZeMpDxIa5LKLTFw6ahoF0cjREdOSVJqtZq//OUv7d5LSjq5DmfevHnMmzev3fHw8HBef/31Dteyd26ruXPntvvzVVddxVVXXdXLqAeQ02zTUddcR15tHpclXGb3+IFSA346DXEhvgDoNDomRU9ie8n2ru+r1th26ZUFvR7D31vL0FBfcqR4QrgpWcw7EJ0mSe0p3wPAGRFn2D1+oMRASpQetfpkO6SJURM5WneUioaKru8dmgBVg3R9modKiwqURrPCbXUrSe3Zs8fZcQhHqq/qMkn9XP4zapWaMeH2G8HmlhpIiwpo997EqIkA/FT6U9f3Dku2JSnpB+cx0qIDOFxhoqlFlg4I99OtJPXGG28wb9483n33Xerq6pwdk+ir04ykfi7/meTgZAJ0AR2OVRibqDA2tz2raJUemo6v1pddpbu6vndYMjQbwVjaq9BF/0uN0mOxKuSVmU5/shD9rFtJ6q9//SuvvvoqKpWKO++8k7vvvpsff/zR2bGJ3rBabA1mO0lSVsVKVnlWp1N9rQs7W/u6tfLSeDE2Ymw3ktSJZ4+Vh3oWt3CZEdG2/cIOlsmUn3A/3X4mVVFRQXFxMdXV1YSEhPDFF1+wfPlyZ8YmeqOxFlA6bS57uOYwRrOx8yT1i8q+U02MmkhudS51zV2MpsOSba+SpDxGQrg/WrVK2iMJt9St6r5rrrkGHx8f5s2bx5133olOpwPgpptucmpwohdO021iX5VtgfPocPtryA6UGgn28yJC37HU/8yoM1FQ2F26m+lDOynvD4wDjbckKQ+i06pJCPeX9kiDTEZGBsePH2f+/Pl2j2/cuJGgoCAuvPDCfo6svW4lqQcffJCxY8e2/Xn79u1MnjzZbsm4cLGGGttrJ0kqtyoXnVrHsMBh9o+X2toh2dvocHT4aDQqDVkVWZ0nKbXaNuVXmdeb6IWLpEbr2VPYjX3DxIAxbVoXax7puMTHVbpMUjt37uTQoUO89dZb3HDDDQBYLBbee+89Pv30034JUPTQaUZSB6oPkBySjFbd8VuvKAq5JQbmTIi1+7W+Wl+Sg5PJrsi2e7xNWBKUH+hR2MK10qL0/CfrOPXNLfjpnLJ8UvQzs9nMfffdR2FhIRaLhRtuuIH333+f0NBQamtrmTlzJvn5+SxfvpwXXniBTZs2ERoaSkNDA3feeSfbt28nPDycxMREXn31Vby8vCgsLORXv/oVS5Ys6bfP0eXfxsDAQCoqKmhubqa8vBwAlUrFPffc0y/BiV7oYpsORVHIrc5lepz9UVBxbSOGppYOlX2nGh0+mq/yv0JRlM63lQ9LhgOf27ax18gPPE/Q+j0/WGrkjKHBrg1GOMS6desIDQ3lqaeewmg0MnfuXHQ6Hddddx0XX3wxGzduBCAnJ4fvvvuODz/8ELPZzBVXXNHhWsXFxXzyySc0NzczdepU90lSqamppKamMm/ePCIjI/srJtEXXYykKhoqqGqsIi00ze6XthVNRHedpDYc3ECBoYD4wHj7J4Ulg9UMtccgNLFn8QuXOHWXXklSA0NeXh7nnmtrIB0QEEBSUhJbtmwhISGhw3ljxoxBo9Gg0Wjs9jxNTU1Fq9Wi1Wrx8fHpl/hbdVndd8cddwC2uckpU6a0+0e4qbYO6MEdDh2otk3BpYbYb9Lbuo14amTnSap1AfCeii4WeLdV+MlzKU8RH+qHt1YtnScGkKSkJHbu3AnYGnDn5uYSFxfXYQYkOTmZPXv2YLVaaW5utrt7RKezJv2gy5HUc889B8D333/fL8EIB2ioBu8gu9NsB6q6TlK5JQaiA30I8vPq9PJJwUn4aHzIrshmZuJM+yedWoaecnHP4hcuoVGrSIkKaPtFRXi+efPm8eCDD7Jw4UKampq4/fbb26b4TpWWlsb06dOZN28eISEheHl5tW2t5A66FcnWrVtpaWlBURQeeeQR7rzzTrvzlsINNFSDb7DdQweqDzDEfwhB3vb3mTpQaiC1i6k+AK1ay8iwkV0XT/iF2bYKkTJ0j5IapWfLodP0ZhQeQ6fT8cQTT7R7b86cOW3/3lq9V1lZSWBgIB9++CHNzc3MnDmTIUOG8Pvf/77t3LPOOqvt37ds2eLkyNvrdseJ4cOH88477/D++++zdu1aZ8clequLlki5Vbmkhdh/HmWxKhwsM3bo2WfP6PDR7K/aj9lqtn+CSmUbTUmS8ihpUXpK65qoqW92dSiiH4WEhJCdnc3VV1/NokWLuOaaa4iJiXF1WG26NZLy8fEhLCwMrVZLRESES+cnxWl0kqTMVjP5dflcEH+B3S87WmmiucVK2okWOV0ZEz6GNfvWkFeTx4jQEfZPCkuGo/37G5fom7a9pUqNTE7oej8yMXCo1Woee+wxV4fRqW6NpAICArj55pu5/PLL+ec//0loqPwFdludJKmCugJalBYSghLsfJGt9BggJbIbI6kwW/VPl8UT4SlQVwhNxm4ELdxB61SvdJ4Q7qRbI6lnn32WY8eOkZycTG5uLtdcc42z4xK91ck2HYdrbXs8JQbbLwnPK7clk6RuJKk4fRxB3kFkV2RzTWonfxciTmxLX34A4iZ2I3DhajFBPgR4ayVJCbfSrSRVWVnJN998w+eff9723u233+60oEQvWS3QWGMrXPiF1iSVEGh/JJVXZiQ60PZD6nRUKhWjw0d3PZKKbE1S+yVJeQiVSkVqVIA0mhVupVvTfXfeeSdGo5Hw8PC2f4QbaqwFxWo3SR2pPUK0fzR+Xn52v/RQuZHkboyiWo0KG0VeTR4NLQ32TwgZDlofKNvf7WsK10uL1pNbakCRTSuFm+jWSMrf359ly5Y5OxbRV/WVttdORlKJQfan+hRFIa/MyDVnDu32rUaFjcKqWDlQdYBxkeM6nqDW2J5Lled0+5rC9VKj9Ly/vYByYxOR+v7tLCCEPd0aSaWkpPCf//yHw4cPc+TIEY4cOeLsuERvtCWp9oUtVsXKkdojnSapkrpGTM2Wbj2PapUelg7AvsqOq9PbRIyEMklSnqR1H7HcEil4Ee6hWyOp/fv3s3//yWkblUrFO++847SgRC91MpIqNZXS0NLQaWXfobITRRMR/t2+VZRfFKE+oeyt3Nv5SZEjYM96aKwDn9OXtgvXSz2lh9+UFJnWd4UNuwpZv7PAodecd+ZQrp4Y1+nxjRs3cvjwYZYvX05TUxOXX345N910Ex999BFqtZoxY8bwwAMPkJuby+OPP47FYqG6upqVK1cyYcIEh8b6S91KUmvWrMFgMFBUVMTQoUPx9+/+DzPRjzpJUkdqbSPf0yWpnjyTUqlUjAobdfqRFNgq/IZO6va1heuEB3gT5q+THn6CjRs38uc//5mxY8fy3nvv0dLSwqFDh1ixYgVpaWn8+9//ZuPGje6RpL744gteeuklLBYLl112GSqVit/97ndODUz0QidJqq38vJPpvkNlRgJ9tEQEdNyNtyvpYelsKd5CQ0sDvlrfjidEnljoW75fkpQHSY3SSw8/F7p6YlyXox5nay2aeeyxx3jjjTd48sknGTduHIqiEBkZyYsvvoiPjw8mk4mAgO7/Yttb3Xom9eabb7J+/XqCg4P53e9+x6ZNm5wdl+iN+krQ+oKufQXfkdojBOoCCfWxvwg770RlX087iaSHpbcVT9gVPNwWjzyX8ihp0XoOSoXfoOLt7d22Z+DevbYp/PXr1/Pwww/z7rvvsn//fnbv3s2jjz7KHXfcwRNPPEFqamq//B3p1khKrVaj0+lQqVSoVCp8fe381ixcz1Rpt7LvmOEYwwKHdZqEDpWZmJEW0ePbjQobBcDeyr2dVPipISLVNpISHiMlKgBTs4WimgbiQuwvWRADy9SpU3n//fdZuHAho0aNwt/fn7S0NBYtWoS/vz9RUVGcccYZzJ49mzvvvJPAwECio6Oprq52emzdSlJnnnkmd999N6WlpTz00EOMGTPG2XGJ3qiv7FDZB1BoKGzbB+qXauvNVBibevQ8qlWkXyRhPmGnfy51JKPH1xau01bhV2qQJDVIBAYG8u6773Z4/5fdhW644QZuuOGG/goL6MZ0X05ODmq1mr179zJ79mxSUlK49957+yM20VP1HUdSLdYWjpuOE6e3P8d9qLznRROtVCoV6WHpXSepyBFgKIaGmh5fX7hGyokkdUDK0IUb6DJJffbZZ9x///3ExsZyzz33EBgYyPr16+WZlLuyk6SOm45jUSwM1dtfqJvXVn7euwego8JHcbj2MPXmevsnRNqmBCntolRduJUgXy+GBPlIDz/hFrqc7nvnnXd499138fM7OeSfM2cOS5Ys4aKLLnJ6cKKH6qs6JKlCQyFAlyMpnVbN0NDeTeukh54onqg+wPjI8R1PGDLW9lqyB4af16t7iP6XGqWXHn7CLXQ5ktJqte0SFNi27dBoNE4NSvSCxQxNtR2SVIHBtiiws5HUoTIjieH+aNS92yPstJ0n9NHgHwklWb26vnCNtGg9h8qNtFisrg5FDHJdJqnOqsGsVvmL63bqq2yvvyicKDQW4qX2IsLXfvVeXrmxR+2QfinSL5Jw3/Cun0tFj4HjkqQ8SWqUnuYWK/lVnUzjCtFPupzuO3ToEHfffXe79xRFIS8vz6lBiV5oXcjr376VTaGhkNiAWDTqjqPfRrOFgqp6rhwX2+vbthZP7K3o4pnTkLGw9XloaQJtzxYMC9c42cPP0OvnlUI4QpdJ6m9/+5vd9xcsWOCMWERfdNJtotBQ2OnzqCMVJqxK7yr7TpUels73Rd9Tb663vxVI9Fiwttg6og85o0/3Ev3Dtrjb1sPv8jFDXB2OcLKMjAyOHz/O/PnzXR1KB10mqcmTJ/dXHKKv7CQpRVEoMBRwRoT9xNDWs6+Pvym3bdvRWfFE9IniieNZkqQ8hK9Ow7BQPw6WShn6YDBt2jRXh9Cpbi3mFR7ATpKqbarFaDZ2Xn5ebkSlgsQedD+3p7V4Ym/FXvtJKjQRdAFSPOFhUqSHn2tkvg+7Oy6s7ZPx18K4hZ0ebu2CrlKpyM7OpqamhhEjRvDYY4/x/PPPc/jwYSorK6mrq+OBBx7gzDPP5N133+XLL7+koaGBkJAQ/v73v/Ppp5+yefNmGhsbOXbsGLfccgtz587tU+iSpAaK1sIJ35OFE4XG05SflxmJC/HFx6tv1ZqnLZ5QqyFqtBRPeJi0KD1f55TR1GLBWysVvQOd2WwmPDycN998E6vVysyZMyktLQXAx8eHd955h4MHD3L33Xfz0UcfUVNTw1tvvYVareamm25iz549ABiNRl5//XWOHj3KbbfdJklKnFBfCd6BoNW1vdW6Rqqr8vO+TvW1Ou22HdFj4Of3wWq1JS3h9lKj9VisCofLTYwcIvuB9ZtxC7sc9TiLSqWiqqqKP/zhD/j5+VFfX4/ZbAbg7LPPBmwb4FZUVKBWq/Hy8mo7t6SkhJaWFgBGjLDtfjBkyBCam5v7HJf8tBgo7PTta10jFRvQsXrPYlU4UmHqc9FEq/Sw9K47TwwZC81GqJZdnT3FqT38xMD3448/cvz4cZ555hn+8Ic/0NjY2NblvLUzem5uLlFRUeTk5LBp0yb+9re/8eCDD2K1WtvO7eluCqcjI6mBwk5LpEJjIeG+4XYr7oqqG2hqsTo0SSko5FTlMCHKziZorcUTxbshLMkh9xTOlRDuj1atks4Tg8SYMWPYu3cvv/nNb1CpVAwdOpSysjLAtjv79ddfT0NDA4888gjDhg3D19e3rdI7IiKi7VxHkyQ1UNRXQkBku7cKDAXEBXTWDsn2g8dRa2Daiicq99pPUlGjQOsDRT/BmF875J7CuXRaNYkR/jKSGgRaWloICwtjw4YNHY5t3bqVX/3qVyxc2H4K8p133unymt7e3nz99dd9jk2m+waKTvr2dVU0AX1fI9Uq0i+SCN+Izp9Labxs5edFOx1yP9E/ZJfegW/z5s288847