Data_visualization(Clustermap).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load necessary module\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Load dataset \n",
    "flights= sns.load_dataset('flights')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>year</th>\n",
       "      <th>month</th>\n",
       "      <th>passengers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1949</td>\n",
       "      <td>January</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1949</td>\n",
       "      <td>February</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1949</td>\n",
       "      <td>March</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1949</td>\n",
       "      <td>April</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1949</td>\n",
       "      <td>May</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year     month  passengers\n",
       "0  1949   January         112\n",
       "1  1949  February         118\n",
       "2  1949     March         132\n",
       "3  1949     April         129\n",
       "4  1949       May         121"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check how many attribute are there in this dataset \n",
    "\n",
    "flights.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x212ed46fb88>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Now we will pivot our flights data\n",
    "flights= flights.pivot('month', 'year', 'passengers')\n",
    "sns.heatmap(flights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x212ee4f8a48>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(flights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x212efbff5c8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(flights, col_cluster=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x212ed7b6a48>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAogAAAJNCAYAAACybIS9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdebxcdX3/8dc7uSGRBIKCWkU0akHrgiiIVVsFtdat4lpA24raptqqtepPqT+tcWmN1n2lt+4r7j/BKmqVuG+AyKJUKVBBqYooyhIgyef3x5yUOffe3CXMvWcy83o+HvOYc77ne77zmcnNzTvfc86cVBWSJEnSdsu6LkCSJEnDxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpJaJ2Tb++4rbLcp34Dz02v/MXH2S7AW8DbgTUMCTgP8EPgSsAy4A/rSqfpUkwOuBhwBXAsdU1WmLUbskSdKomzUgLr9BpxOMrwdOqqrHJNkN2B14PvCFqtqY5FjgWOB5wIOB/ZvHPYC3Ns+SJElaoFkD4sSes25eNEn2BO4DHANQVdcA1yQ5Ajis6fZuYBO9gHgE8J7qfev3N5PsleRmVXXxEpcuSZK0y5s1Aa7YY/lS1THVbYBfAO9MchfgVODvgJtuD31VdXGSmzT99wUu7Nv/oqbNgChJkrRAs88grlqcgJhkPbC+r2myqian1HU34OlV9a0kr6d3OHmHQ87Q5j0EJUmSdsIcAXFxDjE3YXByli4XARdV1bea9Y/SC4g/237oOMnNgJ/39d+vb/9bAD8dcNnSvDXnyK7qug5pzGyuqo1dFyGNgk4C4lyq6n+SXJjkdlX1n8D9ge83jycAG5vnTza7nAA8Lcnx9C5OuczzD9WxVVW1oesipHGSZEPXNUijYvaAuLKzcxABng68v7mC+TzgifS+t/HDSZ4M/Bh4bNP30/S+4uZcel9z88SlL1eSJGk0zBEQu5lBBKiq04FDZth0/xn6FvC3i16UJEnSGJj9exB36y4gSpIkqRsGREmSJLUM7SFmSZIkdWPWBLhsotNb7UmSJKkDcxxiXrFUdUiSJGlIzD6DuMJDzJIkSePGi1QkSZLU4gyiJEmSWmYPiB2eg5jkAuC3wFZgS1UdkuRGwIeAdcAFwJ9W1a+SBHg9vbupXAkcU1WndVG3JEnSrm7YZxAPr6pL+taPBb5QVRuTHNusPw94MLB/87gH8NbmWZIkSQs0R0AcuquYjwAOa5bfDWyiFxCPAN7T3HLvm0n2SnKzqrq4kyolSZJ2YcM8g1jA55IU8K9VNQncdHvoq6qLk9yk6bsvcGHfvhc1bQZESZKkBZo1AWaRZhCTrAfW9zVNNgGw372r6qdNCPx8knNmG3KGtrq+dUqSJI2jOQLi4swgNmFwaiCc2uenzfPPk3wCOBT42fZDx0luBvy86X4RsF/f7rcAfjr4yiVJkkbfrPfSy4oVi/KYS5LVSfbYvgw8EDgLOAF4QtPtCcAnm+UTgL9Iz+8Dl3n+oSRJ0s6ZfQZxorOLVG4KfKL37TVMAB+oqpOSfAf4cJInAz8GHtv0/zS9r7g5l97X3Dxx6UuWJEkaDZ0cYp5LVZ0H3GWG9l8C95+hvYC/XYLSJEmSRt7sCbC7GURJkiR1xIAoSZKkljkCYud3UpEkSdIScwZRkiRJLQZESZIktcwaEGu5AVGSJGnczBEQPQdRkiRp3MweED3ELEmSNHZmDYjbOj7EnGQ5cArwk6p6WJJbA8cDNwJOA/68qq5JshJ4D3Aw8EvgyKq6oKOyJUmSdmmz3ou5lk8symMB/g74Qd/6K