11-UnivariateAnalysis_HistogramsKDEPotsRugplots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting seaborn\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/a8/76/220ba4420459d9c4c9c9587c6ce607bf56c25b3d3d2de62056efe482dadc/seaborn-0.9.0-py3-none-any.whl (208kB)\n",
      "\u001b[K     |████████████████████████████████| 215kB 949kB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied, skipping upgrade: numpy>=1.9.3 in /anaconda3/lib/python3.6/site-packages (from seaborn) (1.14.5)\n",
      "Requirement already satisfied, skipping upgrade: matplotlib>=1.4.3 in /anaconda3/lib/python3.6/site-packages (from seaborn) (2.1.2)\n",
      "Requirement already satisfied, skipping upgrade: scipy>=0.14.0 in /anaconda3/lib/python3.6/site-packages (from seaborn) (1.0.0)\n",
      "Requirement already satisfied, skipping upgrade: pandas>=0.15.2 in /anaconda3/lib/python3.6/site-packages (from seaborn) (0.22.0)\n",
      "Requirement already satisfied, skipping upgrade: six>=1.10 in /anaconda3/lib/python3.6/site-packages (from matplotlib>=1.4.3->seaborn) (1.11.0)\n",
      "Requirement already satisfied, skipping upgrade: python-dateutil>=2.1 in /anaconda3/lib/python3.6/site-packages (from matplotlib>=1.4.3->seaborn) (2.6.1)\n",
      "Requirement already satisfied, skipping upgrade: pytz in /anaconda3/lib/python3.6/site-packages (from matplotlib>=1.4.3->seaborn) (2017.3)\n",
      "Requirement already satisfied, skipping upgrade: cycler>=0.10 in /anaconda3/lib/python3.6/site-packages (from matplotlib>=1.4.3->seaborn) (0.10.0)\n",
      "Requirement already satisfied, skipping upgrade: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /anaconda3/lib/python3.6/site-packages (from matplotlib>=1.4.3->seaborn) (2.2.0)\n",
      "Installing collected packages: seaborn\n",
      "  Found existing installation: seaborn 0.8.1\n",
      "    Uninstalling seaborn-0.8.1:\n",
      "      Successfully uninstalled seaborn-0.8.1\n",
      "Successfully installed seaborn-0.9.0\n",
      "\u001b[33mWARNING: You are using pip version 19.1, however version 19.1.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install -U seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Loading dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>Height</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>169</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Height\n",
       "0     174\n",
       "1     189\n",
       "2     185\n",
       "3     195\n",
       "4     149\n",
       "5     189\n",
       "6     147\n",
       "7     154\n",
       "8     174\n",
       "9     169"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "height_data = pd.read_csv('dataset/height_data.csv')\n",
    "\n",
    "height_data.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing univariate distribution using seaborn\n",
    "\n",
    "#### Histogram\n",
    "https://seaborn.pydata.org/generated/seaborn.distplot.html  \n",
    "##### plotting histogram for size\n",
    "\n",
    "Bin size determined automatically and this plot indicates how the heights are varying."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a0ab3ac18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "sns.distplot(height_data['Height'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "this time we do not want kernel density esstimation curve so we specify kde=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OFw9tymHo3fPyYTvW0aKtdbK91sBe62Gv9bDXetjr8G3fPvQFm46OtqLXDfb+NzLoR3W/+MUvcvnll+e6667L/PnzkySnnHJKuru7kyQbN27MzJkzRzwYAMBEMmg43XXXXdm9e3fuvPPOdHV1paurK4sXL87atWuzYMGC7N+/P52dnYdrVgCAMdWoqqqq+yCHcrlsOLY8s8Mlzxq4lFwPe62HvdbDXuthr8N37unvHPI1Y/ZRHQAAvyKcAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoFBROD3xxBPp6upKkjz77LNZuHBhFi1alBUrVqS/v7/WAQEAxoshw+lLX/pSbrzxxuzduzdJsnr16ixevDgPPPBAqqrK+vXrax8SAGA8GDKcjj/++Kxdu3bgcU9PT2bNmpUkmTNnTjZt2lTfdAAA40jzUC/o7OzMc889N/C4qqo0Go0kSUtLS3p7e4c8yNSpU9Lc3HQIYxZ6ZkfaWifXf5yjkL3Ww17rYa/1sNd62OvwdHS0jerrhmvIcDrYpEm/ukjV19eX9vb2Id+zc+eLwz3MiPXuefmwHeto0dY62V5rYK/1sNd62Gs97HX4tm8f+oJNR0db0esGe/8bGfa/qjvllFPS3d2dJNm4cWNmzpw54sEAACaSYYfTkiVLsnbt2ixYsCD79+9PZ2dnHXMBAIw7RR/VHXfccVm3bl2S5MQTT8x9991X61AAAOORG2ACABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFCoeSRv6u/vz80335zvf//7OeaYY3LLLbfkhBNOGO3ZAADGlRFdcfr3f//37Nu3L1/5ylfyF3/xF7nttttGey4AgHFnROG0ZcuWnH322UmS008/PU899dSoDgUAMB6N6KO6PXv2pLW1deBxU1NTXnnllTQ3//pv19HRNrLphumCw3QcAGB8q6s9RnTFqbW1NX19fQOP+/v73zCaAACOFCMKpzPOOCMbN25Mkjz++ON5z3veM6pDAQCMR42qqqrhvumX/6ruBz/4Qaqqyq233pp3v/vddcwHADBujCicAACORm6ACQBQSDgBABSacOH0xBNPpKur6zXPPfjgg1mwYMHA43Xr1mXevHm5+OKL8/DDDx/uESekV++1p6cnZ599drq6utLV1ZV/+7d/S5J84QtfyPz583PJJZfkySefHMtxJ4xX73XHjh256qqrcumll+aSSy7JT37ykyTO15F49V6vvfbagXP1vPPOy7XXXpvE+ToSr97r008/nYsvvjgLFy7M9ddfn/7+/iTO15E4+Ofr/Pnzs2jRoqxcuXJgr87X4dm/f3+uu+66LFq0KPPnz8/69evz7LPPZuHChVm0aFFWrFhR326rCeTuu++uLrzwwuoTn/jEwHPf/e53q8suu2zguZ///OfVhRdeWO3du7favXv3wJ95Ywfvdd26ddXf/d3fveY1Tz31VNXV1VX19/dXW7durebNmzcWo04oB+91yZIl1Te+8Y2qqqpq8+bN1cMPP+x8HYFf93Ogqqpq165d1Uc/+tFq27ZtztcROHivf/Znf1Zt2LChqqqq+vSnP12tX7/e+ToCB+917ty51ZYtW6qqqqo1a9ZUX//6152vI/DVr361uuWWW6qqqqoXXnihOuecc6pPfvKT1be//e2qqqrqpptuqr75zW/WstsJdcXp+OOPz9q1awce79y5M5/73OeybNmygeeefPLJ/O7v/m6OOeaYtLW15fjjj8/3vve9sRh3wjh4r0899VQ2bNiQSy+9NMuWLcuePXuyZcuWnHXWWWk0GnnHO96RAwcO5IUXXhjDqce/g/f6n//5n9m2bVv++I//OA8++GBmzZrlfB2Bg/f6S2vXrs0f/dEfZdq0ac7XETh4r7/927+dXbt2paqq9PX1pbm52fk6Agfvddu2bTnjjDOS/P+tfbZs2eJ8HYELLrgg11xzzcDjpqam9PT0ZNasWUmSOXPmZNOmTbXsdkKFU2dn58CNNg8cOJAbbrghy5YtS0tLy8Br