nHeee/bWlJHUQFFf0S5JmS1mSkwlXXQ/NxEeoCPYT2f3eG+cdtuO2DNh5+u2PoMaL4fdVzhPWpSeT7OOY2pqwd9bflwMRNOnT2f69OmdHv/973/fj9F0JCOpgaC5Hsz17QonioxFKChddj9PdHC7m1FhozhSewST2WT/hLiJ0NIIpdkOva9wntRoW/FE68hbiP4mSWogaOh8jZS9kZSiKLbycwdN9bU6tXjCrtiJJ4KTKT9P0VrhJ1N+wlUkSQ0EpnLb6ymFE63l5/YKJyqMzdQ2mB22RqrVabftCB4GfuG24gnhEYaG+uGtVZMrFX7CRSRJDQTGE0nK/+R2HIWGQnw0PoT7hnc4Pa8PW8Z3JcIvgkjfSPZWdtIRXaWCuDOleMKDaNQqUqICZCQlXEaS1EBgsp+k4vRxdhfWtT5f6Ms+Up1JD08nu6KLZ06xZ0JFLjTUOPzewjlGRAeSIyMp4SKSpAYC04lFdKckqQJjF2ukyoz46TTEBPk4PJRxEePIr8unurHa/glxJ55LFcuUn6dIHxJIuaGJMkOjq0MRg5DUlA4Epgrw8gNv28hIURQKDYWcFX2W3dPzyo0kRQQ4vH0JwLjIcQBklmUyI35GxxNiTiz0LdwJSRc4/P7C8dJjbH379h83EKl3/C82or1P8j7hXwf/5dBrzkmZw+yk2Z0eN5vN/PnPfyY/Px+r1cpdd93Ffffdx2effYa3tzdPPfUUiYmJxMbG8tRTT+Hl5cW8efOIiIjgb3/7G97e3gQHB7N69Wr279/PP/7xD9RqNeXl5cyfP5/f/OY3HDhwgFWrVgG0navX608bu1OSlNVqZeXKlRw4cACdTseqVasYNmxY2/H169ezdu1atFotS5YsYcaMGVRVVbF8+XIaGxuJjIzksccew9fX1+65rd566y0qKipYvnw5AF9//TUvvPACWq2Wq6++mnnz5jnj47kfY1m7HXkrGytpaGnotPw8r8zIWYlhdo/11aiwUWjVWjLLO0lSvsEQmQ7HfnDK/YXjjYy2Jal9xXVMT404zdnCE33wwQeEhISwevVqqqurufbaazs9t6mpiQ8++ABFUbjwwgt5//33iYqK4u233+all17i/PPPp7S0lI8++gir1coVV1zBZZddxoMPPsjq1atJTk7mgw8+4LXXXmPZsmWnjc0pSWrTpk00Nzezbt06MjMzefzxx3nppZcAKC8vZ82aNWzYsIGmpiYWLVrEeeedx4svvsisWbOYO3cur7zyCuvWrWPmzJl2z7VarfzpT39iz549XHLJJYDtN4HHHnuMDz/8EF9fXxYuXMgFF1xAeHjHwoEBx1QG/icr+7rqfm5qaqG4tpGkPu4h1RkfrQ/poelklmV2flL8OZC1DiwtoJHBvLsL8vMiNtiXfcfrXB3KoDA7aXaXox5nyM3NZdeuXWRl2bbTaWlpobr65JR9a/NYgISEBACqq6sJCAggKioKgEmTJvHMM89w/vnnM378eHQ6W6OAlJQUjh07Rl5eHg8//DBg+3k9fPjwbsXmlGdSu3btYurUqQCMGzeO7OyTD9KzsrLaPoBeryc+Pp6cnJx2XzNt2jS2bt3a6blNTU3MmTOH2267re26eXl5xMfHExQUhE6nY+LEiezYscMZH8/9mCrsl5/bGUk5q7LvVGdEnsHeyr2YLWb7Jww719YRXRb1eoz0mED2Fde6OgzhJImJiW2DgldffZXLLruMyMhIysrKUBSFnJyTax/VJ7baCQkJwWg0tjWW3b59e1vi2b9/PxaLhYaGBg4dOsSwYcNISEjgiSeeYM2aNdxzzz2cf/753YrNKb/GGo1GAgJO/hDUaDS0tLSg1WoxGo3t5iH9/f0xGo3t3vf398dgMHR6blBQEFOmTGHjxo3t7mnv3EHBWAaxJ5u6FhoLUaGyu0VHfySp8ZHjWbNvDTlVOYyJGNPxhHjb3jQc+wFixjktDuE46UMC2bS/lPrmFvx0MvodaBYsWMADDzzAtddei9FoZNGiRdxyyy38z//8D7GxsQQGdtxPTKVSsWrVKn7/+9+jUqkICgriscce4+DBg7S0tHDLLbdQU1PDkiVLCA0NZeXKlaxYsYKWlhZUKhWPPvpot2Jzyt+2gIAATKaTrXGsVitardbuMZPJhF6vb3vfx8cHk8lEYGBgp+d2555dnTugWK22vn2/mO6L9IvEW+Pd4fRDZUa0ahXDwpwz3Qe2Cj+An8p+sp+kguIgKB7yt8LZS5wWh3Cc9JhAFAUOlBgYHx/i6nCEg+l0Op588skO7//61x13LDjrrJMFWeeeey7nnntuh3OSkpL461//2u690aNHs2bNmh7H5pTpvgkTJpCRkQFAZmYmqampbcfGjh3Lrl27aGpqwmAwkJeXR2pqKhMmTGDz5s0AZGRkMHHixE7PtScpKYn8/Hxqampobm5m586djB8/3hkfz700VIFitbtGyp5DZUbiw/zw0jhv9UGEXwTx+nh2lnSxaHfYOXBsG5wy1y3cV/qJnXnluZTob04ZSV188cVs2bKFBQsWoCgKq1ev5s033yQ+Pp4LL7yQxYsXs2jRIhRFYdmyZXh7e7NkyRJWrFjB+vXrCQkJ4emnn8bPz8/uufZ4eXlx7733ctNNN6EoCldffXXbA70Bra0lUvskdW5sx99uwLFbxndlUvQkvjz6JRarBY1a0/GE1uKJqsOyCaIHiAvxRe+jZV+xJCnRtbPOOqvdaKuvnJKk1Go1f/nLX9q9l5R08gfRvHnzOpSHh4eH8/rrr3e4lr1zW82dO7fdny+44AIuuGCQrb0xtl/I29jSSFlDmd2FvGaLlfzKei4dFe30sCZHT2bDwQ3kVOUwKnxUxxOGnUii+VslSXkAlUpF+pBAGUmJficdJzxdW0sk2zOpImMRYL+yL7+ynhar4rDdeLsyKXoSANtLtts/ITzVtv+VrJfyGOkxgeQcN2CxyhSt6D+SpDzdLzqgd7VGytG78XYlwi+ChKCEzpOUSgXDzoMj38lzKQ+RPiSQBrOFo5Wd7BcmhBNIkvJ0xjJQacAnGOjeGilnNJa1Z3L0ZHaV7sJs7WS9VMI0qD0G1Uf6JR7RNyfbI8mUn+g/kqQ8nanc9jzqxAK7QmMh/l7+hHh3LBPOKzMyJMiHgH7aBvysIWfR0NJAVnmW/RMSz7e9Ht7cL/GIvkmJ1OOlUUnxhOhXkqQ8XWuSOqHAYOt+bneLjhONZfvL2UPORqvS8l3hd/ZPCEsGfQwcyei3mETv6bRqkiICpHhC9CtJUp7OVN6h/NzeVJ+ztozvil6nZ3zUeDKKOklCKpVtyu9Ihm1RsnB7tvZIkqRE/5Ek5emMJ0dSVsVKkbHIbtFEcW0j9c0WUqL6L0kBTIudxsHqgxw3Hrd/QuJ0W8eMsk62nBduJX1IIGWGJsoNTa4ORQwSkqQ8maKc6IBuS1Ll9eU0WZrsrpE6eGL775TI/m0VNS1uGgDfFXUy5ZdgO84ReS7lCaR4QvQ3SVKerNkILY1tSarQ6B7l56dKCEogNiCWjMJOpvyC4iA0SZ5LeQhpjyT6myQpT9babeLEGqmuys8PlRkJ89cR6q/rt/DA1qlgxtAZ/FD8A4Zmg/2TEs+3rZdqae7X2ETPBfvpiA32JbtItu0Q/UOSlCczVdhe/U8u5FWr1AwJGNLh1IP9XDRxqssSLqPZ2sw3Bd/YPyH5IjCbpPuEhxgTGyRJSvQbSVKezNTat8+2+3ChsZAh/kPwUnu1O01RFA6WGvq9aKLV2PCxxPjH8NmRz+yfkDANNDo49FX/BiZ6ZUxcEEcr66mt72SRthAOJEnKkxlKbK96W8PY1jVSv1RuaKKusaXfiyZaqVQqLku4jG3F26hurO54gneArSv6wU39H5zosbFxQQDskdGU6AeSpDyZoQRU6pOFE52skTrooqKJU12ecDktSgtf5XcyWkq5GMr3Q21h/wYmemxsbDAAWUU1Lo1DDA6SpDyZscT2PEqtwWQ2UdVY1WnRBECKC5NUWkgaKSEpfJj7IYq9hrLJF9teD8qUn7sL8vNiWJgfewplJCWcT5KUJzOUgt62sWNX3c8PlhkI9NESobe/YWR/UKlUzE+dz/6q/eyp2NPxhIg0CBoKh2TKzxOMiQ0iS5KU6AeSpDyZsQQCbM+jWtdI2Z3uKzWSEqW328+vP81KmoWf1o91B9Z1PKhS2ar8Dn8rpegeYGxcEEU1DVQapfOEcC5JUp7MUNpWNNE6krJXONFfW8afjr+XP1ckXcHnRz6nqrGq4wkpF9sWKBds6//gRI+MOfFcSoonhLNJkvJUlhZbc9lTKvsCdYEEeQe1O63S2ESlqdll5ee/tGjkIsxWM2/tfavjwYRpoPaS51IeYHSsrfOETPkJZ5Mk5alMZYACASefSXVVNOHKyr5TJQYl8qvEX7E2Zy0VDRXtD3rrYdg5cPBL1wQnuk3v40VihL8kKeF0kqQ81S/WSBUaC+337DuxG29KlGvWSNlz29jbaLI08Ub2Gx0Ppl4G5TlQnd//gYkeGRsbxB4pQxdOJknKUxlLba/6aCxWC0XGok66nxvx12mICfLp5wA7NzxoOLOTZvN+zvscrjnc/mDKpbZXGU25vbFxwZTWNVFa1+jqUMQAJknKU7WOpAKiKa0vpcXa0ul0X1JkgMsr+37prgl34e/lz8ofVmJVTtnwMDwZQhMh9wvXBSe65YyhwQDsPlbj0jjEwCZJylMZSwEVBESedo2UuzyPOlWYbxjLz1zO7rLdvJ/zfvuDKZfC0e+gud41wYluGRUTiJdGxe4CO62uhHAQSVKeylBiayyr8ep0i466RjOldU0u69l3OlcmXcmU2Ck8tfMpMssyTx5IvcS2T5bsMeXWfLw0jIoJYnd+jatDEQOYJClPZWi/kFer0hLtF93uFHdoh9QVlUrF41MfZ4j/EJZ9u4xiY7HtwLDzwMsfDsqUn7sbHx9MVlENZov19CcL0QuSpDyVsaStJVKBoYCYgBg0ak27Uw6Vtlb2uWeSAgjyDuLZGc/S1NLEjV/cSJGxCLTekDQDcr8Ee33+hNuYEB9Co9lKzvFONrQUoo8kSXkqQ+nJkZTBfvn5wTIDOq2auBC//o6uR1JCUnj1klepa67j+s+uJ7siG1IugbpCKNvn6vBEF8bHBwPIcynhNJKkPJHVYiucOGWNlL3KvgOltnZIGrV7VfbZMyp8FG9e+iYalYbrP7uef6lMtgNS5efWYoN9idR781O+JCnhHJKkPJGxDBQLBMVS11xHbVOt3TVSB0rqGBHtnkUT9qSFprF21lomDZnEQ3te4qhfEPX7P3J1WKILKpWK8fHB7C6ocXUoYoCSJOWJ6k4UGATGUlBnq+yLD4xvd0pNfTOldU2keVCSAgjxCeGlC1/ikfMe4VtfHd7FP/OXr5fZnlUJtzQhPoT8ynrpiC6cQpKUJ6o78QM7MIZjhmMAxOvbJ6mcEtuDbE9LUmD77fyq5Ku4ZtZraICmA//HrH/N4tFtj1JeX+7q8MQvjI8PAWRRr3AOSVKe6JSR1LE6W5L65TOpAyeS1IjowH4NzZH8h00FvzAeCJ3EVclX8WHuh/xq4694Zucz1DTWuDo8ccKY2CC0alnUK5xDkpQnqisCjTf4hnDMcIxIv0h8tO178+WUGAjy9SIq0HW78faZWgPJF+N7dAt/PusBPrnqEy4adhFv7X2LyzZexitZr2C2mF0d5aDnq9OQHhPIzqOSpITjSZLyRHXFEBgDKhUFhoIOU31gK5pIi3b9brx9lnoJNFRB4U6GBg7lsamPsXH2Rs6KPovndz/P/P/MZ2/FXldHOehNGh5KZkENTS0WV4ciBhhJUp6orhgCYwE4VnesQ9GE1aqQW2r0qMq+TiVdCCpNu+4TySHJPHvBszx/wfPUNtay6P8W8fqe11Fk4a/LTBoeSlOLlT2yv5RwMElSnqiuCAJjMJlNVDZWdljIW1TTgLGpxSOLJjrwDYb4c2zdJ37h/KHn86+r/sUlwy7hbz/9jXsy7qHJIhVmrjBpuK14YvvRKhdHIgYaSVKexmoFw3EIjGnrft5ZZZ8nF020k3IxlO45uT3JKQJ1gTw57UmWTVzGF0e/YOl/l1Jvlu7p/S0swJvkyAB2HJEkJRxLkpSnqa8ES7Otsq+1/PwX030HSuoAzyw/tytxuu316Pd2D6tUKm4cfSOrzlvFjpIdLP3vUhlRucCk4aHsPFqNxSrTrsJxJEl5mlPXSJ0oP//ldF9OiYG4EF8CvLX9HZ1zRI8FnyA4srnL065MvpLVU1azs3Qn9313X/vNFIXTTU4IwdDUQs6JX5KEcARJUp6mbY1UDAWGAkJ9QvH38m93yoESw8Aommil1ti27zjy3WlPnZk4k+VnLuer/K/4++6/90NwotXkhDAAtsuUn3AgSVKepm0kZZvu++XzqKYWC4crTANnqq/V8KlQfQRqC0976nXp1zEneQ6v7nmV7wpPn9iEY8QG+xIb7MsOKZ4QDiRJytPUFYNaC/4RdsvPD5UZsVgV0gZK0USrhKm2126MplQqFfefdT+pIanc//390kqpH01OCGX7kSpZDiAcRpKUp6ktBH0MjdZmSutLOzyP2ltsex4wKmaAJanIUeAbAke7NzLy0frw1PSnaGhpYNW2VfJDs59MGh5KhbGZwxUmV4ciBghJUp6mtgCC4zstP99XXIe/TkNCmL+9r/ZcajXEnwvHfuj2lyQEJbB03FK+LviaL47KvlT94ezEUAB+yKt0cSRioJAk5WlqCiB4aKfl59lFtYwcEojaAzY67LGhk6HqMBi7P313Xfp1jAkfw+PbH8fYbHRicAIgIdyfIUE+bM2rcHUoYoCQJOVJLGYwFEPQUAoMtn2kTp3us1gV9h2vY3RskKsidK74s22vBT92+0s0ag1/OutPVDVW8UrWK04KTLRSqVScmxTO1rxKrLJeSjiAJClPUlcEihWC48mvyyfIO4gg75MJ6Wilifpmy8B7HtVqyDjQ6HqUpMC2Nf1VyVexZv8a8uvynRObaHNechg19Wb2HZf1UqLvJEl5khrb6IngoRypPUJCYEK7w9lFtuaeo2IG6EjKy8eWqHqYpADumHAHOrVO1k71g/OSwwHYckim/ETfSZLyJLUnklTQUI7WHWV40PB2h/cV16HTqEmJCuj/2PpL/FlQvBtaetb2KNw3nN+M/A1fHP2C3OpcJwUnAKICfUiODGCLFE8IB5Ak5UlqbMUSBt8gKhoqGB44vN3h7OJa0qL1eGkG8Ld16Fm23oXFmT3+0utHXY+/lz//+Pkfjo9LtHNeUhg7jlTR3CKtqUTfOOWnmdVq5aGHHmL+/PksXryY/Pz2zwHWr1/P3LlzmTdvHt988w0AVVVV3HjjjSxatIi77rqLhoaGHp+7atUq5s6dy+LFi1m8eDEGg8EZH891agpAP4SjpuOArcS6laIo7C2uY3TsAH0e1Spusu21aFePvzTIO4jF6Yv5Kv8rcqpyHByYONW5yeE0mC3sPia79Yq+cUqS2rRpE83Nzaxbt467776bxx9/vO1YeXk5a9asYe3atbz++us888wzNDc38+KLLzJr1izee+890tPTWbduXY/OBdi7dy+vvfYaa9asYc2aNej1A6w1UO2xtqk+oN10X1FNAzX15oH7PKqVPsq24WPxT7368mvTr0Wv0/NC5gsODkyc6uzEMNQqZMpP9JlTktSuXbuYOtXWxmbcuHFkZ2e3HcvKymL8+PHodDr0ej3x8fHk5OS0+5pp06axdevWHp1rtVrJz8/noYceYsGCBXz44YfO+GiuVXOsrWhCq9K2Kz/PLhqgnSbsiRkPRb1LUoG6QK5Lv45vC77lYPVBx8Yl2gT5ejEmLpjvD0pLKtE3TklSRqORgICTD+81Gg0tLS1tx04d4fj7+2M0Gtu97+/vj8Fg6NG59fX1XHvttfzv//4vr732Gu+99x45OQNoSsdqhdqitpFUnD4OL7VX2+F9xbVo1CpGDhkkSaoqDxpqevXlC9IW4Kv15Z197zg2LtHO9NQIMgtqqDY1uzoU4cGckqQCAgIwmU727rJarWi1WrvHTCYTer2+3fsmk4nAwMAenevr68t1112Hr68vAQEBnH322QMrSRlLwGqG4HiO1B7pUNm3p6iWpAh/fLw0romvP8VOsL0ez+zVlwf7BHNl0pV8evhTaT7rRDPSIrAqkCGjKdEHTklSEyZMICMjA4DMzExSU1Pbjo0dO5Zdu3bR1NSEwWAgLy+P1NRUJkyYwObNtk3tMjIymDhxYo/OPXr0KAsXLsRisWA2m/npp58YNWqUMz6ea5yo7LMExpJfl99ujZSiKGQW1DBuaLCLgutnMeNtr72c8gNbuySL1cL7Oe87KCjxS2Pjggn11/HtAUlSovecsnXrxRdfzJYtW1iwYAGKorB69WrefPNN4uPjufDCC1m8eDGLFi1CURSWLVuGt7c3S5YsYcWKFaxfv56QkBCefvpp/Pz8enTulVdeybx58/Dy8uLKK68kJSXFGR/PNaqOAFDm44/Zam5X2ZdfWU91vZnx8SGuiq5/+YZASEKviycAhgYO5aJhF7HuwDpuHnMzfl5+DgxQAGjUKqanRrA5txyrVRmY/SSF8ymD2Jw5c1wdQvf9d5WirAxWNh/5Shn91mhld+nutkMbfypQhq34VNl/vNZ18fW3D25QlKfT+3SJ3aW7ldFvjVb+ue+fDgpK/NJHuwuVYSs+VXYfq3Z1KMJDDeBVnwNM1WEIiiPXcBSApOCktkO7j9Xgr9OQEjnASu67EjMB6grBWNbrS4yLHMeY8DGsPbBW9ptykmkpEahU8E1O779PYnCTJOUpqo9AaCKHag4R7R+NXncyIe0+VsMZQ4PRDKbplNbiieLdfbrMwhELOVJ7hB9Let4PUJxeiL+O8UOD+faAJCnRO5KkPEXVYQhNJK8mr90oqqHZwv7jdYyPD3ZdbK4QPRZU6j4VTwBcMvwSQrxDeH+/FFA4y4y0SH4urKXc0LN+i0KAJCnP0FANDdVYgodxuOYwKcEnC0Kyi2tpsSqMHzpIiiZaeQdAeGqvy9DbLqPxZm7KXL4t/JbjxuOOiU20M2NEJADfyGhK9IIkKU9worKvwldPs7WZ5ODktkOtvdHGDbaRFNi27ehFo9lfmpc2D4APcj/o87VER6NiAokN9uXLvSWuDkV4IElSnqDqMACHT3y32iepGuJD/QgP8HZFZK4VM962yLmubyOgmIAYpsdNZ8PBDTRbpDuCo6lUKi4ZFUXGwQqMTS2uDkd4GElSnqDaNpLKthpRoWq3Rmr3sZrB9zyqVcw422sfp/wAFoxYQFVjFV8c/aLP1xIdXTYqmuYWK5tlYa/oIUlSnqDqCAREk2M4Rpw+rm3h6fHaBkrqGhk/WDpN/FL0GFvxhAOm/M4ecjbDA4ez9sDavsclOjhzeChh/jo+lyk/0UOSpDxB1RG7lX07jtqeR00YNsiKJlrp/CE8rc9l6ABqlZr5afPJKs9ib+VeBwQnTqVRq7g4PYpvcspoarG4OhzhQSRJeYLKQ7SExHO07iipISf7IP6QV4neRzvw95DqSsw4h0z3AcxOno2v1pe1OTKacoZLR0VjbGph6yHZY0p0nyQpd1dfBaYyyv1CsSgW0kPT2w79kFfBWQmhg2sR7y8NGQfG0j4XT4Btr6lZibP4v8P/R01jTZ+vJ9o7NzmMAG8tn2fLlJ/oPklS7q4iF4BDJ7bgGBE2ArA9jzpaWc/ZiWEuC80ttHZEd8CUH9g6UDRbm9lwcINDridO8tZquGBEJF/sK6G5xerqcISHkCTl7soPAPCTYiJQF0iMfwxgm+oDOCdpkCep1uIJB035pYSkMDl6MusOrMNilWcnjjb7jBhq6s18J3tMiW6SJOXuKnJB68O2+mJGho5EpbJN7f2QV0mwnxcjowfBTrxd0fmdKJ7IdNglF45YyHHTcb4t/NZh1xQ201IjCPbz4uPMYleHIjyEJCl3V34AJTyF3JpDjAgd0fb2D4crOTshTPboAduUX/FucFAn8/OHnk+0f7RsiOgEOq2amWOG8NW+UkyysFd0gyQpd1d+AENgDM3WZkaGjQSgoKqewuoGmeprFTMOTGVgcEzvPa1ay/y0+fx4/EfyavIcck1x0lXjY2kwW/hynxRQiNOTJOXOmk1Qe4wiH38ARobaktQPh+V5VDtDxtleHTjld3XK1ejUOhlNOcHE+BBig31lyk90iyQpd1ZxEIAcjYKv1pdhgcMA2/Oo8AAdKZEBrozOfbR1nnBMhR9AiE8Ilydczid5n1DXXOew6wpQq1XMHhfDdwcrqDDK9h2ia5Kk3NmJyr4tzRWkh6WjUWuwWhW+P1TBOUnhbUUUg57ODyJGOKzCr9Xi9MU0tDSw/sB6h15XwFXjYrFYFT6R0ZQ4DUlS7qx8P4pay+b6QsZFjANgb3Ed5YYmZqRFuDY2dzNknEOLJwDSQtM4L+Y83t33Lk0W+Y3fkdKi9YwbGsz724+hOPB7JgYeSVLu7HgWDSHDaMTCGRFnAPB1Thkqla2UV5wiZjyYyqHOsb+Z3zD6BiobK/l33r8del0BiybHc7DMyK78aleHItyYJCl3pShQkkVhgK044oxIW5L65kAZY+OCB+f+UV1x4LYdp5ocPZn0sHTe2vuWLO51sFlnDCHAW8t724+5OhThxiRJuStDCZjKydKqiNfHE+oTSrmhiZ8La2Sqz56o0aDSOLR4Amwb9t04+kby6/L5uuBrh157sPPTablyXAz/yTpObb3Z1eEINyVJyl0d/xmAb1sqGRc5DoCv9pWiKLZu0uIXWosnHFiG3uqi+IuI18fzj5//gVWRnnOOtHByPE0tVv61u9DVoQg3JUnKXZVkoaBiB41tz6O+2FvCsDA/RkTrXRycm2rdtsPBD+I1ag2/G/c7cqtz+fLolw699mA3OjaIsXFB/PNHKaAQ9kmSclfHf8akj6RerWZc5DhqG8xszavgslHRUnrembbiiSKHX/ryhMtJDk7mhcwXaLFKOx9HWnz2MA6WGck4WOHqUIQbkiTlro5nkecbQJhPGCnBKWzaV4rZonCJTPV1zgmdJ1qpVWp+P/73HK07KpV+DnbluFiiAr15NeOwq0MRbkiSlDuqr4LaY/yg1HN2zNmoVCo+/rmYuBBfJsQHuzo69xU9GtReULjdKZefMXQGY8LH8NLPL8m6KQfSadX89twEvj9UQXZRravDEW5GkpQ7KtoFwA6NhbOHnE25oYnvD5Zz5bgYmerripcvxE6A/B+ccnmVSsVdE+7iuOk4b2a/6ZR7DFaLzorHX6fhte9kNCXakyTljgp+xKpSs8dbx9lDzubTrGKsiq2VjDiN+HNsZejmBqdcfvKQyVwy7BJe2/MaRUbHP/sarIJ8vVgwOZ5/Zx2nuMY53zvhmSRJuaOCHyn0CyYqOJEovyjW7ShgVEwgKVFS1Xdaw84FqxkKdzrtFvdMuge1Ss3j2x+XijQHuuG84aiAf2yW7VHESZKk3I2lBaVwJ9u0Vs4ecjY/F9aSU2Jg4eR4V0fmGYaeBajgmHOm/ACi/aNZOm4p3xZ8y6eHP3XafQabuBA/5k0ayvvbj1FQVe/qcISbkCTlbkqyUJnr2anTcEH8BazdfgxfLw1XjotxdWSewTcYokZB/lan3ubakdcyPnI8j21/jFJTqVPvNZjccUEKapWKv36V6+pQhJuQJOVujmQAcCAoguTAM/g4s5jZZ8Sg9/FycWAeJP4cKNgOFue12tGoNTxy3iO0WFtY8d0KWTvlINFBPvz23OH8K7OIAyUGV4cj3IAkKTdjPfwNeTpvxiZcwvodxTSYLdwwZbirw/IsCdPAbLIlKicaFjiMB89+kF2lu3jup+eceq/BZMn5SQR4