Exploratory_Data_Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "942eef44",
   "metadata": {},
   "outputs": [],
   "source": [
    "#import libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from mlxtend.plotting import scatterplotmatrix\n",
    "from mlxtend.plotting import heatmap\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.preprocessing import LabelEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1abd16ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "#pull the clean data\n",
    "df = pd.read_csv('data_cleaned.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "82213df4",
   "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>employee_id</th>\n",
       "      <th>department</th>\n",
       "      <th>region</th>\n",
       "      <th>education</th>\n",
       "      <th>gender</th>\n",
       "      <th>recruitment_channel</th>\n",
       "      <th>no_of_trainings</th>\n",
       "      <th>age</th>\n",
       "      <th>previous_year_rating</th>\n",
       "      <th>length_of_service</th>\n",
       "      <th>awards_won?</th>\n",
       "      <th>avg_training_score</th>\n",
       "      <th>is_promoted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>65438</td>\n",
       "      <td>Sales &amp; Marketing</td>\n",
       "      <td>region_7</td>\n",
       "      <td>Master's &amp; above</td>\n",
       "      <td>f</td>\n",
       "      <td>sourcing</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>65141</td>\n",
       "      <td>Operations</td>\n",
       "      <td>region_22</td>\n",
       "      <td>Bachelor's</td>\n",
       "      <td>m</td>\n",
       "      <td>other</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7513</td>\n",
       "      <td>Sales &amp; Marketing</td>\n",
       "      <td>region_19</td>\n",
       "      <td>Bachelor's</td>\n",
       "      <td>m</td>\n",
       "      <td>sourcing</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2542</td>\n",
       "      <td>Sales &amp; Marketing</td>\n",
       "      <td>region_23</td>\n",
       "      <td>Bachelor's</td>\n",
       "      <td>m</td>\n",
       "      <td>other</td>\n",
       "      <td>2</td>\n",
       "      <td>39</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>48945</td>\n",
       "      <td>Technology</td>\n",
       "      <td>region_26</td>\n",
       "      <td>Bachelor's</td>\n",
       "      <td>m</td>\n",
       "      <td>other</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   employee_id         department     region         education gender  \\\n",
       "0        65438  Sales & Marketing   region_7  Master's & above      f   \n",
       "1        65141         Operations  region_22        Bachelor's      m   \n",
       "2         7513  Sales & Marketing  region_19        Bachelor's      m   \n",
       "3         2542  Sales & Marketing  region_23        Bachelor's      m   \n",
       "4        48945         Technology  region_26        Bachelor's      m   \n",
       "\n",
       "  recruitment_channel  no_of_trainings  age  previous_year_rating  \\\n",
       "0            sourcing                1   35                   5.0   \n",
       "1               other                1   30                   5.0   \n",
       "2            sourcing                1   34                   3.0   \n",
       "3               other                2   39                   1.0   \n",
       "4               other                1   45                   3.0   \n",
       "\n",
       "   length_of_service  awards_won?  avg_training_score  is_promoted  \n",
       "0                8.0            0                49.0            0  \n",
       "1                4.0            0                60.0            0  \n",
       "2                7.0            0                50.0            0  \n",
       "3               10.0            0                50.0            0  \n",
       "4                2.0            0                73.0            0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "301aa08a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Donut chart\n",
    "colors = ['#4F6272', '#DD7596']\n",
    "fig, (ax1) = plt.subplots(ncols=1, figsize=(10, 5))\n",
    "df.is_promoted.value_counts().plot(kind='pie', labels=None, autopct='%.2f', ax=ax1, wedgeprops = { 'linewidth' : 1, 'edgecolor' : 'white' }, colors=colors).legend(labels={\n",
    "                     1,0})\n",
    "central_circle = plt.Circle((0, 0), 0.4, color='white')\n",
    "fig = plt.gcf()\n",
    "fig.gca().add_artist(central_circle)\n",
    "plt.rc('font', size=12)\n",
    "plt.title('% of promotions', size=15)\n",
    "plt.tight_layout()\n",
    "plt.savefig('images/donut_chart.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ec8b2c21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWsAAAEvCAYAAACDj+ACAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABcx0lEQVR4nO3dd3zU9f3A8df7VnYu7A1BQAiK4MbBELUOtFrrXljHz7a2VovWtHZE68C6rbVYR8W6By7S1llAXLjAiGwIIYwAIXvf3fv3x/cbOUJ2LvneJZ/n43EPkvuu94Xkfd/7jPdHVBXDMAwjurmcDsAwDMNomUnWhmEYMcAka8MwjBhgkrVhGEYMMMnaMAwjBphkbRiGEQNMsjYMw4gBJlkbhmHEAJOsDcMwYoBJ1oZhGDHAJGvDMIwYYJK1YRhGDDDJ2jAMIwaYZG0YhhEDTLI2DMOIASZZG4ZhxACTrA3DMGKASdaGYRgxwCRrwzCMGGCStWEYRgwwydowDCMGmGRtGIYRA0yyNgzDiAEmWRuGYcQAk6wNwzBigEnWhmEYMcAka8MwjBhgkrVhGEYMMMnaMAwjBphkbRiGEQNMsjYMw4gBJlkbhmHEAJOsDcMwYoDH6QAMozHpmdnxwPCwRx/A38gjERBA7UPD/60Eiht5FAL5wGYgP3fOzNpOfTGGEQGiqi3vZRidID0z2wWMBg6yHxlAOlZy7t9FYSiwFVhvP1YCy4BluXNm7uyiGAyjRSZZG10mPTM7A5gKHIaVnA8AkhwNqnnbgOVYyftLYHHunJk7HI3I6LFMsjY6hX3XfBBWcp4GTAH6ORpUZKwCFtY/cufMLHA0GqPHMMnaiJj0zOxk4GTgDOBUoLezEXWJVUA28Drwce6cmSFnw4kcEckFrlTV95yOpbNE6jWKyHDgO8CvqsFIxLbPNUyyNjoiPTN7MPBDrAR9HBDnbESOKgDewkrc7+XOmVnjbDggIscCf8Fqcgpitclfp6qft+LYXDohWYvIDcBsIAH4GjhVVaua2f8pYBZwhqq+Gfb8A8CvgJ+o6lPtjCWXdrxGJ97IzGgQo83SM7NTgXOAS7CaOcTZiKLGAOBK+1GWnpn9OvAksCh3zswuvysSkVRgAfAz4CXAh9Uc5dibiIiMA24DDsd64zgWaM2nkTVYCftN+zwerN/B9e2Mw6OqgfYc6xQzztpovSz/dLL8zxwiaxYDj2O1RZtE3bgUrDez/wHr0jOz/5CemT2si2PYH0BVn1fVoKpWqeo7qvoNgIiMEpEPRKRQRHaJyLMiktbYiUTEJSKZIrLe3v8lEeltb4sXkWfs54tF5HMRGdBETAGsO/xNqhpQ1YWq2po3j7eAY0Skl/39ycA3wPawGJt9PSKSKyI3icg3QIWd8MNf4zgR2Sgi59vfnyYiy+zX9LGIHGQ//y+sEUtviUi5iPxGRNJFROvPKSILReTPIvKRiJSJyDsi0jfsWpeKyCY71j/YsZ3Q3A/AJGujeVn+vmT5byLLvwYr8Vz0G++LxQ5HFWv2A24FctMzs99Oz8w+0+6A7WxrgKCIzBORU8ISXT0B7gQGYw2bHAZkNXGua4Ezsd6gBwNFwN/sbbOwxrwPwxoP/1OgqWaNHfbjZRFpS5NZNdZd9fn295cCT7fj9VwAzATSwu+sReQQ4B3gl6r6gv39k8DV9mt6FHhTROJU9RIgDzhdVZNV9S9NxHwh8BOsYag+4Ab7WuOBR4CLgEFYP7shLf0ATLI2GpflH06W/yFgEzAHGFO/6QhZNcFLwEwkaTsX8APgNWBVemb2z9IzsxM662KqWorVzKDAY8BOEXmz/q5XVdep6ruqWqOqO4H7sJJxY64GblbVfPtOOAs4276TrMNKaKPtO/gv7Ws35iXgH8A64PX6hG3fBf+yhZf0NHCpiPjtOF9v8Hpb83oeUtXNDdrIp2C9EcxS1QX2c1cBj6rqZ/ZrmofVfDS5hRjD/VNV19jXegmYZD9/NvCWqi5R1Vrgj+yZzNUkk6yNvWX5M8jyP4X1x/RLrBmCe3GJ9j7XvfDrrg6tmxmDdXeVl56ZfWt6ZnanTAJS1ZWqepmqDgUOxLrrfABARPqLyAsiskVESoFngL5NnGoE8JrdJFCM1d4cxGqn/xfwNvCCiGwVkb+IiLfhCURkLFYn9ANYv1tFWAk7ATgSeL+F17IEa/jn74EFDTslW/l6Njdy6p8CH6vq/xq83tn1r9d+zcOwfn6ttT3s60og2f56cHgcqlqJNau2WSZZG5Ys/+Fk+ecDK7A+1u7zxxbu5543TFt1ZPQF/gBsSs/MfqizkjaAqq4CnsJK2mA1GShwkKqmAhfTdB/EZuAUVU0Le8Sr6hZVrVPVW1R1PHA0cBpWM0VDHqzOxKCqhrB+z0JYk46+VtXvWvEynsEaSdKwCaS1r6exO9ifAsNF5P4Gr/f2Bq83UVWfb+Y8rbUNGFr/jf1m1aelg0yy7umy/EeR5X8PWAr8iFZ2GA6m8JD+FJnp2JETj3W3uSE9M/u29Mxsf0dPaHeYzRaRofb3w7DabD+1d0kByoFiERkC3NjM6eYCt4vICPtc/UTkDPvr40Rkgoi4gVKsZpHGxhqvAtYCj9hNGV6sduL9sdrWW/O79xBwIrC4kW1teT3hyrA6LKeKyBz7uceAn4rIkWJJEpGZIpJiby/A6otoj1eA00XkaBHxAbfQir87k6x7qiz/ULL8zwIfA8e39XARPL/yvNqaOyGjbZKAm7GS9k0dbNMuw2pe+ExEKrCS9LdYd6ZgJYlDgBKsiT3zmznXg1jtuu+ISJl9riPtbQOxElApVvPIIqw74L3Yk0VOA9KwhtytxRrCN8GO47aWXpCq7lbV97XxCSJteT0Nz1uM9SZwioj8WVW/wGq3fhiruWYdcFnYIXcCv7ebSG5o7XXsa63AemN+Aesuuwyr07XZUTFmUkxPk+VPwLrjuIlG2qPbokp9azNqnhrT8p5GB2wFbsqdM3Of5Gd0DyKSjFUNcoyqbmxqP3Nn3ZNk+c/D+ih6Cx1M1AAJUjvmcFm1ssNxGc0ZDPwrPTN7YXpm9gFOB2NEhoicLiKJIpIE3APkALnNHmPurHuALP8hWB9jj430qT8PjV18Tu2fpkb6vEaj6rBGUtySO2dmhcOxGB0gIo9jDeET4Avg56q6utljTLLuxrL89Z0XNwLuzrhESCkaW/N0Uh0eX2ec32hUPnBt7pyZrzkdiNF1TDNId5XlPxBrhEcmnZSoAVxCrwvcH3zVWec3GjUUmJ+emf1cemZ2T6hsaGCSdfeT5XeR5b8R66PVxK645M88b3bam4HRrAuAb9Mzs09xOhCj85lmkO4ky58OzMOqhNdlVAlOrnm4sIDeXbUUl7GvvwE35s6Z2WSpUSO2mTvr7iLLfzlWFbIu7+wTwX2951UzKsRZ1wBfpmdmj3c6EKNzmDvrWJflj8OabXWJk2FUq3f9uJp5o5yMwQCsGXyX586Z+bLTgRiRZZJ1LMvyD8Kq4HZkS7t2hfNrb/7u09AB5s4uOtyLNZmmU5aYMrqeaQaJVVn+I7A6EaMiUQPc6Hlpl9MxGN+bDbzXmYWhjK5lknUsyvJfglV/oS3lGjvdwbL2IB91jq87aHxvOlY79sFOB2J0nEnWsSTL7ybLfw9Wech4p8NpyCWkXeR+z4y5ji5DgUXpmdk/cDoQo2NMso4VWf4krHXoZre0q5N+6nmr2TrYhiNSgAXpmdmznA7EaD+TrGNBlj8VayWOqJ/80J/igwdRuL3lPY0u5gWeSs/MvtnpQIz2Mck62mX5e2Mtd3SM06G0hjXm+uVVTsdhNOm29Mzsv3fRgr1GBJn/sGiW5e+PtaL4YU6H0hZnuD8e7nQMRrN+CvzTJOzYYv6zolWWfzDWiI+DnA6lreIksN8xrm9XOB2H0axLMQk7ppj/qGiU5R+BtcbcOKdDaa8bPC/tdjoGo0WXAk+ahB0bzH9StMnyj8RK1DE9dXuSrDsojtpqp+MwWjQLeMIk7Ohn/oOiSZa/L9aoj5hv8xXBf4n7XTPmOjZcBvzD6SCM5plkHS2shWzfBLrNArT/51kQ53QMRqtdkZ6ZfavTQRhNM8k6GmT5XcBzwFFOhxJJ/Sg5eAg7tzkdh9Fqf0jPzL7K6SCMxplkHR0eAs50OohIE8E12/vyGqfjMNrk7+mZ2TOdDsLYl0nWTsvy34RVOL5bOs31acy3v/cwbuDF9MzsmBrb3xN0y2QtIlNEpNll3aNClv9C4E6nw+hMPgmMnOL65lun4zDaJAnITs/MHuZ0IMYe7U7WInKZiOSISKWIbBeRv4tIWgRja0ssKiKj679X1Q9VdawTsbRaln8y8E9AnA6ls93geanI6RiMNusPvJKeme1zOhDD0q5kLSKzgbuAGwE/MBkYAbwrIhH9zxURTyTPFxWy/L2AF4Ae8YdwkGyYGE+NWcg19hyB1Z9iRIE2J2sRSQVuAX6pqv9V1TpVzQXOxUrYF4tIloi8IiIvikiZiHwlIhPDzjFYRF4VkZ0islFErg3bVn/sMyJSClwmIkeIyCciUiwi20Tk4fo3BRFZbB+6XETKReQ8EZkuIvlh58wQkYX28StE5Idh254Skb+JSLYd62ciMsreJiJyv4jsEJESEflGRA5s68+sEU/ZP6seQYTUWe53vnY6DqNdrk7PzP6J00EY7buzPhqr8P388CdVtRz4D3Ci/dQZwMtAb6xhaa+LiFdEXFh1mZcDQ4DjgetE5KSw050BvAKkAc8CQeB6oC/W8LbjgZ/b161fzXuiqiar6ovhcYmI177eO1gf7X4JPCsi4c0kF2C9AfUC1gG328//AGu18P3tWM4DClv1U2pKlv/XwA9b3K+bucqTHXWLJRit9ohZbcZ57UnWfYFdqhpoZNs2ezvAl6r6iqrWAfdhJfjJwOFAP1W9VVVrVXUD1urc54ed5xNVfV1VQ6papapfquqnqhqw7+IfBaa1Mt7JQDIwx77eB8ACrARdb76qLrVf07PAJPv5OqzC7eOwFhdeqartHzec5T8SmNPu42NYH0onDZMdW5yOw2iXeGB+ema23+lAerL2JOtdQN8m2pIH2dsBNtc/qaohIB9rzcARwGC7SaJYRIqB3wEDws6zOexrRGR/EVlgd2SWAnew502hJYOBzXYM9TZh3dXXCy+WX4mV3LET+8PA34ACEfmH3QzUdnvaqXvkSioiuGZ7XlrndBxGu6UDf3U6iJ6sPcn6E6AGOCv8SRFJwlrJ5H37qWFh21xYa8FtxUrEG1U1LeyRoqqnhp1OG1zz78AqYIyqpmIl99aOotgKDLNjqDccaNVdnqo+pKqHAgdgNYfc2MrrNvRPrF/4HutU12fpTsdgdMgl6ZnZP3Y6iJ6qzclaVUuw2nf/KiIn2+3Q6Vjt0/nAv+xdDxWRs+w78OuwEvynwFKgVERuEpEEEXGLyIEicngzl00BSoFyERkH/KzB9gJgvyaO/QyoAH5jxzodOB3rLrdZInK4iBxpt3tXANVY7edtk+X/OVY7fI/mk+CI6a5l3zgdh9Ehc9Mzswc6HURP1K6he6r6F6y723uwkuhnWHfMx6tqjb3bG1gdckXAJcBZ9siRIFaynARsxGo2eRxrCGBTbgAuBMqw2rdfbLA9C5hnN6uc2yDWWqwOvVPsaz0CXKqqrVl6KtW+XhFW00mh/ZpbL8s/HGuYowHc4Hmp1OkYjA7pi/U3YXQxUW3Y4hCBk4pkAaNV9eKInzzWZPn/A5zsdBjRQpWy8TX/dFcRl+h0LEaHXJU7Z+bjTgfRk5hk3Zmy/JcATzsdRrT5S915Hz0SPCMmFgAG2PXWPVRvWk6orhp3Ui9Sj/wxKROtkaZVucvY/e5cgqU78Q3en76nXo/H37/R8+Tdd/Ze32uglpSDT6X3iT+ldlcehdn3ESiyBhv5Bo6m1wlX4+sbtaVVSoCxuXNmFjgdSE9hknVnsVYlX03rR630GIWasuzQmkcnOR1Ha9Xu3IS312DE46WucDPbn/8t/c/OwpPajy2PXkWfU64lcfQRFH/4DNWbVzDo0ntbPGeotpr8hy+m/zlZxA87kFB1OaGaCtyp/UFDlH2VTfk37zD48oe74BW2279y58y81OkgeopOKeSkqlk9OlFb7sIk6kb1pmzicCnIb3nP6ODrNwLx1I+4FAQhULSNyjWf4Os7nKRxxyIeH/5jLqRu50bqCjc3ez6AytUf4U70Ezf0AABc8cl4/AMQsQY5icv1/V12FLskPTN7itNB9BTdsuqe46wiTVc4HUa0EkFu8Ly03uk42qLwnUfIu/fHbH38p7iTe5Mw6jDqdm3C23/k9/u4fPF40gZSuyuvxfOVf/s+SQfO+D4518t74Dzy7vkRu999lNSjzon46+gEj6RnZne/+j1RyPyQIy3L78YacdLtq+l1xCmupSNBFSQmfk59fvBzep9wNTVbV1Gdl4O4vYRqq3En7j2IyRWXhNY2X7MqULqDms3f0ueUa/fZNvy6FwnVVlPx7fu4m2j7jjIHAtdizVI2OpG5s468SwBTR6EFXgkOP971VUyNuRaXm/ihBxAs20XZ1//G5YsnVFu51z6hmkrEl9Dsecq//YC4oePxpjU+XNnliyf54FMoXHAfwYriSIXfmbLM2OvOZ5J1JGX5fcCfnA4jVvza80qZ0zG0SyhEoHgb3r4jqNuxcc/TtdUEire3OIKj4tsPSD5wRvPXUEUDNQTLO1Y3rIukAH90OojuziTryLqSHj6lvC3Gy6ZJiVRXOB1Hc4IVxVR8t4hQbRUaClK14UsqVi4ifsREEvc/itqdm6hY/REaqKXk4+fx9kvH26fpBVaq81cSLC8kceyxez1ftfFragvWo6EgoZpKij54HFd8crPnijJXpWdmj3E6iO7MtFlHSpY/Afi902HEEhGSr3D/+6O/Bs+K3jHXIpQt+w+F7zwCGsKT2p9eM64iccxkAPr96HfsfncuhQvuxTdof/qd8ZvvDy355CWqN69gwLm3fP9cxbfvk7j/0bgazAkK1VSw+71HCZbtQjw+fIPG0P+cWxBPzKxP4QH+zN7VM40I6pRx1j1Slv8G4G6nw4g1uzV5+SE1/5jY8p5GDFBgUu6cmTHVFxErTDNIJGT5U4CbnA4jFvWi/KB02dbywGQjFghWkTejE5hkHRnXYSbAtIsIcmOMjbk2mnVmema2+aTUCUyy7ihrUYHZTocRy37g+mK0Neba6CbM30MnMMm6466k+fKuRgu8Ehz6A9eXy52Ow4iY89Mzs4e0vJvRFiZZd0SW38W+CyEY7fBrz8vlTsdgRIwXa2FqI4JMsu6YU4GRLe5ltGisbD4kiarYnCRjNObq9MzsZKeD6E5Msu6Ya5wOoLsQIfEqT7ZpCuk+0oDLnQ6iOzHJur2y/KOBk5wOozuZ5X67fSvHG9HqV+mZ2TFRqCsWmGTdfj/HVNaLqF5ScdB+snWT03EYEbMfMM3pILoLM928PbL8icBPnLh0TUD5eXY1720MsLtKGd3bxR0z4jhljFUc//0NAa75dzV5JSGOHOrmqTMSGJHW+Hty8h17r11bFYCfH+blr6cmUBtULny1ii+2BtlUovxvViLT0zv/1+U3nhdyf1r36xGdfiGjq/wEWOh0EN2BubNun4uw2uS6XCAEw/zCosuSKMlM4c/HxXHuK1XkFofYVRnirJcq+fNxcey+KYXDBrk575WmayuX/y71+0fBDSkkeOCcA7zfbz92uJtnzkpgYHLXfYA4wfWVGXPdvZydnpmd4nQQ3YFJ1u3j2LpzST4ha3o86WkuXCKctr+XkWkuvtwaZP7KAAf0c3POAV7iPULW9DiWFwRZtSvY4nlf+a6O/knClOFuAHxu4brJcRw73IO7Cxt7PBIacrJr6dddd0WjkyUC5zodRHdgknVbZfkHAUc7HUa9gvIQawpDHNDfxYodISYO2PNfmuQTRvWynm/JvOV1XDrRu88yU074teeVaqdjMCLKkSbD7sYk67b7EVHyc6sLKhfNr2LWRC/j+ropr1X88XsnW3+8UFbbfKtCXkmIRZuCzJoYHeU4x8iWSclUlra8pxEjjknPzB7ldBCxLiqSTow52+kAAEKqXPJaFT638PCp8QAk+4TSmr0Tc2mNkuJr/m756eV1HDvczche0fHrIELi1Z4FZsx19/IjpwOIddHx1xkrsvz9gKlOh6GqXPFmNQUVyqvnJuC1G5UP6O9iecGeJo+KWmX9bquJpDlPL69j1kRvs/t0tUvd76Q5HYMRUWc6HUCsM8m6bc4E3E4H8bPsalbuDPHWBYkkePfcNf9onIdvdwR59bs6qgPKrYtqOGiAm3F9mw75480BtpSFOGf8vsm6JqBUB6w79dogVAeUrlqswi+VE8ZIfm6XXMzoCkelZ2bHxHLt0cok67ZxvAlkU3GIR7+sY9n2IAPvKSP5jlKS7yjl2W/q6Jfk4tVzE7n5gxp63VXGZ1uCvHD2npW27/iwhlOe3XvJw3nL6jgrw0tK3L5NJWMfLifh9jK2lCknPVNJwu1lbCrpulF1v/G8aCbIdB8u4HSng4hlZlmv1sry9wYKMBOJukxAXdvG1Dw9QHGZm4ruYUHunJkmYbeT+SNovZMxibpLeSQ0aKbrs2VOx2FEzAnpmdmJLe9mNMYk69YzNQ4ccJ3nVTPmuvuIB6J3JfsoZ5J16zk+CqQnGiVbD06hosTpOIyIMTc97WSSdWtYQ/bGOR1GTyRCws88b33jdBxGxJhk3U4mWbfOFKcD6Mkudr/by+kYjIg5Ij0zO6Hl3YyGTLJuHZOsHZQqVQeOlbyNTsdhRIQPmOx0ELHIJOvWMcnaYWbMdbdimkLawSTrlmT5U4BJTofR0013LR/nItRy+UAjFhzldACxyCTrlh1NFEwx7+ncEhp4musTU+e6e5jodACxyCTrlk1yOgDDcp1nfo3TMRgRMSA9M3uA00HEGpOsWzbW6QAMy0jZdmgq5WbMdfdwkNMBxBqTrFtmxldHCRHirvG8acZcdw+mKaSNTLJumbmzjiIXut/v7XQMRkSYZN1GJlk3J8vfHzDJIYqkSNUBGbJpvdNxGB1mmkHayCTr5pm76ih0k+f5fKdjMDpspNMBxBqTrJtn2quj0BRXzjgXoaDTcRgdkpKemW3KCLSBSdbNM8k6CrlFB5zh+ugrp+MwOmyE0wHEEpOsmzfG6QCMxv3KM9/cWcc+k6zbwCTr5pkFPqPUCCk4OI2yIqfjMDrEJOs2MMm6eX2cDsBonDXm+o0cp+MwOsQk6zYwybp5JllHsQvcH/R1OgajQwY6HUAsMcm6KVl+F5DmdBhG05KlevwE2bDW6TiMdktzOoBYYpJ103oB4nQQRvNu9Ly41ekYjHbzOx1ALDHJummmCSQGHOP6drybYMDpOIx2SXM6gFhiknXTTLKOAW7Rfme5PzR1rmNTmtMBxBKTrJtmknWM+IX7dTPmOjaZZpA2MMm6aalOB2C0znDZcUgvSnc7HYfRZsnpmdkmB7WS+UEZMU8E3y89r5sx17HJ43QAscL8oJpmFmeNIee5/zfg1sClTocRcaVfvkXFt+9TuzOXpIxp9J15faP7qSrFHz5DRc67hGqr8Q3Yj94n/gxfvxFooI7Cdx6hetMyQtXleNIG0WvqpSSMOqyLX02jzPqmrWSSddNMso4hXqkZOVFWfLnJN2SooE6HEzmpnrjUY06mbH1OXChQKb3iihpd1mz3Nx/FV37z35T9L/v9bl+vfsGt772YXLRgTty4n95RGJRqqU6NTxp+6U1VvrR+wZLVX8XlvX6nf+zVtxfG9R7gaHt/UN1meGwrmWTdNJOsHVYtUrXD7S7c5nGXbPF4KvK9npotHk9wm8ft2uV2e0tcrsQqlyu1DnqP2kbBBSuqtiQN354f31cTS1I31lQlbovzJJR4ExLK3HG+ygSPt6aXSGiACMlOv7ZWm2b98+STu9m1M8Bvpv0pvrHdXthazJrDAvzxrL/3BcgdWcvPfrqFe6b9yVqY9kSAFUkAHAdXfaGc0+cvfadOdfxHIXCB0zHEBJOsm2aSdSeoFKnY4XYXbvV4SrZ43ZX5Hk/NFo9Ht3s8Uuh2+6wELP4A9EYkBRhqP5qUWK0lf/5XMG7jyNq03JKBA+IL3q2bMuCs8mRvr8klUpm/0bVj03r3jqrdUt47JJrs8dSUxCeUFSQmlpQkJRZXJSSWaHx8ucfnq0p2u+v6iOgAEbxd8xOJjONmJLFwYTn5m2sZOMjLO2+XcfjhCY3uW7Q7QH5+Henpvi6OslFt+jsTkVxgABAEyoH/Ar9Q1XJ7+w+Ah4AhwAbgMlX9Ouz46cAHQKX9VDHwMXC3qn7e/pfR+UyybppJ1q1ULlK2w+PevdXjKcn3eCrzvZ7aLR5PqMDtdhW63XGlLlditZWA+yCSBCRF7OKqevcTwdWeEEf4Szbsdg07fmx13HHfZef/Y/zAhP2+Obr/Dz2TNP2YScF0AKqo3ZXr3rFuY82Omp2lpf12EDwYafh3oCGfr7IgIbF0V1JiSVliYnFNQmKpxMVV+Lze6lS3O9AP6CsSPTNce/f2MGFCPJddlo/LBf37e7j7nkH77BcIKHfcuZMf/CCZ4cNjL1nbTlfV90RkIPA28FvgZnvbPOCPwOPAeKCikeO3qupQERGspP5/wIciMlNV329HPF3CJOum9ehkXeqSkgK3Z/dWj7s03+upzPd4ard6PFrgcbt3Wwk4qVrEH7QScAqQ4kScv3grtLhfqdVYkFq2aRCAyztsvDf5rJzt5fP3m7/pgaRx/iM+ntBr2giXuIYk4OubERzaNyNo3azXESjf7Cpcs8FdULrdVeyvpm4cIgm1tUkDamuTBpQU75vwAESCNfHx5QUJiaW7kxKLKxITS+riE0rdcXGVCR5PbZrLFewv0nXDP//1dBGrV9fw/AvD6d3bzXvvlnPjDdt4/ImhxMdbg75CIWXOnTvweuCX10ZFDSwFatt9sOp2EXkbmBT2dB2Qq6oKrGjheAXygT+KSG/gLiAqel0bY5J107pdsi52uYq3e9yFWz2esi0eT2W+x1O31ePWAo/Hvdvtiit3uZLtBNwXET9RPmnhqJWhL6es0Cn138fXFA1EtRSRVLc3fQJJP1xWV/Hm2FUlS49eU/pl9WF9Tl6YnnzAoWK9uQDgxZO8X2jAIfuFrKbdEKG6ba7ibze4CnbluwsTK6jZH9l3pp2qO66qyj+8qso/fHfhsEbjc7trSxMSygoS7OaWxMSSYHxCudfnq0pyu2t7i+hAESJye7t+fS3TpyfTr5/1J33SySk88kghmzbVMXZsHKrKvffspKgoyB13DsTjiYoPBRXHz1jf7t5gERkKnILVrIF9p7wUeFxEpqrqpjacbj7wcxFJUtXG7sYdZ5J106qdDqAlClrkcu3e7nEXbfV4yvI9nqotXk/dVo9Hd7jdnrAEnBay7oDT6CZTfPsX65ZfvR4aKQ3mCriDNflBT/x4ALdv9CQ49cu6in8fGNJg/NJd2dO/KVq489j+Zy3rHTfoaBHZZ9iYC5d3SKj3gUNCvSEAiuouKVu7wV2wbbNrl6dEKtNVGNyaGINBX2p5eZ/U8vI+7Gx0D1Wfr2pnQkLpzsTEktLExJJaq/28Is7rrU5xuwN9g8FQv1BIXaEQhEJQWxvC7RbcDQZRjB0Xx6LF5Rx3XBL+NDfvv19OMKgMGWL9iT/4wC425dVx992DiIuLmukV5e087nURUSAZK1H/yX7+JiAR+B3wgYjMUNVNInIVcLKq/riZc27FKtyWRuNNJ44zybpphU5cNASh3W5X4Xa3p3irx12W7/VU5Xs8gW12Ai5yu+LLXa7kGpFedgLuQw+bGu8JaM3dTwRLXFZ7417iqwuLKpL3PO32jTtUNbg0UPn2wYC3OljR771t/+rXyzdg3ZQBZ5ckeJIPbe5agkg/TR3TL5A65kh7lbdSu9My170ztFvKBwclNKp9r0SktjaxX21tYr+SksZLOz/77DO6bt36779/771yTp05YNOZZ6YW//IX6w56/ImhZYMGeVPPOiuVJR+Wc+65eahCqt/F73/fn+RkNwUFdSxYUIYInH5aLiLg8Qg33NCX409wpPWqXmk7jzvTbrOeBjwH9MXqKPwVcJGqfmB/elpodygeDbzXwjmHYDXLFLczpk5nknXTIpasgxAsdLsLt3vcRVs8nvJ8j6d6i8cT2OZxs8Pj9hS53AkVLkmuEeml1iiIfkC/SF2/u7n1meDShFqmNLYtpTw/EJ6sATxxBxwBgU8Dle8fhv07X1RbMPrNzX9jeFLGF4f3PcXvcXlbvd5mqiYOnRhMHzpxT6dl4Sb3znUbXAXVO12l/eoI7r9vp2X7HHLIoXLooYexbt06AoEAZ555JsCILfmMyMyEdWtJ3bihrvyDD/5bW1dX5rvv/sNy4nylobvuWn7QF1/UVRxxpKu6f3/vwOOOS4oPKdxwQz/Wravl5pu3MWp0XCRC7IgOLcumqotE5CngHuBMrP/bgL1trt0OvQirHftnLZzuR8BX0doEAiZZN2dXcxsDENjldu/a7nEXb/F4yvO99QnYIzvcbm+x2xVfIZJSuycB98es6dhh53wY/HD0tsYTNUBq6cb47QOP3Od5T9zEyWjdx4GqxZMJazrJq1h52OaKVcEDe035MMN/5DgRV5vfJBPw9RkXHNJnXNB6k6gjULHZVfhNWKflWITEtp4XICMjA4CtW7dSWtr4jWgw6E1evXobxxwzg+KiA44COPTQwbz33nspEydeRG1tLYsW3cWvf332hvzN7p29e5fUZIyrGvvKy1WB665P2u12B/qC9hfp8tmEkajn8gCQKyKTgJeBu0XkAiAPq/06E9gGxNOgadNu4x4MXGk/fhiBeDqNSdZNySqpfOz+Yf/L9Xpc2zwedrrd3hK3K6FCXKl1Qi+FXlhDh8zSRF1k7GZdefYSPby5ffylG5sc5uCJP+xotG5JoPqTYwhbWEJRd07R4ikriz8tm9zvtEWDE0cfKSKNTj5pDS+epIadlttdxSvWuwp25bt3J1RQPQahV3vP3xqqSmlpKdXV1RQVFeFyuUhKythv+3b2A+jdu44NGzbxycfn2x9DQoH4+IotCQmluxMTS8oSk4rrEhJKJS6uIt7rrfG7XMF+IvSOcJgd/vSqqjtF5GngD8DFwJ+BxVht18uAk4DrgfkicpJ92GARKcf6HSjBGmc9XVU/7Wg8nckk62Y81DttONDO9kgjkpIrtehPzwWTxbpDalJSxdbhqAYQafR325Nw1LGqdYuDNV9MbbgtoLUpS3bMn5bo8W+dOuDs3FRvn6Psu68OceHyDg71PmBwWKdloZSt2+DesTXPtdNdIpUjW9tp2ZTRo0fz2WefkZ6ejqqydOlSAOrq6qitrSUubu8mj7i4OGpqasKj9FRXpwyprk4ZUlS0T1eAtYcrUBkfX1aQmFhSlJhUUpGYWBJKiC9z+eIqkzye2vrZoW35BLGljS8TVU1v5LnwJo4b7Ee4T8K+XkiMFrAzybp5WzDJ2nGiGrrnieB6T6jlMbAuDXlFgxtVPCOb2sebOHUq1C0K1iyf1tj2ykDJ4P9ueWJwv/hh3x3T/0d1ce6EiR2JvyFBpK+mju4bSB19BKOBjndaTpkyherqah599FHcbjeHHHII27ZtIykpifLy8gaJGWpqavZJ4C0JhTyJlZW9RlZW9hrZVCOhx1O9OyGhbGdiYklJYlJxdaI1O9Tr9VaneDx1vUEHyJ72/Pw2BdDDmWTdPPPLFAWufy30Ye9yGk2sjfHVluysie/TZLIG8CYePw0NLAzWrpje1D47qzePfz3vIUalTPr04D4nDHKLe0Qbwm6TljotVXUczdwRer1eTj31VE499VQAvvzySwYPHozL5aJPnz6EQiEKCwvp08caOFRQUEC/fpHvww4E4nuXlcX3Litr6tyhYFxc5baEhNJdPl/1huNnRDyEbismPw50IZOsHTY1J/T5kat1nyaL5iRVbK9qzX7epJOmu7z7L2ppv/VlyybPz71v0LrSrxapanFbYmkvu9PyyB/UHDTtvIqjxo+vHRJMqfTtHlzlX+wNuL5Gv69tAUBpaSllZWWoKvn5+SxevJjp06cD4PP5yMjIYOHChdTW1pKXl8fq1as56KCDuuKlNOBy19QkDyouHjxhx479tjkQQMwSa8al0ZgJ8yZcCzzodBw91cDduvnBR4Mp0saJPBtHnLJk48jTjm3t/rXlry0M1W2c3pp9fa74omP6n/lNv/jhR4tIpxd7um/Jk9z/0VN7PXf9MZdxzoRT6o57/BL3HVfevDTY3+f6duPKjDfefCOloqICv9/P1KlT90rGVVVVvPHGG2zYsIGEhAROOOEEJkyY0Nnht6R3VlZWh4bvdRZ70s0YVV3ndCz1TLJuxoR5E2YCC5yOoyfy1WnV4w8G8+LrGNvWY3enjf122aRrD2zLMbVlLy0KBfJb3dSS6u2TO3XA2QVJ3rR9xwk6wO60XB/JTstOVpyVldXqETF2tb0rVbWlyS0REY3J2rRZN8+smu2Q258OfhlfR6vvjsOllOc1XqyjGb6Uc6fVlD6/WIPbWtXkUlpXmL4g/9H0wYmjl03ud3qc1+XLaHukkdN4p2XVlo2uHbm57h3B3VI+JEhoP6KnUuAqpwOINabNuhk5s3K2AtudjqOnufB/wcUjdrQvUQN4A1V+NNR4OY5m+FLOnyLufkvacszWynWT5m+6f9w3uxd9FNJQVLXBpmrCkInBEcecUXv41J/UHDfqopopRcfWjftsSLD3Iq+6V6DWbD+HNFsRrzVExCUimSKyXkQKReQle9Zi/fZLRWSTve0PIpIrIifY244QkU9EpFhEtonIwyISFTVjm2KSdcvM3XUXOmBTaMUZn+rkjp7HG6jc2tZjRER8KRcfLa7eH7f10JUlnx4zf9P9aZvKv1tUXwi/Izbu3szoe07g2rf+3OK+5z3/K4bdNZVAaE/uferLVzl13lWMuud4rs++A4AEfL3HBYcceUrdwdNm1Uw/YFbNtJrjayd8NTLYf2G8evfptOxk30XgHNdiTTOfhjUTsQj4G4CIjAceAS4CBmFVkAwfQB7EmizTFzgKOB74eQRi6jSmGaRlX2OVYTQ6WWqFFv7++VAvoeNlQxOqdpbWedu+ZJWIuHyplx5RW/rPTzVU0qY3jaAGEj7d+da0Zbv/t2PKgLO+7uUbeIyItOuG6OZ37+egQeNa3O+1Fe8QCO27jOKA5L5ce9SlLNq4lOpATSNHWjMtR4b6HzIyZFVBCBEKbHcVr7DKw+6OL7dmWkZ61mK9byJwjquxVonJBxCRLCBPRC4BzgbeUtUl9rY/YiV3AFT1y7Dz5IrIo1hJ/4EIxNUpTLJu2VdOB9ATuEIavPfx4Ca3ckgkzpdSlqelqc0OtW6SiMvjS73s0JqSJ5ai5Ue09fjqYHn/d7c+3b+3b9CaYwf8uCzBk9RsZb+G3vjuffxxKRw2ZAS5RU1P8iutKef+j57igZk3c8Yze9cpOmWs1Vf6zfZVbCtrXYuQC5dn35mW5es3uAu25Ll2ua3ysNr49Ma2WxaBc4wAXhOR8NrzQaxlvwYDm+ufVNVKEfl+eruI7A/ch7XYQCJWLgxP4FHHNIO0zCTrLnDDq6EP/ZWRSdQAaSXr21U4qZ6I2xvnv3wiktjuP+Ddtdv2f3Pzw4d+unPBF8FQYH3LR0BZTQX3LnmCP8xo+RP5XYv+wSUHn0m/5M65+bU6LVNGHREYPfXs2snHXFEzY8i5NUdvObxu9Ef9QqmL3epaj7ZrKfktWVlZzRZKa6XNwCmqmhb2iFfVLVjFm75fu1NEEti7lPDfsTo5x6hqKlYN7GjpfG2USdYtyJmVs5EOlnI0mjdjWeizQ9dpq4fNtUZq6abG1+NqAxFPXJz/ivFI/LKOnGdT+YrDXt1034hVxZ8tVtVmk9Q9Hz7O+QfNZHDqgGbPuXzbKr7Y8i0/OfSsjoTWZk10Wi5tY6fl0nZe3isi8fUPrHUWbxeREQAi0k9EzrD3fQU4XUSOtjsOb2HvZJyCVU+7XETG0XIJVceZZN06ppOxkwzdqblX/yc0TiJ8VxNfvWswqh3uMBPxJsT5rxyNxOV05DyKepYXLZz62qYHfFsr1y9S1X0aklcUrGVJ7pdcefi5zZ4rpCFufvc+so6/Fo/L2ZZMu9PyiD2dltNrT6id8LXdafkV2uiqK23twK33b6Aq7NELeBN4R0TKgE+BIwFUdQXwS+AFrLvsMmAHUP9zvwG40H7+MeDFdsbUZUybdet8DZgqBhHmq9PKO58K1kknrPUoIK5Q7eaQO67Nk2r2OZf4kuP8V46oKf7Hd1A3viPnqtPa1A8LXpmW5EnLnzrg7LxUX5+j67d9kvc1m0u3M/nv5wBQUVtFUIOsfSqX/1z2xPfnKKup4Jttq7nmzSwAgnYH4xGPnM3fz7iFI4dFtO5Um3hxJ6aH+h+c3nynZZuTdWPV9sLc18QxTwFPAYhIMtbyX/n2tsVAwx7cP4YdG3VNIiZZt45pt+4Ec/4Z/DouwDGddf746qLCyqTIlBsXiUuN8185uKbksdUQ6PAbQEWgeOh/tjw+tH/88BXH9P9RyOeOn3DRpB/yw4zjv9/n0aUvkF+ynTtOmr3XsalxyXxxzfzvv99atoPTn76a7FmP0ScxDYBAKEAgFCSkIUIaojpQg8fl7vI78UY6LSuLpeLzrri2iJwOvI/1qe0eIAfI7YprdwaTrFvnQ6cDKHyvkKIlRdTk1+A/0s/Qq6y+k+ot1eQ/lk/tjloAEtITGHTRIOKHNF72OVAeYMuTWyj/thxPiocBZw8g7ag0ACrXVVLwWgHVudXggqSxSQy6eBDetMiXwJj1bnDx0ELaVKCprZIrttRGKlkDiCshLc5/ZbCm5LF1EBwdiXPuqM474LW8BxmTesgnk3rPGJrg7fP97MskXwJxHh99EtPYUlrAjMcv5YMrn2ZI6gD6J+/pK6sJWv/3/ZJ6fZ+MH/r46b1qisxf8Q7XH3MZvz728kiE3W6CfDrhzlPquuhyZwD/wkrWXwDnawzX1zC1QVppwrwJywDHPl+WfFGCiFD+bTmh2tD3yTpYESRYGcTb1wsKu9/fze5FuxlzW+NLCm7++2ZUlSGXD6E6r5pN929iv9/vR/yQeMq+KSNUHSJ5QjLiErY+s5VAUYD0G9Ij+loO2hDKufnF0DiBTi2EtHnI9E/WjjnnqEifV0PlO2pKHq+AUPvGBjbBhbvmkD4nfLpfysRJIhLxpqEo8cehc6a0PNPH2IfpYGy9N528uP8wP6mHpuJO3nuZPHeSG18/HyJirc0sfH+X3VCoJkTpF6UMOGsA7ng3SfsnkTIpheKPigFIOSgF/xF+3AluXHEu+hzfh8p1kZ3UllauO3/7UqhfZydqaH6Jr44QV3L/OP/l8eDKi+R5QwTjvih8e9obeQ8HdlZvXqSqTk4H7yz/czqAWGWSdes5mqxb8t3PvmPFVSvY9uw2+p3WeOH3mu014IK4gXtWCEkYnkDNlsZnuFWsriBucORWwHaFNHDv48Etbu2adSuTKrYMQzXU8p5tJ67UQb7Uy1wgbZ7W3pKaUGWfD7Y9N+3tLU9urgiUtneYWzTazd5LbBltYJJ1630JRPwPM1LG/3084/8+nkEXDyJheEKj+4SqQ7gT9r4zdyW4CFbvO125enM1O9/cycDzIpdXf/tS6KOUKiZF7IQtcIcC8aKhNq/z11oud9pQX+qldSAFnXH+krpdIxds/vsRSwpe+zoQql3dGdfoYguGzpmy7y+b0SomWbdSzqwcJcprW7viXPQ+rjf5j+UTKN33E7Qrft/EHKoK4Y7fO4HXFNSQe28uAy8cSNLYpIjEdtIXoU8mbozsxJfW8NaVdUoiredy9xnhS7moHGhzlb/W2lK55uBXN90/5tuiD5eENBTLVSBfdzqAWGaSddtEdVMIAAqh2hB1Rft2uMcNjIOg3Rxiq95cTdyQPU0dtbtqyf1LLv1/2J9ex7S6NnyzRhTohsvfDTmyLElSxfbGJmVElMvTf5Qv5cJirI/5nXaZFcUfHzt/0wMpeeUrF6pqp7+uCKsC3nY6iFhmknXbvA9dWkbyexpUQrUhNKRoyP46qJR/W07Vpio0pASrgmx7fhvuJDdxg/Zta3bFuUg9NJUdr+0gVBOiYm0FpV+XknZMGgB1RXVsvGsjvY/vTe8Zkak3EV+r5bfPCyLQ9hJ4EZBaltslv+Muz8AxvpTzCoCSzrxOUOuSPtn55vS3Nv+9rKimYIl2Upt8J3h36JwpjvztdBdm6F4bTZg34XWs8ZtdquC1Ana+sfcn7X5n9CN+SDwF8wsIFAUQn5AwMoGB5wwkfpg1znrHWzuoXFNJ+ux0wB5n/cQWyleU40n2MOCcPeOsd7y+gx2v78AVt3d+G/9o+yftPTg38MmgIiI+fK61dvU+4JtvDvp5l60MG6zb9G1d+asjsGpPNGpnWQX3vr2Yg4YO5MLJBze6T2F5Ja9/vYINOwtxu1wcMXIYp020FqN57tOvWbujkNpAkJS4+LqrDr9w28+PvHh4p7ygyLl86Jwp/3Q6iFhmknUbTZg34XLgiRZ3NLjqP8FFJy7r+nbqcLXelMIlx8zp0/KekROs27C8rvz1MVilN/fxj0WfURcM0isxodFkHQiGuPu/izh69AgmjxqOS4SdZRUMTksFYHtJGX2TE/G43ewoLefvCz/lNzPO/vaSA69IcosnomO/IyQIDBw6Z0okKu31WKYZpO0WYP3yGc04dG1o2QnLtNOmkreWr66sD6qd2Za8D7d3v4nepNNWAdUNt32dt5V4r5fR/ZseAv5Fbj6pCXFMG7sfcR4PXrf7+0QNMNCfgse9d6fw6qLvDnw1975hq0s+X6yqhQ3P6bB3TaLuOJOs2yhnVs4OonxUiNP6lOr2G18NDZEoKWfgCVTld/U13b79D/EmnpwDfD9Dqbqujre/XcMPJzW/tu6mwiJ6JSXy2OKl/PH1d3jkf5+wrbh0r31e/TKH3776H/7y30WkxseRMbA/inqW7f5g6mt5D3q2VW5YpKqNz47qeqb5IwJMsm6fvzkdQLRyB7Xu7seDO1xK4zNzHJBQvau05b0izx03/nBP4glfg1Xj+b/fruGIkcNIS2x8HHy9kqpqluVt5dgx6fzx9BPIGNSff370BYHgnr7EHx86gdt/dDLXHHcUE4YOxOPe86dcF6rxLy54edp/8h/bXla32+lJKEXAG63dOXxR27DnLhORJWHbq0SkXES2i8hTdkW9bs8k6/Z5D1jjdBDR6A/PBz9JrqHLOvRaI6Usz7FmK0/cQUd6EqZ/vqWoJLi2YBdT92+5SdnrdjOyby8yBvXH43Yxfex+VNbWsaNs73V4XS5hZL/eFFdW8/G6TfucpyxQNPzf+Y8dtXD7izl1oZoOrybeTs8NnTOl8Smy7Xe6qiYDk4CDgd9G+PxRySTrdrAnyDzidBzR5vRPQx+N39y5lfTaw1+6oUNLfHWUJ/6Qo74r8OXtrqji9uwPuOXN91i0ZgPfbNnO/e/sW9BxkD8FpPXllEOqFFY0PSquoCp3wvxND4z/uvD9j0Ma7OomoUc768Squh1r7PakzrpGNImKNsUY9RRwOxCZKX4xbtQ2XXvx/0KNj0NzWGppbvNrZHWBkw6bPfKI0RM/lbpvjgRk0eoN7K6s4seHHLjPvoeMGMKiNRtYU7CL0f36sGTtRpJ8PvqnJFNWXcO6HYWMH9Qfr9vN2h27+DpvKxdNntRSCLKm9Iuj15V9XX1Yn5MWpScfeLCIpLZ0UAd9PHTOlA6tsNMcERkKnAJ80FnXiCZm6F4HTJg3YS5wtdNxOC2xWkseezBY5A2R7nQsjVEk+L9pfw0gErmqVO1UV7lwUbDmq2lvf7uGwvIKLpx8MEUVVdz99iJuPGkavZKs9uyc/G0s+GYV5dW1DOmVylmHHMhAfwrl1TU8/clXbC0uRRV6JSVw7Oh0Jo9q2zDrOFfirmMHnPVdn7jBx4iIu+Uj2mXW0DlTnm7LASKSC/SFvdZy9AFfqeqxYdsVa6LVB8CPVbU4EgFHM5OsO2DCvAkTgG+cjsNRqvrw34NL+5dYa99Fq4VT7l8bcvsaL/Ldxeoq3l0UrM1xdPx5vTRf//VTBpy9O9GTcniET70VGDl0zpQ2jUixk/GVqvpe2HOX2c8dG75dRKYBzwHTVHVdxCKPUqbNugNyZuXkEAWryDjpmgWhxdGeqAHiaoqjZuyxN+nEaS7v2EVOxwFQXLtj1FubHzn84x1vfBkI1UWy0/z+tibqtlLVRVjNkfd05nWihUnWHddjh/FNXhn6auq3eqzTcbRGUsXWSI9I6BBf8sxpLu+ohU7HUW9zxapDX9103+gVRR8vUQ3t6ODpioC5kYirFR4AThSRSV10PceYZN1x87GWuu9R+hXr1uteD40Q6Kz2zojyl27s9JVp2sqXfMZ0l2d4VNxh21zfFn947PxNDyTmV6xZpKpV7TzPw0PnTClvebeOU9WdwNPAH7riek4ybdYRMGHehNn0kI9iAJ6g1j7+QHBtYi0HOB1LaxX7R6366uBfj3M6jsbUlL6wWINbo27IY6IndduUAWdv8Hv7Hi3S6rGElcAIM7088syddWT8Dei0FUmizS3PBD+LpUQNkFK2eRhRemfiSzlvirgHRF3fR2WgdNDbW5485oNtz62qCVYua+Vhj5lE3TlMso6AnFk51UCPWLH5x0tCS8ZsZYrTcbSVO1SbJISisrlKRMSXcuEx4urzkdOxNGZXTX7G63l/nfT5rv8uDWowt5lda4F7uyisHsck68h5AljvdBCdacwWXX3uh6FDnY6jvbx1FVG7JJaIuHypl0wWV5rTtTyatKFs+RGv5t43ZG3pl4tUtaiRXf4+dM6UzV0eWA/RpcnaLrpyWyecN11EVEQcm5GZMysnAPzRqet3tuQqLb7lmWCCQPNViKJYYmVBl3R6tZeIy+1LvexwXKmfOR1LU5SQ96vC96a9nveQFFTlhlf2K6GHfLp0SrPJ2q5sVf8IhVW7KheRi7oqyBjyPNYq6N2Lqt79eHCtJ0S0r0bSrJTSfYsdRRsRlycu9ScHI0lfOB1Lc2pD1WkLt7847T9bHt9WXlf0KTBn6JwpUTOWvTtq9WiQxmYWtfliIk8B+ar6+/aeo4nzpgMbAa+q7rusdxeaMG/CFGCxkzFE2nWvBRcdvcrZFV8iYWffg77OOfDqFuuXbC/axEtLHiJv11qS4/38aPLVTBy573Dy5xffz+dr9/w5hEJB3G4P916+p9z5F+s+4D9f/oui8h2kJvbi4um/YfSglosSqgaqa0oeW4lWRWW9lQY2AeNmv7hgn8UWjMhpVzOIiLhEJFNE1otIoYi8JCK9w7YfKyIfi0ixiGy2p4vW6yUi2SJSJiKficiosONURH4qImtFpEhE/lY/ZMi+5u9FZJOI7BCRp0XE30R8g0XkTRHZLSLrROSqsG0JIjLPPv9KEfmNiOTb224UkVcbnOuvIvJAa382ObNyPgRebXHHGHHsitAXR63SmOtQbExK6aYhLe0TDAV59O0/cMCIyfxl1mtcMPXXzPvgTgqK922KvWDq9dx3Rfb3j0NHH8fB++15T1uZ/wVvfPYYF0+/kXsuf4vrfng/fVMHtSpWEU98nP/KsUj88ja8RKf8xiTqztfeNutrgTOBacBgrBlLfwMQkeHAf4C/Av2wyhcuCzv2AuAWoBewDqtyXbjTgMOBicC5wEn285fZj+OA/bCKuDzcRHzPA/l2bGcDd4jI8fa2PwHp9jlOBC4OO+4Z4GQRSbNfiwc4D/hXE9dpym+AqJox1x4Ddmv+L98MjZJu0hEdX1vSH9VmVx8vKM6jpKKQGRPOxuVyM3bIwew38IC97qAbU1NXxbKNH3Lk/j/4/rl/fzGPUw69hJEDxuMSF2lJ/UhLav2aDCLexDj/FfuBz6la1K2xePaLC15yOoieoL1/hFcDN6tqvqrWAFnA2XZyuwh4T1WfV9U6VS1U1WVhx85X1aV2c8Wz7FuLdo6qFqtqHvC/sO0XAfep6gZVLccqOH5+w05FERkGHAvcpKrV9rUfBy6xdzkXuENVi1Q1H3io/lhV3YbVhHGO/dTJwC5VbVM7dM6snA3Ag205Jtp4A1p995PBMrHeVLsNd7C62XrOjTULqipbd29s9rzLNn5Icnza900coVCQvJ1rKK8qIev5S/j9M+fx0pKHqA207T1cJC4lzn/lUPCubNOBXSMA/MrpIHqK9ibrEcBrdjNHMbASaxHZAcAwmh/CFj58qhLrDrk12wdjtY3V24RVj7threLBwG5VLWuw75Cw7eGfaRt+vp3Hnrvti2n7XXW9LGB1O4913G1PB7+Ir6P5xQJjUHz17uLmtg9MG05KQi/eW/4iwWCAlZu/YN22b1pMsp+tfocj9j+R+ol+pVVFBEMBvt6wmOt/+ACZP/4H+bvW8d+vnmlzzOKK98f5rxgAnrVtPrhz/WX2iwuWOR1ET9HeZL0ZOEVV08Ie8aq6xd42qoXj22Mr1ptEveFY7+wFjezXW0RSGuxbP8NwGzA0bNuwBse/DhwkIgdiNck8255gc2blVAGXEoMroZ+/KPjhyALaXKDp2aIizsnNZeKa1fxu29bvn19XU8M5ublMXruGyWvXcPnmPNbVNJ38ioNBfrkln0PXrOb49etYULqn5WJ5VRVXbM5j8to1HLNuLddt2cLOQOv7lFPKNze7s9vt4f9OuoUVeZ/x23+dzfvfvMwh+02jV1LTq5EXle9g3bblHLn/id8/5/NYpbOnHXgm/qQ+JCf4Oe6gs/kub2mrYw0nrsTecf4r0sC9oV0niLzvgFudDqInaW+yngvcLiIjAESkn4icYW97FjhBRM4VEY+I9IlQRazngetFZKS9QOYdwIsNR3+o6mbgY+BOEYkXkYOAK9iTdF8CfisivURkCPCLBsdXA69g1cldajfHtEvOrJylwJ3tPd4JGXn63Y8+1iPac2x/j4er+/ThrFT/Ps8/MGQwn4wew0ejx3BccjI3bN3axFngtoLteEVYPHoMfxk0mFsLClhrJ/eSYJBz0tJ4b79RvLffKJJcLm7e1vqJif6SDfEt7TOkzyiu++H9/OWy1/nFzLvYVbaNEf2bLivy2Zp3GTngAPqmDv7+ucS4FNKS+n1/px0J4krqF+e/PBFcTo9BDAI/mf3igpjvl4kl7U3WDwJvAu+ISBnwKVg1je3kdiowG9iN1bk4scORwpNYTRKLsYbpVQO/bGLfC7A6EbcCrwF/UtV37W23YnU+bsRa+PYV9u0MnAdMoP1NIOFuBb6OwHk6XUql7v7jc0G/QLtWVDkxJYUTUlJIc+9diC/V7WaI14eIoIAbIa+u8VLHlaEQ75SVcW3ffiS5XByamMhxycm8Zd9dT01O5uSUVJLdbhJcLi7q1YuvqlpfHM5furF/S/tsKVxPXaCW2rpq3lv+EqWVuzly7ElN7r90zTtMbmT75LEnsejb1ymrKqKypoyFOa9y4IjJrY61MeJKGehL/YkHpKvXUgx33+wXF7TvI4LRbq2e8aeq6WFfh4D77Edj+34I+xakV9XLGny/kLAmCVWVpva3r3krjXz0UtVcQMK+z8dqwmgstgr2dDYiIj/DSt7h8oAqIjAEL2dWTt2EeRMuwZos4/iyUk0R1dC9jwc3upVOm05+5No1VIZChIBf9m28WSG3tha3COk+3/fPjY2L44vKxheE/aKyktFxvka3NSaxcvswVAM0M9t16Zr3+HjVvwmGAoweNIFfzPwLXreP3WUF3PbS5fz+3CfpnWJ1lWzYvoLiil17Ddmrd8ohl1BRXcqtL8zC4/ZxyKjpnHRwx+eSudz+Ib7UWXm1pfO2gbZuLGDkrKYbz9SNZj2uRKqIDMIatvcJMAbIBh5W1Qfs7S6sN6FUVb08UtedMG/CDcDdkTpfpN34SnDh4Wt1eiTO9eDOnRQE6rhj0OB9tlWGQrxRUsJgr5dpyQ37lq3ke/3WLXw4es8KXC8XF7OgtIR5w0fste/q6mpmbc7j4SFDOSyx9QuY/2/qAxvV5R3ZhpcUlULBXRtrS/+VBNrip4VIXRKYMvvFBR930fWMMN1i/Gwb+YBHgTKsxTbfAB4BEJEkoBRr/PWfInzd+4jSmY3Tl4eWHra2a2YoJrpcnJeWRua2rRQ20jGY6HJREQrt9Vx5KEiSa+9f1U21tVy9JZ/f9R/QpkQNEFdburPtkUcfl7vvSF/KhaVAV03zvsskauf0uGStqptU9UBVTVLVIao6u74YjapWqGqyqh5gd1RGTM6snBDWpJ6oKiY0ZJdu+tm/Q2MlrBmps4WAalUKGknW6T4fAVVya/e0aa+uqWF03J4WpC11dVyxOY+f9unDD/2NTmJtVlLF1sbbVGKQyzNgtC/l/F1AcSdfajE9YDWWaNbjkrWTcmblbASudzqOer46rZzzz2CNQNszXiMCqtSEQgRRgkBNKERAlY8rKviuupqgKuXBIHft2EGqy80o375tzYkuFyempPDwrp1UhkJ8VVnJB+XlnG6PMCmoq+PyzXlc0KsX56e1b76OvyQ36pb46giXZ/BYb/I5W7A+FXaGncAFs19cEHPDULuTHtdmHQ0mzJvwBBCx9vD2uvexwEfDdnFMpM738K6dPFK49yfyn/fpw+i4OP66axfb6+qId7k4MD6eX/ftx9h4axTdo4W7+LKqin8MtYa8FweD/H77Nj6pqMDvdvPrfv04zU7Wf9u1i78V7iKhwZC4L/cf2+o4d6ftv2LZpF/F1Eo3rRGs2/hNXflro4CkSJ4WOHn2iwvaXcDNiAyTrB0wYd4EL/A2Vp0TR1zyfnDx6Us16tb96wp17oSSD6fcE5FPE9EmWLvu67qKN8cRubrjv5394oI57T1YRMqBg1Q1WibzxCzTDOKAnFk5dcCPgTVOXH/CxlDOaUv1KCeuHQ28wSo/GtrhdBydwe0bfbA36dQVRKaQ2Py2JGoRyW1Q874c2N8k6sgwydohObNyioCZWBOHuoy/XHf+7sVQX4Fu1W7bVt66yqanUMY4t2/cYZ7EHywH6jpwmuVYHeJtdbrdSV//6LY/565mkrWDcmblrAPOwlpotNO5Qhq89/Fgvlvp6okUUSehakdndcZFBU/cgUd4EmZ8Sftq02wCTpn94oKyFvdsgV2jfrT99VN2jfqm6tk/aNe/LxWRL0VkSti2LLtu/tP2sStE5LCw7cNEZL6I7LRr7D8ctu1yu3Z9kYi8XV8mI9aYZO2wnFk5i7BKzna6m14OLUmtIhZWHul0qWVOl9fofJ74SZM9CVM+xRot2Vq7sToUO2sl+Obq2X+OVRK5N1ZtnpdFJLyWyw+BF4A0rHIXDwOIiBtYgPUmk45VYfMFe9uZwO+wbor6AR9i1RmKOSZZR4GcWTlPAe3uxGmNE78KfXrwhthfmitS/CUb9p0+2Q154g8/xh0/+SOgNSMJqoDTZ7+4YFUHLvl6felkEXm9ke1N1rNX1Wfs+vcBVb0XqzxD+DCfJar6b1UNYtXtqa85dARW6eMb7bkS1aq6xN52NXCnqq60r3kHMCkW765Nso4ev6OTlgMbtkM3Xvl2qNsNVeuI1LJNA52Ooat4E46e4o477MMWdgtijaXu6AzFM8PKJp/ZyPYm69mLyGy7uaLErpPvB/o2c2y8vfjIMGBTE+uvjgAeDKu9vxtrAliLS7xFG5Oso0TOrBzFKjDV0h9Vm8TVasWdTwVDAikt791zxFcXDsIq6tUjeBOnTnXHTVzUzC6/mP3igje6LKAG7Pbpm7BWcuqlqmlACa2bWbsZGN5w1aiwbVc3qL2foKoxN23eJOsoYi9YcDJW6daIuOufweW+YKcsBhHTBMQdqm13rfJY5E08fprLN35hI5t+P/vFBXO7Op4GUrAWE9kJeETkj0BqK49dirWoyBwRSbLr2NdP9pqLVb/+AAAR8YvIOU2dKJqZZB1lcmblVGKVd13Q0XNd8XZw0eDdHN3xqLqnuOrdRU7H0NV8SSdPd3nHhN9h3zz7xQUNF612wttYC22vweoorGbfJfcaZbdhnw6MxipvnI+10DWq+hpwF/CCiJQC3wKnRDr4rmBmMEYpe5bjs+xZvLdNDl4XWp75cugAaUPN8p5mRcZliwoGHN4jO11ry15bGApsfLsjsxONrmXurKOUPcvxAtqxWk3vUi246ZXQIJOom5daujFqF4PoZOpL+dHrJlHHFpOso1jOrJwgMAv4R2uPcYU0cM8TwQKX0lUF6WOWv3RjH6djcEAIuPKauTMedDoQo21Mso5yObNyNGdWztXAA63Z//fPhz5Oruagzo2qe0gu3zoca7m4nqIOuOCauTOedDoQo+1Mso4RObNyrsca0N+kmUtDHx+Y1zMr6bWHSwNxosGILjIRxXYBJ1wzd8ZLTgditI9J1jEkZ1bOzcAvsIY47WXkdl136fuhSKwi36P4asu6ZfW9Br4FDr9m7oyoXFbOaB2TrGNMzqycvwEnYI1HBSChWktvezrolsgWne8Rkiq3d5slvprwFnD0NXNn5DodiNExJlnHILv40+HA1wB/eTL4nTdIzK/W7YTU0ly30zF0or8AZ14zd0aHq+cZzjNDu2JUzqycTRPmTTh21rvBrAEl3Oh0PLHKX7qhO64YUwP83zVzZzztdCBG5JhJMd3AynEZ9aNF4lvY1Wig1pu0e8kxf+ntdBwRtA648Jq5Mz53OhAjskwzSDeQsWrlo8BRWH+oRhv46ip6o6HClveMCU8Ak0yi7p5MM0g3kbFq5bKV4zIOBR6nnVPUeypPoGpLwJsUyxNkCoGrrpk74zWnAzE6j7mz7kYyVq0szVi18lysaeoFTscTKxKqdpU4HUMHvAscZBJ192eSdTeUsWrlC8A4rGnqplOiBSnlebE4i7EGuB446Zq5M8yitD2A6WDs5laOyzgGeBQwK8U0YduAIz9fmXHp4U7H0QbvANdeM3fGaqcDMbqOabPu5jJWrfxo5biMg4EbgT9gRozsw1+6cYDTMbRSHnD9NXNnzHc6EKPrmWaQHiBj1cq6jFUr7wAOJIKr0HQXCVU7h6Ja7XQczajFqguTYRJ1z2XurHuQjFUr1wMnrhyXcTFwL5gyqgCCulyhus0ht2+M07E04r9YTR5rnQ7EcJa5s+6BMlatfAbYD/gN0BMKGbUorqZ4l9MxNJADnHHN3BmnmERtgEnWPVbGqpUVGatW3g2kA7/GWnC0x0qu2FLrdAy2VcD5wMRr5s540+lgjOhhRoMYAKwclxEPXAXcBAxxOJwulzf0+I/XjT7LycWFvwPuBJ6/Zu6MoINxGFHKJGtjLyvHZcQBlwOZwHCHw+kyJakjV395yA1jHbj018DtwPxr5s4wf4xGk0yyNhq1clyGF7gMq117tLPRdL6gy1e5aMp9CYhIF1yuFpgPPHrN3BkLu+B6RjdgkrXRopXjMo7FWrj3XCDV4XA6zf+mPrRFXe7ObALagDWr9Mlr5s7Y2dLOhhHOJGuj1VaOy0gAzsRK3CfSzTqolxx1x5e1cf5DI3zaINZqLXOBd6KtqUNEsoDRqnpxO46dAjyuqk40H/U4Zpy10WoZq1ZWAc8Dz68clzEEuBgrcWc4GliEJFYWlNfGRWQtgiCwGKupY34ka3eIyEJgIjBQVWsidd5WXluBMaq6DkBVPwRMou4iJlkb7ZKxauUW4C7grpXjMg4HLgVOB0Y4GlgHpJbluop77d/ew6uxKuC9Brx5zdwZEa+RLSLpwBSgBPgh8HKkr2FEL5OsjQ7LWLXyc+Bz4Jcrx2WMBU6yH9OBRAdDaxN/yYa2tsdvAxYCrwP/vmbujPJIx9TApcCnwGdYn2heBhCRp4AKrDHzU7GGAV6oquvt7Q8CZwF+YC1wnX1XvBcRyQb+q6p/DXvuG+CPWGPxAZbbd9hXYJXhfUZVh9r7DgMexHpDcQHPq+ovRGQ09sIIQB3wvqqeF5GfSA9ikrURURmrVq4GVgMP2cMAJ2MlkKlYq9lE7QrsqWV5g1vYZTWwBPgQ+PCauTM2dH5Ue7kUuA8rWX8qIgNUtb5u+QXAycBXwDys4YDn29s+B27FuiP/FfCyiKTrvvVQ5gGzgb8CiMhErDH3/1bV1+0kPbG+GUREptcfKCJuYAHwAXAJVlPQYfbmP2NVCjwO8IU9b7SBSdZGp8lYtbIGWGQ/WDkuwwMcAhyD1c491n5ERdW7uNqSfqiWIOLHmob/LbAcK0EvuWbuDMem5ovIsVhNTC+p6i4RWQ9cCNxv7zJfVZfa+z6LldQBUNVnwk51r4j8HuvnvrzBZd4A5orIGFVdi5V0X1TV1szuPAIYDNyoqgH7uSX2v3V27INVNT/seaMNTLI2ukzGqpUBYKn9+N7KcRlpwP7sSd71jzF0bknXCmA91tqV64F1SRXbvqtIHrzqmrkzoq1WyCzgHVWtj+s5+7n6ZL09bN9KILn+GxGZDVyJlUwVa/hl34YXUNUaEXkJuFhEbsG6Wz+7lfENAzaFJepwv8G6u14qIkXAvar6ZCvPa9hMsjYcl7FqZTGNJ3EXVoJJA1KwElBz/yYCVUBp2KOsia9LM1at3CchR+OwFhFJwBrj7haR+qQcB6TZTRXNHTsFq4TA8cAKVQ3ZCbOpyT/zgH9h3f1WquonrQxzMzBcRDwNE7aqbscqZVD/CeE9EVlc35xitI5J1kbUyli1MgTk24+e7EysNuAJWLMf672E1Y7dnBQgAOwEPCKSSTMTm1T1ExEJYZXQ/VeDzQVY1RobS7JLsTpc54jIn+x4D1XVj0TkHOATuwmkCOvu3tQ/aaNuNamhM4lIrohUiUi5iBSIyD9FJLnlI7s/EVG7x9/oHLOAf6pqnqpur38ADwMX0fxN19vAf4A1wCasIYabW7je01hvDM80eD4LmCcixSJybvgGVQ1iDd0cjbWiTT5QP+LjcOAzESkH3gR+paobW4jBaMDMYGwlEckFrlTV90RkCNYfwQJVzQzbZ5+PgJ0US5dcp7UaTpYwYpuIXAr8n6oe63Qsxh7mzrodVHUL1t3KgfZd5TUishZrDCsicpWIrBOR3SLypoh8PyRMRA4QkXftbQUi8jv7+adE5Law/aaLSH7Y97kicpM97rVCRDwiMllEPrbvdJY3GEq1UERus7eXi8hbItJHRJ4VkVIR+dyeZFG//7iwuFaH3znZsf1NRLJFpExEPhORUfa2xfZuy+3rmPGzMUxEEoGfY9UwMaKISdbtYA/+PxWrvCVYbYpHAuNFZAZWXeJzgUFYHz1fsI9LwVoD8b9YHWejgffbcOkLgJlYHW4DgGzgNqA3cAPwqoj0C9v/fKzhV0OAUcAnwD/t/VcCf7LjSsKaffcc1lJfFwCPiEj4iugXALcAvbDaLG8HUNWp9vaJqpqsqi+24fUYUURETsJq2y7A+l0woohJ1m3zuogUY/WUL8JaxBTgTlXdrapVWG2IT6rqV3btht8CR9l3sacB21X1XlWtVtUyVf2sDdd/SFU329e5GGuywr9VNaSq7wJfYL2J1Punqq5X1RKsTwLrVfU9uwnlZeBge7/TgFxV/aeqBlT1K+BV9h62NV9Vl9rHPos1G83oRlT1bVVNUtUzoqmZzbCY0SBtc6aq7rU6uF3+OLzDZjDWLDIAVLVcRAqx7m6HYY3nba/w64wAzhGR08Oe8wL/C/u+IOzrqka+r+8gHQEcab8R1fOw92iAJsfxGobR+UyyjozwXtqthBUzspsY+gBbsJLtBU2co4K962gMbOE6m4F/qepV7Qm4gc3AIlU9MQLnMgyjE5hmkMh7DviJiEwSkTisppLPVDUXq3bCQBG5TkTiRCRFRI60j1sGnCoivUVkIHBdC9d5BjhdRE4SEbeIxNudkkPbEfMCYH8RuUREvPbjcBFp7RyR+vG3hmF0EpOsI0xV3wf+gNXmuw2rY+98e1sZVtH+07GaFdZiFbcBq8lhOZCLVfSm2Y46Vd0MnAH8DqtTaDNwI+34P7Xj+oEd51Y7truwZsm1RhZNjL81DCMyzDhrwzCMGGDurA3DMGKASdaGYRgxwCRrwzCMGGCStWEYRgwwydowDCMGmGRtGIYRA0yyNgzDiAEmWRuGYcQAk6wNwzBigEnWhmEYMcAka8MwjBhgkrVhGEYMMMnaMAwjBphkbRiGEQNMsjYMw4gBJlkbhmHEAJOsDcMwYoBJ1oZhGDHAJGvDMIwYYJK1YRhGDDDJ2og4EblNRHaJyPZW7q8iMrqz4zKMWGaSdQ8lIg+ISJGIfCIiQ8Kev0hEHuzAeYcBs4HxqjowErF2FhFJt98oPA5d/ykRuc2JaxuxxyTrHkhEjgAOBQYCS4Df2s/7gRuAP3bg9COAQlXd0dE4O5NTCdow2ssk655pJLBEVWuA94H97OdvB+5W1ZLmDhYRv4g8LSI7RWSTiPxeRFwicgLwLjBYRMpF5Kkmjr9RRLaJyFYRubzBtjgRuUdE8kSkQETmikiCvW26iOSLyO/sZpZcEbko7NiZIvK1iJSKyGYRyQrbVn8XfYWI5AEfAIvtzcV2vEeJyGUi8pGI3C8ixSKyQUSOtp/fLCI7RGRWG+OdbR+3TUR+Ym/7P+Ai4Df2td+yn79JRLaISJmIrBaR45v7vzB6EFU1jx72AA7EuqNOAO62H4cB77by+KeBN4AUIB1YA1xhb5sO5Ddz7MlAgR1DEvAcoMBoe/sDwJtAb/v8bwF3hp07ANwHxAHTgApgbNj2CVg3IQfZ1znT3pZuX+dp+7oJYc95wuK7zL7GTwA3cBuQB/zNvuYPgDIguQ3x3gp4gVOBSqCXvf0p4Lawa48FNgODw2Ie5fTvi3lEx8PxAMzDof94uB5YDrwI9AU+AjKAa7HuOJ8F0ho5zg3UYLVJ1z93NbDQ/rqlZP0kMCfs+/3rkzUgdvIdFbb9KGBj2LkDQFLY9peAPzRxrQeA++2v6xPzfmHbm0rWa8O+n2DvMyDsuUJgUivjrWpw/h3AZPvrhsl6tL39BMDr9O+IeUTXwzSD9FCqer+qTlTV84DzgA+x7kj/DzgeWAlkNnJoX8AHbAp7bhMwpJF9GzMY6+4x/Nh6/YBE4Eu7CaIY+K/9fL0iVa1ocPxgABE5UkT+ZzfPlAA/teMNt5mWFYR9XQWgqg2fS25lvIWqGgj7vtI+dh+qug64DsgCdojICyIyuBXxGj2ASdY9nIgMwLozvhWraeIbVa0DPsdqSmhoF1CH1ZFYbziwpZWX3AYMa3Bs+LmrgANUNc1++FU1PLn1EpGkBsdvtb9+DqtJYpiq+oG5WHe/4bSJr9ujNfE2Z5/rq+pzqnos1s9Xgbs6GKPRTZhkbdwH/ElVK4GNwOEikoz1EX5Dw51VNYjV9HC7iKSIyAjg18AzrbzeS8BlIjJeRBKBP4WdOwQ8BtwvIv0BRGSIiJzU4By3iIhPRKYApwEv28+nALtVtdoe8XJhC7HsBELs6WBtkzbE25SC8GuLyFgRmSEicUA11htBsD2xGd2PSdY9mIgch9Uu/RqAqi4FsrGaCo4D5jRx6C+x2mo3YHVUPofVFt0iVf0PVlvyB8A6+99wN9nPfyoipcB7WB1v9bYDRVh3088CP1XVVfa2nwO3ikgZ1vDDl1qIpRJrBMxHdjPG5Na8hjbG25wngPH2tV/H6sCcg3XHvh3oD/yuHTEZ3ZCodvSToGF0DRGZDjyjqkMdDsUwupy5szYMw4gBJlkbhmHEANMMYhiGEQPMnbVhGEYMMMnaMAwjBphkbRiGEQNMsjYMw4gBJlkbhmHEAJOsDcMwYsD/A5BURGPYE0JOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Categorical columns\n",
    "#Pie chart for 'department' column\n",
    "fig, (ax1) = plt.subplots(ncols=1, figsize=(10, 5))\n",
    "df.department.value_counts().plot(kind='pie',label='', autopct='%.2f', ax=ax1)\n",
    "ax1.set_xlabel('% of departments', size=12)\n",
    "plt.savefig('images/department_piechart.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b68cef09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABwwAAAGjCAYAAAAxc+HrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABEf0lEQVR4nO3debSdZX02/uubBFAIYYxAgKCAE4KgUGu1Vau1aq1DFYc6oLWWX7G1VqtV+zrVOvS1lrZqtVqnOuGIOL1Vq1KH1rZKFS1aEZR5nhICCiT5/v7YO3qMCRzIPudJzv581srK3vdzn3Musp4Vdva17/uu7g4AAAAAAAAwnRYNHQAAAAAAAAAYjsIQAAAAAAAAppjCEAAAAAAAAKaYwhAAAAAAAACmmMIQAAAAAAAAppjCEAAAAAAAAKbYkqEDJMmee+7Zt73tbYeOAQAAAAAAwDw75ZRTLuvu5UPnmGZbRWF429veNl//+teHjgEAAAAAAMA8q6qzh84w7WxJCgAAAAAAAFNMYQgAAAAAAABTTGEIAAAAAAAAU0xhCAAAAAAAAFNMYQgAAAAAAABTTGEIAAAAAAAAU0xhCAAAAAAAAFNsVoVhVf1hVX29qq6rqnfexNxnV9VFVbWqqt5eVTtMJCkAAAAAAAAwcbNdYXhBklckefuNTaqqByV5QZIHJLltkgOT/PkW5AMAAAAAAADm0KwKw+4+sbtPSnL5TUx9SpK3dfdp3X1lkr9I8tQtSggAAAAAAADMmUmfYXiXJKfOeH5qkr2qao8J/xwAAAAAAABgApZM+PstTbJqxvMNj3fORqsTq+rYJMcmycqVKyccYx69bJehE0yfl6266TlMlvt8/rnP55/7fP65z+ef+3z+uc/nn/t8/rnP55/7fP65z+ef+3z+uc/nn/t8/rnP55/7fP65z7mFJr3CcE2SZTOeb3h89cYTu/st3X1Udx+1fPnyCccAAAAAAAAAZmPSheFpSQ6f8fzwJBd3902dfQgAAAAAAAAMYFaFYVUtqapbJVmcZHFV3aqqNrWd6buS/G5VHVJVuyV5UZJ3TiwtAAAAAAAAMFGzXWH4oiQ/SvKCJE8aP35RVa2sqjVVtTJJuvvTSV6T5OQkZ49/vXTiqQEAAAAAAICJ2NQqwZ/T3S9L8rLNXF660dzjkxy/RakAAAAAAACAeTHpMwwBAAAAAACAbYjCEAAAAAAAAKaYwhAAAAAAAACmmMIQAAAAAAAAppjCEAAAAAAAAKaYwhAAAAAAAACmmMIQAAAAAAAAptiSoQMAADA/bvvj9w0dYeqcNXQAAAAAgFlQGAJAFClDOGvoAAAAAABAEluSAgAAAAAAwFRTGAIAAAAAAMAUsyUpAAAAAFsVRwbMv7OGDgAADEphCAAAAAAwzxTj8++soQMAbMVsSQoAAAAAAABTTGEIAAAAAAAAU8yWpMBNskXG/Dtr6AAAAAAAAEwNKwwBAAAAAABgillhCAAALBh2Rph/Zw0dAAAAgC2mMNxC3pCYf2cNHQAAAAAAAGABURgCAADANsQHV+ffWUMHAACAOeYMQwAAAAAAAJhiVhgCAAAAAAATZ2eE+XfW0AHYZllhCAAAAAAAAFNMYQgAAAAAAABTTGEIAAAAAAAAU0xhCAAAAAAAAFNMYQgAAAAAAABTTGEIAAAAAAAAU0xhCAAAAAAAAFNMYQgAAAAAAABTTGEIAAAAAAAAU0xhCAAAAAAAAFNMYQgAAAAAAABTTGEIAAAAAAAAU0xhCAAAAAAAAFNMYQgAAAAAAABTTGEIAAAAAAAAU0xhCAAAAAAAAFNMYQgAAAAAAABTTGEIAAAAAAAAU0xhCAAAAAAAAFNMYQgAAAAAAABTbFaFYVXtXlUfraprqursqnrCZuZVVb2iqs6vqlVV9a9VdZfJRgYAAAAAAAAmZbYrDP8+yfVJ9kryxCRv2kwR+JgkT0vyK0l2T/LVJO+eQE4AAAAAAABgDtxkYVhVOyV5dJIXd/ea7v5Kko8nefImpt8uyVe6+wfdvS7Je5IcMsnAAAAAAAAAwOTMZoXhHZKs6+7TZ4ydmmRTKwzfn+TgqrpDVW2X5ClJPr2pb1pVx1bV16vq65deeunNzQ0AAAAAAABMwJJZzFmaZNVGY6uS7LyJuRcm+XKS7yVZl+TcJPff1Dft7rckeUuSHHXUUT3LvAAAAAAAAMAEzWaF4ZokyzYaW5bk6k3MfWmSX0iyf5JbJfnzJF+oqh23JCQAAAAAAAAwN2ZTGJ6eZElV3X7G2OFJTtvE3MOTfKC7z+vutd39ziS7xTmGAAAAAAAAsFW6ycKwu69JcmKSl1fVTlV17ySPSPLuTUz/WpLHVNVeVbWoqp6cZLskZ0wyNAAAAAAAADAZsznDMEmekeTtSS5JcnmS47r7tKpameQ7SQ7p7nOS/N8kt0nyzSQ7ZVQUPrq7r5pwbgAAAAAAAGACZlUYdvcVSR65ifFzkiyd8fzHSf5g/AsAAAAAAADYys3mDEMAAAAAAABggVIYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUm1VhWFW7V9VHq+qaqjq7qp5wI3MPrKpPVtXVVXVZVb1mcnEBAAAAAACASZrtCsO/T3J9kr2SPDHJm6rqLhtPqqrtk/xLki8k2TvJfkneM5moAAAAAAAAwKTdZGFYVTsleXSSF3f3mu7+SpKPJ3nyJqY/NckF3X18d1/T3T/u7m9NNDEAAAAAAAAwMbNZYXiHJOu6+/QZY6cm+bkVhknumeSsqvrn8Xak/1pVh23qm1bVsVX19ar6+qWXXnrzkwMAAAAAAABbbDaF4dIkqzYaW5Vk503M3S/J45O8LsmKJJ9K8rHxVqU/o7vf0t1HdfdRy5cvv3mpAQAAAAAAgImYTWG4JsmyjcaWJbl6E3N/lOQr3f3P3X19ktcm2SPJnbcoJQAAAAAAADAnZlMYnp5kSVXdfsbY4UlO28TcbyXpSQQDAAAAAAAA5t5NFobdfU2SE5O8vKp2qqp7J3lEkndvYvp7ktyzqn6tqhYn+eMklyX57uQiAwAAAAAAAJMymxWGSfKMJLdOckmSE5Ic192nVdXKqlpTVSuTpLu/l+RJSf4hyZUZFYsPH29PCgAAAAAAAGxllsxmUndfkeSRmxg/J8nSjcZOzGhFIgAAAAAAALCVm+0KQwAAAAAAAGABUhgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUWzJ0AAAAAAAAANjYKaecsv2iRYuOW7x48e909y5JauhM26j1Sf5n7dq1Tz/yyCMv2dQEhSEAAAAAAABbnSVLlvzjsmXL7r1ixYprtt