9uzZk7a2X90ttKWlJXv27Dnss04kr95rkpx22mn57Gc/m/vvvz/Tp0/P3/zN37zubvEtLS3p7e0di3EnjIP3unXr1rS3t+eee+7Jb/7mb+ZLX/qS83UEDt5r8v8fg27evDnz5s1L8vrfbuB8HdrBe33Xu96VVatW5Q//8A+zY8eOzJ492/k6Agfvdfr06fnOd76TJHn44Yfz0ksvOV9HoKWlJa2trdmzZ0+uvvrqLF68OFVVpdFoDHy9t7e3lt1OqHB6tZ6enjz77LO5+eab8+lPfzrPPPNMVq1a9bq7mvf19b3mf+gM7fzzz8+pp5468Ofvfve79joKjj322Jx33nlJkvPOOy9PPfWUvY6Shx56KBdeeGGampqSvP63G9jr8K1atSr3339/HnrooXzsYx/LbbfdZq+j4NZbb80Xv/jFXHnllfmN3/iNTJ061V5H6Kc//Wkuu+yyXHTRRfnIRz6SSZN+lTR9fX1pb2+vZbcTNpxOO+20fOMb38i9996bNWvW5KSTTsoNN9yQ0047LVu2bMnevXvT29ubH/7wh+5sPkxXXHHFwF+g27x5c973vvfljDPOyKOPPpr+/v48//zz6e/vz9ve9rYxnnRi+cAHPpBHHnkkSfLYY4/lpJNOcr6Oks2bN2fOnDkDj52vh+6tb33rwP9TnzZtWnbv3u18HQWPPPJIbr311tx9993ZtWtXfv/3f9/5OgK/+MUvcvnll+e6667L/PnzkySnnHJKuru7kyQbN27MzJkza9ntEfcL5jo6OtLV1ZVFixalqqpce+21efOb3zzWY00oN998c1auXJk3velNefvb356VK1emtbU1M2fOzIIFC9Lf35/ly5eP9ZgTzpIlS3LjjTfmy1/+clpbW/P5z38+b33rW52vo+BHP/pRpk+fPvD41FNPdb4eoltuuSXXXnttmpub86Y3vSkrV67083UUnHDCCbnyyivzlre8JbNnz84555yTJM7XYbrrrruye/fu3HnnnbnzzjuTJDfccENuueWWrFmzJjNmzEhnZ2eamppGfbfuHA4AUGjCflQHAHC4CScAgELCCQCgkHACACgknAAACgknYEw999xzAzcGfbX3vve9b/ie//7v/84NN9ww6PddunRpvva1r73u+SeffDJ33HHH8AcFyBF4HyfgyPf+978/73//+0f03meeeSY7duwY5YmAo4UrTsC4deDAgaxevTpz587NRz/60dxzzz1Jku7u7nR1dSVJfvCDH2TevHm56KKLsnLlypx//vkD79+wYUPmz5+fD37wg/nKV76S3bt356//+q/zrW99K3/7t387Fv9JwATnihMw5n7+85/noosuet3z69atS5L88z//c/bt25crrrhi4Pco/tLSpUtzzTXX5Jxzzsk999yTAwcODHxt3759+cd//Mf8z//8Ty677LIsWLAgV199db7zne/kqquuqvc/CjgiCSdgzE2bNi3/8i//8prn3vve92bz5s15+umn8+1vfztJ8uKLL+b73/9+TjrppCTJrl27snXr1oFfW/Hxj388f//3fz/wPT70oQ+l0Wjk5JNPzs6dOw/Tfw1wJBNOwLh14MCBXHfddfnwhz+cJHnhhRfS0tKSxx9/PEnS1NSUwX5rVFNTU5Kk0WjUPyxwVPB3nIBx68wzz8y6deuyf//+9PX1ZdGiRQPRlCRtbW2ZPn16HnnkkSTJgw8+OOT3bGpqyiuvvFLbzMCRTTgB49Yll1ySd73rXZk7d24+/vGPZ968eZk9e/ZrXvOXf/mXufPOOzN37tw8+eSTmTx58qDf87TTTssTTzyRz33uc3WODhyhGtVg17kBxrkvfOELufjiizNt2rR885vfzIMPPpi1a9eO9VjAEcrfcQImtHe84x25/PLL09zcnPb29qxatWqsRwKOYK44AQAU8necAAAKCScAgELCCQCgkHACACgknAAACgknAIBC/wcWsoLtEU9wOwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a0b288e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "sns.distplot(height_data['Height'], kde=False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### this time we are plotting the graph on vertical axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a0ab21208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "sns.distplot(height_data['Height'], kde=False, vertical=True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### this time we are plotting each datapoint in the data as a stick so we specify rug=True\n",
    "\n",
    "so we acn see here the correlation between the height of the histogram bars and the numbers of datapoint with in that range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a0ab3a550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "sns.distplot(height_data['Height'], rug=True, kde=False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### same as above plot we can plot only kde and rug plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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S5IcljIgoQM429eO5X3+MIbsL6+7Mxdpl2dyS6AbNy4qHWlCivJ7zwkh+BKkDEBFdK48oorPXju5+Oy4MjqHPOope6xhcE5PwiIDoESFChD5SjVhDBGINWsQZtEhJ0CEzORpGnUaS3E7XJPYfacIfz3RDUCnwtXvmYNkCbsrtD1qNCvOy4nCmsR89Aw4kx+ukjkR0zXyWMI/Hg2eeeQb19fXQaDTYsWMHMjIyvMcPHDiAffv2QRAEbNmyBStWrPAee/XVV9Hf34/t27fDYrHgO9/5jvdYbW0ttm3bhnXr1mH58uXIzMwEABQXF2Pbtm1+fItEJGf2sQlUtQ7gXPMAzrUMwj42cdlxtaBEhEYFpUIBhQJQKBTo7LOjtcf2mdeKNWiROduAvLQYFGTEIn2WfsaHAlvOj+C/3qlGr3UMaYk6PH5/IZeh8LNF+Yk409iPjxssuO9WljCSD58l7NChQ3C5XNi/fz8qKiqwa9cu/PSnPwUAWCwWlJaW4vXXX4fT6cSGDRuwZMkSeDwePPXUU6isrMTq1asBAImJiSgtLQUAnDlzBv/2b/+Ghx9+GB0dHSgsLMTPfvazGXybRCQnoiiiuXsEH3zchdN1fZj0XLzzzajXYGlRMrKSozE7NhKz4qIQY9B+pkiJogjb2ASsI04MjIyjs8+Otp4RtPXacKaxH2ca+wEAuggBc0yxmJMRi4KMWCTHR/lteLCpexi/P9mBMw0Xh8m+eLMJX16eBbWg8svr0ycW5CZApVSgvN6C+27NlDoO0TXzWcLKy8uxbNkyABevUlVVVXmPVVZWYuHChdBoNNBoNDCZTKirq0NGRgbWrl2L2267DS0tLZe9niiK+Kd/+if86Ec/gkqlQnV1NXp7e7Fp0yZERETg+9//PrKzs/38NolIDiY9Hpyo7sWh011o7714JSslQYdb5s5CUU480pP011SSFAoFoqM0iI7SIGO2ASWXJm8DwODIOOo7h1DbbkVtmxXlDRaUXypKRp0GczJikZtqRHZKNNKT9BBU1z511j42gdp2K97/qBNNlxYQzZxtwMMrcjEnI/Z6/inoOugi1JhjikF1mxUDw+OIN0ZIHYnomvgsYXa7HXr9J5fOVSoV3G43BEGA3W6HwWDwHtPpdLDb7TAajVi6dCneeOONz7ze4cOHkZeX5y1aiYmJ+MY3voF77rkHp0+fxne/+128/vrrn5spNjYKAn+blK3ERIPvJ1HQ8+d5FEURJ6p68N+/rUW3xQ6lArh1fjLWLM3C/JwEv05eT0w0ID8nEV+69PjCgAOVTf2obOxHZZMFJ2t6cbLm4n6EakGJnFQjUhL1SIyJRMKl/wDANTEJ18QkRp1uNHcNo7ZtAJ2fWibhprmz8OU7cjEvOz6oJ9+Hytfj7YvSUd1mRcP5EXwpN9H3XwghoXIOw5HPEqbX6+FwOLyPPR4PBEG44jGHw3FZKbuSt99+G5s3b/Y+njdvHlSqi4Vq8eLF6O3thSiKn/tNy2od9RWbglRiogEWy2fn6pC8+PM8NnQO4X+ONKH5/AiUCgXuKE7Bfbdmeq9m9PfP7PpPKgALs+OwMDsO4uo8XBgcRXP3CFp6RtByfhgNHUOoa7f6fB2tWoWCS1fRbp47C6kJuoDkvxGh9PWYm2yAAkDZx124tSBJ6jgBE0rnMJRdrSj7LGElJSU4cuQI7r33XlRUVMBsNnuPFRUV4cUXX4TT6YTL5UJzc/Nlx6+kuroaJSUl3sf/+Z//iZiYGDz++OOoq6tDSkpKUP/WSET+YR+bwP7DjTh27gKAi5OrH1yeLendbQqFAsnxOiTH67C0KBkAMOH2YNA2jsERJwZHxjFkdwIANIIKarUSWkGFlAQd0pJ0UCm56o9UYvRa5KQZ0dA1hBGHC9ES3QlLdD18lrBVq1bh2LFjWLduHURRxM6dO7Fnzx6YTCasXLkSmzZtwoYNGyCKIrZu3QqtVnvV1xocHIROp7usZH3jG9/Ad7/7XRw9ehQqlQrPPvusf94ZEQUlURRxsqYXr33QCNvoBEyz9Ni4Oh+5qUapo12RWlBiVmwUZsVGSR2FfCjJS0RT1zAqmvqxnEuAkAwoRBluuMVLr/LFS+ehYbrn0Wpz4tV363CuZQAaQYm1y7Kx6qY0XkGSSKh9PfZaR/H9n59AcW4Cvv2VIqnjBESoncNQNe3hSCIifzhV24vS9+rhGHejMCsOm+/OR+KlSe5E/jArNgrJ8VGoaRuEa2ISGjVv4KLgxhJGRDNqdNyNX7/fgOPVF6BRK7H57nzcXsy5nzQzFuQm4PcnO1DbbsWC3ASp4xB9LpYwIpoxTV3D+Pnb1RgYGUdWsgGP31+I2XGcW0Uzp/hSCTvb1M8SRkGPJYyI/M4jinj3RDveLGuFCBH335aJ+5