a/nfLw64OhThBiRJuRNzI0r+Vrb66JgRdxFvbz3K1JRwRkQHujoyz5J4Pqi1cND5LYyuSLqC+WnzeXPvm3x86GOn328wCPbTcdv0JDbtL+XbA2WuDke4mCQpd3LsBzSWZnYHBFFYPJQyQxM3T010dVSexyfQNuV38Kt+ud2KSSs4e8jZrNy6ku+Lvu+Xew50N09NIDHCnwc/zqahWbZIGcwkSbmRpv0f06hSEZwyh398e4Tx8cFMSwl3dVieKeUSKNsLtc5fy+Sl8eKv5/+V5JBk7vrmLrYWObdoYzDw1mpYPWcMBVUNPPf1QVeHI1xIkpS7UBRa9n3EVl8fvFpmUlzbyLKLUqXDRG+lXGx7PdQ/o6kAXQAvX/wywwOHc/vXt/NVfv/cdyA7OzGMaybG8WrGYXJK6lwdjnARSVJuQinOxL++mt1ho1m71cB5yWFMlVFU70WMgKChcOCzfrtlqE8or1/6OiPDRvKHb//Ai5kvyv5TfXT/r0YS5OvFne9nyrTfICVJyk2Ubn8BM7Cb2zA0mnlo1igZRfWFSgXpV8Kh/9oa9vaTIO8g3rj0DWYnzealn1/irm/uoqaxpt/uP9CE+Ov46/xx5JYZeOjjbFeHI1xAkpQ7sJjx2/cJb3qfyfcHffntuQmkycaGfTfmGluLpH39W3XnrfFm1XmrWDFpBd8VfcecT+awuWBzv8YwkExLjeD3M5L5YFchH+wscHU4op9JknIDudtfgGY1rzYvIT7Uj+WXpro6pIFhyBkQlgI/r+33W6tUKq5Nv5a1M9cS6hPK7V/fzh8z/ijdKXrpzotSOScxjAc/zmbH0f4bGQvXkyTlYoqiYN7yPHe13EZVky/PzDsDP53W1WENDCoVTLweCrbB8Z9dEkJaaBrvz3yf2864jf/m/5crPrqCV7Nelf2oekijVvH8ovHEBPly45s7ZN+pQUSSlIv9d9v/8kX1dL62TOLey0Zy5vBQV4c0sIxfDF5+8OPLLgtBp9GxdNxSPr7qY86NOZfndj/HlR9dyUeHPpJ2Sj0QHuDNuzefRaCvF9e9sZ2DpdI2aTCQJOVCRYZCvvsqi+csV3PN+Ehunprg6pAGHt9gGH8tZK2DKtduqBenj+NvM/7GKxe/QqAukAe3PMjcT+by+dHPpQqwm2KCfXn35rNQq1Rc/dJWthyqcHVIwskkSblIvbmeu197gbfrFzIjspbVv54o1XzOMvVu0Ojg61WujgSAc2LOYd2sdfz1/L+iRs09m+9h3r/n8dmRz2Rk1Q0J4f7863fnEh3kw3VvbGfND0dlX68BTJKUC1TXN3LZ8++wrXQKv/LZzStL5+KlkW+F0+ij4ZzbIXsD5Dq/n193qFQqLhp2ERtmb+CxqY/RZGnijxl/ZNa/ZvHP/f+k3iz7KXVlaKgfG5acy/TUCB78eC83vLWDwmr5bzYQqZRB/CvI3Llz2bhxY7/dT1EUPs46wn3/2kljoy/LvDbw+9vuRBU7vt9iGLTMjfDqDDBVwC1fQ/BQV0fUjlWxsrlgM2/tfYufyn4iUBfI7KTZXJV8FWmhaa4Oz21ZrApvbz3KU18eQFFg6YwkFp8znCBf2dpmoJAk1Q9JqrnFyv/tKea5b/dwuNRKjLqY57UvM3HOXbbnJaJ/lO2H1y+FgEhYvBGC3XO348yyTN7d/y5fH/sas9XMyNCRzEycyfS46QwPGu7q8NxSUU0DKz/Zy1f7Sgnw1vKbs+K5emIcqVGy3tDTOSVJWa1WVq5cyYEDB9DpdKxatYphw4a1HV+/fj1r165Fq9WyZMkSZsyYQVVVFcuXL6exsZHIyEgee+wxfH19+3xuV5yZpGrqm9l2uIqv9hfz1b7j1DVAgLaM32k/52bV1+hmPgln3uCUe4su5P8A780HjRYuedS24FfjniX/NY01/OfIf/j40Mfsr9oPwPDA4UyJncLYiLGMDhtNnD5OnmWeYm9xLf/YfJj/ZBVjVSA1KoALR0YxeXgoE4aFyAjLAzklSX355Zd8/fXXPP7442RmZvLyyy/z0ksvAVBeXs6NN97Ihg0baGpqYtGiRWzYsIEnn3yS9PR05s6dyyuvvIJOp2PmzJl9Plen03UaZ0+TVHOLldoGM/XNLZiaLDSYWzA2WagwNFFS10hJbSP5VQZ+Lqqg1mR7xuSlamCE1z5uVn/LFcpPqCJSUV3xLAw7p2//kUXvVRyCjbdA8U8QEAUjZ0PcJBh5Bej8XB2dXUXGIjIKM9hcuJmdJTvb1lkFeQcxPHA4cfo44gLiiPSLJMg7yPaPLogAXQDeGm+8Nd54qb3w1nijUWtc/Gmcr8zQyOfZJXyadZyf8qtpsdp+zMUE+ZAUGcCwMD8iAnyI0HsTofcm0EeLn06Lr06Dr06Dn5cGby81PloNarX8EuBKTvkVcteuXUydOhWAcePGkZ19sudWVlYW48ePR6fTodPpiI+PJycnh127dnHrrbcCMG3aNJ555hmGDh3a53PHjh3rsM918V83k1/Z+cPZIF8vvL0bCFQy+Z02lzPUh5ioOojK2xtNwvmoxq2B1Mvd9jf3QSM8GW7+Lxz4P8h8D3a/CztehdoHYdpyV0dnV2xALAtHLGThiIWYrWbyavLYU7GHvRV7KTAUkFmWyWdHPjttKXuoTyifzf0MPy/3TMaOEqn34bpzhnPdOcOpb24hs6CG3cdqOFhq4FC5keyiWqrrzae9zoT4YDb+7rx+iFh0xik/LY1GIwEBAW1/1mg0tLS0oNVqMRqN6PUn54n9/f0xGo3t3vf398dgMDjk3K4UFRUxd+7cbn+usBP/dMcXwBfEArG2N3Y2wQdvAm92+36iv5xre8naCn/r/t8Hd+KHH0kkdevca9cN7uegOiDhxD+nlQtzNz3do+uHhITw+uuv9yIyYY9TklRAQAAmk6ntz1arFa1Wa/eYyWRCr9e3ve/j44PJZCIwMNAh53blxx9/dNRHFkII4QROWZwzYcIEMjIyAMjMzCQ19WTD1LFjx7Jr1y6ampowGAzk5eWRmprKhAkT2LzZ1ik6IyODiRMnOuRcIYQQnsup1X25ubkoisLq1avJyMggPj6eCy+8kPXr17Nu3ToUReHWW2/l0ksvpaKighUrVmAymQgJCeHpp5/Gz8+vz+cKIYTwXIN6nZQQQgj3Jr14hBBCuC1JUkIIIdyWJCkhhBBuS1aVnvDzzz/z1FNPsWbNGvLz87n33ntRqVSkpKTw5z//GbVazd///ne+/fZbtFot999/P2PHju30XFcxm83cf//9FBUV0dzczJIlS0hOTvbIz2OxWHjggQc4cuQIKpWKhx9+GG9vb4/8LK0qKyuZO3cub7zxBlqt1qM/y5w5c9rWQ8bFxTF//nweffRRNBoNU6ZM4fbbb++0RVpmZmaHc13p5Zdf5uuvv8ZsNrNw4UImT57s0d+bAUURyiuvvKLMmjVLueaaaxRFUZRbb71V2bZtm6IoivLggw8qX375pZKdna0sXrxYsVqtSlFRkTJ37txOz3WlDz/8UFm1apWiKIpSXV2tTJ8+3WM/z1dffaXce++9iqIoyrZt25TbbrvNYz+LoihKc3Oz8rvf/U655JJLlEOHDnn0Z2lsbFSuvPLKdu/Nnj1byc/PV6xWq3LzzTcre/fuVb744gtlxYoViqIoyu7du5Xbbrut03NdZdu2bcqtt96qWCwWxWg0Ks8995xHf28GGkn3QHx8PM8//3zbn/fu3cvkyZMBW9ulrVu3smvXLqZMmYJKpSImJgaLxUJVVZXdc13psssu48477wRsW4NoNBqP/TwXXXQRjzzyCADFxcUEBgZ67GcBeOKJJ1iwYAGRkZGAZ/89y8nJoaGhgRtvvJHrrruOHTt20NzcTHx8PCqViilTprR9nl+2SDMajXbPdZXvv/+e1NRUli5dym233cb555/v0d+bgUaSFHDppZe2dcQA2w/31s7Sp7ZdOrXVU+v79s51JX9/fwICAjAajdxxxx3cddddHv15tFotK1as4JFHHuGKK67w2M+yceNGQkND235gg2f/PfPx8eGmm27i9ddf5+GHH+a+++7D19e37Xhnn0ej0XT6GV2lurqa7Oxsnn32WR5++GGWL1/u0d+bgUaeSdlx6nzy6dou2TvX1Y4fP87SpUtZtGgRV1xxBf/7v//bdswTP88TTzzB8uXLmTdvHk1NTW3ve9Jn2bBhAyqVih9++IH9+/ezYsUKqqqqOsTnCZ8FICEhgWHDhqFSqUhISECv11NTU9N2vDXGxsbGDi3S7H1GV36e4OBgEhMT0el0JCYm4u3tTUlJSYf4POV7M9DISMqO9PT0tr5+GRkZnHnmmUyYMIHvv/8eq9VKcXExVquV0NBQu+e6UkVFBTfeeCP33HMPv/71rwHP/TwfffQRL7/8MgC+vr6oVCpGjx7tkZ/ln//8J++++y5r1qxh5MiRPPHEE0ybNs0jPwvAhx9+yOOPPw5AaWkpDQ0N+Pn5cezYMRRF4fvvv2/7PL9skRYQEICXl1eHc11l4sSJfPfddyiK0vZZzjnnHI/93gw00nHihMLCQv7whz+wfv16jhw5woMPPojZbCYxMZFVq1ah0Wh4/vnnycjIwGq1ct9993HmmWd2eq6rrFq1is8++4zExMS29/70pz+xatUqj/s89fX13HfffVRUVNDS0sItt9xCUlKSx35vWi1evJiVK1eiVqs99rM0Nzdz3333UVxcjEqlYvny5ajValavXo3FYmHKlCksW7bMbou0pKQkMjMzO5zrSk8++SQ//vgjiqKwbNky4uLiPPZ7M9BIkhJCCOG2ZLpPCCGE25IkJYQQwm1JkhJCCOG2JEkJIYRwW5KkhBBCuC1JUkJ04pVXXiErK6vT44sXLyYvL6/D+++++64zwxJiUJEkJUQn/ud//oexY8f2+OteeuklJ0QjxOAkSUoMGnPnzqWyshKz2cyECRPYu3cvYNty4u2332b+/PksWLCAd955B4B7772XjIwMGhsbueOOO1iwYAHLli1jypQpbdd84YUXuO6667jmmmsoKCjgpZdeora2lpUrV7riIwox4EiSEoPGBRdcwHfffceuXbuIi4tj69atHDp0iPj4eD7//HPee+89/vnPf7Jp0yYOHz7c9nXr1q0jLi6OtWvXcvvtt1NZWdl2bPr06bzzzjtMmzaNzz//nCVLlhAUFCRJSggHkQazYtC45JJL+Mc//sGQIUNYtmwZa9asQVEULr30Up544gl++9vfAlBbW0t+fn7b1+Xl5TFt2jQAkpKSCA0NbTs2evRoAMLDw6moqOi/DyPEICEjKTFopKamUlBQQFZWFtOnT6e+vp7//ve/JCYmkpyczDvvvMOaNWuYO3cuaWlp7b5u9+7dABw7dozq6uou7yOdxoRwHElSYlCZPHkyoaGhqNVqJk2aRGhoKCNGjOCcc85h4cKFzJ07l6NHjxIVFdX2Nb/+9a8pKiriN7/5Dc8//zze3t5d3iMpKYnly5c7+6MIMShIg1khTuOnn36ivr6eKVOmcPToUW6++WY2bdrk6rCEGBQkSQlxGuXl5fzhD3/AbDbT0tLCHXfc0faMSgjhXJKkhBBCuC15JiWEEMJtSZISQgjhtiRJCSGEcFuSpIQQQrgtSVJCCCHc1v8D7NGYIBuHKJIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 427.125x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, kind='kde', hue='origin');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bivariate (2D) Options - NEW!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', y='horsepower', data=cars);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', y='horsepower', data=cars, kind='kde');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', y='horsepower', data=cars, kind='kde', rug=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Small Multiples (FacetGrid) - NEW!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1147.12x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, hue='origin', col='origin');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, col='origin', kind='kde', rug=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1127.75x1080 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars[cars.cylinders.isin([4, 6, 8])], \n",
