{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>satisfaction_level</th>\n",
       "      <th>last_evaluation</th>\n",
       "      <th>number_projects</th>\n",
       "      <th>average_monthly_hours</th>\n",
       "      <th>time_spent_company</th>\n",
       "      <th>work_accident</th>\n",
       "      <th>left</th>\n",
       "      <th>promotion_last_5_years</th>\n",
       "      <th>department</th>\n",
       "      <th>salary</th>\n",
       "      <th>salary_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SMITH</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.53</td>\n",
       "      <td>2</td>\n",
       "      <td>157</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>JOHNSON</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.86</td>\n",
       "      <td>5</td>\n",
       "      <td>262</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>medium</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>WILLIAMS</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.88</td>\n",
       "      <td>7</td>\n",
       "      <td>272</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>medium</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BROWN</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.87</td>\n",
       "      <td>5</td>\n",
       "      <td>223</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JONES</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.52</td>\n",
       "      <td>2</td>\n",
       "      <td>159</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>MILLER</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.50</td>\n",
       "      <td>2</td>\n",
       "      <td>153</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DAVIS</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.77</td>\n",
       "      <td>6</td>\n",
       "      <td>247</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>GARCIA</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.85</td>\n",
       "      <td>5</td>\n",
       "      <td>259</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>RODRIGUEZ</td>\n",
       "      <td>0.89</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5</td>\n",
       "      <td>224</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>WILSON</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.53</td>\n",
       "      <td>2</td>\n",
       "      <td>142</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        name  satisfaction_level  last_evaluation  number_projects  \\\n",
       "0      SMITH                0.38             0.53                2   \n",
       "1    JOHNSON                0.80             0.86                5   \n",
       "2   WILLIAMS                0.11             0.88                7   \n",
       "3      BROWN                0.72             0.87                5   \n",
       "4      JONES                0.37             0.52                2   \n",
       "5     MILLER                0.41             0.50                2   \n",
       "6      DAVIS                0.10             0.77                6   \n",
       "7     GARCIA                0.92             0.85                5   \n",
       "8  RODRIGUEZ                0.89             1.00                5   \n",
       "9     WILSON                0.42             0.53                2   \n",
       "\n",
       "   average_monthly_hours  time_spent_company  work_accident  left  \\\n",
       "0                    157                   3              0     1   \n",
       "1                    262                   6              0     1   \n",
       "2                    272                   4              0     1   \n",
       "3                    223                   5              0     1   \n",
       "4                    159                   3              0     1   \n",
       "5                    153                   3              0     1   \n",
       "6                    247                   4              0     1   \n",
       "7                    259                   5              0     1   \n",
       "8                    224                   5              0     1   \n",
       "9                    142                   3              0     1   \n",
       "\n",
       "   promotion_last_5_years department  salary  salary_level  \n",
       "0                       0      sales     low             1  \n",
       "1                       0      sales  medium             2  \n",
       "2                       0      sales  medium             2  \n",
       "3                       0      sales     low             1  \n",
       "4                       0      sales     low             1  \n",
       "5                       0      sales     low             1  \n",
       "6                       0      sales     low             1  \n",
       "7                       0      sales     low             1  \n",
       "8                       0      sales     low             1  \n",
       "9                       0      sales     low             1  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('../data/raw_data.csv')\n",
    "data.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyze correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f3ca55c9290>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ChTLNLy1ZsiQKheKtPgksSZAQQggh0HvNBRFfpWPHjty9e5eFCxeSlJSElZUV\nK1as0CxKfOPGDfT19fO1zbySJEgIIYQQb2VidK9evejVq1eWx9asWZPtubNmzcr3eF4mSZAQQggh\n5C3yQgghhNBN8hZ5IYQQQugkXXyLvCRBQgghhJDhMCE+dM/f3VXQ5L1dQoj3TX6uE/RfIUmQ0ClP\nbyflXOgtMij37D06E38OK9A4AL79vCMAvRevL9A41nhm/eSIEOLdyu91gv4LJAkSQgghhAyHCSGE\nEEI3yXCYEEIIIXSSJEFCCCGE0EkyHCaEEEIInSQTo4UQQgihk6QnSAghhBA6SV/mBAkhhBBCF8m7\nw4QQQgihk2Q4TAghhBA6SRcnRute2vcBCQoKwt7ePtsyPj4+DBs2LF/aCwgIwNXVNV/qEkII8X7R\nUyiy3T5EkgT9Rzg5ObFmzZpM+9/1GK4ujhkLIYQu0NfTy3b7EL33w2EZGRkoFAr58tVhT58+xcDg\nvf9TFUKI/7QPtbcnO3lO7Q4dOsQXX3yBvb09jRo1YvDgwcTHxwPw+eefM3/+fK3yycnJ1K1bl2PH\njgGQlpaGn58fzZs3x9bWlh49ehAZGakp/3yI5/fff6dTp05YW1uTmJjImTNn6NevH40bN6Zhw4a4\nu7tz/vx5rbZiY2Pp2bMn1tbWODs7ExERgVKpZN++fZoyN27cYNSoUZr4hw4dyvXr13N17T4+Pnh6\nerJs2TKaNm2Kvb09S5YsQaVSMWfOHBo1akSLFi3Yvn271nn//PMPX331FfXr16dRo0ZMmTKFlJSU\nTPX+9NNPNGvWjEaNGjF9+nRUKhUA7u7uJCQkMGvWLJRKJVZWVlr1Hz58mI4dO2Jra4uHhwdJSVm/\nKT04OJhGjRqRnp6utX/IkCF4e3vn6h4AhISE4OTkRMOGDRk9erTWtaSlpTFjxgwcHR2xtrbmiy++\n4MyZM5rjWQ3h7d27F6VSqfn8fNhty5YttG7dGmtrawB+/fVXXFxcNPexX79+PH78ONdxCyGEeDU9\nPUW224coz0lQamoq/fr1Y/v27axevRo9PT3NnBMXFxdCQ0O1yoeFhVG+fHns7OwAmD59OqdOnWLB\nggXs2LGD9u3bM2DAAOLi4rTaWLFiBd9++y2hoaGYmJjw6NEjunbtysaNG9m8eTPm5uYMHDhQ8wWs\nVqsZOnQoxYoVY+vWrUyfPh1/f3+tHqSnT5/Sv39/SpQowcaNG9m4cSPFihXDw8ODp0+f5ur6//rr\nL27fvs29s48ZAAAgAElEQVT69evx8fFh4cKFDBo0iNKlS7NlyxY+//xzpkyZws2bNwF4/PgxHh4e\nlC5dmu3bt7Nw4UL+/PNPfH19teo9cuQI8fHxrF27ljlz5hAUFKRJpgICAqhYsSIjR44kPDycw4cP\na85LSUlh5cqVzJs3jw0bNpCYmIifn1+WsXfo0AG1Ws3vv/+u2ZecnMyhQ4f49NNPc3X9V69eZd++\nfQQGBrJs2TIiIyNZvny55vicOXPYs2eP5hqqVauGh4cH9+/f15TJqlfv5X1Xr15lz549LF68mODg\nYG7fvs3YsWNxc