dkXtfCp0TTkZMaDV2EgLPNAz6XOyKSGksYEfnVsMOFl9+pRnWbFTF6Db75pULkm7haPAWGSqlEUU48jlf3oqPXjozZXMiUghdLGBH5TVXrAF7+TS1GHC4U5cTjsfsKYIjiek0UWAtyE3C8uhdnm/pZwiiosYQR0Q1zT3rwZlkL3j3ZAZVSgUfuzMXqm9I5FESSmJcVD5VSgYqmfnxpaZbUcYiuiiWMiG5I39AYfv5WNVp7RpAUG4knHihE5uxoqWNRGIuKEGBOj0FtuxVWmxOxhqsvIk4kJZYwIpq2U7W9+O/f12HMOYlbC2dh4+p8RGr5bYWktyA3AbXtVlQ29+P24lSp4xBdEW9VIqLrNu50Y8/vavGzt6rh8QCP3VeAx+8vZAGjoFGcGw8AONs0IHESoqvjd0wiui6dfXb81y9OoavPDtMsPZ54YB7X/qKgk8TV80kGWMKI6Jp4PCLe+6gDb5a1wj3pwarF6fjKHTlQC7ygTsGpODcB757sQE27FcVcuJWCEEsYEfnUOziKV35bi6buYUTrNPjbdQuRlaiTOhbR51pwqYSdax5gCaOgxBJGRFflEUUcLu/CwT82w+X24KY5Sdi42ozsjHhYLDap4xF9rpzUaERqBZxr4er5FJxYwojoijp6bfjle/VoOT8CXYSAr99XgJsLZkkdi+iaqZRKFGbG4nS9BRcGR5Ecz6u3FFxYwojoMuMuN976cyve/6gLHlHEzQVJWL8yD0Y911oi+ZmfE4/T9Racax5gCaOgwxJGRAAuDj2erO7F62XNGBxxIjEmAptW52NedrzU0Yimbf6lz99zLQNYfbNJ4jREl2MJIyLUd1ix/3AT2i7YIKiUWHNbBtbcmsnb+kn2YvRamJL0qO8cwrjLjQgNf+xR8OBnI1EY6+i14a0/t+JMYz8A4OaCJHzl9hwkxERKnIzIf+bnxKOjz4669iEU5/EuSQoeLGFEYaj9gg1vH/ukfOWmGfHInbnISTFKnIzI/+Znx+O3x9txrmWAJYyCCksYUZgQRRH1HUN471QHzjZf3MolJyUaX1qahXlZcbx9n0IWl6qgYMUSRhTi3JMenKzpxfsfdaKjzw7g4pWvB5ZkYW5mLH8gUchTKZUozIrD6bo+LlVBQYUljChE9VpH8aezPfjzuR6MOFxQKIDF+YlYfZMJOanRLF8UVuZnXyxhlVyqgoIISxhRCJlwT6K8wYKyivOo6xgCAOgiBKy+KR13LUrjhHsKW59equJuLlVBQYIljCgEdFvsOHr2PI5XXYBj3A0AmGOKwfIFKViUnwi1wKUmKLxNLVXRwKUqKIjws5BIppyuSZyq7UXZ2fNoPj8CAIiOUuOeL5iwfEEKZsVFSZyQKLhwqQoKNixhRDLTdmEERyvO42RNL8Zdk1AAmJcdh9sXpGBBbgIElVLqiERBaWqpiqpWLlVBwYEljEgG3JMenK7rwwflXd6rXrEGLVbflI6lRclIMHKuF5Ev2SnRiNCoUN06KHUUIgAsYURBzT42gQ/Ku/DHM90YdrigAFCUE487S1IxLyseSiXvcCS6VoJKiYKMWJxp7IdlaAyJvFGFJMYSRhSEhu1OvPdRJ46c6YbTNYlI7cU7HO8sSUVSLOd6EU1XYVYczjT2o7p1EHcsTJU6DoU5ljCiIGIbdeGdD9twtOI8JtweGPUafHlpFpYXp/BuLiI/mJcVBwAsYRQU+F2dKAi4Jz04dLoL73zYhjGnG/HREbj31gwsnT+by0sQ+VFSbBQSYyJQ027FpMcDlZI3spB0WMKIJHamwYL9h5vQNzQGXYSA9SvzsKIklXc5Es2QeVnxOHKmG63nbchN46b1JB2WMCKJ2EZd+PX7DThV2weVUoG7FqXhS0uzoI9USx2NKKQVZsXhyJluVLUOsISRpFjCiCRQXm9B6Xt1GBmdQE5qNL52TwFSErifHVEgzDHFQqlQoLp1EGuXZUsdh8IYSxhRAI273Pjle/U4Ud0LQaXEwytysfqmdC41QRRAURECclKj0dQ9DMf4BHQRvPpM0mAJIwqQXuso/vP1c+judyArORp/vaYAyfG8+kUkhcKsODR2DaO2zYrFc5KkjkNhijN/iQKgsrkfP3z1NLr7HVi5KA3f31jCAkYkocJLS1VUcfV8khCvhBHNIFEU8dvj7XizrAUqlRKP3VeAJfOTpY5FFPayZkdDFyGgunUQoihCoeCUAAo8XgkjmiEeUcSv32/AG2UtiIvW4u83lbCAEQUJpVKBgsw4DIyM48LgqNRxKEyxhBHNAPekB6/8pgaHP+5GWqIOT21ejMzZ0VLHIqJP+fTq+URSYAkj8rMJ9yR2v1mF49W9yEmJxt9tKIFRr5U6FhH9hbkZsQCA2narxEkoXPmcE+bxePDMM8+gvr4eGo0GO3bsQEZGhvf4gQMHsG/fPgiCgC1btmDFihXeY6+++ir6+/uxfft2AMCePXtw8OBBxMVd/O3jBz/4AVJSUvDd734XAwMD0Ol0eO6557zHieRmwj2JF/+nErXtVhRkxOJbD83nno9EQSohJhJJMZGo6xjiFkYkCZ+fcYcOHYLL5cL+/fuxbds27Nq1y3vMYrGgtLQU+/btwyuvvIIXXngBLpcL4+Pj2L59O/bu3XvZa1VXV+O5555DaWkpSktLkZ2djddeew1msxl79+7F2rVrsXv3bv+/S6IAmPR48LO3qlHbbkVxbgL+v78qYgEjCnIFmbEYc7rRfsEudRQKQz5LWHl5OZYtWwYAKC4uRlVVlfdYZWUlFi5cCI1GA4PBAJPJhLq6OjidTqxduxZPPPHEZa9VXV2Nl156CevXr8fPf/7zz7z+8uXLcfz4cb+9OaJAEUURv/x9Pc409qMgIxZb1s7jxttEMlDgHZLkvDAKPJ+/ptvtduj1eu9jlUoFt9sNQRBgt9thMBi8x3Q6Hex2O4xGI5YuXYo33njjste67777sGHDBuj1evzN3/wNjhw5ctlr6HQ62Gw2n6FjY6Mg8AecbCUmGnw/SWZ++bsa/KmyB7lpRjzzjVsRFQYrcIfieQxH4X4el0Zq8LO3qtHYPSLbfwu55qZrKGF6vR4Oh8P72OPxQBCEKx5zOByXlbJPE0URjz76qPf47bffjpqamstew+FwIDra9x1kVitvJ5arxEQDLBbfRVtO/nCqA/9zuAmzYiPxN1+eD4dtHA7buNSxZlQonsdwxPN4kSlJj5rWQXSfH4JGLa9f8HkO5eFqRdnncGRJSQnKysoAABUVFTCbzd5jRUVFKC8vh9PphM1mQ3Nz82XHP81ut2PNmjVwOBwQRREnT57EvHnzUFJSgqNHjwIAysrKsGjRout+c0RSqWzux/7DTTDqNdj2SDGidRqpIxHRdSrIjIV70oOm7mGpo1CY8XklbNWqVTh27BjWrVsHURSxc+dO7NmzByaTCStXrsSmTZuwYcMGiKKIrVu3Qqu98q34BoMBW7duxebNm6HRaHDrrbfi9ttvx80334wnn3wS69evh1qtxvPPP+/3N0k0E3qto3jp7RqoVEr87VeKkBATKXUkIpqGgow4vHeqE7XtVszN5N35FDgKURRFqUNcL156la9QuXTudE3in0tPo8viCMutiELlPIY7nseLxl1ufOvFP8E0S49/fPQmqeNcF55DeZj2cCQRXU4URex5txZdFgdWlKSGXQEjCjURGgE5KdFou2DD6PiE1HEojLCEEV2n9z/qxKkrfsSuAAAgAElEQVTaPuSmGrF+ZZ7UcYjIDwoy4yCKQF3HkNRRKIywhBFdh9aeERw40gyjToMta+dBUPFLiCgUTK0XVtPG9cIocPgThOgauSYm8fJvauARRfz1/XMRa+B+kEShIjslGlq1ivtIUkCxhBFdo4NHm9EzMIq7FqWhkHdQEYUUQaVEvikGPQOjsNqcUsehMMESRnQNatsGceh0F2bHReGhO3KkjkNEM4BbGFGgsYQR+TA67sYrv6uFUqHA4/fPhVZmK2oT0bX5ZF4YhyQpMFjCiHx47VADBkecWHNbBrKSfW+rRUTylJakhz5Sjdp2K2S4hCbJEEsY0eeobhvEsaoLyJxtwJrbMqWOQ0QzSKlQoCAjFlabExcGuUcxzTyWMKKrmHB78Ks/NEChAB794hwuR0EUBuZmTs0L45AkzTz+VCG6ivdOdaB3cBR3lqQhY/aVt5wgotBScOnOZ84Lo0BgCSO6gv6hMfzmwzZE6zT48rJsqeMQUYAkxUQiwRiBunYrPB7OC6OZxRJGdAWvfdAIl9uDR1bkIipCkDoOEQVQQUYsRp1utPdyY2yaWSxhRH+hoqkfZxr7kZ8eg1sKZ0kdh4gCbO6lIUnOC6OZxhJG9CkTbg/2vt8AlVKBjavNUCgUUkciogDjPpIUKCxhRJ/yxzPd6B8ex50laUhN1Esdh4gkEK3TIC1Rh8auYUy4J6WOQyGMJYzokjGnG+982IZIrQr3L8mUOg4RSaggIw4Tbg+aukekjkIhjCWM6JLfn+yAfWwCX/xCBvSRaqnjEJGEPlkvjEOSNHNYwogADNudeO+jDhh1GqxenC51HCKSmDk9BiqlguuF0YxiCSMC8PaHbXBNePClpVnQarhBN1G4i9QKyEqORmvPCEbH3VLHoRDFEkZhr9c6irKK85gVG4llRclSxyGiIFGQEQtRBOo7eTWMZgZLGIW9N8taMOkR8eDtOdwfkoi8puaF1bUPSZyEQhV/4lBY67bYcaq2DxmzDVicnyh1HCIKItkp0RBUStR38EoYzQyWMAprvzvRDgD40pJMLsxKRJdRCyrkpkajs88O+9iE1HEoBLGEUdjqGxrDyZo+pCbqsCA3Qeo4RBSE8k2xEAE0dnJIkvyPJYzC1u9PtMMjirjv1gwoeRWMiK5gjikGAFDLIUmaASxhFJasNif+fK4HSTGRuGlOktRxiChIZadEQy0oUd/BK2HkfyxhFJbeO9UB96SIe2/NgErJLwMiujK1oEJOSjS6OC+MZgB/+lDYsY9N4I8V3Yg1aHFr4Wyp4xBRkJtzaV5YA+eFkZ+xhFHYOXS6E64JD754swlqgV8CRPT58i/NC6vjvDDyM/4EorDidE3ig/Iu6CPVWL4gReo4RCQD2SlGqAUlF20lv2MJo7ByvPoCHONu3FmSyj0iieiaqAUlclON6LJwXhj5F0sYhQ1RFHGovAsqpQJ3LEyVOg4RycjUkCTvkiR/YgmjsFHbbsX5fgdumpOEGL1W6jhEJCNzTBf3keQWRuRPLGEUNj4o7wIArFycJnESIpKbrOSL64XV8UoY+RFLGIUFy9AYKhr7kZVsQE6KUeo4RCQzn54XZht1SR2HQgRLGIWFwx93QQRw16J0qaMQkUxNbWHE9cLIX1jCKOQ5XZP409keROs0WMwtiohomvIvzQvjkCT5C0sYhbzj1Rcw6nTjjuIULs5KRNOWlRwNjaDk5HzyG/5EopAmiiI+4LIUROQHakGJnFQjuiwOzgsjv2AJo5DW3D2