9++8ur9IW3xPr16+vSSy895KKLLnprkodvao4tSQEAAAAAANga/fIBBxywaocddrhBWXjLLVq0qJcvX74qyaGbnTOPeQAAAAAAAGC2Fi9atKiHDrEQjP8cN9sLKgwBAAAAAABgiikMAQAAAAAA2GYcfPDBd/nkJz+589A5tibf+973tq+qI2+44YZb9PVLJpwHAAAAAAAA5swZZ5xx2tAZJu05z3nOijPPPHOHj33sYz8c4udbYQgAAAAAAAAbuaWr9bZFCkMAAAAAAAC2Gfvuu+9hJ5100s4nn3zyjoceeuidly5derc99tjj8Kc//en73djXbdi287Wvfe2et7nNbe66fPnyu770pS/da8P15zznOSse/OAHH/iIRzzidkuXLr3b61//+j3POuus7e5///sfvMsuuxyxcuXKQ//6r/96z5nzH/KQhxz4iEc84nY77bTT3e5whzsc8q1vfWuHF77whXvvvvvuh++99953PfHEE5dtmL+57/XhD3942etf//q9P/WpT+2244473u2Od7zjIUly+eWXL37sYx97wPLly+96m9vc5q5/9Ed/tGLt2rVJkrVr1+bYY4/db7fddjt8v/32O+zEE0/cZUv+TBWGAAAAAAAAbHOe/exnrzzuuOMuXrNmzTd+8IMffPu3f/u3r5zN133xi1/c+YwzzvifT33qU99/3etet/dJJ530k/MQP/e5z+169NFHX7lq1apvHHvssZc/5jGPOXDFihXXX3jhhae+//3vP/MVr3jFvh/72Md+Mv8LX/jCrsccc8zlV1111Tfucpe7XPuQhzzkDuvXr8+FF174rec973kXPPOZzzxgw9zNfa+jjz569TOf+cyLHvrQh1557bXXfuN73/ved5LkcY973G2XLFmSM88883++8Y1vfOfkk0/e5W/+5m/2TJLjjz9++b/8y7/s8rWvfe07p5xyyndOOumk3bbkz1JhCAAAAAAAwDZnyZIlfcYZZ9zqwgsvXLLLLrusf8ADHnDNbL7u5S9/+YXLli1bf4973ONHj3vc4y5/3/vet/uGa0ccccQ1T37yk69avHhxLrrooiX//d//vfT1r3/9eTvuuGPf6173+tETnvCEy971rnftsWH+kUceefWjH/3o1dttt10e85jHXHnllVcueeUrX3nRDjvs0E972tOuuOCCC7a/7LLLFp9xxhnb3dT3muncc89d8qUvfWmXt7zlLecsW7Zs/b777rv2D//wDy/+8Ic/vHuSnHjiibsdd9xxlxx88ME37LXXXuue//znX7Qlf5YKQwAAAAAAALY573jHO84644wzdjjkkEPucuihh975hBNOmNW2nAcddND1Gx4fcMAB11100UXbb3i+YsWKn1w755xztl+2bNna3Xbbbf2M+ddfeOGF2214vnz58rUbHu+4447rd9ttt7VLlixJkixdunR9kqxatWrRbL7XTGecccb2a9eurX322efwnXfe+Yidd975iD/5kz854PLLL98uSS6++OLtVq5c+ZOsBx100HWz+W/fnCVb8sUAAAAAAAAwhMMOO+y6T3ziEz9ct25d3vWud+321Kc+9aCHPvSh31y2bNn6G/u6M888c/u73e1uP05GpeDee+/9k+Ktqn4yb+XKldevXr16yZVXXrloQ9F3zjnnbL/PPvvccHOz3tT3qqqeOf/AAw+8Yfvtt+8rrrjim9tt9/Od4m1uc5sbzjnnnJ8UnT/4wQ92uLmZZrLCEAAAAAAAgG3OG9/4xt0vuOCCJYsXL85uu+22NhltU3pTX/fSl750n6uvvnrR17/+9Vt94AMf2PPxj3/8Js8+PPjgg2844ogj1jzrWc/a79prr63//M//vPUJJ5yw55Oe9KQrbm7Wm/pee+2119rzzjtv+3Xr1iVJDjjggBvufe97rzr22GP3v+KKKxatW7cup5122g6f+tSnlibJox71qCvf/OY33+bMM8/c7tJLL138mte8Zu+bm2kmhSEAAAAAAADbnM985jO7HHrooXfZcccd7/bc5z535Vvf+tYf7LjjjjdZGN7nPve5+qCDDjr0wQ9+8B2f8YxnXPSoRz1q9ebmfvCDH/zBueeeu/0+++xz+NFHH33Q85///At+67d+a7Pzb8yNfa9jjjnmiiTZbbfdjjjkkEPuPJ5/1vXXX193vvOdD911112POProow86//zzt0uS5zznOZfe7373W33kkUfe5Ygjjjjk4Q9/+CZLz9myJSkAAAAAAADbjPPPP//bSfLIRz7y6lvy9c961rMue+5zn3vZxuPHH3/8BRuPHXTQQTecfPLJZ2zq+2w8/5GPfOTVj3zkI7+94fl2222X7j5lNt9r7733XnfKKad8b+bYHnvsse69733vOUnO2Xj+dtttl7e97W3nvu1tbzt3w9gLX/jCSzf1vWfDCkMAAAAAAACYYgpDAAAAAAAAFoQ3velNu++444532/jXwQcffJehs23NbEkKAAAAAADAgnDcccddcdxxx12xuesztwjlp6wwBAAAAAAAgCmmMAQAAAAAAIAppjAEAAAAAACAKTarwrCqdq+qj1bVNVV1dlU9YRZf84Wq6qpyTiIAAAAAAABspWZb5v19kuuT7JXkiCSfqqpTu/u0TU2uqifejO8NAAAAAAAADOQmVxhW1U5JHp3kxd29pru/kuTjSZ68mfm7JHlpkj+dZFAAAAAAAABg8mazCvAOSdZ19+kzxk5Nct/NzH9VkjcluWgLswEAAAAAAMDE3PYFnzpyLr//WX/50FNuzvyLL7548ZOe9KTbfuUrX1m22267rX3JS15y/u///u9fMVf5Nmc2heHSJKs2GluVZOeNJ1bVUUnuneRZSfa7sW9aVccmOTZJVq5cOZusAAAAAAAAsGA8/elPX7n99tv3RRdddOp//Md/7Hj00UcffNRRR1171FFH/Xg+c9zklqRJ1iRZttHYsiRXzxyoqkVJ3pjkWd299qa+aXe/pbuP6u6jli9fPtu8AAAAAAAAsM1bvXr1ok9/+tO7vfrVrz5/l112Wf+gBz1ozQMe8IBVb3/72/eY7yyzKQxPT7Kkqm4/Y+zwJKdtNG9ZkqOSfKCqLkrytfH4eVX1K1ucFAAAAAAAABaIb3/72zssXrw4d73rXa/bMHbXu9712v/93/+99XxnucktSbv7mqo6McnLq+rpSY5I8ogk99po6qokK2Y83z/JfyU5MsmlE0kLAAAAAAAAC8DVV1+9eOnSpetmju2yyy7r1qxZs3i+s8xmhWGSPCPJrZNckuSEJMd192lVtbKq1lTVyh65aMOv/LQkvLi7r5+D7AAAAAAAALBN2nnnndddc801P9PVrV69+udKxPlwkysMk6S7r0jyyE2Mn5Nk6Wa+5qwktQXZAAAAAAAAYEE67LDDrlu7dm19+9vf3uGwww67Lkm+9a1v3fpOd7rTj+Y7y2xXGAIAAAAAAAATsmzZsvUPetCDrvqzP/uzFatXr1702c9+dqfPfe5zuz7taU+7fL6zzGqFIQAAAAAAAGzrzvrLh54ydIaZ3va2t539xCc+8bZ77bXX4bvuuuvav/qrvzrnqKOO+vF851AYAgAAAAAAwAD22muvdZ/73OfOHDqHLUkBAAAAAABgiikMAQAAAAAAYIopDAEAAAAAAGCKKQwBAAAAAABgiikMAQAAAAAAYIopDAEAAAAAAGCKKQwBAAAAAABgiikMAQAAAAAAYIopDAEAAAAAAGCKLRk6AAAAAAAAAMyLl+1y5Nx+/1WnzHbqq171quXve9/79jz99NNv/bCHPeyKj3zkI2fNYbIbpTAEAAAAAACAebbvvvve8PznP//CT3/608t+/OMfD7orqMIQAAAAAAAA5tlTnvKUq5Lka1/72o7nn3/+9kNmcYYhAAAAAAAATDGFIQAAAAAAAEwxhSEAAAAAAABMMYUhAAAAAAAATDGFIQAAAAAAAMyzG264Iddee22tW7eu1q1bV9dee23dcMMNg2RZMshPBQAAAAAAgPn2slWnDB1hg+c///kr/uZv/mafDc932mmn3Z/97GdfePzxx18w31kUhgAAAAAAADDPjj/++AuGKAc3xZakAAAAAAAAMMUUhgAAAAAAADDFFIYAAAAAAAAwxRSGAAAAAAAAMMUUhgAAAAAAAGyN1q1fv76GDrEQjP8c12/uusIQAAAAAACArdFXzj777F2vu+667bp76CzbrPXr19ell166S5L/2dycJfOYBwAAAAAAAGZl7dq1v3fVVVcdd/XVVz+1u3ePhXC31Pok/7N27dqnb26CwhAAAAAAAICtzpFHHnl9kr8b/2IOaWIBAAAAAABgiikMAQAAAAAAYIopDAEAAAAAAGCKKQwBAAAAAABgiikMAQAAAAAAYIopDAEAAAAAAGCKKQwBAAAAAABgiikMAQAAAAAAYIopDAEAAAAAAGCKKQwBAAAAAABgiikMAQAAAAAAYIopDAEAAAAAAGCKzaowrKrdq+qjVXVNVZ1dVU/YzLynVNUpVbW6qs6rqtdU1ZLJRgYAAAAAAAAmZbYrDP8+yfVJ9kryxCRvqqq7bGLejkn+OMmeSX4xyQOSPHfLYwIAAAAAAABz4SZX/1XVTkkeneTQ7l6T5CtV9fEkT07ygplzu/tNM56eX1XvTfKrE8wLAAAAAAAATNBsVhjeIcm67j59xtipSTa1wnBj90ly2i0JBgAAAAAAAMy92RSGS5Os2mhsVZKdb+yLqup3khyV5LWbuX5sVX29qr5+6aWXziYrAAAAAAAAMGGzKQzXJFm20diyJFdv7guq6pFJ/jLJQ7r7sk3N6e63dPdR3X3U8uXLZxkXAAAAAAAAmKTZFIanJ1lSVbefMXZ4NrPVaFU9OMk/JnlYd397yyMCAAAAAAAAc+UmC8PuvibJiUleXlU7VdW9kzwiybs3nltV90/y3iSP7u7/mnRYAAAAAAAAYLJms8IwSZ6R5NZJLklyQpLjuvu0qlpZVWuqauV43ouT7JLk/43H11TVP08+NgAAAAAAADAJS2YzqbuvSPLITYyfk2TpjOe/OrFkAAAAAAAAwJyb7QpDAAAAAAAAYAFSGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFFMYAgAAAAAAwBRTGAIAAAAAAMAUUxgCAAAAAADAFJtVYVhVu1fVR6vqmqo6u6qecCNzn11VF1XVqqp6e1XtMLm4AAAAAAAAwCTNdoXh3ye5PsleSZ6Y5E1VdZeNJ1XVg5K8IMkDktw2yYFJ/nwiSQEAAAAAAICJu8nCsKp2SvLoJC/u7jXd/ZUkH0/y5E1Mf0qSt3X3ad19ZZK/SPLUCeYFAAAAAAAAJqi6+8YnVN0tyb93961njD03yX27+2EbzT01yau6+wPj53smuTTJnt19+UZzj01y7PjpHZN8bwv/W7h59kxy2dAhYI65z5kG7nOmgfucaeA+Zxq4z5kG7nOmgfucaeA+n38HdPfyoUNMsyWzmLM0yaqNxlYl2XkWczc83jnJzxSG3f2WJG+ZXUwmraq+3t1HDZ0D5pL7nGngPmcauM+ZBu5zpoH7nGngPmcauM+ZBu5zptFszjBck2TZRmPLklw9i7kbHm9qLgAAAAAAADCw2RSGpydZUlW3nzF2eJLTNjH3tPG1mfMu3ng7UgAAAAAAAGDrcJOFYXdfk+TEJC+vqp2q6t5JHpHk3ZuY/q4kv1tVh1TVbklelOSdE8zL5NgOlmngPmcauM+ZBu5zpoH7nGngPmcauM+ZBu5zpoH7nKlT3X3Tk6p2T/L2JA/M6CzCF3T3+6pqZZLvJDmku88Zz31OkucnuXWSjyT5/e6+bo7yAwAAAAAAAFtgVoUhAAAAAAAAsDDN5gxDAAAAAAAAYIFSGAIAAAAAAMAUWzJ0AAAAAAAAtk5Vdf/NXLouyXndffZ85oG5UFXHJ3lXd39z6CwwFIXhlKqqA5Os8z90AACYf1V1SJLLu/viqlqa5HlJ1iV5bXdfO2w6AICf8bYkK8aPL0+yx/jxJUn2rqpvJXl8d39/iHAwIdsl+UxVXZrk3Une293nDZwJ5pUtSadEVZ1QVfcaP/6dJKcl+U5V/e6wyWBuVNX+VXXPoXPAfKmqu1bVh4bOAVuiqg6cza+hc8KEvC/JruPHr01ynyS/lOTNQwWCuVBVj9nM+NHznQXmUlXduqr2qapbD50F5sDbkrwuya7dvSKj1zB/l+Qfxo+/luSNQ4WDSejuZ2ZUjL8gyRFJvltVn6uqY8Yf8IMFr7p76AzMg6q6JMl+3X19VX07ye8nuSrJSd19+0HDwQRV1cokJ2T0P/bu7qXjNyMe3N1PHzQcbKGq2jHJCzO6v7+f5GVJ9kzy10kemOSfuvsPhsoHW6qq1ifpJHUj07q7F89TJJgzVXVVd+9aVZXkoiR3SfKjJD/s7tsMmw4mp6pWd/eyTYxf0d27D5EJJqmqfjXJ/01y94xew3SS/07ywu7+/JDZYFLGK6726e61M8a2S3JBdy+vqp0y2pp0t8FCwoRV1V0y+pDfYUmuTfL+JC/t7vMHDQZzyArD6bH9uCzcN8nu3f1v3X1akr2GDgYT9uYkn0qyc5IbxmP/klGZAtu6v0/ysCTfSfJrST6S5IsZrRq/rbKQbV13L+ruxePfN/dLWchCcV1V7ZzkHknO7e7LMjoH6FbDxoLJmLEqfFFV3W6j1eK/luTHQ2eELVVVRyX5f0n+M6N/cx6S5NeT/FeST1TVLwwYDybpmiQb389HZlSiJMn6+Y0Dc6OqllXV71bVyUm+lNHf77+S5M5J1iT55yHzwVxzhuH0+GZVvTDJARmVKRmXh6sHTQWTd48kD+3u9VXVSdLdq6pql4FzwSQ8KMkR3X1JVb0+yTlJ7tvdXx44FwA33/uSfCGjDzm9YTx29yQ/HCwRTNYZ+emq8TM3unZRRjslwLbueUle090vnTH2vSRfGK/Iel6Sxw6SDCbrJUk+W1UfT3Jukv0y+jDrM8fXH5DkwwNlg4moqg9n9L7LlzLabvek7r5uxvXnJFk1UDyYF7YknRJVdVCSv8hoxdXzxm82H53kF7r7+cOmg8mpqu8keWR3n75hm6OqOiTJ+7v7rkPngy2x8ZZem9viCxaCqlqS5BlJ7pvR1rs/2aa0u+8zVC6YpKr69SQ3dPfJ4+dHJVnW3V8YNhlMTlV9sbvvO3QOmAtVdU6Se3b3BZu4tiLJf3X3fvOfDCZv/N7KozM64+3CJB/u7u8Mmwomp6qem+Q93X3RjczZsbuv3dx12NYpDIEFpaqeltHhxK/O6ADu/y/JnyX5y+5+75DZYEtV1bVJHpqfFicnJXlEfrZI8SYzC8J4Fe39k7wlySuT/J8kx2X0AZCXDRgNACDJTX+Ar6qu7u6d5zMTAMAtpTCcElX1uozeYPv3GWP3SvLY7v7jwYLBHKiqRyY5NqMteM9J8ubuPmnITDAJVXVWRlt7bU5394HzFAfmVFWdn+SXuvucqrqqu3etqjtl9He6lSps86rqdhmV4UckWTrzWnevHCITzAX3OgvZLApDO4KwIFTV7kmem03/XW73DxaEqjo3m37P5bok5yU5McmbunvtvAaDeaQwnBLjvfP37e7rZ4ztkOTc7r7NcMkAAH5eVV2ZZPfu7qq6MMlB3X2tN95YKKrqqxmd6/beJD+zrVF3f3GQUDAH3OssZFW1Lsn5m7ucZJ/uXjKPkWBOVNWnk+yQ5IP5+b/L/2mQUDBhVfW8JE9K8rqMzupcmeQPknwoyRVJ/iTJR7v7TwcLCXNMYTglquqSJCu7+8czxnZMck537zlcMpgsq2lZyKrqy7nxFYY+3cmCUVX/nuSPu/u/quoTSb6bZHWSJ3b3nYdNB1uuqlYn2bW71w+dBeaSe52FrKpuctcDxTgLwfjv8uXdfd3QWWCuVNVpSR4481zaqto3yWe7+y5Vdcckn+vu/QcLCXPMp5ymx5eTvKKq/rS711fVoiQvG4/DQvLbGW2TMdMpGZ319sfzHQYm7K0zHleSv0/yjIGywFx7VpJ148fPSfKmJDtntOU0LARfSnK3jF6nwELmXmfBuqkysKoWz1cWmGPfSrJfRivGYaHaJ8majcauSbJi/Pj0JLvOZyCYbwrD6fGsJJ9McmFVnZ3RkuoLkzxs0FQweZ1k0UZjizcxBtucjbd6qarjbf/CQtXdX5vx+PtJfm3AODAXzkrymao6MclFMy9090sGSQRz46y415kSVfWhJJ9L8o4kt07ykXgNw8LwhSSfrqp35Of/Ln/7MJFg4j6R5GNV9cqMzizcL8kLx+NJ8ksZva6BBcuWpFNkvKrwFzP6y+7cJP9lWxgWmqr6SJIfJpm5mvYvk9y+u39r2HQwWVV1RXfvPnQOmAtVdf/NXLouyXndffZ85oFJG7/htind3U+b1zAwh27kXk93/858ZoG5VlVPT3KvJPdOsj7Jqd39+GFTwZarqpM3c6m7e3Ov22GbUlW3ymhHvsdktKrwwozO7Xx5d19bVXsn2b67zxkuJcwthSGwoFTVfhmtpt0nyc+spu3u84bMBpOmMGQhq6of5qdbv1yeZI/x40uS7J3RtkiPH68+BACYd1V1eJIrZ755XFUrk3wxyW5JHtTd/zlUPgCAm0NhuIBV1Xe7+87jx+dmtFXjz+nulfMaDOaY1bQsVJtYcXVSkkdkdJ5hkqS7vzCfmWCuVNWLkuyS5CXd/aOqunWSP0+yKsnfJvnrJAd19wOHSwlbpqpun9H5y/smOT/JCUpwFqKqunOSo5Ps1d1/WFV3TLJDd39r4GiwRarqG0me0N3fHT/fP8m/JvnHJF9L8sLutiUp26Sqqh6/cTx+n2WTvN/CQlJVv5rkyfnp6/P3eJ+FaaIwXMCq6pe7+yvjx/fd3LybOqQbtlUbv6D1IpZt3XjF1Y3p7j5wXsLAHKuqS5Ps091rZ4xtl+SC7l5eVTtltDXpboOFhC1QVQ9L8t6MdkbYsCvCbyZ5cnd/fMhsMElV9Zgkb8zoLLcndPeyqjoqyV8qUtjWVdWq7t5l/HhlRue8/VV3v7mqFie5uLv3HDQk3EJVtbq7l40fr8/PL0SojP4Nunjew8EcGG8r/aokb81PX5//bpIXd/c/DpkN5suSoQMwdzaUhWO36e4PbTynqo6ex0gw56rq7kn+Psldk9xqw3BGL2y9iGWb1t23GzoDzKNrkvxCkq/OGDsyybXjxz4EwrbuVUke0d0/OROoqu6X5A1JFIYsJC9P8sDu/mZVPW48dmqSwwfMBJNyQVU9LaM3lt+a5M+6+4TxtZVJfjRYMthyd5nx2L9FmQZ/mtFrllM3DFTVBzL60JPCkKlgheGUmPmpoI3GnX/FglJV307yiSTvzk/fVE6SdPfZg4QC4GarqmMy+gDIxzPaXnq/JA9L8szufldV/WZGZcvvDRgTbrGqujLJ8o1W0S5Jcll37zpYMJiwqro8yZ7d3Rv+/Tm+1y/o7tsMnQ+2RFX9epJ3Jrk+oy1Ib53kr5KsG//+le5+3mABYUKq6rnd/dpNjD+nu48fIhNM2vg1y97dfcOMsR0yes2yx3DJYP4oDBe4qtqwNd23khyWGedcJTkwybu6e8W8B4M5UlWrk+zS/nID2OZV1SFJHp1kRZILk3y4u78zbCqYjKo6Ocmnu/v/zhj70yS/0d33GywYTFhVfTaj83/eNaMwfFKSx3f3bw6dDyapql6Q5I8y2tHrQ0me093XDZsKtpyFCEyDqvpYknOSPL+7rx0fg/HqJLfr7ocNmw7mh8JwgZuxx3ht4vJFSV7W3W+Z31Qwd6rqn5K8r7s/M3QWALbc+Dzavbr7wqGzwCRV1Z0y2hVhp4xW0e6f0Va8D+/u7w6ZDSZpfK9/NskPk9wzyb8muUOSX+/u7w8YDeZUVR2e5EXd/Zihs8AtVVX3Hz/8REZnLW+8EOHF3X3AvAeDOVBV+yR5f5J7Jbkiye5J/j3Jb3f3BUNmg/miMJwSVfXF7r7v0Dlgro33Fn9Ykq9kVIr/RHcfM0goAG62qto1yRuTHJ3khu7eqaoenuQe3f2iQcPBhIy3ZfylJPskuSDJf87cAgkWiqraMaM3mg/IqCD/ZHevGTYVbLnxvf3CJEck+X6SlyXZM8lrkzwwo12d/mCofLClquqH44crM1p5tUEnuTjJq7vb2cssKFW1f8avz7v7vKHzwHxSGE6J8Rtsn+rudUNngblUVS/d3LXu/vP5zALALVdV709yZZKXJ/lOd+9WVcuT/Ht3337YdAAASVW9I8ndknwmyUMyKlDulOSfkvxtd182YDyYmKp6lw9hsxCNd7S5Sd29fq6zwNZAYTglqurUjM7/+UCSd3f3fw4cCQBgs6rq0iQruvuGmWejVNWq7t5l4Hhwi1TVd7v7zuPH52b06fyf090r5zUYzKGqWpnkpRmVKktnXuvuOwwSCiakqi5IckR3X1JV+2W0Auu+3f3lgaPBxFXVdhltLb2iuz8wPt8t3X3NsMnglptxnNdmpyTp7l48T5FgUEuGDsD86O7Dx/vnPynJR6rqmiTvzujw+bMGDQcTVlXbJ7ljRlvB/GR//e7+wmChALi5VmX09/hPzi4cv+nsLEO2Zb834/GTBksB8+tDSf43yUuS/GjgLDBpS7v7kiTp7vOqao2ykIWoqg5L8vEk1yXZL6MFCfdN8pQkjxswGmyp2w0dALYmVhhOoaqqJA9I8tdJDk3yb0nenOQEy6vZ1lXVL2f0psQOSZYlWZ1k5yTndveBQ2YDYPaq6gVJHp7k/yT5aEbbfL0qyce6+28HjAYTUVWP6e4PbWL86O7+8BCZYC5U1aoku/m3JgtRVV2b5KH56QdVT0ryiPjgKgtMVX0lyZu7+91VdeX4uICdkpze3fsOnQ8mabxN6V5JLvb6hWmjMJwyVXVQRp9mflKS9UneldGWGc9IcmF3P2rAeLDFquprSd7X3X8z40XsS5Jc292vHTofALMz/oDTs5Icm+SAjF6vvC3Jrt39oiGzwSRU1eruXraJ8Z9swQsLQVW9J8nbuvvkobPApFXVWbnxrezaB1dZCKrqyiS7d3dvdFyA1y0sGFW1LMkbkjw+o50Zb0jy/iR/1N2rhswG80VhOCWq6g+SPDnJwUk+mORd3f0fM67vmOSS7l66mW8B24SZn2CeURhun+SHPvUGsG2rqlslucb5EWzLqmrDG8ffSnJYZqxCSXJgRq/TV8x7MJgjVbV7kn9PcmaSi2de6+6nDRIKgJulqr6R5Pe6++sbSsKqukeSN3T3PYbOB5NQVe/MaJeyFyY5O6MPrr4yo0UITxkwGswbZxhOj4dktAXpx7r7+o0vdve1VWV1IQvBqoy2Ir0qyYVVdUiSy5MowwG2fZ2fLVdgW3RGfnovn7nRtYuSvGy+A8Ece0eSdUm+G2cYAmyrXpzkU1X1D0m2r6oXJvn9/Oz5zLCte3CSA7v72vHz06vqd/Lzr9lhwVIYTonu/s1ZzPnsfGSBOXZikt9I8r6Mtq47OaMtBH7ujCAAtkm2x2Cb1t2LkqSqvtjd9x06D8yD+ydZ0d1XDx0EgFumuz9ZVQ9J8vQkX8xo5dWjuvuUYZPBRP04yfKMVhdusGeS64aJA/PPlqQLWFW9O7N4U627j5mHODCIqvqVjFYXfsZBxQBbv6q6/41c3j7Jp2xJCrDtqKp/S/LE7j5r6CwA3DJV9dju/uAmxv+8u186RCaYtKp6UZJjkhyfn25J+uwk7+7uVwyZDeaLFYYL2xlDB4ChdfeXh84AwM3ytpu4fs68pIA5VlVLkjwjyX0z+uTyT7bb7e77DJUL5sAXkny2qt6Rnz/D8O3DRALgZvrLqrq6u/95w0BVvTqjLRwVhiwUr0xyQZInJFkxfvyaJF6vMDWsMAQWlKq6XUb/gz8iG51b2N0rh8gEALCxqnp9Rls1viWj1y7/J8lxSd7f3S8bMBpMVFWdvJlL3d03tqocgK1EVd0pyWeSPLm7v1RVxye5T5IHdveVw6YDYFIUhlOkqrZPcsf8/CeYvzBYKJiwqvpqRocRvzfJtTOvdfcXBwkFALCRqjo/yS919zlVdVV37zp+M+7NzjYEALY2VXX3JB9L8m9JViZ5cHevHjYVTFZV/Xo2vQjhJYMEgnmmMJwSVfXLST6UZIcky5KsTrJzknO7+8Ahs8EkVdXqJLs6rxAA2JpV1ZVJdu/urqoLkxzU3ddW1eruXjZ0PpikqtojyW8k2bu7/6qqViRZ1N3nDRwNgM3YzNni90ny/yX5/SRXJxYisHBU1RuSPDbJyfnZRQjd3U8bJhXML4XhlKiqryV5X3f/TVVd2d27VdVLklzb3a8dOh9MSlV9MslLu/uUobMAAGxOVf17kj/u7v+qqk8k+W5GH+p7Ynffedh0MDlVdd8kH0ny9ST37u6dx2PP7e6HDZsOgM2pqh/OYlpbiMBCUVWXJzmiu88dOgsMRWE4JapqVZLdunv9jMJw+yQ/7O59h84HkzL+NNDjk5yY5KKZ12wfAABsLarqF5Ks7e5vVNXtk7wpox1AntvdXx42HUxOVX0jo/v68zP+LXqrJGd3915D5wPgplXV4u5eN3QOmEtVdXqSI7v76qGzwFCWDB2AebMqo61Ir0pyYVUdkuTybLQfMywAOyX5RJLtkuw/cBYAgJ9TVYuTHJbRmcvp7u8n+bVBQ8HcuW13f378eMMnlq+P9yMAtgnj1y1rqmrX7r5u6Dwwh/46yXur6tVJLp55obt/MEwkmF9eoE+PEzM6M+J9Sd6W0V7MN2R0riEsGN39O0NnAAC4Md29rqqO7+63D50F5sF3qupB3f2ZGWO/luTbQwUCYPbGr1tOT7JHkguGzgNz6E3j339zo/FOsnies8AgbEk6parqVzJaXfiZ7l4/dB7YElV12+4+a/x4s3vn+zQQALC1qKp3J/lgd39i6Cwwl6rqnkk+meRTSR6b5F1JHpbkEd39tSGzATA7VfWnGR3/8ndJzstPV4ynu78wVC4AJkthCGzzqurqJAd398VVtT4/feFaM6Z1d/s0EACwVaiqDyV5eJKvJjk3P/vG2zFD5YJJq6pFSfZO8qQkB2R0v7+nu88bNBgAs1ZVP9zMpe7uzX5wG4Btiy1Jp0RV3S7JK5MckY3OLezulUNkgknp7p2ranWSZd29KEmq6qPd/VsDRwMA2Jz/Gf+CBWvDuVdJdu3u1wydB4BbprtvN3QGmGvePwcrDKdGVX01yZlJ3pvk2pnXuvuLg4SCCaqqq7t75xnPr+ju3YfMBAAA066qTk3ykO527hUAsNXy/jkoDKfGePXVrs4rZKGqqtXdvWzG8yu7e7chMwEA3JiqemBG5wHdprsfVlVHZbRjgrOAWDCcewWw7auqZUleluS+SfbMjCNgrLxiofD+OdiSdJp8KcndkpwydBCYI0uq6lfz0xetizd67g0JAGCrUVXPTPKsJG9NcvR4+EdJXpfkXkPlgjlw3Pj3l2003kmcewWwbXhjkv2SvDzJezI6l/Z5ST4yZCiYMO+fM/WsMJwSVfWGjD7VeWKSi2Ze6+6XDBIKJqiqzsqMTytvgoO4AYCtRlWdmeQB3X3Whp0Rxue9XdLdewydDwBgg6q6JMmdu/vyqrqqu3etqn2TfKK77z50PrilqurlM57uHu+fM+WsMJweOyX5RJLtkuw/Y3zxMHFgsrr7tkNnAAC4GXZOcu748YYPPW2X5Pph4gAAbNaiJKvGj9dU1a5JLkxy8GCJYDL23+j5pt4/h6lhheGUqqq7JjkmyRO6e8XQeQAAYJpU1YeTfKO7X1lVV3T37uOz3o7o7icMnQ8mparOzWZ2AnHuFcC2oao+n+RV3f35qjohyfoka5Ic2d1HDZsOgEmxwnCKVNXyJE9I8pQkhyf5ckbnpgAAAPPrmUk+UVW/l2TnqvpektVJHjZsLJi4J230fJ+M/h36/gGyAHDL/F6SGj/+oySvTrJrRosRYEGoqmOSfLO7vzVj7PAkd+3udw+XDOaPFYYLXFVtl+ThSZ6a5EFJzkhyQpJnJ7lTd18yXDoAAJheVVVJfiHJARltT/pf3b1+2FQw96pq7ySf7u4jhs4CAJAkVXV2Rrt9XDljbPeMdgU5YLhkMH+sMFz4Ls5om4B3Jnlpd/93klTVM4YMBQAAZFFGZ6Qko7PF60bmwkJyXZLbDR0CgBs3XnF1o7r7XfORBebBsox2/JhpVUaraWEqKAwXvm8l+eUkv5jk+1X1w5mfkgAAAObf+Ezxk5LskOT8JPsl+XFV/VZ3nzpkNpikqnr5RkM7JvmNJP88QBwAbp53ZrRb2UXZ9AebOonCkIXiO0keneSDM8Z+K8l3h4kD88+WpFOgqg7IaE/xY5KsTPLZJPdNcufuPn/IbAAAMI2q6usZHRVwfHf3eHvSZyd5YncfOWw6mJyqesdGQ9ck+WaSd3f3dfOfCIDZqqq/TXJ0klMzKgZP8nc3C1VV/XKS/5fkX5KcmeTgJA9I8hvd/W9DZoP5ojCcMuO/+I5J8tgka5O8vbv/dNhUAAAwXapqdZLdunvdjLHFSa7s7mXDJQMA+Knx65MHZ/R+4n2SfDLJP3X3VwYNBnOgqlYmeUKS/TM6Y/y93X3usKlg/igMp1RV3SqjJdXHdPdDhs4DAADTpKren+QD3f3RGWOPTPK47v7twYLBhFXVC5J8vru/NmPsHknu192vGS4ZADdXVS1L8qIkz0nywO4+eeBIMHFVtSjJXt194dBZYL4pDAEAAOZZVX0oycOTnJLRp5f3T3Jkko8l+fGGed19zCABYUKq6sIkB3f3NTPGliY5vbtXDJcMgNmqql2SPD7JU5IsT/KeJK/r7isHDQYTVFW7JnljRtvw3tDdO1XVw5Pco7tfNGg4mCdLhg4AAAAwhf5n/GuD7yT5zEBZYC5tn+SGjcauT3KrAbIAcDNU1W9mVBLeO8nHkzzPWW4sYP+Q5MokB2T02jxJvprkrzNaWQsLnhWGAAAA86iqliR5UpIHJtkzyWVJPp/k3d29cbEC27Sq+myS/9fdfztj7I+SPLy7f22wYADcpKpan+R7GZ1b+KNNzenul8xrKJgjVXVpkhXdfUNVXdHdu4/HV3X3LgPHg3lhhSEAAMA8GW/p9S9JVib5dJL/TrJPklcnOa6qfq27Vw0YESbt2Un+paqenOTMJAcn2SujwhyArdu7knRGH3DaFCtRWEhWZXSv/+TswqpaOfM5LHRWGAIAAMyTqnpjRtscPXajM912SvLBJGd39zOGygdzYXxm4W9mdFbnuUk+2d1rhk0FAJBU1W939wlV9YKMzhj/P0k+muQhSV6V5GMzd0qAhUxhCAAAME+q6oIk9+zuczZx7bZJvtrd+8x7MJhj40/o75vk/E3d/wAAQ6iq1d29rKoqybOSHJvRB/zOSfLmJH/XShSmhMIQAABgnlTVNUmWdfe6TVxbkmRVd+80/8lgblTVPknen+SeSa5IskeS/0jy+O6+YMhsAABVdXV37zx0DtgaOMMQAABg/pyZ5P4ZnWO4sQck+cH8xoE596Ykpyb5je6+Zrz97quS/ENG234BAAxpcVX9apLa3ITu/sI85oHBWGEIAAAwT6rqqUleneQPk3y0u9dX1aIkj0ry+iR/1t3vGDAiTFRVXZZkn+6+YcbYDhltTbrncMkAAJKqWpfk7Gy+MOzuPnAeI8FgrDAEAACYJ939zqraI8k7k5wwLlP2THJdkpcrC1mArkxySEarDDe4Y5KrBkkDwC1WVX+Q5PPd/b/j53/R3S8eOBZsqWsUgjBihSEAAMA8q6qdk9wro7LwsiRf7e7Vw6aCyauq38toC9K3ZfTp/QOS/E6SF3f3W4bMBsDNU1XvSfKLSf47ybokd+/uOw2bCrZMVa3u7mVD54CtgcIQAAAAmDNVdf8kT0iyIskFSd7nLCCArd94C+n1G20rfask30xy+ySHdfd3BooHE1FVV3f3zkPngK2BwhAAAACYuKpanOT0JId093VD5wHg5qmqzyf58+7+0vj5dklOStJJPpvkqO4+ZriEAEySwhAAAACYE1V1epJf6O5VQ2cB4OapqiuS7Nnd66tq+4zKwiuTHJNk+ySnd/f+A0YEYIIWDR0AAAAAWLD+NskHq+q+VXVQVR244dfQwQC4ST