    "            col='origin', \n",
    "            row='cylinders', \n",
    "            hue='cylinders'\n",
    "           );"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Styling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `palette`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FOQAAAIB2r6R78gAAAABQHkIeAAAAgCog5GGH0tjc1NYtAAAAQEUqyZ48UCp1NbW58sG7y1734sEnlr0mAAAA/DFcyQMAAABQBYQ8AAAAAFVAyAMAAABQBYQ8AAAAAFVAyAMAAABQBYQ8UME8Mh4AAIDt5RHqUME8Mh4AAIDt5UoeAAAAgCog5AEAAACoAkIeAAAAgCog5AEAAACoAkIeAAAAgCog5AEAAACoAkIeAAAAgCog5AEAAACoAkIeAAAAgCog5AEAAACoAkIeAAAAgCog5AEAAACoAkIeAAAAgCog5AEAgHZqS2NTu6oLUO3q2roBAACgbXSoq83IWfPLXnfBpNFlrwnQHriSBwAAAKAKCHkAAAAAqkCr367V0NCQyZMnZ/Xq1dmyZUvOPvvs9OjRI2eeeWb222+/JMmoUaNy7LHHtnZpAAAAgHar1UOee++9N7vuumuuuuqqvPHGG/nqV7+ac845J2PHjs24ceNauxwAAAAAKUHIc8wxx2To0KFJkmKxmNra2ixbtizPPfdcFi9enF69emXy5Mnp0qVLa5cGAAAAaLdafU+ezp07p0uXLtmwYUPOO++8TJgwIf3798/FF1+c+fPnZ5999sl1113X2mUBAAAA2rWSbLz8yiuv5PTTT8/xxx+fYcOGZciQIenXr1+SZMiQIVmxYkUpygIAAAC0W60e8qxbty7jxo3L3/3d3+Wkk05KkowfPz5PPPFEkuTRRx/NIYcc0tplAQAAANq1Vt+T57vf/W5+97vf5frrr8/111+fJLnkkksyc+bM1NfXp3v37pk+fXprlwUAAABo11o95JkyZUqmTJmy1eu33357a5cCAAAA4P9Xkj15AAAAACgvIQ8AAABAFRDytKLG5qa2bgEAAABop1p9T572rK6mNlc+eHfZ6148+MSy1wQAAAAqiyt5AAAAAKqAkAcAAACgCgh5AAAAAKqAkAcAAACgCgh5AAAAAKqAkAcAAACgCgh5AAAAAKqAkAcAAADgAyxZsiQLFix43/cXLlyYxYsXl7Gjbatr6wYAAAAAKtnAgQM/8P3hw4eXqZMPJuQBAAAA2rWGhoZMmjQpq1atSlNTU8aOHZvbbrst3bp1y5tvvpnjjjsuL7zwQi666KJcd911WbRoUbp165ZNmzbl/PPPz89+9rN07949ffr0yU033ZT6+vqsWrUqxx57bM4+++yyfQ8hDwAAANCuLViwIN26dcvVV1+dDRs2ZPjw4enQoUNOP/30DBkyJAsXLkySPPXUU/nJT36Su+66Kw0NDRk2bNhW53r55Zdz7733ZsuWLTnyyCPLGvLYkwcAAABo15555pl87nOfS5J06dIlffv2zYsvvpjevXtvddxnPvOZ1NbWZqeddkq/fv22OteBBx6Yurq67Lzzztlpp53K0v/vCXkAAACAdq1v3775xS9+kSTZsGFDVq5cmZ49e6ZQKLznuP333z+//vWv09zcnC1btmTFihVbnesPP1NO2xXyXH/99e/5/dvf/nZJmgEAAAAot5NPPjlvvPFGRo0aldNPPz3nnntudt99962OO+iggzJo0KCcfPLJOeecc1JfX5+6usrZCecDO7nzzjtz11135ZlnnsmSJUuSJE1NTWlsbMw3vvGNsjQIAAAAUEodOnTI7Nmz3/PaCSec0PLz75+e9dprr6Vr16656667smXLlhx33HHp0aNHvv71r7ccO2DAgJafH3744RJ3/l4fGPIcf/zx+cIXvpAbb7wxZ511VpKkpqZmm2kWAAAAQDXbbbfdsmzZspx44okpFAoZMWJE9t5777Zuq8UHhjwdOnRIz549c/nll2fZsmXZvHlzkmTVqlUtGxIBAAAAtAc1NTWZNWtWW7fxvrbrxrHzzjsvr732Wnr06JHk3U2EhDwAAAAAlWO7Qp5169bl9ttvL3UvAAAAAHxE2/V0rd69e+fVV18tdS8AAAAAfETbdSXPY489lv/5P/9nunXr1vLaQw89VLKmAAAAALZHY3NT6mpqK/Z85bRdIc8DDzxQ6j4AAAAA/mh1NbW58sG7W+18Fw8+sdXOVW7bFfJMmjRpq9cqeTdpAAAAgPZmu0KeY489NklSLBazYsWKrFmzpqRNAQAAAFSihQsX5tlnn81FF12UzZs35y/+4i8yfvz43HPPPampqclnPvOZTJkyJStXrswVV1yRpqamrF+/PtOmTcuhhx5a0t62K+Q58sgjW34eOHBgxo0b977HNjQ0ZPLkyVm9enW2bNmSs88+O/vvv38uueSSFAqFHHDAAbnssstSU7Ndez4DAAAAVLSFCxfmsssuS//+/XPrrbemsbExTz/9dCZOnJiDDjoo/+f//J8sXLiwMkKe/77J8tq1a7Nu3br3Pfbee+/NrrvumquuuipvvPFGvvrVr+bggw/OhAkTMmDAgFx66aVZvHhxhgwZ8vG7BwAAAGgjxWIxybtb2nz/+9/PlVdemc9+9rMpFovZc889c/3112ennXbKxo0b06VLl5L3s10hz//9v/+35ecOHTpk5syZ73vsMccck6FDhyZ598vW1tZm+fLlOfzww5O8eyXQww8/LOQBAAAAdjgdO3bM2rVrkyTLly9Pktxxxx25/PLL07Fjx4wfPz6//OUvM2vWrFx99dXp27dv/vEf/zGrV68ueW/bFfLMmjUrK1euzNNPP53evXvnU5/61Pse27lz5yTJhg0bct5552XChAmZPXt2CoVCy/tvvfVWK7QOAAAAtHeNzU2t+kSsD3uE+pFHHpnbbrsto0aNyiGHHJLOnTvnoIMOyqmnnprOnTtnr732yv/4H/8jX/nKV3L++eena9eu+cQnPpH169e3Wo/vZ7tCnrlz5+a+++5L//798/3vf79lU6H388orr+Scc87JqaeemmHDhuWqq65qeW/jxo3p2rXrx+8cAAAAaPc+KJApxfm6du2aefPmbfX6iBEj3vP72LFjM3bs2Fbt7cNsV8hz3333Zf78+amrq0tDQ0NOOeWU9w151q1bl3HjxuXSSy/NF77whSTJpz/96SxdujQDBgzIkiVL8vnPf771vgEAAAAA2a5HXBWLxdTVvZsH1dfXp76+/n2P/e53v5vf/e53uf766zNmzJiMGTMmEyZMyJw5czJy5Mg0NDS07NkDAAAAQOvYrit5/uzP/iznnXde/uzP/iyPPfZY/vRP//R9j50yZUqmTJmy1evbupQJAAAAgNbxoSHPggULcuGFF+bhhx/OsmXLcvjhh+e0004rR28AAAAAbKcPvF1rzpw5efjhh9PY2JjBgwfnq1/9an7605/muuuuK1d/AAAAAGyHDwx5lixZku985zvp1KlTkqRnz5655ppr8m//9m9laQ4AAADggzQ0NVX0+crpA2/X2nnnnVMoFN7zWn19fTp37lzSpgAAAAC2R31tbc6cd0erne/G007+wPeXLFmSV155JSNHjmy1mq3lA0OenXbaKS+99FL22WefltdeeumlrYIfAAAAgPZg4MCBbd3C+/rAkOeiiy7K1772tXzhC1/IPvvsk5dffjkPPfRQZs+eXa7+AAAAACrGwoUL8+yzz6ZQKGTZsmV54403cvDBB2fWrFmZM2dOnn322bz22mv53e9+lylTpuSwww7LvHnz8sADD2TTpk3Zbbfdcu211+a+++7Lj3/847zzzjt58cUXc8YZZ2T48OEfq7cPDHkOOOCA3HrrrVm8eHHWrFmTQw45JOecc066dOnysYoCAAAA7KgaGhrSvXv3/PM//3Oam5tz3HHH5dVXX03y7l1Rt9xyS37729/mG9/4Ru6555688cYb+Zd/+ZfU1NRk/Pjx+fWvf50k2bBhQ26++eY8//zzOeuss0ob8iTJLrvskq9+9asfqwgAAABAtSgUCnn99ddz4YUXZuedd87bb7+dhoaGJMnnP//5JO9eOLNu3brU1NSkvr6+5dj//M//TGNjY5Lk4IMPTpL06NEjW7Zs+dh9fWjIAwAAAMB/Wbp0aXr16pV/+Id/yOuvv54f/ehHKRaLSZLly5fn+OOPz8qVK7PXXnvlqaeeyqJFi3LnnXdm06ZNGT58eMuxrb3nsZAHAAAA2GE1NDV96BOx/tjz1dfWfuAxn/nMZ7J8+fKMHj06hUIh++yzT9asWZMkefLJJ/NXf/VX2bRpU6ZPn55evXqlU6dOOeWUU5Ike+yxR8uxrU3IA1SExuam1NV88CCtproAAEDr+LBAprXP19jYmN133z133333Vu898sgjOfbYYzNq1Kj3vH7LLbd84Dk7duyYf/u3f/vjm/0DQh6gItTV1ObKB7cekqV28eATy14TAADYMf34xz/OLbfckmnTprV1K9sk5AEAAADYDoMGDcqgQYPe9/2vf/3rZexmazVtWh0AAACAViHkAQAAAKgCQh4AAACAKiDkAQAAAHZYWxqbKvp85WTjZQB4Hw1NTa3+SM5KrgsAsCPqUFebkbPmt9r5Fkwa3WrnKjchDwC8j/ra2pw5746y173xtJPLXhMAgB2fkAcAAABgOzU0NOSyyy7LCy+8kObm5kyYMCGTJk3Kv/7rv6Zjx465+uqr06dPn3zyk5/M1Vdfnfr6+px88snZY4898g//8A/p2LFjdt1118ycOTNPPvlkvvvd76ampiZr167NyJEjM3r06PzmN7/JjBkzkqTl2F122eVDexPyAAAAAGynO++8M7vttltmzpyZ9evX57TTTnvfYzdv3pw777wzxWIxf/7nf57bbrste+21V37wgx/khhtuyODBg/Pqq6/mnnvuSXNzc4YNG5ZjjjkmU6dOzcyZM7P//vvnzjvvzD/90z/lggsu+NDehDwAAAAA22nlypV57LHH8sQTTyRJGhsbs379+pb3i8Viy8+9e/dOkqxfvz5dunTJXnvtlST53Oc+l7//+7/P4MGD86d/+qfp0KFDkuSAAw7Iiy++mGeeeSaXX355knevHNpvv/22qzchDwAAAMB26tOnTz7xiU/krLPOyjvvvJMbbrgh999/f9asWZOePXvmqaeeSt++fZMkNTXvPtR8t912y4YNG7JmzZrsueee+dnPftYS3Dz55JNpamrKli1b8vTTT6dXr17p3bt3Zs+enb333juPPfZY1q5du129CXkAAACAHdaWxqZWfSLWlsamdKh7/yednnLKKZkyZUpOO+20bNiwIaeeemrOOOOM/O3f/m0++clPpmvXrlt9plAoZMaMGfn617+eQqGQP/mTP8msWbPy29/+No2NjTnjjDPyxhtv5Oyzz063bt0ybdq0TJw4MY2NjSkUCvnWt761Xb0LeQAAAIAd1gcFMqU4X4cOHXLllVdu9fpJJ5201WsDBgxo+fmLX/xivvjFL251TN++fXPNNde857V+/fpl7ty529tyi5o/+hMAAAAAVBxX8gAAAAC0gQEDBrznap+Py5U8AAAAAFVAyAMAAABQBUoW8vzqV7/KmDFjkiQrVqzIkUcemTFjxmTMmDH5f//v/5WqLAAAAEC7VJI9eW666abce++96dSpU5Jk+fLlGTt2bMaNG1eKcgAAAADtXkmu5Nl3330zZ86clt+XLVuWBx98MKNHj87kyZOzYcOGUpQFAAAAaLdKEvIMHTo0dXX/dZFQ//79c/HFF2f+/PnZZ599ct1115WiLAAAAEC7VZaNl4cMGZJ+/fq1/LxixYpylAUAAABoN8oS8owfPz5PPPFEkuTRRx/NIYccUo6yAAAAAO1GSTZe/kPTpk3L9OnTU19fn+7du2f69OnlKAsAAADQbpQs5OnZs2fuuOOOJMkhhxyS22+/vVSlAAAAANq9styuBQAAAEBpCXkA2G4NTU1t3QIAAPA+yrInDwDVob62NmfOu6PsdW887eSy1wQAgB2NK3kAAAAAqoCQBwAAAKAKCHkAAAAAqoCQBwAAAKAKCHkAAAAAqoCQBwAAAKAKCHkAAAAAqoCQBwAAAKAKCHkAAAAAqoCQBwAAAKAKCHkAAAAAqoCQBwAAAKAKCHkAAAAAqoCQBwAA2tiWxqa2bgGAKlDX1g0AAEB716GuNiNnzS973QWTRpe9JgCl40oeAAAAgCog5AEAAACoAkIeAAAAgCog5AEAAACoAkIeAAAAgCog5AEAAACoAkIeAAAAgCog5AEAAACoAkIeAAAAgCog5AEAAACoAiULeX71q19lzJgxSZIXXngho0aNyqmnnprLLrsszc3NpSoLAAAA0C6VJOS56aabMmXKlGzevDlJMmvWrEyYMCG33nprisViFi9eXIqyAAAAAO1WSUKefffdN3PmzGn5ffny5Tn88MOTJAMHDswjjzxSirIAAMAOYEtjU9vUbWhsm7pt9H2B9qeuFCcdOnRoVq1a1fJ7sVhMoVBIknTu3DlvvfVWKcoCAAA7gA51tRk5a37Z6y6YNLrN6gKUQ1k2Xq6p+a8yGzduTNeuXctRFgAAAKDdKEvI8+lPfzpLly5NkixZsiSHHXZYOcoCAAAAtBtlCXkmTpyYOXPmZOTIkWloaMjQoUPLURYAAACg3SjJnjxJ0rNnz9xxxx1Jkt69e2fevHmlKgUAAADQ7pXlSh4AAAAASkvIAwAAAFAFhDwAUGEampraRU0AAFpXyfbkAQA+mvra2pw5746y1rzxtJPLWg8AgNbnSh4AAACAKiDkAQAAAKgCQh4AAACAKiDkAQAAAKgCQh4AAACAKiDkAQAAAKgCQh4AAACAKiDkAQAAAKgCQh4AAACAKiDkAQAAAKgCQh4AAACAKiDkAQAAAKgCQh4AAIAS2tLY1C5qAm2vrq0bAAAAqGYd6mozctb8stZcMGl0WesBlcGVPAAAAABVQMgDAAAAUAWEPAAAAABVQMgDAAAAUAWEPAAAAABVQMgDtGuNzW3zeNG2qgsAAFQvj1AH2rW6mtpc+eDdZa978eATy14TAACobq7kAQAAAKgCQh4AAACAKiDkAQAAAKgCZd2T54QTTkiXLl2SJD179sysWbPKWR4AAACgapUt5Nm8eXOKxWLmzp1brpIAAAAA7UbZbtd66qmnsmnTpowbNy6nn356Hn/88XKVBgAAAKh6ZbuSZ6eddsr48eMzYsSIPP/88znjjDNy//33p67OU9wBAAAAPq6yJSy9e/dOr169UigU0rt37+y6665Zu3ZtevToUa4WAAAAAKpW2W7Xuuuuu3LFFVckSV599dVs2LAhe+yxR7nKAwAAAFS1sl3Jc9JJJ2XSpEkZNWpUCoVCZs6c6VYtAAAAgFZStpSlQ4cO+fa3v12ucgAAAADtStlu1wIAAACgdIQ8AAAAAFWgKkOexuamtm4BAAAAoKyqcufjupraXPng3WWve/HgE8teEwAAACCp0it5AAAAANobIQ8AAABAFRDyAAAAAFQBIQ8AAABAFRDyAAAAAFQBIQ8AAABAFRDyAAAAAFQBIQ8AAABAFRDyAAAAAFQBIQ8AAABAFRDyAAAAAFQBIQ8AAABAFRDyAAAAVJktjU3tqi7wrrq2bgAAAIDW1aGuNiNnzS973QWTRpe9JvBfXMkDAAAAUAWEPAAAAABVQMgDAAAAUAWEPAAAAABVQMgDAAAAUAWEPAAAAABVQMgDAABAq9jS2NSu6kKlqWvrBgAAAKgOHepqM3LW/LLXXTBpdNlrQiVyJQ8AAABAFRDyAAAAAFSBst2u1dzcnGnTpuU3v/lNOnTokBkzZqRXr17lKg8AAABQ1cp2Jc+iRYuyZcuWLFiwIN/4xjdyxRVXlKs0AAAAQNUrW8jz2GOP5cgjj0ySfPazn82yZcvKVRoAAACg6hWKxWKxHIW++c1v5uijj86gQYOSJIMHD86iRYtSV7ftO8YGDBiQT37yk+VoDWCHsttuu+Xmm2/+yJ83XwG27ePO18SMBdiW1pivbJ+y7cnTpUuXbNy4seX35ubm9w14kmTp0qXlaAug3TFfAUrHjAWgLZXtdq1DDz00S5YsSZI8/vjjOfDAA8tVGgAAAKDqle12rd8/XWvlypUpFouZOXNm+vbtW47SAAAAAFWvbCEPAAAAAKVTttu1AAAAACgdIQ8AAABAFRDyAAAAAFSBsj1CfXv86le/ytVXX525c+dmxYoVOfPMM7PffvslSUaNGpVjjz021157bR588MHU1dVl8uTJ6d+/f1544YVccsklKRQKOeCAA3LZZZelpqb186uGhoZMnjw5q1evzpYtW3L22Wdn//3332btSuuzR48eFbeeSdLU1JQpU6bkueeeS6FQyOWXX56OHTtW3Jpuq8/GxsaKXNMkee211zJ8+PB8//vfT11dXcWt57b63Lx5c8Wu5wknnJAuXbokSXr27JmRI0fmW9/6Vmpra3PEEUfk3HPPbdlc/je/+U06dOiQGTNmpFevXnn88ce3OrYtmK+l69N8bf0+zdfW7dN8LS3ztbS9VuKMNV9Lw3xtXdUwX/mIihXie9/7XvEv//IviyNGjCgWi8XiHXfcUbz55pvfc8yyZcuKY8aMKTY3NxdXr15dHD58eLFYLBbPPPPM4k9/+tNisVgsTp06tfjAAw+UpMe77rqrOGPGjGKxWCyuX7++OGjQoG3WrsQ+K3E9i8Vi8Uc/+lHxkksuKRaLxeJPf/rT4llnnVWRa7qtPit1Tbds2VL82te+Vjz66KOLTz/9dEWu57b6rNT1fOedd4rHH3/8e177yle+UnzhhReKzc3Nxb/5m78pLl++vPjDH/6wOHHixGKxWCz+8pe/LJ511lnve2y5ma+l7bMS17NYNF9LwXxtXear+bo9vVbimpqvrc98bV3VMF/56Crmdq199903c+bMafl92bJlefDBBzN69OhMnjw5GzZsyGOPPZYjjjgihUIhe++9d5qamvL6669n+fLlOfzww5MkAwcOzCOPPFKSHo855picf/75SZJisZja2tpt1q7EPitxPZPkqKOOyvTp05MkL7/8crp27VqRa7qtPit1TWfPnp1TTjkle+65Z5JU5Hpuq89KXc+nnnoqmzZtyrhx43L66afn5z//ebZs2ZJ99903hUIhRxxxRMuaHnnkkUmSz372s1m2bFk2bNiwzWPLzXwtbZ+VuJ6J+VoK5mvrMl/N1+3ptRLX1HxtfeZr66qG+cpHVzEhz9ChQ1NX9193j/Xv3z8XX3xx5s+fn3322SfXXXddNmzY0HLJWZJ07tw5b731VorFYgqFwnteK4XOnTunS5cu2bBhQ84777xMmDBhm7Ursc9KXM/fq6ury8SJEzN9+vQMGzasItd0W31W4pouXLgw3bp1axnWSSpyPbfVZyWuZ5LstNNOGT9+fG6++eZcfvnlmTRpUjp16rRVT3/Ya21t7fv2X27ma2n7rMT1/D3ztfWYr63PfDVft6fXSlzTxHxtTeZr66uG+cpHVzEhzx8aMmRI+vXr1/LzihUr0qVLl2zcuLHlmI0bN2aXXXZ5z72MGzduTNeuXUvW1yuvvJLTTz89xx9/fIYNG7bN2pXYZ6Wu5+/Nnj07P/zhDzN16tRs3rx5q/qV0ut/7/OII46ouDW9++6788gjj2TMmDF58sknM3HixLz++utb1a7EPgcOHFhx65kkvXv3zle+8pUUCoX07t07u+yyS954442t6v9hr83Nzdvsvxz/Pn2YSp0H5mtpmK+tw3xtfear+bo9vVbqmibma2sxX1tfNc5Xtl/Fhjzjx4/PE088kSR59NFHc8ghh+TQQw/NQw89lObm5rz88stpbm5Ot27d8ulPfzpLly5NkixZsiSHHXZYSXpat25dxo0bl7/7u7/LSSedlCTbrF2JfVbieibJPffckxtvvDFJ0qlTpxQKhfTr16/i1nRbfZ577rkVt6bz58/PvHnzMnfu3HzqU5/K7NmzM3DgwIpbz231+bWvfa3i1jNJ7rrrrlxxxRVJkldffTWbNm3KzjvvnBdffDHFYjEPPfRQy5ouWbIkSfL444/nwAMPTJcuXVJfX7/VsW2tEueB+dr6zNfWZb62PvPVfN2eXitxTc3X1mW+tr5qnK9sv0KxWCy2dRO/t2rVqlx44YW54447snz58kyfPj319fXp3r17pk+fni5dumTOnDlZsmRJmpubM2nSpBx22GF57rnnMnXq1DQ0NKRPnz6ZMWNGamtrW72/GTNm5F//9V/Tp0+flte++c1vZsaMGVvVrrQ+J0yYkKuuuqqi1jNJ3n777UyaNCnr1q1LY2NjzjjjjPTt23eb9duy12312aNHj4r7Z/S/GzNmTKZNm5aampqKW89t9fnOO+9U5Hpu2bIlkyZNyssvv5xCoZCLLrooNTU1mTlzZpqamnLEEUfkggsuaHk6wcqVK1MsFjNz5sz07ds3jz/++FbHtgXztXR9mq+t36f52rp9mq+lZb6WttdKnLHma+mYr62jWuYrH01FhTwAAAAAfDQVe7sWAAAAANtPyAMAAABQBYQ8AAAAAFVAyAMAAABQBYQ8AAAAAFVAyAMf4Hvf+16eeOKJ931/zJgxeeaZZ7Z6fd68eaVsC2CHZ74ClIb5Cu2bkAc+wN/+7d+mf//+f/TnbrjhhhJ0A1A9zFeA0jBfoX0T8tCuDB8+PK+99loaGhpy6KGHZvny5UmSE044IT/4wQ8ycuTInHLKKbnllluSJJdcckmWLFmSd955J+edd15OOeWUXHDBBTniiCNaznndddfl9NNPz4gRI/LSSy/lhhtuyJtvvplp06a1xVcEaBPmK0BpmK/AH0PIQ7vy5S9/OT/5yU/y2GOPpWfPnnnkkUfy9NNPZ999983999+fW2+9NfPnz8+iRYvy7LPPtnxuwYIF6dmzZ26//face+65ee2111reGzRoUG655ZYMHDgw999/f84+++z8yZ/8iT8kgXbFfAUoDfMV+GPUtXUDUE5HH310vvvd76ZHjx654IILMnfu3BSLxQwdOjSzZ8/OX//1XydJ3nzzzbzwwgstn3vmmWcycODAJEnfvn3TrVu3lvf69euXJOnevXvWrVtXvi8DUEHMV4DSMF+BP4YreWhXDjzwwLz00kt54oknMmjQoLz99ttZvHhx+vTpk/333z+33HJL5s6dm+HDh+eggw56z+d++ctfJklefPHFrF+//gPrFIvFkn4PgEpjvgKUhvkK/DGEPLQ7hx9+eLp165aampp87nOfS7du3XLwwQfnC1/4QkaNGpXhw4fn+eefz1577dXymZNOOimrV6/O6NGjM2fOnHTs2PEDa/Tt2zcXXXRRqb8KQEUxXwFKw3wFtlehKLKFD/Uf//Efefvtt3PEEUfk+eefz9/8zd9k0aJFbd0WwA7PfAUoDfMV2ichD2yHtWvX5sILL0xDQ0MaGxtz3nnntdzjDMBHZ74ClIb5Cu2TkAcAAACgCtiTBwAAAKAKCHkAAAAAqoCQBwAAAKAKCHkAAAAAqoCQBwAAAKAK/H+mvFhZQ/EgjAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1147.12x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, hue='origin', col='origin', palette='crest');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `height`, `aspect`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x144 