C7n4HFuUnclkKIrphnBdG/sQSRiGtrPI8AGAZtygiIj+Yk3FpXhi3MCI/EHw9wePx4JlnnkF9fT00Gg127NiBjIwM7/EDBw5g3759EAQBW7ZswYoVK7zHXn31VfT392P79u0AgN/85jf47//+b6hUKpjNZjzzzDNQKpVYu3YtDAYDACAtLQ3PPvusv98nhaExpxsf1fYhwRiBgkvfOImIbsTUvLC6Ts4Loxvns4QdOnQILpcL+/fvR0VFBXbt2oWf/vSnAACLxYLS0lK8/vrrcDqd2LBhA5YsWQKPx4OnnnoKlZWVWL16NQBgfHwcL774It555x1ERkbiO9/5Do4cOYKlS5cCAEpLS2fwbVI4+qiuD86JSdwz3wSlQiF1HCIKAYJKidw0I2rarBgZdSE6SiN1JJIxn8OR5eXlWLZsGQCguLgYVVVV3mOVlZVYuHAhNBoNDAYDTCYT6urq4HQ6sXbtWjzxxBPe52o0Guzbtw+RkZEAALfbDa1Wi7q6OoyNjeHrX/86Nm/ejIqKCn+/RwpTf6o8DwWAJfOTpY5CRCFkaqmKBi5VQTfI55Uwu90OvV7vfaxSqeB2uyEIAux2u3cYEQB0Oh3sdjuMRiOWLl2KN954w3tMqVQiISEBwMWrXqOjo1iyZAkaGhrw2GOP4a/+6q/Q1taGxx9/HL///e8hCFePFhsbBUFQTesNk/QSEw2+n3SDOnttaO4eQUl+EubkJs74xwtHgTiPNPN4Hq/fLUUpeLOsBR0WB+5ZJv2/H8+hfPksYXq9Hg6Hw/vY4/F4C9JfHnM4HJeVsr/k8Xjwr//6r2htbcWPf/xjKBQKZGVlISMjw/v/MTExsFgsSE6++tULq3X0mt4cBZ/ERAMsFtuMf5y3/tgIAPhCQVJAPl64CdR5pJnF8zg9sZECNGolztT3Sf7vx3MoD1cryj6HI0tKSlBWVgYAqKiogNls9h4rKipCeXk5nE4nbDYbmpubLzv+l55++mk4nU7s3r3bOyx58OBB7Nq1CwDQ29sLu92OxEReuaDpc0968GHVBegj1SjOTZA6DhGFGEGlRF6qEd39Dow4uF4YTZ/PK2GrVq3CsWPHsG7dOoiiiJ07d2LPnj0wmUxYuXIlNm3ahA0bNkAURWzduhVa7ZXXYqqursbBgwexePFiPProowCAzZs34ytf+Qq+//3vY/369VAoFNi5c+fnDkUS+XK2qR+20QmsWpzOFfKJaEbkm2JR3WZFQ+cQt0OjaVOIoihKHeJ68dKrfAXi0vmL/3MWlc0D+OFjNyMtUe/7L9B14xBIaOB5nL6mrmHs/FU57ixJxcbV+ZLl4DmUh2kPRxLJybDdiXMtA8hKNrCAEdGMyUw2QKNWop53SNINYAmjkHKqrg+iCNxaOFvqKEQUwgSVEnlpMZwXRjeEJYxCysmaXigUwE0Fs6SOQkQhbmofyXruI0nTxBJGIaPPOoqW8yOYmxkHo46rWBPRzMpP56KtdGNYwihknKzpBQDcMpdXwYho5mUmG6AWlLwSRtPGEkYhQRRFnKjphVpQosTMdeaIaOYJKiVyUqLRbbHDPjYhdRySIZYwCgkdvXb0DIxiQW4CIrVcZ46IAsOcHgMRF5esILpeLGEUEjgUSURSyE+/ODm/gUOSNA0sYSR7HlHEydpeRGoFzM+OlzoOEYWR7FQjVEoF54XRtLCEkew1dg7BanNicX4itykiooDSqlXITDag/YIN4y631HFIZvgTi2TvBIciiUhC5vQYeEQRzd0jUkchmWEJI1lzT3pwuq4PRr0G+aZYqeMQURgyp3HRVpoeljCStboOKxzjbizOT4JSqZA6DhGFobw0IxTg5Hy6fixhJGvl9RYAwOJ8rg1GRNKIilAjPUmPlvMjmHB7pI5DMsISRrLl8Yg402CBIUqNvEvDAUREUjCnx8A96UFrD+eF0bVjCSPZauwawsjoBBbmJXIokogkZeZ6YTQNLGEkWxyKJKJgwRJG08ESRrLkEUWUN1gQpRUwJ4N3RRKRtKJ1GiTHR6GxexiTHs4Lo2vDEkay1NozAqvNieK8BAgqfhoTkfTM6TFwuibR0WuXOgrJBH96kSxNDUUu4lAkEQUJDknS9WIJI9kRRRHl9X3QqlUozIyTOg4REQBu5k3XjyWMZKezzw7L0DiKcuKhUaukjkNEBACIi45AgjECDZ1D8Iii1HFIBljCSHY4FElEwcqcHgPHuBvn+x1SRyEZYAkj2SlvsEAtKFGUEy91FCKiy3BeGF0PljCSlV7rKM73O1CYGYcIjSB1HCKiy3BeGF0PljCSlbNNAwCABbm8CkZEwScpNhJGnQb1nUMQOS+MfGAJI1k529QPAFiQmyBxEiKiz1IoFDCnx2DY7kLf0JjUcSjIsYSRbIyOu9HQOYTM2QbE6LVSxyEiuiLvvLAODknS52MJI9moah3ApEdEMa+CEVEQ47wwulYsYSQbFRyKJCIZSEnUQRchoJ4ljHxgCSNZmPR4cK55ALEGLUyz9FLHISK6KqVCgby0GPQPj2NwZFzqOBTEWMJIFpq7R+AYd2NBbgIUCoXUcYiIPhfXC6NrwRJGsuAdiuQCrUQkAyxhdC1YwkgWzjb1QyMoUZARK3UUIiKfTLP00KpVnBdGn4sljIJer3UUPQOjmJsZxw27iUgWBJUSuanR6BkYxYjDJXUcClIsYRT0zjZeHIoszuNdkUQkH1NDko1dvBpGV8YSRkHvbPPFrYq4YTcRyckn88KGJU5CwYoljILamJOr5BORPGUlR0OlVKCBV8LoKljCKKjVtlsx6RF5FYyIZEejViErORodvTaMOd1Sx6EgxBJGQe1cy8WhyHnZLGFEJD956UaIItB8nkOS9FksYRS0RFFEVcsAdBECspOjpY5DRHTdzGmcF0ZXxxJGQatnYBQDI04UZsVBqeQq+UQkP3lpRigANHK9MLoCnyXM4/Hg6aefxiOPPIJNmzahvb39suMHDhzAgw8+iIcffhhHjhy57Nirr76KH/3oR97Hhw8fxkMPPYRHHnkEBw4cAACMj4/jW9/6FjZs2IDHH38cg4OD/nhfFAK8Q5FZHIokInmKilAjNVGPlp4RTLg9UsehIOOzhB06dAgulwv79+/Htm3bsGvXLu8xi8WC0tJS7Nu3D6+88gpeeOEFuFwujI+PY/v27di7d6/3uRMTE3j22Wfxi1/8AqWlpdi/fz8sFgtee+01mM1m7N27F2vXrsXu3btn5p2S7FR554PFSZyEiGj6zOlGTLg9aL9gkzoKBRmfJay8vBzLli0DABQXF6Oqqsp7rLKyEgsXLoRGo4HBYIDJZEJdXR2cTifWrl2LJ554wvvc5uZmmEwmGI1GaDQaLFq0CKdPn77s9ZcvX47jx4/7+z2SDDldk6jvHIIpSc+lKYhI1rzrhXGpCvoLgq8n2O126PV672OVSgW32w1BEGC322EwGLzHdDod7HY7jEYjli5dijfeeOOy17nScz/95zqdDjab798UYmOjIAjcvkauEhMNPp/zUc0FuCdF3Dwv+ZqeT4HH8xIaeB5n3i0aAT97qxptvfYZ+ffmOZQvnyVMr9fD4XB4H3s8HgiCcMVjDofjsqL1ea8z9dxP/7nD4UB0tO+74KzWUZ/PoeCUmGiAxeK7aB870w0AyJmtv6bnU2Bd63mk4MbzGDhJMZGoaRlAb98IlAr/3WjEcygPVyvKPocjS0pKUFZWBgCoqKiA2Wz2HisqKkJ5eTmcTidsNhuam5svO/5pOTk5aG9vx9DQEFwuF06fPo2FCxeipKQER48eBQCUlZVh0aJF1/3mKPScax1AhEaFnFSj1FGIiG5YXroRo043ui0O30+msOHzStiqVatw7NgxrFu3DqIoYufOndizZw9MJhNWrlyJTZs2YcOGDRBFEVu3boVWe+X5O2q1Gt/73vfw2GOPQRRFPPTQQ5g1axbWr1+PJ598EuvXr4darcbzzz/v9zdJ8tJrHUWfdQwl5kQIKq6iQkTyZ06LwbFzF9DQOYT0JL3vv0BhQSGKoih1iOvFS6/ydS2Xzj8o78Kv32/A5i/m447i1AAlo+vBIZDQwPMYOL2Do/j+Sydw05wkbFk7z2+vy3MoD9MejiQKtKn1weZzfTAiChFJsZGI1mnQ0DUEGV77oBnCEkZBxT3pQV2HFcnxUYg3Rkgdh4jILxQKBcxpRgzbXbAMjUkdh4IESxgFlZbzI3BNeFCYyQVaiSi05KVzH0m6HEsYBZWatovbVhVkxEqchIjIv7ybeXPRVrqEJYyCSl27FQoFkG+KkToKEZFfpSfpEalVcTNv8mIJo6DhdE2i+fwIMmcbEBWhljoOEZFfKZUK5KQa0Wsdw7DdKXUcCgIsYRQ0GruGMOkRMYdDkUQUoqaGJBu7OC+MWMIoiNS2WwFwPhgRhS7vZt4ckiSwhFEQqW23QqVUIC+N88GIKDRlJRsgqBScnE8AWMIoSDjGJ9B+wYacVCO0apXUcYiIZoRaUCErORqdfXaMOd1SxyGJsYRRUKjvGIIIDkUSUegzp8dAFIGmbs4LC3csYRQUOB+MiMLF1JQLzgsjljAKCrXtVmjUSmSnREsdhYhoRuWmGqEAuF4YsYSR9IbtTpzvd8CcFgNBxU9JIgptUREC0pP0aOmxYcLtkToOSYg/8UhytR2XhiIzORRJROEhLz0G7kkPWntGpI5CEmIJI8nVtnE+GBGFl6n1whq5VEVYYwkjydW2WxGlFWBKMkgdhYgoIMxpRgBAQyfvkAxnLGEkKcvQGPqHxzEnIxZKpULqOEREAWHUa5EUG4mm7iF4PKLUcUgiLGEkKS5NQUThypwWgzHnJLosdqmjkERYwkhSdZdKGDftJqJwk5c+NSTJeWHhiiWMJCOKImrbrTDqNEiJj5I6DhFRQHk38+7ivLBwxRJGkjk/MIphhwsFGbFQKDgfjIjCS1JMJIw6DRo7hyCKnBcWjljCSDIciiSicKZQKJCXHoNhhwt9Q2NSxyEJsISRZGraBgEAc1nCiChMfbJUBeeFhSOWMJKExyOivmMICcYIJMRESh2HiEgS3kVbuV5YWGIJI0l09Nkw6nRjLrcqIqIwlpaoR6RWQANXzg9LLGEkiamtijgfjIjCmVKpQF6aEX3WMQzbnVLHoQBjCSNJeBdpNbGEEVF4y5uaF8alKsIOSxgFnHvSg4auIaQm6GDUa6WOQ0QkKe96YZycH3ZYwijgWs6PwDXh4VAkERGAzNnREFRKNLKEhR2WMAo47hdJRPQJtaBEdko0OvvsGB13Sx2HAogljAKutt0KhQKYY4qROgoRUVAwpxshAmjq5rywcMISRgE17nSjuXsYGbMMiIpQSx2HiCgomNMurRfGpSrCCksYBVRN2yAmPSKHIomIPiUn1QiFgpPzww1LGAVUZaMFAFDARVqJiLwitQJMSQa09oxgwj0pdRwKEJYwCqizTf1QKRXIS+V8MCKiT8tLN8I9KaK1xyZ1FAoQljAKGMf4BFq6hpCTEg2tRiV1HCKioDI1L4xDkuGDJYwCpqFjCB4RKMiMkzoKEVHQyZtatJWT88MGSxgFTA3XByMiuiqjToNZcVFo7h6GxyNKHYcCgCWMAqau3QqtRoXslGipoxARBSVzmhFjzkl09tmljkIBwBJGATHscKG734HCrHgIKn7aERFdiZlDkmGFPw0pIGrbBwEARbkJEichIgpeU/PCuI9keBB8PcHj8eCZZ55BfX09NBoNduzYgYyMDO/xAwcOYN++fRAEAVu2bMGKFSswODiI7du3Y3x8HElJSXj22WfR1taGnTt3ev9eRUUFfvKTn6CoqAh33303zGYzAOCuu+7Co48+OgNvlaRUd2k+WFEeSxgR0dUkGiMQo9egoXMIoihCoVBIHYlmkM8SdujQIbhcLuzfvx8VFRXYtWsXfvrTnwIALBYLSktL8frrr8PpdGLDhg1YsmQJdu/ejTVr1uDBBx/ESy+9hP379+OrX/0qSktLAQDvvvsukpKSsHz5cnz44YdYs2YN/vEf/3Fm3ylJqrbdiiitgOzUGAwOcK4DEdGVKBQKmNNjcKq2D73WMcyOi5I6Es0gn8OR5eXlWLZsGQCguLgYVVVV3mOVlZVYuHAhNBoNDAYDTCYT6urqLvs7U0VryujoKH784x/jH/7hHwAAVVVVqK6uxsaNG/Htb38bfX19fn2DJL3+oTFYhsaRb4qBSsnf6oiIPk8e1wsLGz6vhNntduj1eu9jlUoFt9sNQRBgt9thMBi8x3Q6Hex2+2V/rtPpYLN9svrvwYMH8cUvfhFxcRfXisrOzsa8efNw22234e2338aOHTvwH//xH5+bKTY2CoLAxT7loqLl4nywmwqTAQCJiYbPezrJBM9jaOB5DD5fKErBr99vQIfFcU3nh+dQvnyWML1eD4fD4X3s8XggCMIVjzkcDhgMBu+fR0REwOFwIDr6kyUJ3nnnnctK1i233ILIyEgAwKpVq3wWMACwWkev4a1RsDhV1QMASE+4eFndYuGWHHKXmGjgeQwBPI/BKUpQIEor4FyTxef54TmUh6sVZZ/DkSUlJSgrKwNwcTL91AR6ACgqKkJ5eTmcTidsNhuam5thNptRUlKCo0ePAgDKysqwaNEiAIDNZoPL5UJycrL3NZ566im89957AIDjx4+jsLBwmm+RgpEoiqhttyJap0FKPOc2EBH5olQokJtmhGVoHFabU+o4NIN8XglbtWoVjh07hnXr1kEURezcuRN79uyByWTCypUrsWnTJmzYsAGiKGLr1q3QarXYsmULnnzySRw4cACxsbF4/vnnAQCtra1ITU297PW3bduGv//7v8drr72GyMhI7NixY2beKUmiZ2AUww4XvjB3Fu/yISK6Rub0GFQ2D6Cxawg3F8ySOg7NEIUoirLbG4GXXuXjg/Iu/Pr9Bnz1njlYviCFl85DBM9jaOB5DF5NXcPY+aty3FmSio2r86/6PJ5DeZj2cCTRjajlfpFERNctM9kAtaBEQ+ew1FFoBrGE0YzxeETUd1iRYIxAYkyk1HGIiGRDUCmRnRyNbosdo+MTUsehGcISRjOmo88Gx7ibV8GIiKbBnB4DEUBjF6+GhSqWMJoxHIokIpo+s+nioq31XLQ1ZLGE0YyZKmFzWMKIiK5bbooRKqUC9R0sYaGKJYxmhHvSg4bOIaQk6BCj10odh4hIdrQaFTKTDWi/YMOY0y11HJoBLGE0I1rOj8A14UGBiVfBiIimKz89Fh5RRHM354WFIpYwmhF1HIokIrph+ZwXFtJYwmhG1LRboQAwJyNG6ihERLKVm2qEUsF5YaGKJYz8zjkxiebuYZhmG6CLUEsdh4hItiK1AjJmG9DaMwKna1LqOORnLGHkd01dw5j0iJjLoUgiohuWb4rBpEdE03nOCws1LGHkdzXtgwC4PhgRkT/kp1+aF8YhyZDDEkZ+V9duhUqpQF4a54MREd2ovLQYKBRAQ4dV6ijkZyxh5Fej4xNou2BDTko0tBqV1HGIiGQvKkKAKcmAlp4RuCY4LyyUsISRX9V3DEEUuTQFEZE/5Zti4J4U0XJ+ROoo5EcsYeRX3C+SiMj/vPPCuF5YSGEJI7+q7bBCIyiRk2qUOgoRUcjIS4+BAkA954WFFJYw8pthhwvdFgfy0mMgqPipRUTkL/pINdKS9Gg+P4IJt0fqOOQn/ElJflPHoUgiohmTnx6DCbcHrT2cFxYqWMLIbzgfjIho5uSbLn5vreOQZMhgCSO/qW0fvLjFxiyD1FGIiEJOvunivLCpUQeSP5Yw8ov+oTFYhsYxxxQDpVIhdRwiopCjj1QjfZYeTd1cLyxUsISRX9R2cCiSiGimzTHFwj3pQXM395EMBSxh5BecD0ZENPOmvsfWch/JkMASRjdMFEXUtlsRrdMgJUEndRwiopBlTo+BUqHgvLAQwRJGN6xnYBTDdhcKMmKhUHA+GBHRTInUCshMNqC1ZwTjLrfUcegGsYTRDeNQJBFR4MwxxWLSI6Kxi/PC5I4ljG7Y1GVxbtpNRDTzpn7h5ZCk/LGE0Q3xeETUdVgRHx2BpJhIqeMQEYW83DQjVEqFdxSC5IsljG5Ie68NjnE35mbyKhgRUSBo1SrkpESjvdcG+9iE1HHoBrCE0Q2paRsEABRmxUmchIgofMzJiIUoAtXN/VJHoRvAEkY3pKaN88GIiAJtal5YJUuYrLGE0bQ5JybR2DUEU5Ie0VEaqeMQEYWN7BQj1IISlY0sYXLGEkbT1tQ1DPekiLmZHIokIgoktaBEbqoRbT0jsI26pI5D08QSRtM2NR9sbhaHIomIAm1qGkgdtzCSLZYwmraaNisElQJ5aTFSRyEiCjtTd6VP/UJM8sMSRtNiG3Who9eG3FQjtGqV1HGIiMJO1uxo6CLVqG5lCZMrljCaltp2K0SA88GIiCSiVCpQlJuA/uFx9FlHpY5D08ASRtMytTQF1wcjIpJOsTkRAFDdxtXz5YgljKalpm0QUVoBGbMMUkchIgpbUyWshkOSssQSRtetzzqK/uFxFGTEQqlUSB2HiChsJcfrkGCMQG27FR6PKHUcuk4sYXTdpoYiuV8kEZG0FAoF5mbGYdTpRuuFEanj0HUSfD3B4/HgmWeeQX19PTQaDXbs2IGMjAzv8QMHDmDfvn0QBAFbtmzBihUrMDg4iO3bt2N8fBxJSUl49tlnERkZiR07duDjjz+GTqcDAOzevRsTExNXfC4FL+/6YJyUT0QkucKsOJSdPY+a1kHkpBiljkPXweeVsEOHDsHlcmH//v3Ytm0bdu3a5T1msVhQWlqKffv24ZVXXsELL7wAl8uF3bt3Y82aNdi7dy/mzp2L/fv3AwCqq6vx8ssvo7S0FKWlpTAYDFd9LgUnj0dEbbsV8dFaJMWyLBMRSa0gIxYKcHK+HPksYeXl5Vi2bBkAoLi4GFVVVd5jlZWVWLhwITQaDQwGA0wmE+rq6i77O8uXL8eHH34Ij8eD9vZ2PP3001i3bh0OHjz4mdefei4Fr9aeETjG3SjMiodCwflgRERS00eqYZptQHP3MMZdbqnj0HXwORxpt9uh1+u9j1UqFdxuNwRBgN1uh8Hwyd1xOp0Odrv9sj/X6XSw2WwYHR3Fxo0b8bWvfQ2Tk5PYvHkz5s2bd8XnUvA61zIAAJifzaFIIqJgUZgZh/YLNjR0DuJQMqoAAB0ASURBVKEoJ0HqOHSNfJYwvV4Ph8PhfezxeCAIwhWPORwOGAwG759HRETA4XAgOjoakZGR2Lx5s3e+1y233IK6urorPteX2NgoCAJXaZdCfdcwlEoFli0yQRepntZrJCZyWYtQwPMYGnge5S8x0YDbilPxuxPtaOm1Y+UtWVJHomvks4SVlJTgyJEjuPfee1FRUQGz2ew9VlRUhBdffBFOpxMulwvNzc0wm80o+b/t3Xl01PXB7/H3ZCaZJJN9AwIEAiRsYQsRrAiIgNYFkciFGIvXa4/60EVFRaw8V32OILaKt6dy0Ufbyim3jxCKPkKx1oJILLvBEMISCHsChKwkmZBt5nf/ACIoELDAb5bP6xz/yGx+5nz1zGe+v+98v+nprFu3jszMTHJzcxk6dCiHDh1ixowZfPzxx7jdbrZt28akSZMu+tj2VGtnYFPUn25h75FqUjpH0lDfSEN941W/Rnx8OOXlmu30dhpH36Bx9H7nxjA+LIggWwB5u8q4/5buZseS77jUl512S9j48eNZv349WVlZGIbBa6+9xgcffEBSUhJjx45l2rRpZGdnYxgGM2bMwG63M336dGbNmkVOTg7R0dHMnz+f0NBQJkyYwJQpUwgMDGTixImkpKRc9LHimXYdqsIwoH+PWLOjiIjIeQJtAaR2jaLwYBXVdU1Eh9vNjiRXwGIYhtft7qZvbub4w6pdrN9xgpceyaB7x/YvG1+Mvnn7Bo2jb9A4er/zx/CzzUfIWVvMT+/py4gBnUxOJue71EyYNmuVK2IYBoUHqwgPDSRJRxWJiHicAT3PXKU49wMq8XwqYXJFSsqdnKpvpn9yDAHamkJExOMkxoYSG2Gn8EAVLrfb7DhyBVTC5IoUntuaIlnrwUREPJHFYmFAzzgamlo5cExHGHkDlTC5Iuemt/sna38wERFPdW4Px4L9uiTpDVTCpF2Nza3sKzlFt47hRDiCzI4jIiKX0LdbNDarRevCvIRKmLRrz+EaXG6DNM2CiYh4tOAgG6ldozhSVk9NfZPZcaQdKmHSrh0Hzx1VpPVgIiKebmAP/UrSW6iEyWUZhsGO/ZWE2K30SPxhe4OJiMiN07ZVhdaFeTyVMLmsY5UNVJxqpF/3GGxW/eciIuLpOsaEEhcZzM5D1bS6tFWFJ9OnqlzW9uIKAAb3ijM5iYiIXIkzW1XEcrqplf2lp8yOI5ehEiaXtb24AgvfTm+LiIjn+3ZdWJXJSeRyVMLkkupPt1BceoqenSOJCNXWFCIi3qJPt2hs1gDtF+bhVMLkkgr2V2AYMKiXZsFERLyJPdBKn6QoSsrrqa7TVhWeSiVMLim/+Mw3KK0HExHxPueWkZxb2yueRyVMLqrV5abwQCVxkcEkxjnMjiMiIldpyNkv0N/sUwnzVCphclF7j9bQ2OxiUK84LBaL2XFEROQqxUWF0DUhjN2Hqzjd1Gp2HLkIlTC5qHxtTSEi4vWGpMTR6jIoPKhfSXoilTD5HsMw2F5cQXCQld5JUWbHERGRH2hISjwA3+wtNzmJXIxKmHzPscoGymsaSUvWLvkiIt4sqUMYsRF2tu+v1O75HkifsPI9535JM0iXIkVEvJrFYmFISjynm1opOlJjdhz5DpUw+Z587ZIvIuIzhqSevSS5T5ckPY1KmFzgVH0T+0tO0bOLdskXEfEFqV0jcQTb+GZfBYZhmB1HzqMSJhfYtq8CA8jonWB2FBERuQasAQEM7BlHdV0Th07UmR1HzqMSJhf4es9JAIaenb4WERHvl56qjVs9kUqYtKltaKboSA09EiOIjQw2O46IiFwj/c/+2l3rwjyLSpi0yd9XgdswdClSRMTHBAfZ6N89mtJyJ2XVDWbHkbNUwqTN10VnL0X21qVIERFfk352mUlekWbDPIVKmADgbGxh96FqunUMJz4qxOw4IiJyjQ1JjccaYGHLrjKzo8hZKmECnLkU6XIbZGgWTETEJ4WFBJKWHMORk/Ucr3SaHUdQCZOz2n4VqfVgIiI+a1i/DgBs2X3S5CQCKmECnG5qZeehKrrEh9ExJtTsOCIicp0M7hVHoC2ALbvLtHGrB1AJE7YXV9DqMsjoo0uRIiK+LMRuY1DPWI5XNnD0ZL3ZcfyeSpjw9dlfymhrChER3zesry5JegqVMD/X0NhCwf5KEuMcJMY5zI4jIiLX2cCesdiDrLok6QFUwvzc10XltLrc3Hx2saaIiPi2oEArQ1LiqDjVyMHjOkvSTCphfm5D4QkAftS/o8lJRETkRvn2kqT2DDOTSpgfq6g5zd6jNfRJitJZkSIifiQtOYZQu40tu8tw65KkaVTC/NjGs7smaxZMRMS/2KwBDO0dT019M3uP1Jgdx2+phPkpwzDYUHiCQFsAGX30q0gREX9z7gv4+h3HTU7iv1TC/NTB43WUVTUwJCWOELvN7DgiInKD9U6KIiEqhK1FJznd1Gp2HL+kEuanNmpBvoiIX7NYLIwY2InmFjebtUDfFCphfqjVdeZ/uIjQQPonx5gdR0RETDIirSMWC/yzQJckzdDudSi3280rr7xCUVERQUFBzJkzh27durXdn5OTw5IlS7DZbEyfPp0xY8ZQVVXFc889R2NjIwkJCcybN4+QkBAWLVrEqlWrABg9ejS/+MUvMAyDUaNG0b17dwAGDx7Ms88+e33erQBQeKCK+tMtjMvogs2qHi4i4q9iIoJJS45lx4FKSsvr6RwfZnYkv9JuCVu9ejXNzc0sXbqU/Px8Xn/9dd555x0AysvLWbx4McuXL6epqYns7GxGjBjBwoULuffee8nMzOS9995j6dKljB07lhUrVrBs2TIsFgvZ2dmMGzeOkJAQ+vfvz7vvvnvd36ycsaHwzDeeW9J0KVJExN+NHNiJHQcq+argOFljU8yO41fanQbJy8tj5MiRwJlZqsLCwrb7CgoKGDJkCEFBQYSHh5OUlMSePXsueM6oUaPYsGEDHTt25Pe//z1Wq5WAgABaW1ux2+3s3LmTsrIypk2bxmOPPcaBAweu01sVgFpnM/nFFSTGOejWIdzsOCIiYrLBKXGEhQSyofAErS632XH8SrslrL6+nrCwb6cnrVYrra2tbfeFh3/7Qe5wOKivr7/gdofDQV1dHYGBgcTExGAYBr/+9a/p168fycnJxMfH8/jjj7N48WKeeOIJZs6cea3fo5znq4JjtLoMbhuciMViMTuOiIiYzGYN4Ja0jtSfbiF/X4XZcfxKu5cjw8LCcDqdbX+73W5sNttF73M6nYSHh7fdHhwcjNPpJCIiAoCmpiZefPFFHA4HL7/8MgBpaWlYrVYAMjIyKCs7c6Do5QpCdHQoNpv1B7xd/+ZyG3y14wT2ICv33ZaCIyTQlBzx8ZqB8wUaR9+gcfR+12IM7xvdi8+3HmVLUTl3jex5DVLJlWi3hKWnp7N27Vruvvtu8vPzSU1Nbbtv4MCB/Pa3v6WpqYnm5mb2799Pamoq6enprFu3jszMTHJzcxk6dCiGYfCzn/2M4cOH8/jjj7e9xoIFC4iKiuKxxx5jz549JCa2P0NTXd3wL7xl/7W9uIKTVQ2MGpRIQ30jDfWNNzxDfHw45eU6MNbbaRx9g8bR+12rMQy1WUjuFEHenjKK9pcTE6Gj7K6lSxXldkvY+PHjWb9+PVlZWRiGwWuvvcYHH3xAUlISY8eOZdq0aWRnZ2MYBjNmzMButzN9+nRmzZpFTk4O0dHRzJ8/n9WrV7Nlyxaam5v56quvAHjmmWd4/PHHmTlzJuvWrcNqtTJv3rxr+86lzdpvSgEYM6SzyUlERMTTjB6cyMG/1fJl/jEyR/UwO45fsBiG953cqW9uV6+85jQvvLuRHokRzH44w7Qc+ubtGzSOvkHj6P2u5Rg2tbh47v+ux2Kx8ObPbiEoUMt+rpVLzYRpkyg/8WV+KQYwJl2zYCIi8n32QCu3DelM/ekWNu3SDvo3gkqYH2hpdfPV9uOEhQRykw7rFhGRS7g9vQvWAAv/2HoUL7xQ5nVUwvzA10UnqT/dwq0DOxGoX5WKiMglRIfbualvAqUVTnYeqjI7js9TCfMDa7edWZB/2+BEk5OIiIinG5/RFYB/bC0xOYnvUwnzcXuP1lBceoqBPWNJiA41O46IiHi45E4RpHSJZMeBSo5VONt/gvxgKmE+btXGwwDc+6Pu5gYRERGvcW42bHWeZsOuJ5UwH3b4RB07DlTSu2sUvbpEmh1HRES8RHpqPHGRwWzYcZz60y1mx/FZKmE+bNWmM7Ng9/yom8lJRETEmwQEWBiX0ZXmVjefbz1idhyfpRLmo05UNZC35yTdOoTTPznG7DgiIuJlRg9OJMIRxD++LqGuodnsOD5JJcxHfbrpMAZnZsHaO4tTRETku+yBVu65uRtNzS4+26zZsOtBJcwHVZ5qZGPhCTrFhpLeO97sOCIi4qVuG5JIdLidNdtKOOXUbNi1phLmg/6+5Qgut8HdN3cjQLNgIiLyAwXarNz7o240t7j59Oyv7eXaUQnzMRU1p/ky/xixEXaG9+tgdhwREfFyIwclEhthZ+03pVTXNZkdx6eohPmY5bkHaHW5yRzVE5tVwysiIv8amzWACSOSaXW5+evGQ2bH8Sn6lPYh+4+dYvOuMrp3DGd4f82CiYjItXFLWkfio4LJzT9GRc1ps+P4DJUwH2EYBkvXFAOQNTZFa8FEROSasVkDuH9kD1xugyVfFJsdx2eohPmIr4vKKS49xdDUeFK7RpkdR0REfMzN/TqQ2iWSbXvLKdhfaXYcn6AS5gNaWt0sW1uMNcDC5DE9zY4jIiI+yGKx8JM7ehNgsfBf/9hLS6vL7EheTyXMB6zJK6HiVCNjh3ahQ3So2XFERMRHdUkIY1xGF07WnObTTdrA9V+lEublKk6dZsX6gziCbdx7S3ez44iIiI+beGsykWFBrNp4mJPVDWbH8WoqYV7MbRh88OkeGptdZI1NISwk0OxIIiLi40LsNrJuT6HV5ea/Vu/DMAyzI3ktlTAvtu6bUnYfrmZQz1huSetodhwREfETw/om0LdbNAX7K9m8q8zsOF5LJcxLnaw5Tc7a/TiCbfzPu/rokG4REblhLBYLD/+4N/YgK3/6e5EuS/5AKmFeyG0YfLBqN00tLh4an0pUmN3sSCIi4mc6RIcy7Y5UGptd/OeKnbS63GZH8joqYV5oTV4JRUdrSE+N97rzISc8+8n3bnv09S8u+tirud1TXsPT812r96hx9P7XAI2jL7yG2W5J68SP+nfk4PE6Ps49YHYcr6MS5mWKS0+xbG0xYSGBTLuzty5DioiIqX5yRyoJ0SH8bfMRCg9qE9eroRLmRapqG1nw0Q5cboMn7utPpCPI7EgiIuLnQuw2/m1if6wBFn6/chfVdU1mR/IaKmFeoqnFxdvLd1DrbCbr9hT6J8eYHUlERASA7h0j+B9jelHb0ML/ydlOQ2Or2ZG8gkqYFzAMgz+u2s3hsjpGDuzEuIwuZkcSERG5wPiMLoxJ70xJeT0LPiqgpVUL9dujEuYFVqw/xNY9J0npEql1YCIi4pEsFgsPjUtlaGo8e47U8Pu/7sKtjVwvSyXMw/11wyE++edBYiPs/HzSAGxWDZmIiHimgAALj03oR0qXSLbuOcmSNdpR/3L0ie6hDMPgv786wEe5B4iNsDPzwSFEaCG+iIh4uKBAK09OHkjnOAervy7hwzX7NCN2CSphHsgwDJavO8CK9YeIjwpm1kPpJESHmh1LRETkijiCA3lm6uC2IvbuJztpaXWZHcvjqIR5mHMHon666TAdYkKZlZ1OXGSI2bFERESuSnS4nRd+kk5q1yi+3nOSt5Zup6GxxexYHkUlzINU1zXxxoffsCavhMQ4B7OyhxATEWx2LBERkR/EERzIs1MHkdE7nqKjNcz7f9s4UaVzJs9RCfMQuw5V8R8fbGFfySky+iQwe9pQnQkpIiJeL9Bm5d8mpjFuaBdKK5y88sctrN1WogX7gM3sAP6updXFqo2HWbnhEAEWCw+OS2Hc0C7ahkJERHxGQICF7PGppHSN4k+f7WHx53vZvr+S/3VXHyL9eMJBJcwkhmGQv6+CD9fso+JUIzERdqZPTKNn50izo4mIiFwXN/VJoFfnSP746W4K9lfyv/+whYm3JjN6cKJfbsGkEmaC0gonS9fso/BgFdYACz8elsSEEd0JsWs4RETEt0WH25kxZRBf5JWwPPcAf/7HXj7feoTMUT25qW8CAX50JUif+jeIYRjsPlzN51uPUrD/zCnz/ZNjyB6XQqdYh8npREREbpwAi4VxGV0Z1rcDf91wiLXflPKfK3byt02HGX9TV27qk0BQoNXsmNedSth1VutsZtvecr7YVkpJeT0AvbpEcvfwbgzqFau1XyIi4rciHEFkj09l3E1d+e/cA2zeVcYfVu3mw9X7uCWtI6MHJ9I5PszsmNeNSth1UHmqke37K/h6z0mKjtZgGGda/7C+CdxxUxI9EiPMjigiIuIxEqJCePy+/mSO6kFuwTFytx9ndV4Jq/NK6BgTyqBesQzqGUevLpE+tXZMJexf1NjcyvHKBg4dr2VfySn2ldRQWdvUdn+vzpFk9I4no0+C9vwSERG5jLioEDJH9eS+Ecnk76tg484T7DxUxd+3HOXvW44SHGQluVMEPRLP/NO9YwRRYUFee1Wp3RLmdrt55ZVXKCoqIigoiDlz5tCtW7e2+3NycliyZAk2m43p06czZswYqqqqeO6552hsbCQhIYF58+YREhJyVY81m9swaGp2cbqplYamVuqczVTXN1Fd10RNXTMna05zrMJJZW3jBc8LCwlkSEocfbtFM7R3AtHh/vvTWxERkR/CZg0go08CGX0SaGl1sedIDduLK9h5qJrdh8/8c05wkJUOMaF0iA4hITqU6LAgIhx2IsOCiHAEERxkJSTIRqDN82bQ2i1hq1evprm5maVLl5Kfn8/rr7/OO++8A0B5eTmLFy9m+fLlNDU1kZ2dzYgRI1i4cCH33nsvmZmZvPfeeyxdupR77rnnih/7yCOPXO/3fVkfrt7H6ryjtLePXGRYEH27RZMY66BrhzBSukTSMSbUaxu5iIiIpwm0WRnQI5YBPWIBcDa2cPB4LQeP1XK4rJ6y6gZKy50cPlF32dexBliwB1oJCLBgDbAQEGAhKszOc1mDTdudoN1/a15eHiNHjgRg8ODBFBYWtt1XUFDAkCFDCAoKIigoiKSkJPbs2UNeXh5PPPEEAKNGjeKtt96ia9euV/xYs0tYQnQIPTtHEmq3ERpsI8RuIzwkkKhwO9FhdqLD7cRGBuMIDjQ1p4iIiL9xBAeSlhxLWnJs221uw6CqtpHymkZOOZuorW+mxtlMnbOZxmYXjc2tNDa7aGpx4XIbuI0zV/rMnjOxGO2cGzB79mzuuOMORo8eDcBtt93G6tWrsdlsfPLJJ+zdu5eZM2cC8Pzzz3P//ffz8ssvs3LlSoKDgzl69CjPP/88WVlZV/zYDz/88Dq/bRERERFztXuBNCwsDKfT2fa32+3GZrNd9D6n00l4ePgFtzudTiIiIq7qsSIiIiK+rt0Slp6eTm5uLgD5+fmkpqa23Tdw4EDy8vJoamqirq6O/fv3k5qaSnp6OuvWrQMgNzeXoUOHXtVjRURERHxdu5cjz/06cu/evRiGwWuvvUZubi5JSUmMHTuWnJwcli5dimEYPPHEE9x5551UVFQwa9YsnE4n0dHRzJ8/n9DQ0Kt6rIiIiIgva7eEiYiIiMi153mbZoiIiIj4AZUwEREREROohMk1t337dqZNm3bBbStXrmTq1Kltf+fk5JCZmcmUKVNYu3btjY4oV+D8caysrGT69Ok89NBDZGVlceTIEUDj6A3OH8fdu3czZcoUHnzwQX71q1/hdrsBjaMna2lpYebMmWRnZzN58mTWrFnD4cOHefDBB8nOzubll19uG8cFCxYwefJksrKyKCgoMDm5XAmdHSnX1Pvvv8+KFSsuOHpq9+7d/OUvf+Hc8sNLnbQQFBRkVmz5ju+O4xtvvMGECRO4++672bRpEwcOHCAkJETj6OG+O44LFizg5z//OaNHj+bZZ5/lyy+/ZMCAARpHD7ZixQqioqJ44403qK6uZtKkSfTp04enn36a4cOH89JLL7FmzRoSExPZsmULy5Yt4/jx4/zyl79k+fLlZseXdmgmTK6ppKQk3n777ba/q6urefPNN3nxxRfbbjv/pIXw8PC20xPEc3x3HLdt20ZZWRmPPPIIK1euZNiwYRpHL/Ddcezbty81NTUYhoHT6cRms2kcPdyPf/xjnnrqqba/rVYrO3fuZNiwYcCZk2Y2bNhAXl4et956KxaLhcTERFwuF1VVVWbFliukEibX1J133tm2ma/L5WL27Nm8+OKLOByOtsfU19cTHh7e9rfD4aC+vv6GZ5VLO38cAUpLS4mIiGDRokV06tSJ999/X+PoBb47jt27d2fu3LncddddVFZWMnz4cI2jh3M4HISFhVFfX8+TTz7J008/jWEYbWcUOxwO6urqqK+vJyws7ILn1dVd/ixFMZ9KmFw3O3fu5PDhw7zyyis888wzFBcXM3fu3EueniCeKyoqittvvx2A22+/ncLCQo2jF5o7dy5//vOf+eyzz7j//vt5/fXXNY5e4Pjx4zz88MNMnDiRCRMmEBDw7Ud3e6fSiGdTCZPrZuDAgaxatYrFixfz1ltv0atXL2bPnn3J0xPEcw0dOrTtZIutW7fSq1cvjaMXioyMbJstSUhIoLa2VuPo4SoqKnj00UeZOXMmkydPBqBfv35s3rwZOHPSTEZGBunp6fzzn//E7XZz7Ngx3G43MTExZkaXK6CF+XLDxcfHM23aNLKzszEMgxkzZmC3282OJZcxa9Ys/v3f/50lS5YQFhbG/PnziYyM1Dh6mTlz5jBjxgxsNhuBgYG8+uqr+v/Rw7377rvU1taycOFCFi5cCMDs2bOZM2cOb731Fj169ODOO+/EarWSkZHB1KlTcbvdvPTSSyYnlyuhHfNFRERETKDLkSIiIiImUAkTERERMYFKmIiIiIgJVMJERERETKASJiIiImIClTAR8SklJSVtG8uer3fv3pd8zo4dO5g9e/ZlX/eFF17go48++t7tBQUFvPHGG1cfVET8nvYJExG/N2DAAAYMGPCDnltcXExlZeU1TiQi/kAzYSLiN1wuF/PmzWPSpEncd999LFq0CIDNmzczbdo0APbu3UtmZiYTJ07k1VdfZfz48W3P//LLL5k8eTJjxoxh6dKl1NbW8rvf/Y4vvviCd955x4y3JCJeTDNhIuJzTp48ycSJE793e05ODgAff/wxzc3N/PSnPyUtLe2Cx7zwwgs89dRTjB49mkWLFuFyudrua25uZtmyZezbt4+HH36YqVOn8uSTT7JlyxamT59+fd+UiPgclTAR8TkJCQl88sknF9zWu3dvNm7cyO7du9m0aRMADQ0NFBUV0atXLwBqamooLS1l9OjRADzwwAP86U9/anuNsWPHYrFYSElJobq6+ga9GxHxVSphIuI3XC4XM2fO5I477gCgqqoKh8NBfn4+AFarlcud5Ga1WgGwWCzXP6yI+DytCRMRv3HzzTeTk5NDS0sLTqeT7OzstgIGEB4eTteuXVm3bh0AK1eubPc1rVYrra2t1y2ziPgulTAR8RtZWVl0796dSZMm8cADD5CZmcnw4cMveMxvfvMbFi5cyKRJkygoKCA4OPiyrzlw4EC2b9/Om2++eT2ji4gPshiXm3sXEfEzCxYsYMqUKSQkJPD555+zcuVK3n77bbNjiYgP0powEZHzJCYm8uijj2Kz2YiIiGDu3LlmRxIRH6WZMBERERETaE2YiIiIiAlUwkRERERMoBImIiIiYgKVMBERERETqISJiIiImEAlTERERMQE/x8Le0/A1yCQuwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a0b1e12e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "sns.distplot(height_data['Height'], rug=True, kde=True, hist=False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### we can also specify the bin numbers\n",
    "If we increase the numbers of bins then we can see the gaps that means some bins have no samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a0a7ff1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "sns.distplot(height_data['Height'], rug=True, kde=False, bins=40)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### we can also plot only rug plot\n",
    "https://seaborn.pydata.org/generated/seaborn.rugplot.html  \n",
    "we can see that distribution is uniform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlEAAAHUCAYAAAAa6X0oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAF2JJREFUeJzt3X9sXQX5+PGn691w7JYxpCgQigiZEZGMQiARx5RlDhUVx6RjWDRCIBJ/jQXQTcfCRq2/FuPkhyAZCSHSBRMEMQSHg8qYINWC5dciMdOgGRM6t5Zlpbvn+wf53g8bsMue7W7deL3+6r3nrOfhycny5lxoG4qiKAIAgJ0yam8PAACwLxJRAAAJIgoAIEFEAQAkiCgAgAQRBQCQ8LYi6oknnoj29vY3vP+HP/whzj333Ghra4vly5fv9uEAAEaqUq0Tbr755rj77rtj7Nix27z/6quvxve///248847Y+zYsXH++efHxz/+8Whubq7bsAAAI0XNJ1EtLS2xdOnSN7z//PPPR0tLS4wfPz7GjBkTJ598cjz++ON1GRIAYKSpGVHTp0+PUumND6wGBgaiqamp+nrcuHExMDBQ84LDw1t3ckQAgJGn5sd5b6VcLsfg4GD19eDg4DZR9Vb6+1/JXvJta25uivXrN9X9Ou9U9ls/dltf9ls/dltf9ls/tXbb3PzWbZP+v/OOPfbYWLt2bWzYsCGGhobi8ccfj5NOOin77QAA9ik7/STqnnvuiVdeeSXa2tri29/+dlx00UVRFEWce+658Z73vKceMwIAjDgNRVEUe/KCe+JxpMee9WW/9WO39WW/9WO39WW/9bNXPs4DAHgnE1EAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEmpGVKVSiQULFkRbW1u0t7fH2rVrtzl+yy23xIwZM+Lcc8+N3//+93UbFABgJCnVOmHFihUxNDQUXV1d0dvbG52dnXHDDTdERMTGjRvjtttui/vvvz82b94c55xzTkybNq3uQwMA7G01n0T19PTE5MmTIyJi0qRJ0dfXVz02duzYOOKII2Lz5s2xefPmaGhoqN+kAAAjSM0nUQMDA1Eul6uvGxsbY3h4OEql1/7o4YcfHp/+9Kdj69atcemll9a84IQJB0ap1LgLI789zc1Ndb/GO5n91o/d1pf91o/d1pf91k92tzUjqlwux+DgYPV1pVKpBlR3d3e8+OKL8cADD0RExEUXXRStra1x4oknvuX36+9/JTXozmhubor16zfV/TrvVPZbP3ZbX/ZbP3ZbX/ZbP7V2u6PAqvlxXmtra3R3d0dERG9vb0ycOLF6bPz48fGud70rxowZEwcccEA0NTXFxo0bd2Z2AIB9Us0nUdOmTYtVq1bFrFmzoiiK6OjoiGXLlkVLS0tMnTo1HnnkkTjvvPNi1KhR0draGqeffvqemBsAYK9qKIqi2JMX3BOPIz32rC/7rR+7rS/7rR+7rS/7rZ+6fpwHAMAbiSgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACaVaJ1QqlVi4cGE899xzMWbMmFi8eHEcffTR1eMPPfRQXHfddRERcfzxx8fVV18dDQ0N9ZsYAGAEqPkkasWKFTE0NBRdXV0xd+7c6OzsrB4bGBiIH/3oR3HjjTfG8uXL48gjj4z+/v66DgwAMBLUjKienp6YPHlyRERMmjQp+vr6qsf++te/xsSJE+MHP/hBzJ49Ow499NA45JBD6jctAMAIUfPjvIGBgSiXy9XXjY2NMTw8HKVSKfr7++PRRx+Nu+66Kw488MC44IILYtKkSXHMMce85febMOHAKJUad8/0O9Dc3FT3a7yT2W/92G192W/92G192W/9ZHdbM6LK5XIMDg5WX1cqlSiVXvtjBx98cHz4wx+O5ubmiIg45ZRT4plnntlhRPX3v5IadGc0NzfF+vWb6n6ddyr7rR+7rS/7rR+7rS/7rZ9au91RYNX8OK+1tTW6u7sjIqK3tzcmTpxYPXbCCSfEmjVr4uWXX47h4eF44okn4rjjjtuZ2QEA9kk1n0RNmzYtVq1aFbNmzYqiKKKjoyOWLVsWLS0tMXXq1Jg7d25cfPHFERFx1llnbRNZAAD7q4aiKIo9ecE98TjSY8/6st/6sdv6st/6sdv6st/6qevHeQAAvJGIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgIT9MqI+M/c3Nc/5Sucf9sg5e+o6e3KW3bHf/XEvu+Mc9259r+Perd857t36XqfWfvfHf+Y9Ncuu2C8jCgCg3kQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkFAzoiqVSixYsCDa2tqivb091q5d+6bnXHzxxfGrX/2qLkMCAIw0NSNqxYoVMTQ0FF1dXTF37tzo7Ox8wzk//elP43//+19dBgQAGIlqRlRPT09Mnjw5IiImTZoUfX192xy/7777oqGhIc4444z6TAgAMAKVap0wMDAQ5XK5+rqxsTGGh4ejVCrFmjVr4re//W387Gc/i+uuu+5tXXDChAOjVGrMT/w2NTc3jZhzzGIWs5jFLGbZX67zTp3lzdSMqHK5HIODg9XXlUolSqXX/thdd90V69atiy996UvxwgsvxOjRo+PII4/c4VOp/v5XUoPurPXrN42Yc8xiFrOYxSxm2V+us7/N0tzctMNzdhRYNSOqtbU1Vq5cGZ/61Keit7c3Jk6cWD125ZVXVr9eunRpHHrooT7WAwDeEWpG1LRp02LVqlUxa9asKIoiOjo6YtmyZdHS0hJTp07dEzMCAIw4NSNq1KhRcc0112zz3rHHHvuG877+9a/vvqkAAEY4P2wTACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIKNU6oVKpxMKFC+O5556LMWPGxOLFi+Poo4+uHr/11lvj3nvvjYiIKVOmxNe+9rX6TQsAMELUfBK1YsWKGBoaiq6urpg7d250dnZWj/3rX/+Ku+++O+64447o6uqKhx9+OJ599tm6DgwAMBLUfBLV09MTkydPjoiISZMmRV9fX/XYe9/73vjlL38ZjY2NERExPDwcBxxwQJ1GBQAYOWpG1MDAQJTL5errxsbGGB4ejlKpFKNHj45DDjkkiqKIH/7wh3H88cfHMcccs8PvN2HCgVEqNe765DU0NzeNmHPMYhazmMUsZtlfrvNOneXN1Iyocrkcg4OD1deVSiVKpf/7Y1u2bIl58+bFuHHj4uqrr655wf7+V1KD7qz16zeNmHPMYhazmMUsZtlfrrO/zdLc3LTDc3YUWDX/m6jW1tbo7u6OiIje3t6YOHFi9VhRFHHZZZfFBz7wgbjmmmuqH+sBAOzvaj6JmjZtWqxatSpmzZoVRVFER0dHLFu2LFpaWqJSqcRjjz0WQ0ND8cc//jEiIi6//PI46aST6j44AMDeVDOiRo0aFddcc8027x177LHVr//2t7/t/qkAAEY4P2wTACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIEFEAAAkiCgAgQUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASBBRAAAJIgoAIEFEAQAkiCgAgAQRBQCQIKIAABJEFABAgogCAEgQUQAACSIKACBBRAEAJIgoAIAEEQUAkCCiAAASRBQAQIKIAgBIqBlRlUolFixYEG1tbdHe3h5r167d5vjy5ctjxowZcd5558XKlSvrNigAwEhSqnXCihUrYmhoKLq6uqK3tzc6OzvjhhtuiIiI9evXx2233Ra//vWvY8uWLTF79uw4/fTTY8yYMXUfHABgb6r5JKqnpycmT54cERGTJk2Kvr6+6rEnn3wyTjrppBgzZkw0NTVFS0tLPPvss/WbFgBghGgoiqLY0Qnz58+PT3ziEzFlypSIiPjYxz4WK1asiFKpFL/5zW9izZo1ccUVV0RExJVXXhnnnHNOfOQjH6n/5AAAe1HNJ1HlcjkGBwerryuVSpRKpTc9Njg4GE1NTXUYEwBgZKkZUa2trdHd3R0REb29vTFx4sTqsRNPPDF6enpiy5YtsWnTpnj++ee3OQ4AsL+q+XFepVKJhQsXxpo1a6Ioiujo6Iju7u5oaWmJqVOnxvLly6OrqyuKoohLL700pk+fvqdmBwDYa2pGFAAAb+SHbQIAJIgoAIAEEQUAkLBPR9QTTzwR7e3t27x3zz33RFtbW/W1X0uT9/r9PvXUUzF58uRob2+P9vb2+N3vfhcRET//+c9j5syZMWvWrHjyySf35rj7lNfv9qWXXoqvfvWrccEFF8SsWbPin//8Z0S4d3fF6/c7Z86c6n175plnxpw5cyLCvZv1+t0+88wzcd5558X5558f3/nOd6JSqUSEe3dXbP/37syZM2P27NmxaNGi6n7duzvn1VdfjSuuuCJmz54dM2fOjAceeCDWrl0b559/fsyePTuuvvrq/G6LfdRNN91UnH322cUXvvCF6ntPP/10ceGFF1bfe/HFF4uzzz672LJlS7Fx48bq19S2/X6XL19e3HLLLduc09fXV7S3txeVSqV44YUXihkzZuyNUfc52+/2qquuKu69996iKIpi9erVxcqVK927u+DN/m4oiqLYsGFD8dnPfrZYt26dezdp+91edtllxYMPPlgURVFcfvnlxQMPPODe3QXb7/fzn/980dPTUxRFUSxZsqS466673LsJd955Z7F48eKiKIri5ZdfLqZMmVJceumlxZ/+9KeiKIrie9/7XnH//fendrvPPolqaWmJpUuXVl/39/fHj3/845g3b171Pb+WJm/7/fb19cWDDz4YF1xwQcybNy8GBgaip6cnPvrRj0ZDQ0McccQRsXXr1nj55Zf34tT7hu13+5e//CXWrVsXX/7yl+Oee+6JU0891b27C7bf7/+3dOnS+OIXvxiHHXaYezdp+91+8IMfjA0bNkRRFDE4OBilUsm9uwu23++6deuitbU1Il77mY09PT3u3YSzzjorvvnNb1ZfNzY2xlNPPRWnnnpqREScccYZ8cgjj6R2u89G1PTp06s/OX3r1q0xf/78mDdvXowbN656zsDAwDY/QX3cuHExMDCwx2fdF71+vxGv/WDVK6+8Mm6//fY46qij4rrrrouBgYEol8vVc8aNGxebNm3aG+PuU7bf7QsvvBAHHXRQ3HrrrXH44YfHzTff7N7dBdvvN+K1j0xXr14dM2bMiIhw7yZtv9v3ve99ce2118YnP/nJeOmll+K0005z7+6C7fd71FFHxWOPPRYREStXrozNmze7dxPGjRsX5XI5BgYG4hvf+EZ861vfiqIooqGhoXp806ZNqd3usxH1ek899VSsXbs2Fi5cGJdffnn8/e9/j2uvvdavpdmNpk2bFieccEL166efftp+d5ODDz44zjzzzIiIOPPMM6Ovr89ud7P77rsvzj777GhsbIwIv7Jqd7n22mvj9ttvj/vuuy/OOeec6OzstNvdqKOjI37xi1/EJZdcEu9+97tjwoQJ9pv0n//8Jy688ML43Oc+F5/5zGdi1Kj/y5/BwcE46KCDUrvdLyLqxBNPjHvvvTduu+22WLJkSRx33HExf/58v5ZmN7rooouq/5Hd6tWr40Mf+lC0trbGww8/HJVKJf79739HpVKJQw45ZC9Puu85+eST46GHHoqIiD//+c9x3HHHuXd3s9WrV8cZZ5xRfe3e3T3Gjx9f/Tf3ww47LDZu3Oje3Y0eeuih6OjoiJtuuik2bNgQp59+uns34b///W985StfiSuuuCJmzpwZERHHH398PProoxER0d3dHaecckpqt6UdHt3HNTc3R3t7e8yePTuKoog5c+bEAQccsLfH2ictXLgwFi1aFKNHj45DDz00Fi1aFOVyOU455ZRoa2uLSqUSCxYs2Ntj7pOuuuqq+O53vxt33HFHlMvl+MlPfhLjx4937+5G//jHP+Koo46qvj7hhBPcu7vB4sWLY86cOVEqlWL06NGxaNEif+/uRkcffXRccsklMXbs2DjttNNiypQpERHu3Z104403xsaNG+P666+P66+/PiIi5s+fH4sXL44lS5bE+9///pg+fXo0Njbu9G792hcAgIT94uM8AIA9TUQBACSIKACABBEFAJAgogAAEkQUAECCiAIASPh/ZPdOcl1Quu8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a0b0be9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "sns.rugplot(height_data['Height'], height=0.5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### same as rug plot we can only plot the kernel density estimation (kde) plot\n",
    "https://seaborn.pydata.org/generated/seaborn.kdeplot.html  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a0aae0320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "sns.set(color_codes=True)\n",
    "sns.kdeplot(height_data['Height'], shade=True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### we can change the color of the plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a0ab03320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "sns.kdeplot(height_data['Height'], shade=True, color='g')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Ploting KDE plot with different bandwidth values\n",
    "\n",
    "with minimum bandwidth values the curve becomes more accurate but crowds the data points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a0a997080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "sns.kdeplot(height_data['Height'])\n",
    "sns.kdeplot(height_data['Height'], bw=0.1, label='bw: 0.1')\n",
    "sns.kdeplot(height_data['Height'], bw=1, label='bw: 1')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}