9OcqeqWprkY0nOTPKk7l6XZLsktxoyHACTtWToAAAAAMCC9Ybx7w/caLyTLJ7nLADcPMcnOSXJ2iSXJvnXJNtV1fokrx0/B2CBsCUpAAAAMFFVtWOSFyU5LMl/J3l1d/942FQA3FxVdceMCsNLknwwyf2SrE/y/SS/2d3nDZcOgElSGAIAAAATVVVvT/ILSf45yW8kObm7nzlsKgC2VFXdIaNd6/63u9cPnQeAyVEYAgAAABNVVRcmuXt3X1hV+yf5UnffbuhcAADApikMAQAAgImqqtXdvWzG8yu6e/chMwEAAJu3ZOgAAAAAwIKzpKp+NUlt5nm6+wuDJAMAAH6OFYYAAADARFXVWUlu7A2H7u4D5ykOAABwExSGAAAAAABsUlUtT/Kj7l5TVYuTHJNkXZL3dPf6YdMBMCmLhg4AAAAAAMBW65NJbj9+/Mokz03ynCR/PVgiACbOCkMAAAAAADapqq5Msnt3d1Wdl+ReSdYkOa279xk2HQCTsmToAAAAAAAAbLXWJdm+qu6QZFV3n1NVi5IsHTgXABOkMAQAAAAAYHP+OckHk+yR5P3jsUOSnD9YIgAmzpakAAAAAABsUlXtkOQpSW5I8u7uXltV90uyd3e//8a+FoBth8IQAAAAAIAbNd6GdK/uvnDoLABM3qKhAwAAAAAAsHWqql2r6n1JfpzkjPHYw6vqFcMmA2CSFIYAAAAAAGzOPyRZleSAJNePx76a5HGDJQJg4mxJCgAAAADAJlXVpUlWdPcNVXVFd+8+Hl/V3bsMHA+ACbHCEAAAAACAzVmVZM+ZA1W1MomzDAEWEIUhAAAAAACb89YkH6mqX02yqKp+Kck/ZbRVKQALhC1JAQAAAADYpKqqJM9KcmxG5xiek+TNSf6uvbkMsGAoDAEAAAAAAGCKLRk6AAAAAAAAW4+quv9s5nX3F+Y6CwDzwwpDAAAAAAB+oqp+OItp3d0HznkYAOaFwhAAAAAAAACm2KKhAwAAAAAAAADDcYYhAAAAAACbVFXLkrwsyX2T7JmkNlzr7pUDxQJgwqwwBAAAAABgc96Y5O5JXp5k9yTPTHJOkr8ZMhQAk+UMQwAAAAAANqmqLkly5+6+vKqu6u5dq2rfJJ/o7rsPnQ+AybDCEAAAAACAzVmUZNX48Zqq2jXJhUkOHiwRABPnDEMAAAAAADbn1IzOL/x8ki8n+fska5KcPmQoACbLCkMAAAAAADbn95KcNX78R0l+nGTXJMcMlAeAOeAMQwAAAAAAAJhiVhgCAAAAAPAzqurIqjp0xvPlVfXeqjq1qv6hqpYOmQ+AyVIYAgAAAACwsb9NsveM529Ncockb0lyaJLXDJAJgDliS1IAAAAAAH5GVV2WZN/uvq6qdk1ySZJDu/v0qto/yb939/6DhgRgYqwwBAAAAABgY0uSXD9+fM8kF3X36UnS3ecm2XWgXADMAYUhAAAAAAAbOy3JY8aPH5/kcxsuVNW+SVYNEQqAuWFLUgAAAAAAfkZV/XKSTyTpJOuS/HJ3f2987TlJfrG7HzdgRAAmSGEIAAAAAMDPqaqdk9whyendffWM8Tsmubq7LxgsHAATpTAEAAAAAACAKeYMQwAAAAAAAJhiCkMAAAAAAACYYgpDAACAsap6Z1W9YugcAAAAMJ8UhgAAAAOrqn+tqqcP9LPvV1XnDfGzAQAA2DosGToAAADAtKqqSlJD5wAAAGC6WWEIAABMraq6W1X9d1VdXVUfSHKrGdd+s6q+WVVXVdW/V9VdZ1w7q6peWFXfqaorq+odVXWr8bXdquqTVXXp+Nonq2q/GV/7r1X1yqr6tyTXJnl3kl9J8oaqWlNVbxjP66p6RlV9f5zvL6rqoKr6alWtrqoPVtX2NyPvc6vqW1W1qqo+UFW3qqqdkvxzkhXjn72mqlbM2R84AAAAWyWFIQAAMJXGZdtJGRV2uyf5UJJHj6/dPcnbk/x/SfZI8uYkH6+qHWZ8iycmeVCSg5LcIcmLxuOLkrwjyQFJVib5UZI3bPTjn5zk2CQ7J3lqki8n+cPuXtrdfzhj3oOTHJnknkn+NMlbxj93/ySHJvntm5H3sePvd7skd03y1O6+JslDklww/tlLu/uC2fz5AQAAsHAoDAEAgGl1zyTbJfnb7r6huz+c5Gvja7+X5M3d/Z/dva67/ynJdeOv2eAN3X1ud1+R5JUZl3fdfXl3f6S7r+3uq8fX7rvRz35nd5/W3Wu7+4Ybyfh/u3t1d5+W5H+SfLa7f9DdqzJaGXi3m5H3dd19wTjvJ5IcMfs/KgAAABYyhSEAADCtViQ5v7t7xtjZ498PSPIn4+09r6qqqzJa1Tdzu85zN/q6FUlSVTtW1Zur6uyqWp3kS0l2rarFm/naG3PxjMc/2sTzpTcj70UzHl8742sBAACYcgpDAABgWl2YZN+qqhljK8e/n5vkld2964xfO3b3CTPm7r/R123YyvNPktwxyS9297Ik9xmPz/w5M0vKTT2/uWaTd3O29GcDAACwjVMYAgAA0+qrSdYm+aOqWlJVj0pyj/G1f0zy+1X1izWyU1U9tKp2nvH1f1BV+1XV7kn+LMkHxuM7Z7T676rxtZfOIsvFSQ7cgv+W2eS9sZ+9R1XtsgU/HwAAgG2YwhAAAJhK3X19kkcleWqSK5M8LsmJ42tfz+hcwDeMr50xnjfT+5J8NskPxr9eMR7/2yS3TnJZkv9I8ulZxPm7JEdX1ZVV9bpb8N8ym7yb+9r/TXJCkh+MtzNdcVNfAwAAwMJSP3tcBwAAADelqs5K8vTu/tzQWQAAAGBLWWEIAAAAAAAAU0xhCAAAAAAAAFPMlqQAAAAAAAAwxawwBAAAAAAAgCmmMAQAAAAAAIAppjAEAAAAAACAKaYwBAAAAAAAgCmmMAQAAAAAAIAppjAEAAAAAACAKfb/A3r3S3WjAjIMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2160x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Percentage of people who got promoted from each department\n",
    "plt.rcParams['figure.figsize'] = [30, 5]\n",
    "ct = pd.crosstab(df.department,df.is_promoted,normalize='index')\n",
    "ct.plot.bar(stacked=True)\n",
    "plt.legend(title='is_promoted',bbox_to_anchor=(1,0.5))\n",
    "plt.savefig('images/department_percentage')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8acdfe08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Pie chart for 'recruitment_channel' column\n",
    "fig, (ax1) = plt.subplots(ncols=1, figsize=(20, 5))\n",
    "df.recruitment_channel.value_counts().plot(kind='pie',label='', autopct='%.2f', ax=ax1)\n",
    "ax1.set_xlabel('% of recruitment channels', size=12)\n",
    "plt.savefig('images/recruitment_channel_piechart.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "79d47f4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Dist of promotions across all the regions\n",
    "plt.rcParams['figure.figsize'] = [10, 5]\n",
    "rch = pd.crosstab(df.recruitment_channel,df.is_promoted,normalize='index')\n",
    "rch.plot.bar(stacked=True)\n",
    "plt.legend(title='is_promoted',bbox_to_anchor=(1,0.5))\n",
    "plt.savefig('images/recruitment_channel_dist.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "42c27de2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Pie chart for 'education' column\n",
    "fig, (ax1) = plt.subplots(ncols=1, figsize=(20, 5))\n",
    "df.education.value_counts().plot(kind='pie',label='', autopct='%.2f', ax=ax1)\n",
    "ax1.set_xlabel('% of education', size=12)\n",
    "plt.savefig('images/education_piechart.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1c65651a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Distribution of promotions among people with different Educational backgrounds\n",
    "edu = pd.crosstab(df.education,df.is_promoted,normalize='index')\n",
    "edu.plot.bar(stacked=True)\n",
    "plt.rcParams['figure.figsize'] = [30, 5]\n",
    "plt.legend(title='is_promoted',bbox_to_anchor=(1,0.5))\n",
    "plt.savefig('images/education_dist.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a7d8c1af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Pie chart for 'gender' column\n",
    "fig, (ax1) = plt.subplots(ncols=1, figsize=(20, 5))\n",
    "df.gender.value_counts().plot(kind='pie',label='', autopct='%.2f', ax=ax1)\n",
    "ax1.set_xlabel('% of gender', size=12)\n",
    "plt.savefig('images/gender_piechart.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e3d284e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Dist of promotions across genders\n",
    "plt.rcParams['figure.figsize'] = [8, 5]\n",
    "gender = pd.crosstab(df.gender,df.is_promoted,normalize='index')\n",
    "gender.plot.bar(stacked=True)\n",
    "plt.legend(title='is_promoted',loc='upper left',bbox_to_anchor=(1, 0.5))\n",
    "plt.savefig('images/gender_dist.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "13aa6579",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Bar graph for age\n",
    "df.age.hist()\n",
    "plt.title(\"Number of employees in age bins\")\n",
    "plt.xlabel(\"age\")\n",
    "plt.ylabel(\"Number of employees\")\n",
    "plt.savefig('images/age.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "74fabd06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Distribution of promotion ratios with respect to age\n",
    "plt.rcParams['figure.figsize'] = [8, 5]\n",
    "age_bins = [20,30,40,50,60]\n",
    "age_labels = ['20-30','30-40','40-50','50-60']\n",
    "bins = [30,40,50,60,70,80,90,100]\n",
    "labels = ['30-40','40-50','50-60','60-70','70-80','80-90','90-100']\n",
    "df['age_binned'] = pd.cut(df['age'], bins=bins, labels=labels)\n",
    "df['age_binned'].value_counts()\n",
    "age_bin = pd.crosstab(df.age_binned,df.is_promoted,normalize='index')\n",
    "age_bin.plot.bar(stacked=True)\n",
    "plt.rcParams['figure.figsize'] = [5, 5]\n",
    "plt.legend(title='is_promoted',loc='upper left',bbox_to_anchor=(1, 0.5))\n",
    "plt.savefig('images/age_dist.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "53a1535a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Bar graph for 'previous_year_rating'\n",
    "df.previous_year_rating.hist()\n",
    "plt.title(\"Number of employees received previous year ratings\")\n",
    "plt.xlabel(\"Previous Year Ratings\")\n",
    "plt.ylabel(\"Number of employees\")\n",
    "plt.savefig('images/previous_year_ratings.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "65759df6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Difference in the percentage of promoted employees with respect to previous year ratings\n",
    "rating = pd.crosstab(df.previous_year_rating,df.is_promoted,normalize='index')\n",
    "rating.plot.bar(stacked=True)\n",
    "plt.legend(title='is_promoted',loc='upper left',bbox_to_anchor=(1, 0.5))\n",
    "plt.savefig('images/previous_year_ratings_dist.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6bb69a0d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}