4DXVtX+wK+AJzftTwZ+VVW/C7y26SdJkqSdMGtA3LZsxaI85iPJLYCHAm9r1gPcD/ho0+XdwCOa5SOadZrt92/6S5IkaYE6OcScZD2wvq9psqomp3R7HfBcYI9mfW/g11W1pVm/CNi3Wd4XuBCgqrYkuazpf8kilC9JkjTSZg+IyxbnKuYmDE4NhP8rycOAn1fVqUkO294801Dz2CZJkqQFmP0q5mXLl6qOqe4NPDzJQ4BVwJ70ZhT3SjLRzCLeAvhp0/8iYD/goiQTwFrg0qUvW5Ikadc36zmIW5etWJTHXKrqH6rqFlW1DjgK+GJVPR44GXhM0+0JwCeb5ROadZrtX6wqZxAlSZJ2wqwziFsX6RDz9fA84PgkLwO+C7y9aX878N4k59KbOTyqo/okSZJ2ebMHxHQfEKtqE7CpWT4POHSGPpuBxy5pYZIkSSNqjhlE76QiSZI0bmYPiHR2kYokSZI6MkdA7P4QsyRJkpbW7AGxnEGUJEkaNx5iliRJUsusAXGLM4iSJEljZ/YZxG0GREmSpHEzxwzirDdaWTRJVgFfBlbSq/GjVfWiJLcGjgduBJwG/HlVXZNkJfAe4GDgl8CRVXVBJ8VL0pBKciy925eOqnVJNnRdxCLZXFUbuy5C42NYZxCvBu5XVZcnWQF8NclngGcBr62q45McBzwZeGvz/Kuq+t0kRwGvAI7sqnhJGlKrqmpD10Vo4UY4+GpIzTpFuKWWLcpjLtVzebO6onkUcD/go037u4FHNMtHNOs02++fJAv7KCRJkgRzHWLe1s0hZoAky4FTgd8F3gz8F/DrqtrSdLkI2LdZ3he4EKCqtiS5DNgbuGRJi5YkSRoBcxxiXpyAmGQ9sL6vabKqJvv7VNVW4KAkewGfAH5vhqFq+5CzbJMkSdICzD6DuHVxjtI2YXByzo69vr9Osgn4fWCvJBPNLOItgJ823S4C9gMuSjIBrAUuHXjhkiRJY2D2cxC3LVuUx1yS3LiZOSTJDYAHAD8ATgYe03R7AvDJZvmEZp1m+xeryhlESZKknTDHOYidXedxM+DdzXmIy4APV9WnknwfOD7Jy4DvAm9v+r8deG+Sc+nNHB7VRdGSJEmjYI5DzEtVRltVnQHcdYb284BDZ2jfDDx2CUqTJEkaeZ2cgyhJkqThZUCUJElSy1AeYpYkSVJ3Zg2I126ZbaskSZJGkTOIkiRJapk9IG5ZrK8S9NxGSZKkYeUMoiRJklpmvxfzVmcQJUmSxs3st9rbUovymEuS/ZKcnOQHSc5O8ndN+42SfD7Jj5rnGzbtSfKGJOcmOSPJ3Qby6UiSJI2hjs5BnNMW4NlVdVqSPYBTk3weOAb4QlVtTHIscCzwPODBwP7N4x7AW5tnSZIkLdAcAXHbUtXRUlUXAxc3y79N8gNgX+AI4LCm27uBTfQC4hHAe6qqgG8m2SvJzZpxJEmStADDOoP4v5Kso3df5m8BN90e+qrq4iQ3abrtC1zYt9tFTZsBcYg1s8Cruq5jkaxLsqHrIhbR5qra2HURkqTFMXtAvHZxZhCTrAfW9zVNVtXkDP3WAB8DnllVv0l2eHHLTBu6T7eay6qq2tB1EVq4EQ+/kjT25riTyuJ8z00TBqcFwn5JVtALh++vqo83zT/bfug4yc2AnzftFwH79e1+C+CnAy5bkiRpLAzlOYjpTRW+HfhBVb2mb9MJwBOAjc3zJ/van5bkeHoXp1zm+YeSpJ0xpKe/DONpK55qMsI6OcQ8D/cG/hw4M8npTdvz6QXDDyd5MvBj4LHNtk8DDwHOBa4Enri05UqSRoinv8zDEAZWDdAcAbGbW6lU1VfZ8bdp33+G/gX87aIWJUmSNCZmv5NKRwFRkiRJ3ZnjHEQDoiRJ0rgZykPMkiRJ6s4cAXHLUtUhSZKkIWFAlCRJUosXqUiSJKlljhnEa5eqDkmSJA0JDzFLQ867OszbyN7VYYA/A4P8cxvZz1vSXIeYrzEgSkPAuzrMwxAG1kEaup+BEf+8pbHnIWZJkiS1zHGRijOIkiSNEk9Z0HzMGhC/8sk/3NH9kCVJ0q7JUxY0p2VdFyBJkqThYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS2zfg+iJC2mAd9nelBf2usX9koaewZESV3yC3slaQh5iFmSJEktBkRJkiS1GBAlSZLU4jmI0iLw4gtJ0q7MgCgtDi++kJbYAP9jNqj/lIH/MdMuyoCoBXFmTNIQ8z9m0oAYELVQ/gKWJGnEeZGKJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJGhtJLu+6hl2BAVGSJGkRJVnedQ0LlarqugZJkqQl0cwg/g7wSeCGwArgBVX1ySTrgM8AXwXuBfwEOKKqrkqyCXhOVZ2SZB/glKpa1+zzXmB18xJPq6qvJzkMeBFwMXAQ8DHgkqp6fVPHPwE/q6o3LPqb3gl+D6IkSRo3m4FHVtVvmrD3zSQnNNv2B46uqr9K8mHg0cD7Zhnr58AfVdXmJPsDHwQOabYdCtypqs5vguTHgdcnWQYc1WwfSgbEMXHfR319qKaKl00M32z7wYffuesSptltt+H7nH54xk+6LmGavW6yZ9clTHPsUb/tuoRpbnrpD7ouYZrvrb5v1yVMs+eKK7ouYZov/+jGXZcwzb77bOu6hGkedY+JvwbW9zVNVtXkDF0D/HOS+wDbgH2Bmzbbzq+q05vlU4F1c7zsCuBNSQ4CtgIH9G37dlWdD1BVFyT5ZZK7Nq/13ar65fzf3dIyIEqSpJHQhMGZAuFUjwduDBxcVdcmuYDrbiN7dV+/rcANmuUtXHftRv8tZ/8e+Blwl2b75r5tU/+38TbgGHqHuN8xjzo740UqkiRp3KwFft6Ew8OBW81jnwuAg5vlx0wZ6+Kq2gb8OTDboZ9PAA8C7g58dqFFLyUDoiRJGgtJJujNEL4fOCTJKfRmE8+Zx+6vAp6a5OvAPn3tbwGekOSb9A4v7/Achaq6BjgZ+HBVbd25d7E0PMQsSZLGxR2B/6qqS4B77qDPnbYvVNWr+pbPAQ7s6/eCpv1HU9r/oWnfBGzqH7i5OOX3gcfu7BtYKs4gSpKkkZfkKfSuMH5BR69/B+Bc4AtNqBxqziBKkqSRV1XHAcd1+PrfB27T1esvlDOIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFu/FPKSSHAusur7jVNWG61+NJEkaJwbE4bVqkOFuYrfh+qOeWLlb1yXsEq64/JquS5hm2cTwHXhYMWQ/3wBX1e5dlzDN5tX7dF3CNFddO3x/dmH4/uyuHr5fBWzZlq5L0CIavt/0kiRJ6pQBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJ0lhIsjXJ6X2PdbP0PSzJp5auuuEy0XUBkiRJS+SqqjpokAMmWV5VW6/H/hNVtWWQNQ2CM4iSJGlsJVme5F+SfCfJGUn+um/znkk+keT7SY5LsqzZ5/IkL0nyLeCeSS5Isk+z7ZAkm5rlQ5N8Pcl3m+