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, col='origin', height=2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x144 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, col='origin', height=2, aspect=1.5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other Keywords: Plot Specific\n",
    "\n",
    "In general, additional keyword arguments will be passed to the kind of plot selected.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAFgCAYAAACFYaNMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAVOUlEQVR4nO3df0xV9/3H8dflh79AtrGmixt1Q7RrqTGbtTgThG6p0jSzOmID6jCLdq06Q9Ha8aMgGpiOuK1pmG11cckEnDrbNMuW1U62hlmULEzbgN0anaUqTVfQdoAKF+75/tHsfmtBS+09930u9/n4C67cft5+0j53djj3HJ/jOI4AAGEXYz0AAEQrAgwARggwABghwABghAADgBHPBnj16tXWIwCAqzwb4EuXLlmPAACu8myAAWCsI8AAYIQAA4ARAgwARggwABghwABghAADgBECDABGCDAAGCHAAGCEAAOAEQIMAEYIMAAYIcBGBgYDYX0fAO+Jsx4gWo2Li1H+7mOf+n37H5nnwjQALHAEDABGCDAAGCHAAGCEAAOAEQIMAEYI8GfEZWEAbhaXoX1GXE4G4GZxBAwARggwABghwABghAADgBECDABGCDAAGCHAAGCEAAOAEQIMAEYIMAAYIcAAYIQAA4ARAgwARggwABghwABghAADgBECDABGCDAAGCHAAGCEAAOAEQIMAEZcC3B3d7eys7N15swZdXR0aNmyZVq+fLkqKysVCPAodwBwJcB+v1+bN2/WhAkTJEnbt29XUVGR9u3bJ8dx1NjY6MayABBRXAlwTU2N8vPzdeutt0qS2tvblZGRIUnKyspSc3OzG8sCQEQJeYBfeOEFJScna/78+cHXHMeRz+eTJCUkJKinpyfUywJAxIkL9T/w+eefl8/n07Fjx/TGG2+ouLhYFy9eDP55X1+fkpKSQr0sAESckAe4oaEh+HVBQYG2bNmiHTt2qKWlRXPnzlVTU5O+9a1vhXpZAIg4YbkMrbi4WLW1tcrLy5Pf71dOTk44lgUATwv5EfBH1dXVBb+ur693cykAiDh8EAMAjBBgADBCgAHACAEGACMEGACMEGAAMEKAAcAIAQYAIwQYAIwQYAAwQoABwAgBBgAjBBgAjBBgADBCgAHACAEGACMEGACMEGAAMEKAAcAIAQYAIwQYAIwQYAAwQoABwAgBBgAjBBgAjBBgADBCgAHACAEGACMEGACMEGAAMEKAAcAIAQYAIwQYAIwQYAAwQoCjxMBgIKzvA/DJ4qwHQHiMi4tR/u5jn/p9+x+Z58I0ACSOgAHADAEGACMEGACMEGAAMEKAAcAIAQYAIwQYAIwQYAAwQoABwAgBBgAjBBgAjBBgADBCgAHACAEGACMEGACMEGAAMEKAAcAIAQYAIwQYAIwQYAAwQoABwAgBBgAjrjyWfmhoSOXl5Tp79qx8Pp+2bt2q8ePHq6SkRD6fTzNmzFBlZaViYug/gOjlSoD/+te/SpL279+vlpYWPfXUU3IcR0VFRZo7d642b96sxsZGLViwwI3lASAiuHIIet9996mqqkqS1NnZqaSkJLW3tysjI0OSlJWVpebmZjeWBoCI4do5gLi4OBUXF6uqqkqLFi2S4zjy+XySpISEBPX09Li1NABEBFdPwtbU1Ojw4cOqqKhQf39/8PW+vj4lJSW5uTQAeJ4rAX7xxRe1a9cuSdLEiRPl8/k0c+ZMtbS0SJKampo0Z84cN5YGgIjhyi/hFi5cqNLSUq1YsUKDg4MqKytTWlqaKioq9Itf/ELTpk1TTk6OG0sDQMRwJcCTJk3S008/Pez1+vp6N5YDgIjEhbgAYIQAA4ARAgwARggwABghwABghAADgBECDABGCDBcMTAYCOv7gEjkygcxgHFxMcrffexTv2//I/NcmAbwJo6AAcAIAQYAIwQYAIwQYAAwQoABwAgBBgAjBBgAjBBgADBCgAHACAEGACMEGACMEGAAMEKAAcAIAQYAIwQYAIwQYAAwMqoAP/PMM9d8//Of/9yVYQAgmtzwiRi/+93vdOjQIZ05c0ZNTU2SpKGhIQ0ODurxxx8Py4AAMFbdMMCLFy/WvHnztGvXLq1Zs0aSFBMToy9+8YthGS6cBgYDGhfHGRkA4XPDAI8bN04pKSnaunWr2tra1N/fL0k6f/687rnnnrAMGC48wwxAuI3qoZyFhYXq7u7WlClTJEk+n2/MBRgAwm1UAe7q6tL+/fvdngUAosqoTnqmpqbq3XffdXsWAIgqozoCbm1t1be//W0lJycHXzt69KhrQwFANBhVgF9++WW35wCAqDOqAJeWlg57bfv27SEfBp8s3JfLcXke4J5RBfiBBx6QJDmOo1OnTuk///mPq0Ph+sJ9uRyX5wHuGVWA58+fH/w6KytLq1atcm0gAIgWowrwR3/h9t5776mrq8u1gQAgWowqwH/84x+DX48bN07btm1zbSAAiBajCvD27dv15ptv6vTp00pNTdWdd97p9lwAMOaN6tfbdXV1qqio0IkTJ1RRUaE9e/a4PRcQFgODgbC+D/ioUR0B/+EPf1BDQ4Pi4uLk9/uVn5+v1atXuz0b4Dqu8oClUR0BO46juLgPWx0fH6/4+HhXhwKAaDCqI+C7775bhYWFuvvuu9Xa2qpvfvObbs8FAGPeJwb4wIED2rhxo1599VW1tbUpIyND3//+98MxGwCMaTc8BVFbW6tXX31Vg4ODuvfee7VkyRIdP35cO3fuDNd8ADBm3TDATU1NevrppzVx4kRJUkpKip566in95S9/CctwADCW3TDAkyZNks/nu+a1+Ph4JSQkuDoUAESDGwZ4woQJOnfu3DWvnTt3bliUAQCf3g1/Cbdp0yatW7dO8+bN02233abOzk4dPXpUNTU14ZoPAMasGx4Bz5gxQ/v27VN6erquXLmiu+66S7/97W+Vnp4ervkAYMz6xMvQJk+erCVLloRhFACILjzqAACMEGAAMEKAAcAIAQYAIwQYAIyM6m5on4bf71dZWZkuXLiggYEBrV27VtOnT1dJSYl8Pp9mzJihyspKxcTQfgDRLeQB/v3vf6/Pf/7z2rFjh95//30tWbJEd9xxh4qKijR37lxt3rxZjY2NWrBgQaiXBoCIEvLD0Pvvv1+PPfaYpA9v5B4bG6v29nZlZGRI+vCx9s3NzaFeFgAiTsgDnJCQoMTERPX29qqwsFBFRUVyHCd4/4iEhAT19PSEellEOZ7RhkgU8lMQkvTOO+/oRz/6kZYvX65FixZpx44dwT/r6+tTUlKSG8siivFsN0SikB8Bd3V1adWqVXriiSe0dOlSSVJ6erpaWlokfXiP4Tlz5oR6WQCIOCEP8HPPPaf//ve/euaZZ1RQUKCCggIVFRWptrZWeXl58vv9ysnJCfWyABBxQn4Kory8XOXl5cNer6+vD/VSABDRuBgXAIwQYAAwQoABwAgBBgAjBBgAjBBgADBCgAHACAEGACMEGACMEGAAMEKAAcAIAQYAIwQYAIwQYAAwQoCBm3Czj0DiffgoVx5JBIx1n+URSOF8dFKkzBmtOAIGACMEGACMEGAAMEKAAcAIAQYAIwQYnsJlTIgmXIYGT/ksl00BkYYjYAAwQoABwAgBBgAjBBgAjBBgADBCgAHACAEGACMEGACMEGAAMEKAAcAIAQYAIwQYAIwQYAAwQoABwAgBBgAjBBgAjBBgADBCgAHACAEGACMEGACMEGAAMEKAAcAIAQYAIwQYAIwQYCACDAwGrEeAC+KsBwDwycbFxSh/97FP/b79j8xzYRqECkfAAGCEAAOAEQIMAEYIMAAYIcAAYIQAA4ARAgwARggwABghwABgxLUAv/baayooKJAkdXR0aNmyZVq+fLkqKysVCPCxSgBwJcC/+tWvVF5erv7+fknS9u3bVVRUpH379slxHDU2NrqxLABEFFcCPHXqVNXW1ga/b29vV0ZGhiQpKytLzc3NbiwLIELd7M2GIv0mRa7cjCcnJ0fnz58Pfu84jnw+nyQpISFBPT09biwLIEJF682GwvJLuJiY/1+mr69PSUlJ4VgWADwtLAFOT09XS0uLJKmpqUlz5swJx7IA4GlhCXBxcbFqa2uVl5cnv9+vnJyccCwLAJ7m2g3ZU1JSdPDgQUlSamqq6uvr3VoKACISH8QAACMEGACMEGAAMEKAAcAIAQYAIwQYAIwQYAAwQoABhEyk3xwn3Fz7IAaA6BOtN9W5WRwBA4ARAgwARggwABghwABghAADgBECDABGCDAAGCHAAGCEAAOAEQIMAEYIMAAYIcAAYIQAA4ARAgwARggwABghwABghAADgBECDABGxlyAeSYVgEgx5p4JxzOpAESKMXcEDACRggADgBECDABGCDAAGCHAAGCEAAOIWDd72alXLlcdc5ehAYgekX7ZKUfAAGCEAAOAEQIMAEYIMAAYIcAAYIQAA4ARAgwARggwABghwABghAADgBECDABGCDCAqOOVm/hwMx4AUccrN/HhCBgAjBBgADBCgAHACAEGACMEGACMEGAAMEKAAcAIAQYAI2H7IEYgENCWLVv0r3/9S+PGjVN1dbW++tWvhmt5APCcsB0BHzlyRAMDAzpw4IAef/xx/fSnPw3X0gDgSWELcGtrq+bPny9J+sY3vqG2trZwLQ0AnuRzHMcJx0JPPvmkFi5cqOzsbEnSvffeqyNHjigubuSzIHPnztVXvvKVcIwGAK76whe+oD179gx7PWzngBMTE9XX1xf8PhAIXDe+ktTS0hKOsQDATNhOQcyePVtNTU2SpJMnT+r2228P19IA4ElhOwXxv6sg3nzzTTmOo23btiktLS0cSwOAJ4UtwACAa/FBDAAwQoABwAgBBgAjnnkm3Guvvaaf/exnqqur06lTp/Too4/qa1/7miRp2bJleuCBB/TLX/5Sr7zyiuLi4lRWVqZZs2apo6NDJSUl8vl8mjFjhiorKxUTE7r/XfH7/SorK9OFCxc0MDCgtWvXavr06SOu6ZX5pkyZ4pn9GxoaUnl5uc6ePSufz6etW7dq/Pjxnti/kWYbHBz0zN5JUnd3t3Jzc/XrX/9acXFxnti3683X39/vqb373ve+p8TERElSSkqK8vLy9JOf/ESxsbHKzMzU+vXrr3uLhJMnTw77WVc4HrB7927nu9/9rvPQQw85juM4Bw8edPbs2XPNz7S1tTkFBQVOIBBwLly44OTm5jqO4ziPPvqoc/z4ccdxHKeiosJ5+eWXQzrboUOHnOrqasdxHOfSpUtOdnb2iGt6aT4v7d+f//xnp6SkxHEcxzl+/LizZs0az+zfSLN5ae8GBgacdevWOQsXLnROnz7tmX273nxe2rurV686ixcvvua1Bx980Ono6HACgYDz8MMPO+3t7c7hw4ed4uJix3Ec58SJE86aNWuu+7Nu8MQpiKlTp6q2tjb4fVtbm1555RWtWLFCZWVl6u3tVWtrqzIzM+Xz+fTlL39ZQ0NDunjxotrb25WRkSFJysrKUnNzc0hnu//++/XYY49JkhzHUWxs7Ihremk+L+3ffffdp6qqKklSZ2enkpKSPLN/I83mpb2rqalRfn6+br31VknyzL5dbz4v7d0///lPXblyRatWrdLKlSv197//XQMDA5o6dap8Pp8yMzOD+/fxWyT09vaO+LNu8ESAc3JyrvlU3KxZs/TjH/9YDQ0Nuu2227Rz50719vYG/++EJCUkJKinp0eO48jn813zWiglJCQoMTFRvb29KiwsVFFR0Yhremk+L+2fJMXFxam4uFhVVVVatGiRp/bv47N5Ze9eeOEFJScnB+MgyVP7NtJ8Xtk7SZowYYJWr16tPXv2aOvWrSotLdXEiROHzfHx+WJjY687sxs8EeCPW7BggWbOnBn8+tSpU8M+ytzX16fJkydfc96or69PSUlJIZ/nnXfe0cqVK7V48WItWrRoxDW9NJ/X9k/68Gjp8OHDqqioUH9//7A1Lef76GyZmZme2Lvnn39ezc3NKigo0BtvvKHi4mJdvHhx2HpW+zbSfFlZWZ7YO0lKTU3Vgw8+KJ/Pp9TUVE2ePFnvv//+sDVHukXCSDO79d+FJwO8evVqvf7665KkY8eO6a677tLs2bN19OhRBQIBdXZ2KhAIKDk5Wenp6cH7RjQ1NWnOnDkhnaWrq0urVq3SE088oaVLl0rSiGt6aT4v7d+LL76oXbt2SZImTpwon8+nmTNnemL/Rppt/fr1nti7hoYG1dfXq66uTnfeeadqamqUlZXliX273nzr1q3zxN5J0qFDh4K3vH333Xd15coVTZo0SW+//bYcx9HRo0eD+/fxWyQkJiYqPj5+2M+6wTOfhDt//rw2btyogwcPqr29XVVVVYqPj9ctt9yiqqoqJSYmqra2Vk1NTQoEAiotLdWcOXN09uxZVVRUyO/3a9q0aaqurlZsbGzI5qqurtaf/vQnTZs2Lfjak08+qerq6mFremW+oqIi7dixwxP7d/nyZZWWlqqrq0uDg4P64Q9/qLS0tBHXDPd8I802ZcoUz/y79z8FBQXasmWLYmJiPLFv15vv6tWrntm7gYEBlZaWqrOzUz6fT5s2bVJMTIy2bdumoaEhZWZmasOGDde9RcLJkyeH/awbPBNgAIg2njwFAQDRgAADgBECDABGCDAAGCHAAGCEACPq7N69O3i96kgKCgp05syZYa/X19e7ORaiEAFG1HnkkUc0a9asT/2+Z5991oVpEM0IMCJebm6uuru75ff7NXv2bLW3t0v68HaEv/nNb5SXl6f8/Hzt3btXklRSUqKmpiZdvXpVhYWFys/P14YNG5SZmRn8Z+7cuVMrV67UQw89pHPnzunZZ5/VBx98oC1btlj8FTFGEWBEvO985zv629/+ptbWVqWkpKi5uVmnT5/W1KlT9dJLL2nfvn1qaGjQkSNH9O9//zv4vgMHDiglJUX79+/X+vXr1d3dHfyz7Oxs7d27V1lZWXrppZe0du1afe5znyPACCnP3JAduFkLFy7Uc889pylTpmjDhg2qq6uT4zjKyclRTU2NfvCDH0iSPvjgA3V0dATfd+bMGWVlZUmS0tLSlJycHPyz/91U5pZbblFXV1f4/jKIKhwBI+LdfvvtOnfunF5//XVlZ2fr8uXLamxs1LRp0zR9+nTt3btXdXV1ys3N1de//vVr3nfixAlJ0ttvv61Lly7dcB0+tY9QI8AYEzIyMpScnKyYmBjdc889Sk5O1h133KF58+Zp2bJlys3N1VtvvaUvfelLwfcsXbpUFy5c0IoVK1RbW6vx48ffcI20tDRt2rTJ7b8Kogg340HU+sc//qHLly8rMzNTb731lh5++GEdOXLEeixEEQKMqPXee+9p48aN8vv9GhwcVGFhYfCcMBAOBBgAjHAOGACMEGAAMEKAAcAIAQYAIwQYAIz8H9sOcHz4TpX7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, bins=20);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, kind='kde', fill=True, lw=3);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `rug_kws`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, kind='kde', rug=True, rug_kws={'height': 0.05});"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FacetGrid Styling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### `facet_kws`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', data=cars, col='origin', facet_kws={'despine': False});"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FacetGrid Object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.displot(x='weight', data=cars, col='origin');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "seaborn.axisgrid.FacetGrid"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_items([('usa', <AxesSubplot:title={'center':'origin = usa'}, xlabel='weight', ylabel='Count'>), ('japan', <AxesSubplot:title={'center':'origin = japan'}, xlabel='weight'>), ('europe', <AxesSubplot:title={'center':'origin = europe'}, xlabel='weight'>)])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.axes_dict.items()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.displot(x='weight', data=cars, col='origin')\n",
    "\n",
    "for col_val, ax in g.axes_dict.items():\n",
    "    if col_val == \"europe\":\n",
    "        ax.set_facecolor(\"#E2F2FF\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Examples, Thumbnail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "plt.rcParams['font.size'] = 14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x='weight', y='horsepower', data=cars)\n",
    "plt.xlabel('Weight', fontsize=16)\n",
    "plt.ylabel('Height', fontsize=16);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 669.775x864 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.displot(x='weight', row='origin', hue='origin', palette='crest', \n",
    "            data=cars, height=4, aspect=2)\n",
    "g.set_titles(row_template='{row_name} cars')\n",
    "plt.xlabel(\"Weight\")\n",
    "plt.xticks([2000, 3000, 4000, 5000]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 230.4x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.displot(x='weight' ,\n",
    "                color='#8711ac', \n",
    "                data=cars, height=4, aspect=0.8, kde=True)\n",
    "g.set_titles(col_template='')\n",
    "g.set_xlabels('')\n",
    "g.set_ylabels('')\n",
    "g.set_xticklabels([])\n",
    "g.set_yticklabels([])\n",
    "plt.xlim(1500, 5500)\n",
    "plt.ylim(0, 80)\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 496.8x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.displot(x='weight', y='horsepower', row='origin', color='#48804D',\n",
    "                data=cars[cars.origin.isin(['europe','japan'])], \n",
    "                height=3, aspect=2.3, row_order=['europe', 'japan'],\n",
    "                facet_kws={'despine': False})\n",
    "g.set_titles(row_template='')\n",
    "g.set_xlabels('')\n",
    "g.set_ylabels('')\n",
    "g.set_xticklabels([])\n",
    "g.set_yticklabels([])\n",
    "plt.tight_layout();"
   ]
  },
  {
   "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": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}