3Nj165drFu3jk8++QS1Wp2ruIUQQmTvbQyHrV+/HicnJ6ytrenevTunT59+Zdkt\nW7bQq1cvHBwccHBwoG/fvtmWzw95vqq2bdvSpk0bzMzMUCqVzJgxgwsXLnDp0iU6dOjArVu3NL0+\nAKGhobi4uACQkJBAUFAQ33//PQ0aNMDMzIy+ffvSoEEDtm3bpjlHpVIxdepUbGxsMDc3p3DhwjRu\n3BgXFxeqV69OjRo1mDZtGqmpqURFRQHPeqiuXbvGnDlzsLS0pEGDBnz99ddaX5K//PILarUaX19f\natasSY0aNfj2229JTEzU6o3KTunSpZk4cSLm5uZ069aN6tWr8+TJEwYOHEjVqlUZNGgQhoaGmnuw\nY8cOnjx5wpw5c7CwsKBRo0ZMnjyZkJAQkpOTNfWWKlWKKVOmUL16dVq0aEGLFi3466+/NMf09PQo\nWrQoJiYmmJiYaN2radOmUbt2baysrOjVqxcRERFZxl64cGE6deqk1VMVEhKCqalpjhOsn1Or1fj5\n+WFhYYGdnR1dunTRxJmamsrPP/+Ml5cXzZo1w8LCAl9fXwoXLszWrVtzVf9zT58+Zc6cOSiVSiwt\nLbl9+zYqlYpPPvkEU1NTPvroI3r27EmRIkXyVK8QQoisPZ968qotr8LCwpg9ezYjRowgKCgIpVKJ\nh4eH1nffiyIjI3F2dmbNmjVs2rSJihUr0r9/f27duvWml/ZKeZ5ocfXqVRYuXMipU6e4e/euZs5O\nQkICNWvWxNHRkZ07d2JnZ0d8fDwnT55kxowZAFy8eBGVSkW7du20kpP09HSMjY01nw0NDbG0tNRq\n986dO/j7+xMVFcWdO3dQqVQ8efKEhIQEAK5cuUKlSpUoU6aM5px69epp1XHhwgWuXr2Kra2t1v60\ntDTi4uJwdHTM8fo/+ugjrT+GsmXLasWqp6eHsbGx5pccGxuLUqmkcOHCmjJ2dnZkZGQQGxuriffl\nesuVK8fFixdzjMfIyIgqVapoPpcvX/6Vf2AA3bt3x83NjVu3blG+fHmCgoLo1q1bju08V6VKFa3E\no1y5cty5cweAuLg4VCqV1v01MDDA2tqamJiYXLcBYGpqSunSpTWflUolTZo0wdnZmWbNmtGsWTPa\ntWtHyZIl81SvEEKIrOnn85DXqlWr6NGjh+ap4mnTprF//362bdvGgAEDMpWfO3eu1udvv/2W3377\njYiICLp06ZKvsT2X5yRo0KBBVKlShRkzZlC+fHnUajWdOnXSzDNxcXFh5syZTJ48mdDQUJRKJTVr\n1gTg0aNHGBgYEBQUhN5LXWtFixbV/GxkZJSp3fHjx3P//n0mTZqEqakphQoVonv37pp21Wp1jplq\nSkoKdevWZd68eZmOvZiEZSerCbpZ7cvIyMgxrhf3v1yHQqHQ1JEdQ0PDTPuyGyKysrLC0tKS4OBg\nmjZtSkxMDF27ds2xndzE+bzdl6/3xXugUCgyxZfVUOSLfw/wLLn86aefOHHiBOHh4axdu5YFCxaw\nefNmKleunOv4hRBCZM0gH58AS09P59y5cwwaNEizT6FQ4OjoyMmTJ3NVR0pKCk+fPtX6B3F+y9MV\n//vvv1y5coUhQ4bQuHFjatSowd27d7XKtGnThidPnnDw4EF++eUXzVAYQO3atVGpVCQlJWFmZqa1\nvTjEk5UTJ07g7u7Oxx9/jIWFBQYGBlpt16hRg4SEBK1ekBcn5ALUqVOHK1euUKZMmUztFy9ePC+3\nItdq1qzJ33//rTWB99ixY+jr61O9evVc12NoaJirpCg33Nzc2LZtG9u3b6dJkyZUqFAhX+qtVq0a\nBgYGWsOhT58+5ezZs5pEuEyZMjx69Ejrfvz999+5bsPW1pZhw4YRHByMgYEBe/bsyZfYhRBC1+Xn\ncNjdu3dRqVSULVtWa7+JickrH9552bx586hQoQJNmjTJU9t5kackqFSpUpQuXZrNmzcTFxdHREQE\nfn5+WjenSJEiODk58f333xMbG4uzs7PmmLm5Oc7Oznh5ebFnzx6uXbvG6dOnWb58OQcOHMi2bXNz\nc0JCQoiJieHUqVOMGzdOa1imadOmmJmZMX78eC5cuMCxY8dYsGCB1i/PxcUFY2Njhg4dytGjR7l2\n7RpHjhxhxowZmonM+c3FxYXChQvj5eXFxYsX+euvv5gxYwZdunTRGrrLSZUqVYiKiuLmzZuZEs/X\nienWrVts2bKFzz777I3qelGRIkXo2bMnc+bM4dChQ1y6dIlJkybx+PFjzcTr+vXrY2RkxHfffUd8\nfDw7d+4kKCgox7pPnz7NsmXLOHv2LImJiezevZu7d+9qkishhBBv5l2sE5SbURuA5cuXs2vXLhYv\nXkyhQoXype2s5OmqFAoF/v7+nDt3DhcXF/z8/PDy8spUzsXFhQsXLtCwYcNMvQyzZ8/G1dUVPz8/\nOnTogKenJ2fPnsXU1DTbtmfOnMn9+/fp1q0bXl5e9O7dWyuJ0NPTY8mSJaSmpuLm5saUKVMYOnQo\narVaMx/HyMiI9evXY2pqyogRI+jUqROTJ08mLS3ttXuCcnrSycjIiB9//JF79+7h5ubGqFGjcHR0\nZPLkyXlqZ8SIEVy/fp1PPvkkV3OXslO8eHHatm1L0aJFad269RvV9bKxY8fStm1bvLy8+PTTT4mP\nj+enn36iRIkSwLNEeu7cuRw8eBAXFxfCwsIYPnx4jvUWK1aMqKgoBg0aRPv27Vm4cCHe3t40a9Ys\nX+MXQghdlZ+PyBsbG6Ovr5+p1yc5OTnHkZ8ff/yRFStWsHLlSj766KM8X0deKNQf8DPGx44d48sv\nv+S3337DzMysoMN5r/Tp0wdLS0smTJhQ0KG8U09v564b9m0xKPesa3jiz2EFGgfAt593BKD34vUF\nGscaz14F2r4Q4pmQo+eyPd6lYZ081de9e3esra2ZNGkS8KwXqGXLlri7u+Ph4ZHlOStWrGDZsmX8\n+OOPmjXi3qYPahnevXv3UrRoUapVq8bVq1eZOXMmdnZ2kgC94P79+xw5coSoqCimTp1a0OEIIYR4\nT7z8wNKb6tOnD97e3tStW5d69eqxevVqHj9+rHkiefz48VSsWJHRo0cDEBgYyMKFC5k/fz6mpqaa\nXqSiRYtmelgmv3xQSdDDhw+ZO3cuN27cwNjYGEdHxyyH617F1tY2y6eXFAoFgYGBmgUf/8tcXV15\n8OAB48aNw9zcXOuYs7NzlqtnKxQKpk+frjW/SwghxIfFQD9/H5Hv2LEjd+/eZeHChSQlJWFlZcWK\nFSs0U1lu3LiBvr6+pvzGjRt5+vQpI0aM0KrH09Mz314E/rIPejgsr56//iMrFSpUeKuTs94HiYmJ\nr1w528TE5K1l4u+SDIf9jwyHCSFe9OvpC9keb29d6x1F8u58UD1Bb0rXh80qVapU0CEIIYQoIPqK\nD/NN8dmRJEgIIYQQ+b5i9H+BJEFCCCGEeK33g/3XSRIkhBBCiHxbEPG/RJIgIYQQQkgSJIQQQgjd\npCfDYUIIIYTQRXl9NcaHQNYJEkIIIQRHL2deLPdFDatXfkeRvDvSEySEEEIIdHA0TJIgoVtSj58q\n0PaLNKgPQMTFuAKNA6DJR1UB2B51pkDj6GZfD4C/LhX8PWlcs2pBhyBEgZGJ0UIIIYTQSTIxWggh\nhBA6SXqChBBCCKGT5LUZQgghhNBJ8toMIYQQQugkeYu8EEIIIXSSLi6WKEmQEEIIISQJEkIIIYRu\nkqfDhBBCCKGTdHFO0HtzxZGRkVhZWfHw4cOCDkUIIYTQOQpF9tuHqMCSIHd3d2bNmqX53KBBAw4f\nPkzx4sULKqT3wvXr11EqlURHRxd0KEIIIXSIvp5ettvrWL9+PU5OTlhbW9O9e3dOnz6dbfldu3bR\noUMHrK2t6dy5MwcOHHitdnPrvekJMjAwwMTEpKDDKHBqtVon12oQQghRsPI7CQoLC2P27NmMGDGC\noKAglEolHh4eJCcnZ1n+xIkTjB07lu7duxMcHEybNm3w9PTk0qVLb3ppr1QgSZCPjw9RUVGsWbMG\npVKJlZWV5gY9Hw4LCgrC3t6e/fv30759e2xsbBg5ciSPHz8mKCgIJycnHBwcmDFjBmq1WlN3Wloa\nfn5+NG/eHFtbW3r06EFkZGSu4kpISGDw4ME4ODhga2uLi4sLBw8eBJ4N1ymVSg4cOEDnzp2xtram\nR48eXLx4UauOo0eP0qtXL+rXr0+rVq2YMWMGqampmuNOTk4sW7aMCRMm0KBBA1q1asXmzZs1x9u0\naQOAq6srSqWS3r175yr2rVu34uzsTL169fj444+ZMWOG5lhiYiJDhgzB1tYWOzs7Ro0axZ07dzTH\nAwICcHV1Zdu2bbRq1QpbW1umT59ORkYGgYGBNGvWDEdHR3744QetNpVKJRs3bmTAgAHUr1+fNm3a\nsHv3bq0y8+bNo127dtjY2NCmTRu+//57VCpVprZDQkJwcnKiYcOGjB49mpSUFACCg4Np1KgR6enp\nWvUOGTIEb2/vXN0bIYQQOcvv4bBVq1bRo0cPXF1dsbCwYNq0aRgZGbFt27Ysy69Zs4aPP/6Yvn37\nUqNGDUaMGEGdOnVYt27dG17ZqxVIEjRx4kRsbGxwc3Pjzz//5PDhw1SsWDFTD0hqaipr165lwYIF\nrFixgiNHjuDp6cmhQ4cIDAxk7ty5bNq0iV9//VVzzvTp0zl16hQLFixgx44dtG/fngEDBhAXl/Mb\nqqdNm0Z6ejobNmxg586djB07lqJFi2qVmTt3Lj4+Pmzbtg1jY2OGDBmi+VKPi4tjwIABtG/fntDQ\nUPz9/Tl+/Di+vr5adaxcuZJ69eoREhJCz549mTp1KpcvXwZgy5YtqNVqVq9eTXh4OAEBATnGvWHD\nBnx9ffn8888JDQ1l6dKlVK36v7dhDx06lAcPHrBhwwZWrlxJXFwcX3/9tVYdcXFxHDp0iBUrVuDv\n78+WLVsYOHAgt27dYt26dYwdO5YFCxZk6spcuHAh7du3Z8eOHbi4uDB69GhiY2M1x4sXL86cOXMI\nCwtj0qRJbNmyhVWrVmVqe9++fQQGBrJs2TIiIyNZvnw5AB06dECtVvP7779ryicnJ3Po0CE+/fTT\nHO+NEEKI3DFUpWe75UV6ejrnzp2jSZMmmn0KhQJHR0dOnjyZ5TknT57E0dFRa1+zZs1eWT4/FMjT\nYcWLF8fQ0JAiRYpQpkwZAPT19TOVU6lUTJs2jSpVqgDQrl07duzYQUREBEZGRlhYWNCoUSOOHDlC\nhw4dSEhIICgoiP3791OuXDkA+vbty8GDB9m2bVumL/6XJSYm0q5dO2rWrAmgafdFw4YN0/xS/fz8\naNGiBXv27KF9+/YsX76czp074+7uDoCZmRkTJkygd+/eTJ06lUKFCgHQsmVLevbsCcDAgQNZvXo1\nkZGRVK9eXXM/SpUqlevhwR9++IH+/fvz5ZdfavbVrVsXgPDwcC5evMi+ffuoUKEC8CyR69SpE2fP\nntWUU6vVzJo1iyJFimju65UrV1ixYgUA5ubmBAYGcuTIEaytrTXtdOjQQZOMjBw5kj///JN169Yx\nZcoUAAYPHqwpa2pqSr9+/QgLC6N///6a/Wq1Gj8/P4oUKQJAly5d+OuvvwAoXLgwnTp1Yvv27bRr\n1w6AkJAQTE1Nsbe3z9X9EUII8W7dvXsXlUpF2bJltfabmJho/tH/stu3b2dZPikp6a3F+V4/Im9k\nZKSViJQtW5YqVapgZGSkte/5+OLFixdRqVS0a9dOa4gsPT0dY2PjHNtzd3dn2rRpHD58GEdHR9q2\nbUutWrU0xxUKBTY2NprPpUqVonr16sTExAAQHR3NP//8w44dOzLVfe3aNWrUqAGApaWl1rGyZctq\nDU/lRXJyMrdu3aJx48ZZHo+NjaVixYqaBAjAwsKCkiVLEhMTo0mCqlSpoklCnsdkYKD95/HivX6u\nfv36Wp9tbGy0JnWHhYWxdu1a4uPjefToESqVihIlSmid83Lb5cqV07of3bt3x83NjVu3blG+fHmC\ngoLo1q1btvdFCCHE+yev815f/C5/G97rJMjQ0FDrs0KhyPTFrFAoyMjIAODRo0cYGBgQFBSE3kuT\nuF4e1sqKm5sbzZs3Z//+/YSHh7Ns2TJ8fHzo1atXtuc9/4WmpKTQo0ePLOfxVKpUSfNzdteQV4UL\nF872+Kv+4F7en1VML+8DchXn83pPnDjBuHHjGDlyJE2bNqVEiRKEhoZmGg7L6X5YWVlhaWlJcHAw\nTZs2JSYmhq5du+YYhxBCiIJhbGyMvr5+pl6c5OTkV45ylCtXLsvyL/cO5acCezqsUKFCWhNk80Pt\n2rVRqVQkJSVhZmamteV2aKlChQr06NGDhQsX0q9fP61Jy2q1Wmts8t69e1y5cgULCwtN+5cuXcrU\ntpmZWZYJRVaeJ365TYqKFStG5cqViYiIyPJ4zZo1SUxM5ObNm5p9ly5d4sGDB5phvzdx6tSpTJ+f\n93idPHmSypUrM3DgQOrUqUPVqlW5fv36a7Xj5ubGtm3b2L59O02aNNHq2RJCCPF+MTQ0pE6dOlrf\nTWq1moiICGxtbbM8x8bGJtN3WXh4uNYITH4rsCSocuXKnD59muvXr3P37l0yMjLeuNvL3NwcZ2dn\nvLy82LNnD9euXeP06dMsX748V2sNzJw5k8OHD3Pt2jXOnTvHkSNHMiUKixcvJiIign/++Qdvb2+M\njY1p3bo1AAMGDODkyZP4+voSHR3N1atX2bt3b6aJ0dkxMTHByMiIQ4cOcefOnVwtHjl8+HBWrlzJ\n2rVruXr1KufOndPMpnd0dMTS0pKxY8dy/vx5Tp8+jZeXF40aNaJ27dq5jutVfv31V7Zt28aVK1dY\nuHAhZ86c0cxNqlatGgkJCYSFhREfH8+aNWvYu3fva7Xj4uLCrVu32LJlC5999tkbxy2EEOLt6tOn\nD5s3byY4OJiYmBi++eYbHj9+rJnOMH78eObPn68p37t3bw4dOsTKlSuJjY1l0aJFnDt3Tmu+a34r\nsOGwfv364e3tTadOnXjy5AkzZ87Ml/VxZs+ezdKlS/Hz8+PmzZuULl0aW1tbWrVqleO5GRkZ+Pr6\ncuPGDYoXL07z5s21HsNWKBSMHTuWmTNncvXqVWrXrs0PP/yg6eWpVasWa9euxd/fn169eqFWq6la\ntSodO3bUquNlL+7T19dn0qRJLFmyhIULF2JnZ8eaNWuyjdvV1ZW0tDRWrVrFnDlzMDY21kwiBliy\nZAm+vr58+eWX6Onp0bx5cyZNmpTj/cguzueGDx9OWFgY06dPp1y5csyfP1/TE+Tk5ESfPn3w9fUl\nLS2Nli1b4unpmasn3l5WvHhx2rZty4EDBzRJpxBCiPxTJOVx9gVems+Zk44dO3L37l0WLlxIUlIS\nVlZWrFixQvMA0I0bN7QeirK1teW7777D398ff39/qlWrxpIlS/Jl1OJVFOq3PevoAxEZGclXX31F\nVFSUzq9q/ZxSqWTx4sXvLCnp06cPlpaWTJgw4bXrSD1+KudCb1GRBs8mkkdczHnJhretyUfPllHY\nHnWmQOPoZl8PgL8uFfw9aVyzas6FhPhApSfcyPa4oWnFdxTJu/PerBj9XyD5YsG4f/8+e/bsISoq\nii+++KKgwxFCiA+TWp399gF6r58Oy28DBgzg6NGjmfYrFAoGDx7MwIEDsz2/oF5nYWtri0KhyJSE\nKRQKAgMDsbOzK5C43tX9cHV15cGDB4wbNw5zc/N30qYQQugadT4/rPRfoFNJ0LfffsuTJ0+yPFaq\nVKlsz3VwcODvv/9+G2HlKKt1h54ryKek3tX9eHG1aCGEEG/JB9rbkx2dSoLKly9f0CG8FjMzs4IO\nQQghxIdOeoKEEEIIoYtkOEwIIYQQuilDhsOEEEIIoYPUGdITJIQQQghdpHq9d1j+l0kSJIQQQgjU\nakmChBBCCKGLpCdICCGEELpI/fRpQYfwzsm7w4QQQghBStTxbI8XtW/wjiJ5d6QnSOiUK3f+LdD2\nzU1KA/DgwYMCjQOgxP+/EbqgY3lf4oBnsbwvcQjxrqllOEwIIYQQOkkWSxRCCCGETtLB2TGSBAkh\nhBBCXpshhBBCCB0lSZAQQgghdJEuPiwuSZAQQgghpCdICCGEELpJ5gQJIYQQQjcV0HDYvXv3mD59\nOvv370dPT4+2bdsyceJEihYt+sryixYt4vDhw9y4cQNjY2Nat27NqFGjKF68eJ7aliRICCGEEAW2\nWOKYMWO4c+cOq1atIj09HR8fH6ZMmcK8efOyLH/r1i1u3bqFj48PNWrUICEhgSlTpnD79m2+//77\nPLUtr80QOkVWjP6f92Wl5vclDpAVo4Vuu7cjLNvjpTp3zPc2Y2Ji6NSpE9u3b6d27doAHDp0iEGD\nBnHgwAHKlSuXq3p+/fVXxo8fz8mTJ9HT08t1+7kvKd6569evo1QqiY6OLuhQMslNbJGRkSiVSh4+\nfPgOIxNCCPFanqqy396CkydPUqpUKU0CBODo6IhCoeDUqVO5rufBgwcUL148TwkQSBL03lMoFAUd\nQpZMTU0JDw/H0tIy23L5Hf/7nBgKIcR/mVqVke32NiQlJVGmTBmtffr6+pQqVYqkpKRc1ZGcnMzS\npUvp0aNHntuXOUHvqfT0dOD9XbdBoVBgYmLyzttVq9XvbWIohBD/aer8S3S+++47AgMDX3lcoVAQ\nFvbq4bfc/r/+4cOHDBo0iI8++ohhw4blOU7pCXpNf/zxB/b29prP0dHRKJVK/P39NfsmTpyIl5cX\nALt378bZ2Zl69erh5OTEypUrtepzcnJiyZIleHl50bBhQ6ZMmZKpzYyMDHx8fOjYsSM3b97MMcZV\nq1bh4uKCra0tLVu2ZNq0aaSmpmqVOXbsGO7u7tjY2ODg4ICHh4dmToRarSYwMJC2bdtq4l62bBmQ\ndY/MgQMHaNeuHfXr1+err77i+vXrmWI6evQovXr1on79+rRq1YoZM2ZoxfS8jQkTJtCgQQNatWrF\n5s2bNcfbtGkDgKurK0qlkt69e+d4H4QQQuQsP3uC+vXrx65du165hYWFYWZmRtmyZUlOTtY6V6VS\ncf/+/Rz/of3o0SM8PDwoWbIkixYtQl9fP8/XLEnQa7K3tyclJYXz588Dz+a/lClThiNHjmjKHD16\nFAcHB86dO8fXX3+Ns7MzoaGhjBgxgu+//57g4GCtOleuXImVlRVBQUEMHTpU61haWhojRozgwoUL\nbNiwgQoVKuQYo56eHpMnTyY0NBQ/Pz+OHDnC3LlzNcf//vtv+vbti6WlJZs2bWLjxo20atUK1f+v\nFTFv3jxWrFiBp6cnYWFhzJs3T+uP8sUsPTExkeHDh9O6dWtCQkJwc3Pju+++04onLi6OAQMG0L59\ne0JDQ/H39+f48eP4+vpmug/16tUjJCSEnj17MnXqVC5fvgzAli1bUKvVrF69mvDwcAICAnK8D0II\nIXIhQ5X9lgfGxsZUr149283AwAAbGxvu37+v+S4FiIiIQK1WU79+/VfW//DhQ/r370/hwoVZunQp\nhQoVeq1LliToNRUvXpxatWoRGRkJPEuC+vTpw/nz50lNTeXmzZvExcXh4ODAypUradKkCYMHD6Za\ntWq4urrSq1cvfvzxR606mzRpQp8+fTAzM8PMzAx4lmg8evSIQYMGce/ePdasWUPp0qVzFWPv3r1x\ncHCgcuXKNGrUiJEjR7Jr1y7N8RUrVlCvXj0mT55MrVq1sLCwoFevXpQuXZpHjx6xdu1axo8fT5cu\nXTAzM6NBgwZ89tlnmvNfHKrbuHEj1apVY/z48Zibm+Ps7EzXrl214lm+fDmdO3fG3d0dMzMzbGxs\nmDBhAsHBwaSlpWnKtWzZkp49e2JmZsbAgQMxNjbW3OfnY8elSpXCxMSEkiVL5upeCCGEyJ46Q53t\n9jZYWFjQrFkzJk2axOnTpzl27Bi+vr506tRJ82TYzZs36dChA2fOnAGe9QD169eP1NRUZsyYwf37\n90lKSiIpKYmMjLz1WMmcoDfg4ODAkSNH6NOnD0ePHmXs2LGEhYVx/Phx7t69S/ny5TEzMyM2NpbW\nrVtrndugQQPWrFmjNe5Zp06dTG2o1WrGjBlDxYoVWbNmTZ6y3T///JPly5cTGxvLw4cPUalUpKWl\n8fjxY4yMjIiOjqZDhw5ZnhsTE0N6ejqNGzfOVVuxsbFYW1tr7bOxsdH6HB0dzT///MOOHTsynX/t\n2jVq1KgBkGmyddmyZblz506u4hBCCPGaCmjF6O+++47p06fTt29f9PT0aNeuHRMnTtQcf/r0KVeu\nXOHx48cAnDt3TpMQtW3bFvjfHKJ9+/Zhamqa67YlCXoD9vb2bN++nejoaAwNDTE3N8fe3p4jR47w\n77//4uDgAGQ9wSurCc9FihTJsp0WLVqwY8cOjh8/nuuk5Pr16wwePJhevXoxevRoSpUqxdGjR5k0\naRJPnz4FoHDhwq8838jIKFftPJebSWwpKSn06NEjy3k8lSpV0vxsYKD9Z6lQKPKc3QshhMibgnpt\nRsmSJV+5MCJA5cqV+fvvvzWfHRwctD6/CRkOewP29vY8fPiQ1atXaxKeRo0aERkZSVRUlGafhYUF\nx44d0zr3+PHjmJub55g4KBQKevbsyZgxYxgyZAhRUVG5iu3cuXNkZGTg5eWFtbU11apVyzSZulat\nWoMQL4gAACAASURBVERERGR5vrm5OYULF37l8ZfVrFkz05oOJ0+e1Ppcu3ZtLl26pBnue3F7OfF5\nFUNDQwBJioQQIr+p1dlvHyBJgt5AyZIlsbS0ZMeOHTRq1Ah4lhidPXuWK1euaJKgfv368ddff7Fk\nyRKuXLlCUFAQGzZsoH///jm28bzH6Msvv2TUqFEMHjw4U0KVlapVq6JSqVizZg3x8fEEBwezadMm\nrTKDBg3izJkzTJs2jQsXLhATE8PGjRv5999/KVSoEB4eHsydO5fg4GDi4+M5deoUW7duzbK9zz//\nnKtXrzJnzhwuX77Mzp07CQoK0iozYMAATp48ia+vL9HR0Vy9epW9e/dmmhidHRMTE4yMjDh06BB3\n7tyRhRiFECK/qFTZbx8gSYLekIODAxkZGZqEp1SpUtSsWZNy5cpRrVo14FkPyIIFC9i1axcuLi4s\nWrSIUaNG4erqqqnnVT1CL+7/6quvGD58OIMGDcrUy/IypVKJt7c3K1asoHPnzvzyyy+MGTNGq4y5\nuTk//fR/7N15WI15/8Dx96FCg5CtjZBkVzH2GWQdMpbhYcaWsQ7zmJAlYbJn7DKIeWwz85gJp2gs\nP8szxhKlsQ5hGEo1kRAtUp3fH67OOEpinPsccz6v6+q66r7Pub+fk5zzub/L5/sfLl++TN++ffn4\n4485dOiQtldmzJgxDB06lJUrV/LBBx/g7e2ts5Tx2dhsbGxYuXIlBw8epEePHvz444952qtVqxZb\ntmzhxo0bfPLJJ/Ts2ZPAwECdlW75/R6ePVa0aFH8/Pz44YcfeO+99/KsohNCCPF6DFEs0dBk7zBh\nUmTvsL8Yy55dxhIHyN5hwrQlrXpxcUOA8mOGKxSJcmRitBBCCCHQ6Gl/MGMmSdBbateuXflWlQaw\nt7dn165dCkckhBDirfaKBRH/CSQJekt5eHjkqcOTq7ArrYQQQohc+iqIaMzk0/ItZWlpiaWlpaHD\nEEII8U/xD538XBBJgoQQQgiBRobDhBBCCGGSZDhMCCGEEKZIk51l6BAUJ0mQEEIIIWROkBBCCCFM\nlAnWTpYkSAghhBAG20XekCQJEiYld9sKQzOmbRGMJRaJQwgDk54gIYQQQpgi6QkS4h8u5tPPDdp+\nlW9WAsazWSjA3dQMg8Zh/U5xAH5PTDZoHABOlcrx86Xrhg6DNrWrA/Dw/w4ZOBIo1bGdoUMQSpEk\nSAghhBCmSLbNEEIIIYRpkp4gIYQQQpgiTY7p1QkqYugAhBBCCGEEcnIK/tKTBw8eMGHCBNzd3WnS\npAnTpk0jLS2t0M8fNmwYLi4uHDx48JXbliRICCGEEAZLgiZMmMD169fZuHEja9eu5dSpU8yYMaNQ\nz924cSNFixZFpVK9VtuSBAkhhBACTVZWgV/6cO3aNY4ePcrcuXOpX78+bm5u+Pn5sXv3bu7cuVPg\nc6Ojo9m0aRPz5s1D85o1jiQJEkIIIcTTYokFfenBmTNnsLKyok6dOtpjLVq0QKVScfbs2Rc+LyMj\ngwkTJjBjxgysra1fu32ZGC2EEEIINAbYQDUpKYly5crpHCtatChWVlYkJSW98Hnz5s3D3d2dtm3b\n/q32JQkSQgghxBtdIr948WLWrVv3wvMqlYrdu3e/8LxGo3nhPJ+DBw9y8uRJQkJC/nackgQJRQ0c\nOJA6deowderUQj3+wIEDLFy4kLi4OAYMGFDo5wkhhHg1rzuvJj9Dhw6lV69eBT7GwcGB8uXLk5ys\nWy0+OzublJSUFw5znTx5ktjYWBo3bqxz/PPPP6dx48Zs3ry50HFKEiSM2syZM/noo48YOHAglpaW\nqNVq5s2bR2RkpKFDE0KIf5Y32BNUtmxZypYt+9LHNWrUiJSUFC5evKidFxQeHo5Go6Fhw4b5Pmfk\nyJH07dtX51i3bt2YNm0abdq0eaU4ZWK0MFqpqancvXuXli1bUr58eSwtLQvsIhVCCPH6NNnZBX7p\nQ40aNWjVqhV+fn6cO3eOqKgoZs+eTdeuXalQoQIAiYmJdOnShfPnzwNgbW2Nk5OTzhdA5cqVsbOz\ne6X2JQkSBpOZmUlAQADvvfcerq6u/Otf/yIiIgKAiIgI3N3dUalUDBo0iNq1axMREYGvry8PHz7E\nxcWF2rVrExgYaOBXIYQQ/xA5moK/9GTx4sVUr14dLy8vRo0aRZMmTZg1a5b2fFZWFjdu3CAj48Wb\nPb/uzbEMhwmDmTVrFtevX2fZsmVUqFCBAwcOMHz4cHbt2oWbmxt79+6lc+fOBAYG4urqipWVFb6+\nvqxcuZJ9+/ah0WiwtLQ09MsQQoh/BE2OYfYOK126NIsWLXrheTs7Oy5dulTgNV52/kUkCRIGkZCQ\ngFqt5ueff9Z2eXp5efHLL7+wfft2vL29tZPirKystN+XKlUKlUqVZ0mlEEKIv0k2UBVCGVeuXCE7\nO5tOnTrprEh48uRJoSbTCSGEeMP0OORlrCQJEgaRmpqKmZkZarWaIkV0p6bJEJcQQijPFHeRlyRI\nGESdOnXIysoiKSkJd3f3Qj/P3NycbBPsshVCCH3T1/5gxkxWhwmDcHR0xNPTk8mTJ7N//35u3brF\nuXPnCAoK4vDhwy98np2dHWlpaYSHh3Pv3r0CVwsIIYR4BQbYO8zQpCdIKOrZZYwLFixg9erVBAQE\nkJiYSJkyZXB1ddXZC+b5ZY+urq7069cPb29vHjx4wJgxYxg7dqxi8QshxD+WCfayqzRvsk62EEYu\n5tPPDdp+lW9WAvDw4UODxgFPV9oB3E01bG+a9TvFAfg9Mfklj9Q/p0rl+PnSdUOHQZva1QF4+H+H\nDBwJlOrYztAhCIX83v7DAs87HQhVKBLlSE+QEEIIIcAAu8gbmiRBQgghhNDb1hjGTJIgIYQQQvxj\nJz8XRJIgIYQQQlDzyB5Dh6A4WSIvhBBCCJMkSZAQQgghTJIkQUIIIYQwSZIECSGEEMIkSRIkhBBC\nCJMkSZAQQgghTJJsmyGEEEIIkyQ9QUIIIYQwSVIsUZgUY9ks1Jg2UDV0LMYSBzyN5drte4YOgxoV\nywKQ8OCRgSMBG6uSPL72h6HDoFiNaoYOQfwDSU+QEEIIIUySJEFCCCGEMEmSBAkhhBDCJEkSJIQQ\nQgiTJEmQEEIIIUySJEFCCCGEMEmSBAkhhBDCJEkSJIQQQgiTJEmQEEIIIUySSSdBcXFxuLi4EB0d\nrVibLi4uHDx4ULH2hBBCCJE/k0mCpk6dytixY3WO2dracuzYMZydnQ0U1d+jVqtp0qTJKz1n6tSp\nuLi46HwNHz5cTxEKIYQQxkuxvcOePHmCubm5Us0Vikqlwtra2tBhvDaNRoNKpXrl57333nssWLAA\njUYDgIWFxZsO7Y0yxr8dIYQQb7/XToIGDhyo7UEJDQ3FzMyM/v37M27cOADatWvHRx99xM2bNzl4\n8CAdOnRg/vz5XL58mXnz5nHmzBmKFy9Op06dmDJlCpaWlsDTnoqUlBQaNGjA5s2byczMxMvLi5Ej\nR7J48WK2b99O8eLFGTduHL169dLGc+XKFebOnatz3alTp1KiRAkCAwNRq9WoVCpcXFxQqVRs3rwZ\nW1tbPDw8CAkJwcXFBYCIiAi++uoroqOjsbKyomfPnnh7e1OkSBHt665VqxbFihVj27ZtmJub069f\nvzy9TIW1aNEi9u/fT2JiIuXLl8fT05OxY8dStGhRAKKjo5k3bx4XLlxApVLh6OjIrFmzSE1NxdfX\nV+c1jRkzplBxWFhYUK5cuVeOdfDgwTg5OTF9+nTtseTkZN577z2++eYbmjZtSmZmJkuXLuWnn37i\n4cOHODs7M2HCBN59910A7t+/z+zZszl16hQPHjzAwcGBUaNG0bVrV+01c/+2ihYtys6dO6lVqxab\nNm1i5cqV7Nixg6SkJMqWLUunTp2YNm3aK78OIYQQAv7mcFhISAhmZmZs27YNPz8/Nm7cSHBwsPb8\nhg0bqF27Nmq1ms8++4yMjAyGDx9OmTJl2LFjBytWrOD48ePMnj1b57onTpzgzp07fPfdd0ydOpUV\nK1YwcuRIypQpQ3BwMP369WPGjBkkJiYCkJGRwbBhw/Jcd9asWQAMHTqULl260Lp1a44fP87Ro0dx\ndXUF0OlJSUxMZOTIkTRs2JCdO3fi7+/Ptm3b+Prrr3XiCw0NxdLSkuDgYCZOnMiqVasIDw9/rd9h\nyZIlWbhwIbt378bPz4/g4GA2btyoPe/j44ONjQ07duxArVYzYsQIzMzMcHNzw9fXl5IlS2pf06ef\nflqoNiMiImjRogWdO3fmyy+/5P79+4V6Xp8+fQgLC+PJkyfaYzt37qRy5co0bdoUgFmzZnH27FmW\nLVvGzp076dy5M8OHDycmJgaAx48fU69ePYKCgggLC6Nfv35MnjyZc+fO6bQVEhKChYUFW7duxd/f\nn3379rFp0yZmz57N/v37WbVq1Vs7jCmEEMI4/K0kyMbGhqlTp+Lo6Ei3bt0YMGAAmzZt0p5v3rw5\nQ4YMwcHBAQcHB3bu3Mnjx49ZuHAhNWrUoGnTpkyfPp3Q0FCSk5O1zytTpgzTpk3D0dGRXr16Ua1a\nNR4/fsyIESOoUqUKI0eOxNzcnKioKICXXtfS0pLixYtre0Csra0xM3vaCZY7JATw/fffY2Njg5+f\nH9WqVcPDw4PPP/+cDRs26LzuWrVqMWbMGKpUqUKPHj2oV6/eaydBo0aNomHDhtja2tKmTRuGDh3K\nnj17tOfj4+Np3rw5jo6OVKlShU6dOlGrVi3MzMwoVaoUKpVK+5pKlCjx0vZat25NQEAAmzZtwsfH\nh8jISEaMGKHze3iRjh07AuhM7Far1doeufj4eNRqNcuXL8fNzQ0HBwe8vLxwc3Nj+/btAFSqVAkv\nLy9q1aqFvb09n3zyCa1atWLv3r06bVWtWpWJEyfi6OiIo6MjCQkJVKhQgebNm1O5cmXq169Pnz59\nXv4LFkIIIV7gb80Jatiwoc7PjRo1YsOGDdoP1Lp16+qcv379Oi4uLhQrVkx7zN3dnZycHK5fv64d\noqlZs6ZOD0358uV17vqLFClC2bJltYlTYa/7MtevX6dRo0Y6x9zc3EhLS+PPP/+kcuXKwNMk6FkV\nKlTg7t27hWrjebt372bLli3ExsaSmppKdnY2pUqV0p738vLCz8+P0NBQmjdvTpcuXXBwcHittgA+\n+OAD7fc1a9bE2dmZDh06cPLkSZo1a1bgcy0sLOjevTvbt2+nc+fO/Pbbb1y9epU1a9YAcPXqVbKz\ns+nUqZNOUvXkyRPKli0LQE5ODqtXr2bv3r3cvn2bzMxMnjx5kieBq1evns7PnTt3ZtOmTXh4eNC6\ndWvef/992rZtqx02FEIIIV6VXidGP//BVtBE3meP5/bSPCu/Yzk5Oa903Zd53fhUKpU2lldx+vRp\nfHx8GDduHC1btqRUqVKEhYXpDIeNHTsWT09Pfv75Z3755RdWrlzJ0qVLad++/Su3lx8HBwfKli1L\nTEzMS5MgeDok1rNnTxITE9mxYwfNmzfHxsYGgNTUVMzMzFCr1do5VLly53ytX7+eb7/9lmnTplGz\nZk0sLS2ZO3euzhAb5P3bqVy5Mvv27ePYsWMcP34cf39/vvnmG7799ltJhIQQQryWvzUcdvbsWZ2f\nz5w5g6Oj4wsTCScnJy5dukRGRob2WFRUFEWLFqVatWqvHUdhrmtubk52dnaB16lRowanT5/WORYV\nFcU777xDpUqVXju+Fzlz5gx2dnaMGDGCunXrUqVKFeLi4vI8rmrVqgwePJhvvvmGjh07smPHDqBw\nr+ll/vzzT+7fv0+FChUK9XhnZ2fq1avHjz/+SFhYGL1799aeq1OnDtnZ2SQlJWmHQHO/clfh/frr\nr3h4eNCtWzftkNiNGzcK1baFhQVt27Zl2rRpbN68mdOnT3PlypVXfs1CCCEE/M0kKCEhgYCAAP74\n4w/CwsL49ttvGTx48Asf7+npSbFixZg8eTJXr17lxIkTzJkzhw8//PC1Viu9ynXt7Oy4fPkyf/zx\nB/fu3SMrKyvPdT7++GMSEhKYPXs2169f58CBAwQGBuLl5fXasRWkatWqxMfHs3v3bmJjY9m8eTMH\nDhzQnn/8+DGzZ88mIiKC+Ph4oqKiOH/+PE5OTtrXlJaWRnh4OPfu3dNJAvOTlpbGwoULOXv2LHFx\ncYSHh/PZZ5/h6OhIq1atCh33Rx99RFBQEIBOj1Tu3LDJkyezf/9+bt26xblz5wgKCuLw4cPaxxw/\nfpzTp09z7do1ZsyYQVJS0kvbVKvVbNu2jatXrxIbG0toaCglSpTA1ta20HELIYQQz/pbw2E9evQg\nIyODPn36ULRoUYYMGaKdrJpfb1Dx4sX55ptvmDt3Ln369NFZIl+Q/K717LHCXLdPnz5ERETQu3dv\n0tPTtUvkn71OpUqVWLduHQsXLqRHjx5YWVnRt29fRo8eXWAsr+LZ57dr144hQ4Ywe/ZsMjMzadOm\nDWPGjCEwMBB4Ovfp/v37TJkyRbssvGPHjtpl8K6urvTr1w9vb28ePHjw0iXyRYsW5fLly4SGhpKS\nkkLFihVp1aoV48aNe6U6PF27dmXevHl4enrmqTG0YMECVq9eTUBAAImJiZQpUwZXV1fatm0LwOjR\no7l16xbDhg2jRIkS9O3blw4dOvDw4cN8f0e5SpUqxbp16wgICCA7OxtnZ2fWrFmDlZVVoeMWQggh\nnqXSFGZZUD4GDhxInTp1mDp16puOSRi5W7duaYflcusrvS3uphbcW6Zv1u8UB9BJ+gwldwK+oWMx\nljjgaSzXbt8zdBjUqPh0IUHCg0cGjgRsrEry+Nofhg6DYjVef8qEEC+iWMVo8fbLysri3r17LFu2\njEaNGr11CZAQQgjxrNdOgv7usNA/0a5du5gxY0a+5+zt7dm1a5de2z916hTDhw9HpVLlqfujUqn4\n9ddfC3z+2rVrtcvdn9ekSROGDRvGoEGDqF69OsuXL39jcQshhBCG8NrDYSKvtLS0F9YLMjMz0y4l\n15fMzExtFe38vKy+UEpKCg8ePMj3XLFixahYseLfis8YyHDYX4xlGMpY4gAZDsuPDIeJfzIZDnuD\nLC0ttfVwDMHCwuJvFVIsXbo0pUuXfoMRCSGEEMbrby2RF0IIIYR4W0kSJIQQQgiTJEmQEEIIIUyS\nJEFCCCGEMEmSBAkhhBDCJEkSJIQQQgiTJEmQEEIIIUySFEsUQgghhEmSniAhhBBCmCSpGC1MStw9\nw27NYFfWuLaIAMPHYixxwNNYDP03Asb3d5Ky96Chw6B0Zw8AzsX+aeBIoIFDZUOHIN4Q6QkSQggh\nhEmSJEgIIYQQJkmSICGEEEKYJEmChBBCCGGSJAkSQgghhEmSJEgIIYQQJkmSICGEEEKYJEmChBBC\nCGGSJAkSQgghhEmSJOgt5+LiwsGDhq3mGhgYSI8ePRRtU61W06RJE0XbFEII8c8iSZB4I1QqlUm0\nKYQQ4p9DkiATl5WVZegQhBBCCIOQJMgI7N27F09PTxo2bEjTpk0ZOnQoGRkZnD9/nqFDh9KsWTMa\nN27MwIEDuXjxYoHXWrRoEZ06daJRo0a0b9+e5cuXk52drT2fO3QVHByMh4cHDRo0ICQkhKZNm/Lk\nyROda40ePZopU6a81msKDg7mgw8+oEGDBnzwwQd8//332nP9+vVjyZIlOo9PTk6mXr16REVFAZCZ\nmUlAQADvvfcerq6u/Otf/yIiIuK1YhFCCCHyI0mQgd25c4eJEyfSp08f9uzZw7fffkuHDh3QaDSk\npqbSs2dP/vvf//Ljjz/i6OjIiBEjSEtLe+H1SpYsycKFC9m9ezd+fn4EBwezceNGncfcvHmT/fv3\ns2rVKkJCQujSpQsajYZDhw5pH5OcnMyRI0fo3bv3K7+mnTt3snLlSsaPH8+ePXsYP348K1asICQk\nBABPT0/CwsJ0nrN7924qVqyIu7s7ALNmzeLs2bMsW7aMnTt30rlzZ4YPH05MTMwrxyOEEELkR5Ig\nA7tz5w7Z2dl06NABW1tbatasSf/+/SlRogTNmjXD09OTatWqUb16dfz9/UlPTycyMvKF1xs1ahQN\nGzbE1taWNm3aMHToUPbs2aPzmKysLBYuXIiLiwvOzs4UK1aMrl27smPHDu1jQkNDsbW1fa3Jx4GB\ngUyZMoX27dtjZ2dH+/btGTx4MFu3bgWgS5cu3L59W9vrAxAWFoanpycA8fHxqNVqli9fjpubGw4O\nDnh5eeHm5sb27dtfOR4hhBAiP2aGDsDUubi40Lx5c7p160arVq1o1aoVnTp1onTp0ty9e5elS5cS\nGRnJ3bt3yc7O5vHjx8THx7/wert372bLli3ExsaSmppKdnY2pUqV0nmMra0tZcqU0TnWt29f+vTp\nw+3bt6lYsSJqtZpevXq98utJT08nJiaGadOmMW3aNO3xnJwcbRzlypWjRYsW7Nq1C3d3d2JjYzlz\n5gxz5swB4OrVq2RnZ9OpUyc0Go32Gk+ePKFs2bKvHJMQQgiRH0mCDKxIkSL85z//4fTp0xw7dowt\nW7awbNkyfvjhB2bOnElKSgp+fn7Y2tpiYWFB375988zdyXX69Gl8fHwYN24cLVu2pFSpUoSFheUZ\nDrO0tMzz3Nq1a+Ps7ExISAgtW7bk2rVr9OzZ85VfT+5Q3Zw5c2jQoEGe15rL09OTefPmMX36dMLC\nwnBxccHJyQmA1NRUzMzMUKvVOs95UexCCCHE65AkyEi4urri6urKZ599Rtu2bTlw4ACnT5/myy+/\npHXr1gAkJCRw7969F17jzJkz2NnZMWLECO2xuLi4QsfQp08fNm7cSGJiIs2bN6dSpUqv/Dqsra2p\nVKkSMTExdO3a9YWPa9++PTNnzuSXX37hp59+0km46tSpQ3Z2NklJSdo5QkIIIcSbJkmQgZ07d47w\n8HBatmyJtbU1Z86c4d69e9SoUQNHR0dCQ0OpW7cujx494quvvqJEiRIvvFbVqlWJj49n9+7d1K9f\nn//9738cOHCg0LF4enqycOFCgoODWbhw4Wu/prFjxzJv3jxKlixJ69atyczM5MKFC6SkpDBkyBAA\nSpQoQbt27Vi+fDnXr1+nW7du2uc7OjrSrVs3Jk+ezOTJk6lduzbJycmcOHGCWrVq8f777792bEII\nIUQuSYIM7J133iEyMpLNmzfz6NEjbG1tmTJlCq1bt6Z8+fLMmDGDXr16YWNjw/jx4wkICNB5/rMF\nA9u1a8eQIUOYPXs2mZmZtGnThjFjxhAYGFioWEqWLEnHjh05fPgwHh4er/2a+vTpg6WlJevXr9cm\nbs7OzgwePFjncZ6enowaNYomTZrk6XVasGABq1evJiAggMTERMqUKYOrqytt27Z97biEEEKIZ6k0\nz848FSZvyJAhODs74+vra+hQ9CLu3kODtm9X9unk8IcPDRsHoJ2obuhYjCUOeBqLof9GwPj+TlL2\nGnZrHoDSnZ/emJ2L/dPAkUADh8qGDkG8IbJEXgCQkpLC/v37iYyM5OOPPzZ0OEIIIYTeyXCYAKBH\njx48fPgQHx8fHB0ddc5169Yt3wnWKpWKWbNm6cznEUIIId4WkgQJAJ1q0c9bt27dC/cYs7a21ldI\nQgghhF5JEiReysbGxtAhCCGEEG+czAkSQgghhEmSJEgIIYQQJkmSICGEEEKYJEmChBBCCGGSJAkS\nQgghhEmSJEgIIYQQJkm2zRBCCCGESZKeICGEEEKYJEmChBBCCGGSJAkSQgghhEmSJEgIIYQQJkmS\nICGEEEKYJEmChBBCCGGSJAkSQgghhEmSJEgIIYQQJkmSICGEEEKYJEmChBBCCGGSJAkSQgghhEmS\nJEgIIYQQJkmSICGEEEKYJEmChBBvpYyMDNLT07U/x8XFsXHjRo4ePapoHFOmTCEyMlLRNl9k0KBB\npKSk5Dn+6NEjBg0aZICIhDBuZoYOQAhj06NHD1QqVaEeq1ar9RyNrpycHG7evMndu3fRaDQ655o0\naaJoLLkePXrEiRMnqFatGjVq1FCs3c8++4wOHTrQv39/UlJS6Nu3L2ZmZty7d48pU6bw8ccfKxLH\ngwcP8PLywtbWll69etGzZ08qVaqkSNvPi4iI4MmTJ3mOP378mKioKEVjCQwM5NNPP6VEiRI6xzMy\nMli/fj1jx45VNJ5nZWdnc+XKFWxtbbGystJbO02aNCn0e0lERITe4hAvJkmQEM9p3769oUPI15kz\nZ5gwYQLx8fF5EiCVSsWlS5cUiWPcuHE0adKEAQMGkJGRQe/evYmLi0Oj0bBkyRI6deqkSBy//fYb\nU6dOBWDfvn1YW1sTEhLCvn37WLFihWJJ0OrVq0lOTiY0NBS1Ws3KlStp3rw5H330ER4eHpibm+s9\nhujoaO33v//+O3fu3NH+nJOTw5EjRxRPzFatWkX//v3zJEHp6emsWrVK0SRo7ty5ODs706dPH7Kz\nsxkwYACnT5+mRIkSrFmzhqZNm+qlXV9fX71cV7w5kgQJ8RxD3qEWZObMmdSrV4+goCAqVKhQ6DvM\nN+3UqVOMHj0agP3796PRaIiMjEStVrN69WrFkqCMjAzeeecdAI4ePUrHjh0pUqQIjRo1Ij4+XpEY\ncpUrVw4vLy+8vLz47bff2LFjB5MmTcLS0pLu3bvz8ccf4+joqLf2c3svVSoVgwcPznO+ePHi+Pn5\n6a39/Gg0mnz/RqOjo/Xa+5Kfffv20b17dwD+97//cevWLfbs2UNoaChLly5l69atemm3Z8+eermu\neHMkCRLiJVJSUti3bx8xMTF8+umnlClTht9++43y5csrend98+ZNVqxYQdWqVRVrMz8PHz7Ufogd\nOXKEjh07UqJECdq0acNXX32lWBxVqlThwIEDdOjQgaNHjzJkyBAA7t69S8mSJRWL41m3b9/m2LFj\nHD16lKJFi/L+++9z5coVunbtio+PjzbGN+3gwYNoNBrat29PcHAw5cqV054zNzfH2tqaokWLFDpn\n5AAAIABJREFU6qXt5+UOAalUKjp16qSTCGVnZ5OWlka/fv0UiSXXvXv3qFChAgCHDx+mc+fOVKtW\njd69e7N582bF4oiJiWH79u3ExsYybdo0rK2tOXz4MLa2ttSsWVOxOMRfJAkSogDR0dF4eXlRqlQp\n4uLi6Nu3L2XKlOH//u//SEhIYOHChYrF0qBBA27evGnwJMjGxobTp09jZWXFkSNHWLJkCfA0WbSw\nsFAsjjFjxjBx4kTmz59P8+bNcXV1BeDYsWPUrl1bsTiePHnCoUOH2LFjB8eOHcPZ2ZkhQ4bg6emp\nTcb279+Pr6+v3pIgOzs7QHdYzFB8fX3RaDT4+vry+eefU6pUKe05c3Nz7OzstP9WSilfvjy///47\nFSpU4MiRI8ycORN42puoVHIYERHB8OHDcXNzIzIyEm9vb6ytrbl8+TLbt29nxYoVisQhdEkSJEQB\nFixYQM+ePZk0aZLOG/f777/PxIkTFY1l4MCBBAQEkJSUhLOzM2Zmuv99XVxcFIlj0KBB+Pj4YGlp\nia2trXY+RWRkJM7OzorEANC5c2fc3d25c+eOzmtv3ry5ovO6WrVqhUajoWvXrgQHB+ebgDVt2lQn\nGdCnP/74g4iICO7evUtOTo7OOX0P9c6fP59x48ZhaWmJvb09bm5uef5ODaFXr1588cUX2mHkli1b\nAnD27FmqV6+uSAyLFy/miy++wMvLS+e9pFmzZmzZskWRGEReKs3zMyyFEFru7u6o1WqqVKmCq6sr\nO3fuxMHBgbi4ODp37sz58+cViyW/JEelUmnnXig1MRrgwoULJCQk0KJFC+28nJ9//pnSpUvj5uam\n9/azsrJo0KABISEhiiZe+QkJCaFLly4UK1bMoHEA/Pjjj3z55ZeULVuW8uXL6wxFqVQqva9mrFu3\nLocPH6Z8+fLUrl2bo0ePYm1trdc2C2vfvn0kJCTQuXNnKleuDDxd3VmqVClFkuZn3z+e/f7WrVt0\n6dJF0fcS8RfDp+hCGDELCwsePXqU5/iNGzd05l0o4eDBg4q29yK5S5/r1aunc7xZs2asX79ekSTI\nzMwMGxubPD0dhtCjRw9Dh6C1evVqvvjiC0aMGGGQ9u3s7NiyZQstW7ZEo9Foh03zo1RJhydPnjBs\n2DD8/f3zTNpXcuJyqVKluHPnDg4ODjrHL126ZLCSCkKSICEK1K5dO1atWsWyZcu0x+Lj41m0aBEd\nO3ZUNJbceR+GZixLn0eNGsWSJUtYuHAhZcqUUaTN/KSlpREUFMSJEyfyHYJSMnl98OABXbp0Uay9\n502aNImZM2eydu1aVCrVC/8WlOy5NDc35/Lly4q0VZCuXbuyaNEili9fjkqlIicnh6ioKAICAowq\nkTY1MhwmRAEePnzIv//9by5cuEBqaioVK1YkKSmJRo0aERQUhKWlpaLxxMTEsGnTJq5du4ZKpaJG\njRoMGjSIKlWqKBaDi4sLx48fz9MTFh4ejre3NydOnFAkjh49enDz5k2ysrKwtbXN82+hVCHL8ePH\nExERwYcffphv6YL8lqzri6+vL/Xr16d///6KtZmf1NRU3N3d2bt37wuHw5SaIwUwb948LCwsFJ/H\n96zMzExmzZqFWq0mOzsbMzMzsrOz6datGwsWLFBsgrbQJUmQEIVw6tQpLl++TFpaGnXr1qVFixaK\nx3DkyBFGjx5N7dq1cXNz0w43REdHs2bNGu1kT33JXfr88OFDSpYs+cKlz7krb/QtMDCwwPNK9Ug1\nbtyYtWvX4u7urkh7BVm7di0bNmygTZs2+U6eV3LrjIiICKOZGD179mxCQkKoWrUq9erVy9OLmVt0\nUwnx8fFcvXqV1NRU6tSpo9f6UeLlJAkSogAJCQnY2NgYOgzgac9Hq1at8tzNLlq0iGPHjum950Ot\nVmuXPvv6+hrF0mdj0K5dO9atW6foliEFxfIiKpVK8XllxlIXZ+DAgS88p1KpFKkVFBUVZRSJstAl\nSZAQBahduzaNGzeme/fudOrUidKlSxsslvr167Nr1648d45//PEH3bt3V2x1iTHd4RuD0NBQDh48\nSEBAQJ4eBlP2fF2cPXv24ODgQFBQEBcuXDC5ujj16tWjYsWKeHp64unpiZOTk6FDEsjEaCEKtG3b\nNsLCwggMDGTWrFm89957dO/enbZt2ypaGBCebs1w6dKlPEnQpUuXFF2GnJ6eTnh4OK1bt9Y5fuTI\nEXJycnj//fcVicPFxaXArUOUmni7YcMGYmJiaNGiBfb29nmSQ6U32YWn809u3bpFlSpVDJasSl0c\nXb/88gu7d+8mLCyMtWvX4uLigqenJ926dZPVYQYkSZAQBahbty5169Zl0qRJnDx5krCwMKZPn05O\nTg4dOnRg/vz5isXSp08fZsyYQWxsrHYZ+q+//sq6devw8vJSLI5FixblO8FUo9GwePFixZKg5+cE\nZWVlcenSJdRqNZ9//rkiMYBxbbibnp6unf8CT2vjODg4MHv2bCpVqqTo0vkrV66waNGiPMfLlSvH\n/fv3FYsj17lz59i7dy8JCQk8efJE59zL5pe9CeXKlWPAgAEMGDCA2NhYwsLCUKvVLF68mMaNGyu6\nfYf4iyRBQhSCSqWiWbNmNGvWjP79+zNt2jRCQkIUTYLGjBlDyZIl+c9//qPdqqJixYqMHTtW0Qmv\nN2/ezHf+S/Xq1YmJiVEsjvySj86dO+Pk5MTu3bvp06ePInEY04a7ixcvJjo6ms2bNzN8+HDt8ebN\nmxMYGKhoEmRMdXF++uknJk+eTKtWrTh69CitWrXixo0bJCUl0aFDB0VjAXBwcGDEiBG4uLiwfPly\nIiMjFY9BPCVJkBCFkJCQQFhYGGFhYVy5coVGjRoxffp0RWNQqVQMGTKEIUOGaAs4GmKj0FKlShEb\nG4u9vb3O8ZiYGKOYE2OIfxtjcfDgQZYuXUqjRo10jtesWVPRBBWMqy7OmjVrmDp1Kp988gmurq5M\nmzYNe3t7ZsyYod1YVSlRUVHs2rWLffv28fjxY9q1a4e3t7eiMYi/SBIkRAF++OEHdu3axa+//kq1\natXw9PRk1apVeRIApRlql3QADw8P5s2bx6pVq7T1iW7evMmCBQsKXJ2khIyMDDZv3qxoT0N2djYb\nN25kz549+Q61REREKBZLcnJyvvPD0tPTC5w/pQ/e3t7MmjWLNm3akJ2dTdeuXcnKysLT05PRo0cr\nGktsbKx2mNbCwoK0tDTtTcXgwYP597//rfcYlixZQlhYGLdv36ZFixb4+vrSvn17o7hxMGWSBAlR\ngK+//poPPviAadOmKbozea6ePXuyceNGrKys6NGjR4EfZEpNwPXx8WHYsGF06dJFm2wkJibi7u7O\n5MmTFYkB/qpblEuj0ZCamkrx4sX56quvFIsjMDCQ4OBghg4dyrJlyxg1ahRxcXEcOHCAMWPGKBYH\nPF2B9PPPP+dZEh4cHJynd0jfLCwsmDNnDmPGjOHKlSsGrYtjZWVFamoq8HQI+erVq9SqVYuUlBTS\n09MViSEiIoJPP/2ULl26KL7ljngxSYKEKMDPP/+s+B30szw8PLSr0Dw8PAwaS65SpUqxdetWjh07\nRnR0NMWLF6dWrVqK7QWVy9fXV+dnlUpFuXLlaNiw4Qv3q9KHXbt2MWfOHNq0acPKlSvp1q0bVapU\noVatWpw9e1axOOBp78vw4cP5/fffyc7OZvPmzfz++++cOXNGkRVZL5sj9+zvQ8kChY0bN+b48ePU\nqlWLzp07M3fuXE6cOMHx48dp3ry5IjFs3bpVkXbEq5E6QUK8xKlTp9i6dSuxsbGsWLGCSpUqERIS\ngr29PY0bNzZ0eAb1+PFjLCwsjCI5M5RGjRqxe/dubG1tadWqFWvXrqVu3brExsbSo0cPoqKiFI0n\nJiaGoKAgoqOjSUtLo06dOgwfPpxatWrpve2CihI+S6kChbnu37/P48ePqVSpEjk5Oaxfv55ff/0V\nR0dHRo8erVjSHBISwtatW7l16xY//PADdnZ2bNy4EXt7e6NaZWhKpCdIiALs27ePSZMm4enpycWL\nF8nMzATg0aNHrF27VtEkyMPDg23btlG2bFmd4ykpKfTs2VOxasA5OTmsXr2arVu3cvfuXe0y7GXL\nlmFnZ6fYqix4+tq3bdum3UvNycmJ3r17K7ovVaVKlbhz5w62trY4ODhw7Ngx6taty/nz5xWvJQVQ\npUoV5syZo3i7gNHW/3l2g90iRYooukou1/fff8+KFSsYPHgwa9as0W60W7p0aTZt2iRJkIEUMXQA\nQhiz1atX4+/vz5w5c3SKzrm5uXHx4kVFY4mLi8uzQzk8LYyXmJioWBxff/01arUaHx8fzM3Ntced\nnZ3Ztm2bYnGcP3+eDh06sHHjRh48eMC9e/fYsGED7du357ffflMsjg4dOhAeHg487QlZvnw5HTt2\nZNKkSfTu3Vvv7T969KjQX6YsJiaGpUuXMn78eO7evQvA4cOHuXr1qiLtf/vtt8yZM4fRo0dTpMhf\nH7316tXjypUrisQg8pKeICEK8Mcff+Tb21OqVClSUlIUieHZHp4jR47o9HLk5OQQHh6OnZ2dIrHA\n020iZs+eTfPmzXU2S61VqxbXr19XLI758+fTrl07Zs+erU1Qs7Ky8PPzY968eXz33XeKxPFs4cgP\nPvgAGxsbzpw5Q9WqVRVZLde4ceNCD0cqVUXb2Dy/hYe3tzfW1tZcvnyZ7du3K7KFx61bt/JdXGFh\nYaHY5GyRlyRBQhSgfPnyxMTE5FkSHxUVlacInL7krjBSqVRMmTJF55yZmRl2dnZ5jutTYmKidmn8\nszQaDVlZWYrFceHCBZ0ECJ7+PoYNG6ZID8yLuLq6KrqR7LNza+Li4li8eDE9e/bUrgY7c+YMarWa\nCRMmKBaTsTGGLTzs7e25dOlSnhuWI0eOGMXmu6ZKkiAhCtC3b1/mzp3LvHnzUKlUJCYmcvr0aQIC\nAhRb/hwdHQ083SF827ZtBl9e6+TkxKlTp/K8me/du1fRMgIlS5YkISEhzwdIQkIC77zzjmJxAFy/\nfp1vv/1WOzepevXqDBgwgOrVq+u97XfffVf7/eDBg5kyZQrdunXTHvPw8MDZ2Zkff/yRnj176j0e\nY2QMW3h4eXkxa9Ys7bzCc+fOERYWRlBQkMHmcAlJgoQo0IgRI8jJyWHIkCGkp6czYMAALCwsGDp0\nKAMGDFA0lkOHDina3ot89tlnTJkyhcTERDQaDf/3f//HH3/8QUhICGvXrlUsjtz6TZMnT8bV1RWV\nSkVUVBQLFy6ka9euisWxb98+xo8fT7169bS9L2fPnsXT05MlS5bQqVMnxWI5c+YM/v7+eY7Xq1cP\nPz8/xeIwNsawhUefPn0oVqwYy5YtIz09nQkTJlCpUiV8fX0V/XsVumSJvBCFkJmZSUxMDGlpadSo\nUUPxnoZcaWlpREZGEh8fn6cysZL7h506dYpVq1bpLMMeM2YMrVq1UiyGzMxMFi5cyNatW8nOzgae\nDof179+fiRMnKrYyq3379nh6ejJu3Did4ytWrGDnzp0cOHBAkTgAOnXqhIeHB5MmTdI5vnDhQg4e\nPMi+ffsUi8WYBAQEcPbsWZYvX06nTp1Qq9UkJSUxefJkevToofj+b+np6aSlpeVb3VsoS5IgId4S\nFy9eZMSIEaSnp5Oeno6VlRX37t2jRIkSlCtXTrEl8sYmPT2dmJgYNBoNVatWVXwbgoYNG7Jz506q\nVq2qc/zGjRt8+OGHihZMPHz4MJ9//jlVq1alQYMGqFQqzp49y82bN1m5cqV26whTk5mZyaxZs1Cr\n1WRnZ2NmZkZ2djbdunVjwYIFFC1a1NAhCgORJEiI57zKXWFgYKAeI9E1cOBAHB0d8ff3x93dnZ07\nd2JmZoaPjw+DBg2iY8eOisUi/jJ8+HA6d+6cZzL29u3b2b17N998842i8SQkJPDf//6X69evo9Fo\ncHJyol+/ftjY2CgahzGKj4/n6tWrim3h8bKtbp6l1LY3QpfMCRLiOUoW2nsVly5dwt/fnyJFilC0\naFEyMzNxcHDAx8eHyZMn6zUJevfdd9m7dy/lypXLs2fX8ywtLXFycmLixIm4uLjoLaa0tDSCgoI4\nceIEd+/ezVNDSamesXbt2rFo0SJ+++03GjZsCDydE7R3714+//xznTg8PDz0Ho+NjQ3jx4/Xeztv\nk5MnT9K0aVNsbW2xtbVVrF0pgGj8pCdIiDcgKiqK+vXr63UeSrNmzfjvf/9LtWrV6NSpE35+frRu\n3Zpr167Rq1cvvQ67qNVqunbtioWFxUvvWDMzMzl8+DB//vknO3bs0FtM48ePJyIigg8//JAKFSrk\nScwGDx6st7afVdhET6VS6aVOT3R0NM7OzhQpUkS7kvBF9JmUGrN69epRuXJlevXqRc+ePY26Vyws\nLIx27dphaWlp6FBMgiRBQrwBbm5uhIaG6rV20NChQ+nZsyeenp74+flx+fJlBg4cSGhoKCkpKQQH\nB+ut7VeVkJBAr169tJWU9aFx48asXbsWd3d3vbXxNnBxceHYsWNYW1vj4uKCSqUiv7d1fSVhb4Pk\n5GR27tyJWq3m6tWrNG/enN69e9O+fXuDbG1SECXeS8RfJAkS4g1wdXVl586den3jOn/+PKmpqTRr\n1oy7d+8yadIkTp8+jaOjI/PmzVP8Lv/ChQvaujg1atSgbt26irbfrl071q1bZ/KF5uLi4rC1tUWl\nUhEXF1fgY5WsLG6sfvvtN3bs2EFYWBgAnp6efPTRR0bTS6bEe4n4iyRBQrwBpvTGdffuXby9vYmI\niKB06dJoNBoePnxI06ZNWbp0qWLFHENDQzl48CABAQGKrwh73rlz5zh58iTJycl55iZNnTrVQFGJ\nF0lMTOTHH38kKCgIMzMzHj9+TKNGjfD396dmzZoGjc2U3kuMgUyMFkK8ktmzZ/Po0SN++uknbS/M\n77//zuTJk5kzZw5LlizRW9vPr7a5efMmLVq0wN7eXmf7DFButc2aNWtYtmwZ1apVo3z58jrnCrsy\n6E1Zu3Yt1tbWfPTRRzrHt23bRnJyskF2TzcWT5484eDBg2zfvp3jx49Tr149ZsyYQdeuXUlOTmbZ\nsmWMGzeO3bt3GzpUoSBJgoR4S7Rr167AD1WlVkMdOXKEDRs26AxDOTk5MXPmTIYOHarXto1xtc3m\nzZuZN28evXr1MnQo/PDDD/luD1GzZk28vb1NNgmaPXu2dvire/fu+Pj44OzsrD1vaWnJ5MmTad26\ntaFCFAYiSZAQb4ASd/zPr3bKysri4sWLHD16lE8//VTv7efKycnB3Nw8z3EzM7M8Q0Fv2utU9tX3\napsiRYrg5uaml2u/qjt37lChQoU8x8uVK8edO3cMEJFx+P3335k+fTodO3Z84UTosmXL6mxGK0yD\nJEFCvAFKTK170ZLv7777jgsXLui9/VzNmjVj7ty5LF68WLvvUmJiIvPnz6d58+aKxVFYM2bMoGHD\nhnpLggYPHsx3333HtGnT9HL9V2FjY8Ovv/6aZz5JVFQUFStWNFBUhrdp06aXPsbMzIz169fj6Oho\n0N+VnZ1dnqFdoT8yMVqIt1xsbCwffvghv/76qyLtJSQk8Nlnn3H16lUqV66MSqUiISEBZ2dnvv76\naypXrqxIHIWl74mmOTk5jBgxghs3buDk5JTnA0zJquLr1q1j/fr1TJo0iWbNmgEQHh7OV199xdCh\nQxk5cqRisbyN9Pm3MmXKFHr37k2TJk3e+LXF65N0U4gCJCUlERAQQHh4OMnJyXl6fIyh7srevXsp\nU6aMYu3Z2NigVqs5duyYztYMLVq0UCwGYzJnzhxtReIyZcooPhn6WcOGDeP+/fv4+/trN9gtVqwY\nw4YNM9n5QMbiwYMHeHl5YWtrqy3aqNQO9uLFpCdIiAIMGzaMhIQEPvnkk3y7yJWcqPv8yiiNRkNS\nUhLJycnMnDmTf/3rX3qP4cmTJwwbNgx/f3+977v0pui7J8jV1ZWlS5fSpk0bvVz/daSmpnLt2jWK\nFy+Oo6Oj0RUENFb6/ltJTk4mNDQUtVrNtWvXaN68OR999BEeHh75zrMT+ic9QUIUICoqiu+//57a\ntWsbOpQ8CZdKpaJcuXK8++67ihUMNDc35/Lly4q09bYoU6aM0dR0efjwIdnZ2ZQpU4YGDRpoj9+/\nfx8zMzNKlixpwOhEuXLl8PLywsvLS1u0cdKkSVhaWtK9e3c+/vjjt+bm4p9CkiAhCmBjY6PIpOfC\neJ2VUfrQvXt3tm3bxsSJEw0dilEYO3YsK1euZP78+QYv2ujt7U3btm355JNPdI7v2bOHQ4cOsW7d\nOgNFJp51+/Ztjh07xtGjRylatCjvv/8+V65coWvXrvj4+DBkyBBDh2gyJAkSogC+vr4sXrwYf39/\n7O3tFW//0aNHhX6sUnf52dnZ/Pe//9UWnHv+g9/YKiTre7XNli1biImJMXjRRnhauTq/3/+7777L\nsmXLFItD5PXkyRMOHTrEjh07OHbsGM7OzgwZMgRPT0/t/939+/fj6+srSZCCJAkSogDe3t6kp6fT\noUMHihcvnmfcPiIiQq/tN27c+KUTbTUajaKbY165coU6deoA8Mcff+icU3JScGFX2+QWydMXYyrg\nmJmZSVZWVp7jWVlZZGRkGCCit8uoUaOwsrLSy7VbtWqFRqOha9euBAcH5zvE3rRpU0qVKqWX9kX+\nZGK0EAV42V18z5499dr+qyRZ7777rh4jMT6jR4/myJEjstrmGQMHDsTZ2Znp06frHPf39+fy5ct8\n//33BorMOGg0Gk6ePElMTAwVKlSgVatWik1IDgkJoUuXLhQrVkyR9kThSBIkhHhtCQkJqFQqg9UG\nMqbVNhcuXODatWuoVCqcnJy0vWVKioqKwsvLi/r162sLV4aHh3P+/Hn+85//0LhxY8VjMqThw4ez\nZMkSSpUqxf379xkxYgTnzp2jbNmy3L9/H0dHR7777ju9b/qblZVFgwYNCAkJ0dmuQxieJEFCvER2\ndjYHDhzQ+YBr164dRYsWNUg86enpxMfHa+vA5HJxcVGk/aysLAIDA9myZQtpaWnA072XBgwYwNix\nYw221Dd3tU1wcLCiq23u3r2Lt7c3ERERlC5dGo1Gw8OHD2natClLly7V+wfs8y5dusT69euJjo6m\nWLFi1KpVi5EjR5rkqiMXFxeOHTuGtbU1X375JZGRkaxZswYHBwf+/PNPPvvsM+rXr4+/v7/eY/Hw\n8GDVqlWK/T8VhSNJkBAFuHnzJiNGjCAxMZFq1aqh0Wi4ceMGlStXJigoiCpVqigWS3JyMlOnTuWX\nX37J97xSc4JmzpzJ/v37+fe//02jRo0AOHPmDIGBgXh4eCjygfK827dvExISwvbt27l9+zYdO3Yk\nMTGRyMhIva+2+eKLL4iJieGrr77Slir4/fffmTx5MlWrVmXJkiV6a1sU7NkkqHPnzvj4+ODh4aE9\nHx4ejp+fnyKbDwcHB7N//34WLlyoaHFTUTCZGC1EAebMmYODgwM//PCD9o3r3r17+Pj4MGfOHIKC\nghSLZe7cuaSkpPDjjz8yaNAgAgMDSUpKYvXq1UyZMkWxOMLCwliyZAnvv/++9piLiws2NjaMHz9e\nsSTIWFbbHDlyhA0bNujUanJycmLmzJkMHTpUb+2+TEZGRp5J0qZYJyh3sn5KSkqem5YqVapw+/Zt\nReL47rvvuHnzJq1bt8bW1jbPXnZKriIUf5EkSIgCREZG6iRA8HS36YkTJ9K/f39FYzl58iRff/01\n9evXR6VSYWtrS8uWLSlZsiRr165VrGKxhYVFvuUC7O3tFR0KM5bVNjk5Ofm+bjMzM3JycvTa9vPS\n09P56quv2LNnD/fv389z3hi2eVHalClTsLCwICsri1u3blGzZk3tuaSkJEqXLq1IHMa0ilD8RZIg\nIQpgYWFBampqnuOpqamKz31JS0vTzi+xsrIiOTmZatWq4ezszMWLFxWL45NPPuHrr79m/vz52u0Y\nMjMzWb16NQMGDFAsjqlTp750tU3p0qU5dOiQXuNo1qwZc+fOZfHixdrVaYmJicyfP187OVkpCxcu\n5OTJk3z55ZdMmjSJGTNmkJiYyA8//MCECRMUjcUYPLt608PDg/T0dJ3z+/btU2yOjrEUOxW6ZE6Q\nEAWYNGkSFy9eZO7cudptCM6ePcv06dOpW7cuCxYsUCyW3r1788UXX9C6dWtGjRpF6dKlmTBhAps3\nb2bfvn0cOHBAkTjGjBlDeHg4FhYW2g+Q6Ohonjx5kudDX8kd1A0lISGBzz77jKtXr1K5cmVUKhUJ\nCQk4Ozvz9ddfK7pyrk2bNgQEBNC0aVPc3NxQq9VUrVqVkJAQfvrpJ6kY/Zy0tDSKFi0qy9ZNmPQE\nCVEAPz8/Jk+ezL/+9S9tJeDs7GzatWvHtGnTFI1l8ODB3LlzB3h6Vzls2DB27dqFubm5oslY6dKl\n6dSpk84xGxsbRdp+lbtppRIwGxsb1Go1x44d4/r162g0GpycnGjRooUi7T/rwYMH2qHKkiVL8uDB\nAwDc3d0NMmHd2D0/L8fNzY3Q0FC97AWXnZ3Nxo0b2bNnDwkJCXlWd+q78KrInyRBQhSgdOnSrF69\nmhs3buh8wFWtWlXxWLp37679vl69evzvf//j+vXr2NjYKLoMe/78+YV6XFRUFJmZmW90B3Njrqbb\nsmVLWrZsadAY7O3tiYuLw87OjurVq7Nnzx4aNGjA//73P6P+3RkLfQ6MBAYGEhwczNChQ1m2bBmj\nRo0iLi6OAwcOMGbMGL21Kwomw2FCvCWioqJwd3c3dBiFps+7amMyZ84cqlSpwqBBg3SOf/vtt9y8\neVPRHsONGzdSpEgRBg0axPHjxxk1ahQ5OTlkZ2czZcoUBg8erFgsbyNXV1d27typl7/Z9u3b4+fn\nR5s2bXB1dSU0NJQqVaqwefNmzp49y+LFi994m+LlpCdIiOfMnz+fcePGYWlp+dJeDyVKGLC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ToVq1evfmkfpf+2YcOGITU1FZcvX4a9vb3c3iQ29+FkZmYiNTUVf/7znxEWFgapVIoLFy5g7dq1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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3ca4ab1e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\")\n",
    "\n",
    "# Compute the correlation matrix\n",
    "corr = data.corr()\n",
    "\n",
    "# Generate a mask for the upper triangle\n",
    "mask = np.zeros_like(corr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, ax = plt.subplots(figsize=(5, 4))\n",
    "\n",
    "# Generate a custom diverging colormap\n",
    "cmap = sns.diverging_palette(10, 220, as_cmap=True)\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "sns.heatmap(corr, mask=mask, cmap=cmap, vmax=.5,\n",
    "            square=True, xticklabels=True, yticklabels=True,\n",
    "            linewidths=.5, cbar_kws={\"shrink\": .5}, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyze features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f3ca4f47650>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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U591Tf//733XTTTepUaNGrn8blmUpPj5eu3fvliQFBAQoMTFRH3zwgSZMmCBJ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\nCQCAAaEEAMDg/wPMUbNB8wKEtgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3ca6368690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\")\n",
    "f, ax = plt.subplots(figsize=(5, 4))\n",