fbNe3HJPlIkhOBzyV5b5Ij+mp6f5KHL9VnMBNnECVJ0ri4QZLTm+Xzq+qRwJOBy6rq7klWAl9L8rmmz6HAHYD/Bk4CHgV8FFgNnFVV/wiQZEevdw5wn6rakuQBwD8Dj2623RM4sKouTXJf4O+BTyZZC9wLeMLA3vVOMCBKkqSRkGQ9sL6vabKqJvvWZzrE/EDgwCSPadbXAvsD1wDfrqrzmrE/CPwBvYC4FfjYPEpaC7w7yf5AASv6tn2+qi4FqKovJXlzkpvQC6Ef6/qwswFRkiSNhCYMTs7ZsS3A06vqs63G5DB6oa71Es3z5innHW7hutP2VvW1vxQ4uaoe2VwQs6lv2xVTxn4v8HjgKOBJC3oHi8BzECVJ0jj7LPDUJCsAkhyQZHWz7dAkt27OPTwS+OoOxrgAOLhZfnRf+1rgJ83yMXPU8S7gmQBVdfYC6l8UBkRJkjTO3gZ8HzgtyVnAv3LdEdZvABuBs4DzgU/sYIwXA69P8hV6h5+3eyXw8iRfA5bPVkRV/Qz4AfDOnXwfA+UhZkmSNBaqas0MbduA5zePfptoHxLe4ThV9RXggBn6fWNK+wub9nfRmzH8X0l2p3fu4wdnew9LxRlESZKkDjVXOJ8DvLGqLuu6HnAGcUGSHEv75NPFtG6JXkeSJHWoqv4DuGXXdfQzIC7MqqrasBQvlGRJXkeSJGkqDzFLkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJklr8HsRdxM5+SfdSfW+jJEkaHQbEXceSfUm3JEkabx5iliRJUosBUZIkSS0eYh4TV19xVdcltGzdsrXrEqa54vJrui5hmrV7Lfi000W3bcu2rkuY5tprtnRdwjS7L7ui6xJ2CcuWVdclTHPttuVdlzDN8iGcztmyNV2XoEU0hD9ykiRJ6pIBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUstE1wVohzYn2dC3vq6jOiRJ0pgxIA6pqtrYvz4lLEqSJC0aDzFLkiSpxYAoSZLGQpJK8uq+9ed0dYQuyeVdvO58GRAlSdK4uBp4VJJ9ui7k+kiy6KcIGhAlSdK42AJMAn8/dUOSWyX5QpIzmudbJlmb5IIky5o+uye5MMmKJLdNclKSU5N8Jcntmz7vSvLWJCcnOS/JfZO8I8kPkrxrymu+OslpzevduGmbbdzXJDkZeMXifkwGREmSNCKSrE9ySt9j/Qzd3gw8PsnaKe1vAt5TVQcC7wfeUFWXAd8D7tv0+RPgs1V1Lb2g+fSqOhh4DvCWvrFuCNyPXhA9EXgtcEfgzkkOavqsBk6rqrsBXwJe1LTPNu4BwAOq6tkL+Fh2ilcxS5KkkVBVk/QC1mx9fpPkPcAzgKv6Nt0TeFSz/F7glc3yh4AjgZOBo4C3JFkD3Av4SJLt+6/sG+vEqqokZwI/q6ozAZKcTe9r604HtjVjA7wP+Pg8xv1IVW2d7f0NigFRkiSNm9cBpwHvnKVPNc8nAC9PciPgYOCL9Gb/fl1VB+1g36ub5219y9vXd5S9it6R3dnGvWKWegfKQ8ySJGmsVNWlwIeBJ/c1f53eDCHA44GvNn0vB74NvB74VFVtrarfAOcneSxAeu6ywDKWAY9plh8HfHVA4w6EAVGSJI2jVwP9VzM/A3hikjOAPwf+rm/bh4A/47pDwtALkU9O8j3gbOCIBb7+FcAdk5xK73zFlwxo3IHwELMkSRoLVbWmb/lnwO596xfQC2oz7fdRIFPazgceNEPfY6aMeacdbNteywsXOu5ScAZRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLX4NTe7js1JNix0p6pa8D6SJGm8GRB3EVW1sesaJEnSePAQsyRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJavIp5TKy96d5dl9Cy26qVXZcwze1ut7brEqbZVl1XMN2vb37DrkuY5garV3RdwjR7X3ZG1yVMs/zaq7ouYZr99v551yVMszxbui5hmotueOuuS5jmlje8ousSZrCm6wJGhjOIkiRJajEgSpIkqcWAKEmSpBYDoiRJklp26iKVJMcCqwZcy65gXdcFSJIkLbadvYp5VVVtGGQhu4IkG7quQZIkabF5iFmSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJ0lhIUkne27c+keQXST41oPE3JTlkEGN1zYAoSZLGxRXAnZLcoFn/I+AnCxkgycTAqxpCBkRJkjROPgM8tFk+Gvjg9g1JDk3y9STfbZ5v17Qfk+QjSU4EPte0PTfJmUm+l2Rj3/iPTfLtJD9M8odL9J4GbixSsCRJUuN44B+bw8oHAu8Atge5c4D7VNWWJA8A/hl4dLPtnsCBVXVpkgcDjwDuUVVXJrlR3/gTVXVokocALwIesATvaeAMiJIkaSQkWQ+s72uarKrJ/j5VdUaSdfRmDz89ZYi1wLuT7A8UsKJv2+er6tJm+QHAO6vqymbMS/v6fbx5PhVYt9NvpmMGREmSNBKaMDg5Z0c4AXgVcBiwd1/7S4GTq+qRTYjc1Lftir7l0AuQM7m6ed7KLpyzPAdRkiSNm3cAL6mqM6e0r+W6i1aOmWX/zwFPSrI7wJRDzCPBgChJksZKVV1UVa+fYdMrgZcn+RqwfJb9T6I3C3lKktOB5yxOpd3ZZac+JUmSFqKq1szQtonmUHJVfQM4oG/zC5v2dwHvmrLfRmDjlLbD+pYvYRc+B9EZREmSJLUYECVJktRiQJQkSVKL5yAOkSTHAqsGOWZVbRjkeJIkafQZEIfLKgOdJEnqmoeYJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLU4p1UxsTmy6/suoSWFbvt1nUJ01z8P5u7LmGavfde2XUJ02y+6pquS5hm9R7D9/NEhu//38s3X9F1CdNcsW33rkuYJlTXJUyzcsXw1bR5qxFilA3fbzBJkiR1yoAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRpLCTZmuT0JGcn+V6SZyXpJAslubyL152via4LkCRJWiJXVdVBAEluAnwAWAu8qNOqFijJRFVtWczXcAZRkiSNnar6ObAeeFp6lif5lyTfSXJGkr/e3jfJc5Oc2cw6bmzabpvkpCSnJvlKkts37e9K8tYkJyc5L8l9k7wjyQ+SvKu/hiSvTnJaki8kufE8xn1NkpOBVyz25+MMoiRJGktVdV5ziPkmwBHAZVV19yQrga8l+Rxwe+ARwD2q6sokN2p2nwSeUlU/SnIP4C3A/ZptN2yWHw6cCNwb+EvgO0kOqqrTgdXAaVX17CT/SG8W82lzjHsA8ICq2rp4n0qPAVGSJI2EJOvpzQpuN1lVk3Pt1jw/EDgwyWOa9bXA/sADgHdW1ZUAVXVpkjXAvYCPJNt3Z2XfmCdWVSU5E/hZVZ3Z1Hc2sA44HdgGfKjp/z7g4/MY9yNLEQ7BgChJkkZEEwbnCoT/K8ltgK3Az+kFxadX1Wen9HkQUFN2XQb8evv5jDO4unne1re8fX1H2avmMe4VO2gfOM9BlCRJY6c55+844E1VVcBngacmWdFsPyDJauBzwJOS7N6036iqfgOcn+SxTVuS3GWBJSwDts9WPg746oDGHQhnEBdmc5INizj+ukUcW5KkcXeDJKcDK4AtwHuB1zTb3kbv3+HT0ju++wvgEVV1UpKDgFOSXAN8Gng+8HjgrUle0Ix3PPC9BdRyBXDHJKcClwFHNu3Xd9yBMCAuQFVtXMzxFzl8SpI01qpq+SzbttELfs+fYdtGYOOUtvOBB83Q95i+5QuAO+1g25pm8YULHXcpGBCHTJJjgVWDGq+qNgxqLEmSNB4MiMNnlaFOkiR1yYtUJEmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktUx0XYCWxrLly7suoeWqK67suoRp9t57ZdclTDMxka5LmGZixXD9LAFcvXlL1yVMM3H1b7suYZpl//PjrkuYZvW+w/e7YIJruy5hmi1b9+m6hGlWLR++v3caHGcQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSNBaSVJL39q1PJPlFkk91WdcwMiAOl83Auq6LkCRpRF0B3CnJDZr1PwJ+0mE9Q8uAOESqaiNwQdd1SJI0wj4DPLRZPhr44PYNSQ5N8vUk322eb9e0fyXJQX39vpbkwCWteokZECVJ0jg5HjgqySrgQOBbfdvOAe5TVXcF/hH456b9bcAxAEkOAFZW1RlLVnEHDIiSJGkkJFmf5JS+x/qpfZpgt47e7OGnp2xeC3wkyVnAa4E7Nu0fAR6WZAXwJOBdi/QWhsZE1wVIkiQNQlVNApPz6HoC8CrgMGDvvvaXAidX1SOTrAM2NeNemeTzwBHAnwKHDKzoIWVA3IUkORZYtZB9qmrD4lQjSdIu6x3AZVV1ZpLD+trXct1FK8dM2edtwInAV6rq0kWvsGMGxF3LKgOfJEnXT1VdBLx+hk2vBN6d5FnAF6fsc2qS3wDvXIISO2dAlCRJY6Gq1szQtonrDiV/Azigb/MLty8kuTm9azc+t6hFDgkvUpEkSZpFkr+gd7Xz/62qbV3XsxScQZQkSZpFVb0HeE/XdeyMJPeid9X2/2a+5v3MyoAoSZI0gprbCt4WOB3Y2jQX8wi7BkRJkqTRdAhwh6qqhe7oOYiSJEmj6Szgd3ZmR2cQJUmSRkiSE+kdSt4D+H6SbwNXb99eVQ+fawwDoiRJ0mh51fUdwIAoSZI0QqrqSwBJXlFVz+vfluQVwJfmGsNzECVJkkbTH83Q9uD57OgMoiRJ0ghJ8lTgb4DbJDmjb9MewNfnM4YBUZIkabR8APgM8HLg2L7231bVpfMZwIAoSZI0QqrqMuAy4Ogky4Gb0st8a5KsqaofzzWGAVGSJGkEJXkasAH4GbD9HtIFHDjXvgZESZKk0fRM4HZV9cuF7mhAHBMrVu7WdQkty1cM34/exES6LmGaa69d8N2RFt21V2/puoRpVq4cvp+nq1fv3XUJ00ysXNV1CdNsqeH7s9syhP80LvxGaYtvaw3f70xNcyG9Q80LNnx/CyRJkjQI5wGbkvw77TupvGauHQ2IkiRJo+nHzWO35jFvBkRJkqQRVFUvBkiyR2+1Lp/vvt5JRZIkaQQluVOS7wJnAWcnOTXJHeezrwFRkiRpNE0Cz6qqW1XVrYBnA/82nx0NiJIkSaNpdVWdvH2lqjYBq+ezo/eYlp0AABntSURBVOcgSpIkjabzkrwQeG+z/mfA+fPZ0RlESZKk0fQk4MbAx4CPA/sAx8xnRwOiJEnSaLotsB+9vLcCuD/w5fns6CHm4bM5yYYdbFu3hHVIkqRd2/uB59C7innbHH1bDIhDpqo27mjbLMFRkiRpql9U1Yk7s6MBUZIkaTS9KMnbgC/QvtXex+fa0YAoSZI0mp4I3J7e+YfbDzEXvQtWZmVAlCRJGk13qao778yOXsUsSZI0mr6Z5A47s6MziJIkSaPpD4AnJDmf3jmIAaqqDpxrRwOiJEkaG0keSe8cvN+rqnMWuO/bgNdU1feTXAAcUlWXLEKZg/Kgnd3RgChJksbJ0cBXgaOADfPdKcnyqvrLxSpqMVTVf+/svgbEXUySY4FV8+1fVRsWrxpJknYdSdYA9wYOB04ANiQ5DHgJ8EvgdvTuNPI3VbUtyeXAa4A/Bp6d5GXAc6rqlC7qX0oGxF3PKkOfJEnTJVkPrO9rmqyqyb71RwAnVdUPk1ya5G5N+6HAHYD/Bk4CHgV8FFgNnFVV/9iMv9hvYWh4FbMkSRoJVTVZVYf0PSandDkaOL5ZPr5ZB/h2VZ1XVVuBD9K7uANgK/CxRS98CDmDKEmSRl6SvYH7AXdKUsByel8a/enmud/29c1NaBw7ziBKkqRx8BjgPVV1q6paV1X7AefTmy08NMmtkywDjqR3EctYMyBKkqRxcDTwiSltHwMeB3wD2AicRS80Tu03djzELEmSRl5VHTZD2xuSnEHvyuQjZ9i+ZkdjVNW6wVc5PJxBlCRJUosziJIkaWxV1SZgU8dlDB1nECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJA3LVsBtZ1XYQkSRptBsRdSFVtBC7oug5JkjTaDIiSJElqmei6AC2Na666uusSWlYtX951CdP8+tfXdl3CNGvWDN9f0arquoRpVqwcvs9p+bWbuy5BO2m3DNfvS4CJ5cP39+7abcP3e1yD4wyiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJapnougAt2OYkG+bbuarm3VeSJAkMiLucqtrYdQ2SJO2qktwCeDNwB3pHUj8F/J+qumYH/Z8JTFbVlXOMe3lVrRl0vV3xELMkSRoLSQJ8HPh/VbU/cACwBvinWXZ7JrD7Itc1dBN2BkRJkjQu7gdsrqp3AlTVVuDvgSclWZ3kVUnOTHJGkqcneQZwc+DkJCcDJDm66XNWklf0D57k1UlOS/KFJDdu2m6b5KQkpyb5SpLbN+3vSvKaZtzWOMPAgChJksbFHYFT+xuq6jfAj4G/BG4N3LWqDgTeX1VvAH4KHF5Vhye5Ob0wdz/gIODuSR7RDLUaOK2q7gZ8CXhR0z4JPL2qDgaeA7yl7+UPAB5QVc8e/Fu9foZuSlOSJGlnJFkPrO9rmqyqyf4uQM20K3Af4Liq2gJQVZfO0O/uwKaq+kXzeu9v9vt/wDbgQ02/9wEfT7IGuBfwkd7RbQBW9o33kWYWc+gYECVJ0khowuDkLF3OBh7d35BkT2A/4DxmDo+t7gsph96R2l9X1UE76HPFAsZbUh5iliRJ4+ILwO5J/gIgyXLg1cC7gM8BT9l+wUiSGzX7/BbYo1n+FnDfJPs0+x5N73Ay9DLVY5rlxwFfbQ5fn5/ksc2YSXKXRXx/A2NAlCRJY6GqCngk8NgkPwJ+CGwGng+8jd65iGck+R69kAe9GcnPJDm5qi4G/gE4GfgevXMOP9n0uwK4Y5JT6Z