    "sns.barplot(x=data.satisfaction_level,y=data.left,orient=\"h\", ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f3ca5915b90>"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+3LskBQUZu0deXTEUpKZNm6b33ntPK1euVIsWLdzbY2NjVVVVpfLyco9ZKbvd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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3ca55ce890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"darkgrid\")\n",
    "g = sns.FacetGrid(data, row=\"department\", col=\"left\", margin_titles=True)\n",
    "bins = np.linspace(0, 1, 13)\n",
    "g.map(plt.hist, \"satisfaction_level\", color=\"steelblue\", bins=bins, lw=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Leavers analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Gzp07ATw4ERUVFQVPT0+kpaWhuLgYc+fOhZ2dHWbNmgUA+OmnnzB9+nSMHz8eq1evRmZm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\np/4D91ZqqQHwsuIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3ca140ad50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\", palette=\"muted\", color_codes=True)\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, axes = plt.subplots(3, 3, figsize=(9,7))\n",
    "sns.despine(left=True)\n",
    "\n",
    "#people that left\n",
    "leavers = data.loc[data['left'] == 1]\n",
    "\n",
    "# Plot a simple histogram with binsize determined automatically\n",
    "sns.distplot(leavers['satisfaction_level'], kde=False, color=\"b\", ax=axes[0,0])\n",
    "sns.distplot(leavers['salary_level'], bins=3, kde=False, color=\"b\", ax=axes[0, 1])\n",
    "sns.distplot(leavers['average_monthly_hours'], kde=False, color=\"b\", ax=axes[0, 2])\n",
    "sns.distplot(leavers['number_projects'], kde=False, color=\"b\", ax=axes[1,0])\n",
    "sns.distplot(leavers['last_evaluation'], kde=False, color=\"b\", ax=axes[1, 1])\n",
    "sns.distplot(leavers['time_spent_company'], kde=False, bins=5, color=\"b\", ax=axes[1, 2])\n",
    "sns.distplot(leavers['promotion_last_5_years'],bins=10, kde=False, color=\"b\", ax=axes[2,0])\n",
    "sns.distplot(leavers['work_accident'], bins=10,kde=False, color=\"b\", ax=axes[2, 1])\n",
    "\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Count key employees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>satisfaction_level</th>\n",
       "      <th>last_evaluation</th>\n",
       "      <th>number_projects</th>\n",
       "      <th>average_monthly_hours</th>\n",
       "      <th>time_spent_company</th>\n",
       "      <th>work_accident</th>\n",
       "      <th>left</th>\n",
       "      <th>promotion_last_5_years</th>\n",
       "      <th>salary_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6123.000000</td>\n",
       "      <td>6123.000000</td>\n",
       "      <td>6123.000000</td>\n",
       "      <td>6123.000000</td>\n",
       "      <td>6123.000000</td>\n",
       "      <td>6123.000000</td>\n",
       "      <td>6123.000000</td>\n",
       "      <td>6123.000000</td>\n",
       "      <td>6123.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.603059</td>\n",
       "      <td>0.864467</td>\n",
       "      <td>4.301813</td>\n",
       "      <td>219.332027</td>\n",
       "      <td>4.127225</td>\n",
       "      <td>0.138984</td>\n",
       "      <td>0.304426</td>\n",
       "      <td>0.022865</td>\n",
       "      <td>1.583374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.287024</td>\n",
       "      <td>0.083265</td>\n",
       "      <td>1.215323</td>\n",
       "      <td>48.552356</td>\n",
       "      <td>1.383378</td>\n",
       "      <td>0.345958</td>\n",
       "      <td>0.460201</td>\n",
       "      <td>0.149484</td>\n",
       "      <td>0.629788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.090000</td>\n",
       "      <td>0.710000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.430000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.690000</td>\n",
       "      <td>0.870000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>229.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.830000</td>\n",
       "      <td>0.930000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>258.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>310.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       satisfaction_level  last_evaluation  number_projects  \\\n",
       "count         6123.000000      6123.000000      6123.000000   \n",
       "mean             0.603059         0.864467         4.301813   \n",
       "std              0.287024         0.083265         1.215323   \n",
       "min              0.090000         0.710000         2.000000   \n",
       "25%              0.430000         0.800000         3.000000   \n",
       "50%              0.690000         0.870000         4.000000   \n",
       "75%              0.830000         0.930000         5.000000   \n",
       "max              1.000000         1.000000         7.000000   \n",
       "\n",
       "       average_monthly_hours  time_spent_company  work_accident         left  \\\n",
       "count            6123.000000         6123.000000    6123.000000  6123.000000   \n",
       "mean              219.332027            4.127225       0.138984     0.304426   \n",
       "std                48.552356            1.383378       0.345958     0.460201   \n",
       "min                96.000000            3.000000       0.000000     0.000000   \n",
       "25%               180.000000            3.000000       0.000000     0.000000   \n",
       "50%               229.000000            4.000000       0.000000     0.000000   \n",
       "75%               258.000000            5.000000       0.000000     1.000000   \n",
       "max               310.000000           10.000000       1.000000     1.000000   \n",
       "\n",
       "       promotion_last_5_years  salary_level  \n",
       "count             6123.000000   6123.000000  \n",
       "mean                 0.022865      1.583374  \n",
       "std                  0.149484      0.629788  \n",
       "min                  0.000000      1.000000  \n",
       "25%                  0.000000      1.000000  \n",
       "50%                  0.000000      2.000000  \n",
       "75%                  0.000000      2.000000  \n",
       "max                  1.000000      3.000000  "
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#all key employees\n",
    "key_employees = data.loc[data['last_evaluation'] > 0.7].loc[data['time_spent_company'] >= 3]\n",
    "key_employees.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>satisfaction_level</th>\n",
       "      <th>last_evaluation</th>\n",
       "      <th>number_projects</th>\n",
       "      <th>average_monthly_hours</th>\n",
       "      <th>time_spent_company</th>\n",
       "      <th>work_accident</th>\n",
       "      <th>left</th>\n",
       "      <th>promotion_last_5_years</th>\n",
       "      <th>salary_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1864.000000</td>\n",
       "      <td>1864.000000</td>\n",
       "      <td>1864.000000</td>\n",
       "      <td>1864.000000</td>\n",
       "      <td>1864.000000</td>\n",
       "      <td>1864.000000</td>\n",
       "      <td>1864.0</td>\n",
       "      <td>1864.000000</td>\n",
       "      <td>1864.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.462328</td>\n",
       "      <td>0.896357</td>\n",
       "      <td>5.325107</td>\n",
       "      <td>257.935622</td>\n",
       "      <td>4.622318</td>\n",
       "      <td>0.047747</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.002146</td>\n",
       "      <td>1.409871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.354372</td>\n",
       "      <td>0.067570</td>\n",
       "      <td>1.061447</td>\n",
       "      <td>30.686214</td>\n",
       "      <td>0.695091</td>\n",
       "      <td>0.213287</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.046287</td>\n",
       "      <td>0.521599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.090000</td>\n",
       "      <td>0.710000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.840000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>243.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.505000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>258.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.820000</td>\n",
       "      <td>0.950000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>278.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.920000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>310.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       satisfaction_level  last_evaluation  number_projects  \\\n",
       "count         1864.000000      1864.000000      1864.000000   \n",
       "mean             0.462328         0.896357         5.325107   \n",
       "std              0.354372         0.067570         1.061447   \n",
       "min              0.090000         0.710000         2.000000   \n",
       "25%              0.100000         0.840000         5.000000   \n",
       "50%              0.505000         0.900000         5.000000   \n",
       "75%              0.820000         0.950000         6.000000   \n",
       "max              0.920000         1.000000         7.000000   \n",
       "\n",
       "       average_monthly_hours  time_spent_company  work_accident    left  \\\n",
       "count            1864.000000         1864.000000    1864.000000  1864.0   \n",
       "mean              257.935622            4.622318       0.047747     1.0   \n",
       "std                30.686214            0.695091       0.213287     0.0   \n",
       "min               130.000000            3.000000       0.000000     1.0   \n",
       "25%               243.000000            4.000000       0.000000     1.0   \n",
       "50%               258.000000            5.000000       0.000000     1.0   \n",
       "75%               278.000000            5.000000       0.000000     1.0   \n",
       "max               310.000000            6.000000       1.000000     1.0   \n",
       "\n",
       "       promotion_last_5_years  salary_level  \n",
       "count             1864.000000   1864.000000  \n",
       "mean                 0.002146      1.409871  \n",
       "std                  0.046287      0.521599  \n",
       "min                  0.000000      1.000000  \n",
       "25%                  0.000000      1.000000  \n",
       "50%                  0.000000      1.000000  \n",
       "75%                  0.000000      2.000000  \n",
       "max                  1.000000      3.000000  "
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#lost key employees\n",
    "lost_key_employees = key_employees.loc[data['left']==1]\n",
    "lost_key_employees.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of key employees:  6123\n",
      "Number of lost key employees:  1864\n",
      "Percentage of lost key employees:  30.44 %\n"
     ]
    }
   ],
   "source": [
    "print \"Number of key employees: \", len(key_employees)\n",
    "print \"Number of lost key employees: \", len(lost_key_employees)\n",
    "print \"Percentage of lost key employees: \", round((float(len(lost_key_employees))/float(len(key_employees))*100),2),\"%\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#save key employees data as csv\n",
    "key_employees.to_csv('../data/key_employees.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Why do performing emploees leave ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#filter out people with a good last evaluation\n",
    "leaving_performers = leavers.loc[leavers['last_evaluation'] > 0.7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f3ca65bcc90>"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MSpUqBTxLvJydndm1axeOjo5cv36dU6dOERAQkOuYX8e9e/cICgri2LFj3Lt3j4yMDJ48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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3ca299a8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\")\n",
    "\n",
    "# Compute the correlation matrix\n",
    "corr = leaving_performers.corr()\n",
    "\n",
    "# Generate a mask for the upper triangle\n",
    "mask = np.zeros_like(corr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, ax = plt.subplots(figsize=(5, 4))\n",
    "\n",
    "# Generate a custom diverging colormap\n",
    "cmap = sns.diverging_palette(10, 220, as_cmap=True)\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "sns.heatmap(corr, mask=mask, cmap=cmap, vmax=.5,\n",
    "            square=True, xticklabels=True, yticklabels=True,\n",
    "            linewidths=.5, cbar_kws={\"shrink\": .5}, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Why do satisifed employees leave ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#filter out people with a good last evaluation\n",
    "satisfied_employees = data.loc[data['satisfaction_level'] > 0.7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f3ca6795b90>"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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arFgxFArFe70TWJIgIYQQQqD3lg9EfJOOHTty7949AgICSEpKwsrKipUrV2oe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\nEEIIUUtUBBFCCCFELVERRAghhBC19P+PAVeqY6Ug9QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3ca35509d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\")\n",
    "\n",
    "# Compute the correlation matrix\n",
    "corr = satisfied_employees.corr()\n",
    "\n",
    "# Generate a mask for the upper triangle\n",
    "mask = np.zeros_like(corr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, ax = plt.subplots(figsize=(5, 4))\n",
    "\n",
    "# Generate a custom diverging colormap\n",
    "cmap = sns.diverging_palette(10, 220, as_cmap=True)\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "sns.heatmap(corr, mask=mask, cmap=cmap, vmax=.5,\n",
    "            square=True, xticklabels=True, yticklabels=True,\n",
    "            linewidths=.5, cbar_kws={\"shrink\": .5}, ax=ax)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}