2j+JKm/fHAk5sxzwaOWOS3ORAeYpYkSWOjqi4E/mQHm5/VPPr7vxF4Y9/6B4APzDDu9u9AfOGU9vOBB83Q/5iF1L3UnEGUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLRNdF6ClccPf2bvrElr2vNGarkuYZv9b79Z1CdP8ztqruy5hmkt+sVfXJUxzk5us7LqEaX77b2/uuoRpvvZvZ3VdwjT3/9DWrkuYZusvf9F1CdMccr8ndl3CNPv8+tyuS5jBH3ddwMhwBlGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktTivZh3IUmOBVYtZJ+q2rA41UiSpFFlQNy1rDLwSZKkxeYhZkmSJLUYECVJktRiQJQkSWMjyeVzbN+U5JClqmdYGRAlSZLUYkCUJEljJclhST7Vt/6mJMdM6fPkJK/tW/+rJK9ZwjI7ZUCUJEma7njg4UlWNOtPBN7ZYT1LyoAoSZJGQpL1SU7pe6zf2bGq6grgi8DDktweWFFVZw6s2CHn9yBKkqSRUFWTwOQ8um6hPUm2o5tQvA14PnAOYzR7CAZESZI0fv4buEOSlfTC4f2Br07tVFXfSrIfcDfgwKUtsVsGREmSNBaSTABXV9WFST4MnAH8CPjuLLt9GDioqn61FDUOCwOiJEkaF3cE/gugqp4LPHdqh6o6bErTHwCvndpv1HmRiiRJGnlJngJ8EHjBPPvvleSHwFVV9YVFLW4IOYMoSZJGXlUdBxy3gP6/Bg5YvIqGmzOIkiRJajEgSpIkqcWAKEmSpJaRPAcxybHs+Esvd2Xrui5AkiSNvpEMiMCqqtrQdRGDlmRD1zVIkqTR5yFmSZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVLLqH4PorRgKyaq6xKmuXbrMP4fblvXBUyzalW6LmGaa6+8uusSptl93RDeP6CG7+dp6xVXdl3CNJvrBl2XMM225Su7LkGLaBj/9ZEkSVKHDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBa/KHvXsjnJhoXsUFUL6i9JkmRA3IVU1caua5AkSaPPQ8ySJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSxkaSRyapJLdfwtd8ZpLdl+r1BsGAKEmSxsnRwFeBo5bwNZ8JGBAlSZKGTZI1wL2BJ9MExCSHJflUX583JTmmWX5IknOSfDXJG7b3S7IhyXP69jkrybokq5P8e5LvNW1HJnkGcHPg5CQnL927vX68k4okSRoJSdYD6/uaJqtqsm/9EcBJVfXDJJcmudssY60C/hW4T1Wdn+SD8yjhQcBPq+qhzRhrq+qyJM8CDq+qSxb8pjriDKIkSRoJVTVZVYf0PSandDkaOL5ZPr5Z35HbA+dV1fnN+nwC4pnAA5K8IskfVtVlC3oDQ8QZREmSNPKS7A3cD7hTkgKWAwWcQHvCbNX2XWYZbstM+zQzkwcDDwFenuRzVfWSAb2FJeUMoiRJGgePAd5TVbeqqnVVtR+wfXbwDklWJlkL3L9pOwe4TZJ1zfqRfWNdANwNoDlMfetm+ebAlVX1PuBV2/sAvwX2WIw3tVicQZQkSePgaGDjlLaPAY8DPgycAfwI+C5AVV2V5G+Ak5JcAnx7yn5/keR04DvAD5v2OwP/kmQbcC3w1KZ9EvhMkour6vCBv7NFYECUJEkjr6oOm6HtDX2rz51ht5Or6vZJArwZOKXZ7yrggTP0vwD47Ayv80bgjQuvujseYpYkSZrZXzWzhGcDa+ld1TwWdnYGcXOSDYMsZMDWdV2AJEnatVXVa4HXdl1HF3YqIFbV1GP4Q2XIw6skSdJQ8xCzJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElq2dl7MWsXs/nKzV2X0JJl6bqEaS759T5dlzDNtWtWdF3CNL+57PKuS5jmV5cN3+d084cc1nUJ0+x+49O7LmGaLfvetusSppnY52ZdlzDNpdes7bqEafZYfZOuS5hmr64LGCHOIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxauYh1CSY4FVgxirqjYMYhxJkjQ+DIjDaZXBTpIkdcVDzJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpKksZHk8q5r2BUYECVJktRiQJQkSWMlyWFJPtW3/qYkxzTLFyR5cZLTkpyZ5PZN++ok70jynSTfTXJER+UvCQOiJElS2yVVdTfgrcBzmrb/C3yxqu4OHA78S5LVXRW42AyIkiRpJCRZn+SUvsf6nRzq483zqcC6ZvmBwLFJTgc2AauAW16feofZRNcFSJIkDUJVTQKT8+i6hfYk2aop269unrdyXVYK8Oiq+s/rVeQuwhlESZI0bv4buEOSlUnWAvefxz6fBZ6eJABJ7rqYBXZtVGcQNyfZ0HUR18O6rguQJGnUJJkArq6qC5N8GDgD+BHw3Xns/lLgdcAZTUi8AHjYYtXatZEMiFW1sesaro9dPNxKkjSs7gj8F0BVPRd47tQOVbWub/kU4LBm+Srgr5eiyGHgIWZJkjTykjwF+CDwgq5r2RWM5AyiJElSv6o6Djiu6zp2Fc4gSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJapnougCNpxW7rei6hGm2bOm6gum2bO26gukmVgzf/yuvvnpb1yVMt9duXVcwze4326frEqbZsmrPrkuYbghr2lrpuoRprlq2pusStIiG7ze9JEmSOuUM4nDanGTDIAaqqoGMI0mSxocBcQhV1caua5AkSePLQ8ySJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJGlsJPm/Sc5OckaS05PcYyfGOCzJvQZY0wVJ9hnUeIMw0XUBkiRJSyHJPYGHAXerqqubULbbTgx1GHA58PUBlrdTkkxU1ZZBj2tAlCRJ4+JmwCVVdTVAVV0CkORg4DXAGuAS4JiqujjJJuB04FBgT+BJwM+BpwBbk/wZ8HTgHOA44JbN6zyzqr6WZANw6+Z1DwCeBfw+8GDgJ8CfVNW1zT7/J8nhzfLjqurcJDeeZdybA+uaeh83qA9oOw8xS5KkcfE5YL8kP0zyliT3TbICeCPwmKo6GHgH8E99+6yuqnsBfwO8o6ouoBfaXltVB1XVV4DXN+t3Bx4NvK1v/9sCDwWOAN4HnFxVdwauatq3+01VHQq8CXhd0zbbuAcDR1TVwMMhOIM4Nk7819/LIMZJsr6qJgcx1qBY0/wMqqYnHr52EOUAo/05wTOu/xCNQdW0ahDFNEb7z25wBlXTfQdRTGNwn9Mt5+4yT4OqKcl6YH1f02T/uFV1eTNb+IfA4cCHgJcBdwI+nwRgOXBx3xgfbPb9cpI9k+w1w0s/ALhDsz/Ankn2aJY/U1XXJjmzGfukpv1MejOArddpnl87j3FPqKqrdvRZXF/OIGqh1s/dZclZ0/xY0/xY0/xY0/xY0/wMpKaqmqyqQ/oe00JnVW2tqk1V9SLgafRm5s5uZgMPqqo7V9UD+3eZOsQML70MuGffGPtW1W+bbdsPZ28Drq2q7ftvoz1RVzMszzbuFbN/GtePAVGSJI2FJLdLsn9f00HAD4AbNxewkGRFkjv29Tmyaf8D4LKqugz4LbBHX5/P0Qub21/noJ0o78i+528McNyd4iFmSZI0LtYAb2wOE28BzqU3ezkJvCHJWnrZ6HXA2c0+v0ryda67SAXgROCjSY6gd5HKM4A3Jzmj2f/L9C5kWYiVSb5Fb/Lu6KZtEOPuFAOiFmqozu9pWNP8WNP8WNP8WNP8WNP8LElNVXUqMNP3F14C3GcHu32sqv5hyjg/BA6c0u/IKetU1YYp62tm2lZV65rFF0/pf8l8xl0Mue5QuCRJkrZrvubmOVV1Ste1LDUDoiRJklq8SEUkeUeSnyc5q6/tLkm+keTMJCcm2XPKPrdMcnmS5/S1/V2Ss5pbGD1zqWpKsi7JVc0tk05PclzfPgc3/c9N8ob0fVdAhzWdlOR7zed0XJLlXdfUt+8J/WN1VU+Sf0pyYZLLd7aWQdaUZPck/57knObPbWPXNTXbjkzvdmFnJ3nlUtXUbDuw2XZ2s31V0z5Uf+eS7NHXdnqSS5K8bkevuRQ1NduObvqf0fxO2OnbrA2wpk1J/rNv202GoKbdkkym972F5yR59M7WpAWqKh9j/qB33sXdgLP62r4D3LdZfhLw0in7fAz4CL2pd+h9h9RZwO70zm39D2D/paiJ3vdInbWDcb4N3BMI8BngwUNQ057Nc5rP8aiua2q2Pwr4wGx9lvAz+n16dx64fCl/vndUU/NzfXizvBvwla5/loC9gR8DN27W3w3cf4lqmgDOAO7SV8vyZnno/s5NGfNU4D4d/9lN0Lsbxz7N+iuBDV1/TsAm4JCdrWORanox8LJmedn2z8zH4j+cQRRV9WXg0inNt6N3tRTA5+l9TxQASR4BnMd1V3gB/B7wzaq6snr3hPwS8MilqmkmSW5GL4x9o3q/Xd4DPKLLmppxftMsTtALGzt9nsegakqyht4toF62s7UMsp6q+mZVXTxXv6Wqqfm5PrlZvgY4DbhFlzUBtwF+WFW/aNb/Yx77DKqmBwJnVNX3mn1/WVVbh/Xv3Hbpfb3JTegF/C5rSvNY3cyw7gn8tOOaBmqANT0JeHkz5rZqbo2nxWdA1I6cBTy8WX4ssB9AktXA85hypVXT/z5J9k6yO/CQ7fssdk2NWyf5bpIvJfnDpm1f4KK+Phc1bV3WBECSz9KbQfgt8NEhqOmlwKuBKwdcy87Ws9h2uqb0vh7jT4AvdFzTucDtm8NzE/SC2FL9nTsAqCSfTXJakuc27UP7d65xNPChJrx2VlP17r37VHp30vgpcAfg7V3W1OedzWHeFzbhtbOact0dS17a/Jx9JMlNB1yTdsCAqB15EvC3SU6l92Wg1zTtL6Z3X8jWuWFV9QPgFfT+V3gS8D163zG1FDVdDNyyqu5KbxbsA825LTP9chv0PwwLralXRNUf0zuEuhK4X5c1pffFq79bVZ8YcB07Vc8i1TCQmpog9kHgDVV1Xpc1VdWv6IWMD/H/27u/ECuqOIDj35/ch8AFCbHC0iQozIfK1FJQW9iKiHrwIVC0EgtRCX3yISiwfxbSQ9FCCSa99RQVQWQgLf2hf2S11Gb/ZF8iepCEJMKw08M5l2ZsXb3e251rfD9w2L1ndub+7szO7G/PmTMnt4hN0r9zrgWsBNaXr2siYoQBPueKtfwznVljMUWe+3crsBiYS+6uf/Dfm+1fTGXZ+pTnCF5Vyt0Nx9Qit9R/kFK6nvzw6Kd7HJNOp+k+bstgFKa/B+Qq4JPyffsP0SRwjNyF8MAU6+wGtvUjpimWjQFLyQnY4Ur9OmBvkzFNUX8vMNrwftpKbsWYJLf4nADGBmEf0YN7EHsZE7CfnBwOTEyV+s3Ann7ERE60XqosexjYOcjnHHAtuUu+8WMHLAMOVupXA28Own6q1G8cgGtTkKeTm1Hq55GnxOv6GFrOXGxB1JSijF6LiBnAQ8ALACmlVSmlBSk/1PMZYHdKafSUdeaTBzz09D/108UUEXOijASOiCuAK4EjKd/D9ltELC9dJfcArzcZU0QMlfu02q1RtwOHm4wppfR8SmluOaYryX9Eh5uKp1fv2+uYIuJxYBbQ1Qj9HsfUXudCYBuwrx8xAQeAayKP7m4BNwETg3jOVVZdx3/TenguMf0ELIqIOWUTt5Cne2sspohoRRlJXVo47yB3CTcWU8pZ4RvAcNnECDDRy5g0jaYzVEvzhXzR/Bn4k9yCdB+wA/iulKcoz8w8Zb1dlFHM5fV75JP3S7oYTdlpTJSJ1sv7HgLurGxnKfki9yMwOtXn6GdMwMXkkXzjZflzQKvp/VTZ3gK6G8Xcq+O2p6z/V/m6q+Hjdhm5q/Qb4ItS7h+A/fQy+ZyboIvR8OdyHQA2lLi+otJyyYCdc5VtHQEWdrOPenzstpTfp3FyEjS74d/xmeQR3u1r07OUkekN76fLyQNbxsn3/c7v9hhazq74oGxJkiTV2MUsSZKkGhNESZIk1ZggSpIkqcYEUZIkSTUmiJIkSaoxQZQkSVKNCaIkNaz9kGBJGhQmiJLUgYh4LCJ2VF4/ERHbI2JnRHwaEeMR8Uhl+WsR8VlEfB0Rmyv1xyPi0Yj4GFjR548hSdMyQZSkzrxInkO7PWXYWuAX8vRgNwDXAUsiYnX5+U0ppSXkGUa2R8TsUj+TPGvNjSml9/v5ASTpTFpNByBJ55OU0mREHI2IxeSpEz8HlgG3lu8BhsgJ47vkpHBNqZ9X6o8CJ4FX+hm7JJ0tE0RJ6tw+YCNwCbAfGAGeTCntrf5QRAwDNwMrUkq/R8QYcEFZ/EdK6WS/ApakTtjFLEmdexW4jdxyeKCUTRExBBARl0bERcAs4NeSHC4EljcVsCR1whZESepQSulERLwDHCutgG9HxNXAhxEBcBzYALwFbImIceBb4KOmYpakTkRKqekYJOm8UganHALuSil933Q8ktRrdjFLUgciYhHwA3DQ5FDS/5UtiJIkSaqxBVGSJEk1JoiSJEmqMUGUJElSjQmiJEmSakwQJUmSVGOCKEmSpJq/AVUJeT96F6VRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Use color map and lets see what happen.\n",
    "\n",
    "sns.clustermap(flights, cmap='coolwarm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x212ef315f48>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#use linewidth \n",
    "sns.clustermap(flights, cmap='coolwarm', linewidth=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x212ef544e88>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(flights, cmap='Blues_r', linewidth=1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x212ef889948>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Lets see by define figure size\n",
    "sns.clustermap(flights, cmap='Blues_r', linewidth=1.5, figsize=(8,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x212ef69c0c8>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAogAAAJRCAYAAADGeEZdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeZhlVX3v//eHbqBlEKOgiYI28YJcB0REvGpUVPSSmIhGvYCahGjS0fzUGCVeMqgdTSIa55FUuEgcURwSNAgYBeeBUaagEEBp8REBRRka6O7v74+zO5xdp7qqujl19ulz3q/nqaf2Xnvtdb6nGqo/vdbe+6SqkCRJkjbapusCJEmSNF4MiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqGcuAmOT4JNcmuWgTx5PkXUkuT3JBkv1HXaMkSdKkGsuACJwAHDLP8d8E9mq+VgHvH0FNkiRJU2EsA2JVfQW4YZ4uhwIfrJ5vAfdI8mujqU6SJGmyjWVAXIT7AVf37a9p2iRJknQXLZ/v4B3XXbEkn8O33W4P/BN6S8MbzVTVzGYMkTna/MxASZKkIZg3ILL+jiV50SYMbk4gnG0NsEff/u7ANXepKEmSJAELBMS64/ZR1bG5TgZemuRE4NHAjVX1445rkiRJmgjzzyCuu21EZbQl+RhwELBrkjXA64BtAarqWOAU4LeAy4FbgD/spFBJkqQJlKpNX7p322XfWJLr+rbf67FzXUMoSZKkMTCWM4jSKCU5GljRdR2SNI+1VXVM10VoeswfEMf3GkRpmFZU1equi5CkTUmyuusaNF3mv0nFGURJkqSp4xKzJEmSWlxiliRJUssCz0F0BlGSJGnaLLDE7AyiJEnStFngo/bWjagMSZIkjYuxvQYxySHAO4FlwHGzn/+U5P7AvwD3aPocXVWnjLxQSZKkCTOWATHJMuC9wFOBNcBZSU6uqkv6uv0N8Imqen+SB9P7+L2VIy9WkiRpwoxlQAQOBC6vqisAkpwIHAr0B8QC7t5s7wJcM9IKJUmSJtQCAfGOEZUx4H7A1X37a4BHz+qzGjg9ycuAHYGDR1OaJEnSZFvgLualCYhJVgGr+ppmqmqmv8scp9Ws/SOAE6rqrUkeA3woyUOrasOQy5UkSZoqnSwxN2FwZp4ua4A9+vZ3Z3AJ+UXAIc1430yyAtgVuHaIpUqSJE2dBR6U3dkS81nAXkn2BH4EHA48b1afHwJPAU5I8j+BFcBPR1qlJEnSBJp/BvH2bgJiVa1L8lLgNHqPsDm+qi5O8nrg7Ko6GXgV8M9J/pze8vORVTV7GVqSJEmbaYEl5u4elN080/CUWW2v7du+BHjcqOuSJEmadOO6xCxJkqSOjO0MoiRJkroxrs9BlCRJUkfmX2K+3RlESdJ0SXI0vSdjjJOVSVZ3XcQsa6vqmK6L0NJwiVmSpLYVVbW66yLG3RgGVg2RM4iSJElqWeAu5vWjqkOSJEljYoEZRAOiJEnStFkgIG4YVR2SJEkaE9vMd7Bu37AkX4uR5JAk30tyeXNH2Vx9/k+SS5JcnOSjW/D+JUmSNMsCM4jdfLRxkmXAe4GnAmuAs5Kc3Hy83sY+ewF/CTyuqn6W5N6dFCtJkjRh5g2IG24fVRkDDgQur6orAJKcCBwKXNLX54+B91bVzwCq6tqRVylJkjSBxjUg3g+4um9/DfDoWX32BkjydWAZsLqqTh1NeZIkSZNr/oB4R5bkRZOsAlb1Nc1U1Ux/lzlOm73evRzYCzgI2B34apKHVtXPh1mrJEnStJk3IK6/Y957WLZYEwZn5umyBtijb3934Jo5+nyrqu4ArkzyPXqB8axh1ipJkjRtFgiISzODuAhnAXsl2RP4EXA48LxZff4VOAI4Icmu9JacrxhplZIkSROokxnEhVTVuiQvBU6jd33h8VV1cZLXA2dX1cnNsacluQRYD/xFVV3fScGSJG0lmkfHrRjCUCuH+HnMa6vqmCGNpSGY/xrE9d0ERICqOgU4ZVbba/u2C3hl8yVJkhZnRVWt7rqIfkMMmhqSeQPiunXdBURJkiR1YyyXmDW+hrg0MU6GuUwyLlyukSRtsflnEDtcYtbYGrulCQ2awMArSRohA6IkSZJa5g2Id6xfNqo6JEmSNCbmn0Hc4AyiJEnStJl/BrE6e1C2JEmSOjJ/QMQZREmSpGkzbwK8gyzJ12IkOSTJ95Jc3jxaZVP9npOkkhywme9dkiRJc5h/BjHdzCAmWQa8F3gqsAY4K8nJVXXJrH47Ay8Hvj36KiVJkibTAgGxs2sQDwQur6orAJKcCBwKXDKr3xuANwNHjbY8SZKkyTX/EnOW5msR7gdc3be/pmn7b0keAexRVZ/bzPcsSZKkeXQyg5hkFbCqr2mmqmb6u8xxWvWdvw3wduDIJSlQkiRpii0QEJfmRZswODNPlzXAHn37uwPX9O3vDDwUODO9EPurwMlJnlFVZw+5XEmSpKnSSUBchLOAvZLsCfwIOBx43saDVXUjsOvG/SRnAkcZDnVXNXfMr+i6jiFYOUGfx7y2qo7pughJmiYLPAexG1W1LslLgdOAZcDxVXVxktcDZ1fVyR2Vpsm3oqpWd12E7jRBQVeSthrzBsTbO/wglao6BThlVttrN9H3oFHUJEmSNA3GdYlZkiRJHVlgibnmOyxJ0tgY4jXEw7yG12totVVyBlGSNCnG7hpir6HV1soZREmSJLUYEKUpsRU/wmdrfWSPS4uStloGRGl6jN3y2yTbSkOtJAELBsQNo6pDkiRJY8IZRG31hrx0OqzlTJcXJUlbrXkD4roOZxCTHAK8k94nqRw3+y/bJK8E/ghYB/wUeGFV/WDkhWocjN3SqcuLkqSt2fwBsbqZQUyyDHgv8FRgDXBWkpOr6pK+bucBB1TVLUleArwZOGz01UqSJE2WcZ1BPBC4vKquAEhyInAo8N8BsarO6Ov/LeAFI61QkiRpQo3rTSr3A67u218DPHqe/i8CPr+kFUmSJE2J+QNiLU1ATLIKWNXXNFNVM/1d5jhtzvXuJC8ADgCeOLwKJUmSplcnM4hNGJyZp8saYI++/d2Ba2Z3SnIw8NfAE6vqtqEWKWmrMoYPAh/HB3x7d72kRVngJpXOlpjPAvZKsifwI+Bw4Hn9HZI8Avgn4JCqunb0JUoaM2N3N/u4GcPAKmlMLbDEvH5UdbRU1bokLwVOo/eYm+Or6uIkrwfOrqqTgX8EdgJOSgLww6p6RicFS5IkTZBxnUGkqk4BTpnV9tq+7YNHXpQkdWCIy+fDXPZ2uVqaYGM5gyhJahm75XOXq6XJtsAMogFRkiRp2jiDKEmSpBZnECVJktQy/wziBgOiJEnStHEGUZIkSS3zB8QN60ZVhyRJksaES8ySJElqcYlZkiRJLfMHxPXdBcQkhwDvpPdRe8fNfmJ/ku2BDwKPBK4HDquqq0ZdpyRJ0qQZyyXmJMuA9wJPBdYAZyU5uaou6ev2IuBnVfU/khwOvAk4bPTVSpIkTZYFblLpbAbxQODyqroCIMmJwKFAf0A8FFjdbH8SeE+SVFWNslBJkqRJM29AXN9dQLwfcHXf/hrg0ZvqU1XrktwI3Au4biQVSpIkTaj5l5hv/1GW4kWTrAJW9TXNVNVMf5c5Tps9M7iYPpIkSdpM8wbEpdKEwZl5uqwB9ujb3x24ZhN91iRZDuwC3DDMOiVJkqbRNl0XsAlnAXsl2TPJdsDhwMmz+pwM/EGz/RzgS15/KEmSdNd1MoO4kOaawpcCp9F7zM3xVXVxktcDZ1fVycD/Az6U5HJ6M4eHd1exJEnS5BjLgAhQVacAp8xqe23f9lrguaOuS5IkadKNbUCUNPmSHA2sGNJwK5OsHsI4a2c/mF+Spo0BUVKXVlTV6q6L6DekkClJW7VxvUlFkiRJHTEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpkKS9UnO7/taOU/fg5J8bnTVjZflXRcgSZI0IrdW1X7DHDDJsqpafxfOX15V64ZZ0zCkqrquQZIkackluamqdprVtgw4BjgI2B54b1X9U5KDgNcD1wMPAr4C/GlVbUhyE/A24H8DrwI+DBxQVdclOQB4S1UdlORA4B3A3YBbgT+squ8lORJ4OrAC2BH4EfDJqvq3pqaPAB+vqpOX7qcxP2cQJUnStLhbkvOb7Sur6lnAi4Abq+pRSbYHvp7k9KbPgcCDgR8ApwK/C3ySXqi7qKpeC5BkU693KfCEqlqX5GDgH4BnN8ceA+xbVTckeSLw58C/JdkFeCzwB0N711vAgDglHvGrjxurqeKrbvpJ1yUMuOn2W7suYcBY/aE1dt7ubl2XMOCXY/hnp8X5q/se1HUJA76+7qddlzBgl2Urui5hwHdvXtN1CQOuuP68PwFW9TXNVNVM3/5cS8xPA/ZN8pxmfxdgL+B24DtVdQVAko8Bv0EvIK4HPrWIknYB/iXJXvR+pW/bd+wLVXUDQFV9Ocl7k9ybXgj9VNfLzgZESZI0EZowOLNgx7YAL6uq01qNvSXm2f9O37i/dtZ1h+u488bf/jT/BuCMqnpWc0PMmX3Hbp419oeA5wOHAy/crHewBLyLWZIkTbPTgJck2RYgyd5JdmyOHZhkzyTbAIcBX9vEGFcBj2y2n93Xvgu96wsBjlygjhOAVwBU1cWbUf+SMCBKkqRpdhxwCXBukouAf+LOFdZv0ruB5SLgSuAzmxjjb4F3JvkqveXnjd4MvDHJ14Fl8xVRVT8B/hP4wBa+j6HyLuYp4TWIC/MaxMXxGkQNk9cgLo7XIC7Of1137ibvFhl3SXYALgT2r6obu67HGURJkqQONXc4Xwq8exzCIXiTiiRJUqeq6j+A+3ddRz9nECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS1+FvMYSHI0sGIpxq6q1UsxriRJmlwGxPGwYqmD3IU3XLWUw2+2R+/2oK5LGHDjulu6LmHA3ZZt13UJA264/aauSxhwj+137LqEAbdvWNd1CQO222b8fuV/a/31XZewVTjlJ+d3XcKAdRvWd12ClpBLzJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZoaSW7quoatgQFRkiRpCSVZ1nUNm8uAKEmSpkqSnZJ8Mcm5SS5McmjTvjLJfyb55yQXJzk9yd2aY2cmOaDZ3jXJVX3nfLUZ69wkj23aD0pyRpKPAhcmeUOSP+ur4e+TvHzU732xlnddgCRJ0oitBZ5VVb9IsivwrSQnN8f2Ao6oqj9O8gng2cCH5xnrWuCpVbU2yV7Ax4ADmmMHAg+tqiuTrAQ+DbwzyTbA4c3xsWRAlCRJEyHJKmBVX9NMVc3M1RX4hyRPADYA9wPu0xy7sqrOb7bPAVYu8LLbAu9Jsh+wHti779h3qupKgKq6Ksn1SR7RvNZ5VXX94t/daBkQJUnSRGjC4FyBcLbnA7sBj6yqO5rl4hXNsdv6+q0H7tZsr+POS/NW9PX5c+AnwMOb42v7jt0863WPA44EfhU4fhF1dsZrECVJ0rTZBbi2CYdPAh6wiHOuAh7ZbD9n1lg/rqoNwO8B892Q8hngEOBRwGmbW/QoGRAlSdJUSLKc3gzhR4ADkpxNbzbx0kWc/hbgJUm+Aeza1/4+4A+SfIve8vLsWcP/VlW3A2cAn6iq9Vv2LkbDJWZJkjQtHgL8V1VdBzxmE30eunGjqt7St30psG9fv79p2i+b1f6XTfuZwJn9Azc3p/wv4Llb+gZGxRlESZI08ZK8mN4dxn/T0es/GLgc+GITKseaM4h9khxN+8LTUVnZwWtKkjQ1qupY4NgOX/8S4Ne7ev3NZUBsW1FVq0f9oklG/pqSJEmb4hKzJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnF5yCOqWE9tLuL5zpKkqStmwFxfHXy0G5JkiSXmCVJktRiQJQkSVKLS8xTYtk24/VvgW//9Htdl7BV2Pdee3ZdwoAf/OInXZcwYPvl23ZdwoCQrksYcJ8dfqXrEgZ86ScXdl2CttDybZZ1XYKW0HilBkmSJHXOgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKlledcFCIC1SVbPalvZQR2SJEkGxHFQVcfMbpsjMEqSJI2ES8ySJGkqJKkkb+3bP6qrCZkkN3XxuotlQJQkSdPiNuB3k+zadSF3RZIlXwE2IEqSpGmxDpgB/nz2gSQPSPLFJBc03++fZJckVyXZpumzQ5Krk2yb5IFJTk1yTpKvJtmn6XNCkvcnOSPJFUmemOT4JP+Z5IRZr/nWJOc2r7db0zbfuG9LcgbwpqX9MRkQJUnSdHkv8Pwku8xqfw/wwaraF/gI8K6quhH4LvDEps/vAKdV1R30gubLquqRwFHA+/rG+hXgyfSC6GeBtwMPAR6WZL+mz47AuVW1P/Bl4HVN+3zj7g0cXFWvuis/gMXwJhVJkjQRkqwCVvU1zVTVTH+fqvpFkg8CLwdu7Tv0GOB3m+0PAW9utj8OHAacARwOvC/JTsBjgZOSbDx/+76xPltVleRC4CdVdWFT38X0nlJyPrChGRvgw8CnFzHuSVW1fhE/irvMgChJkiZCEwZnFuwI7wDOBT4w33DN95OBNya5J/BI4Ev0Zv9+XlX7beLc25rvG/q2N+5vKnsVvZXd+ca9eZ56h8olZkmSNFWq6gbgE8CL+pq/QW+GEOD5wNeavjcB3wHeCXyuqtZX1S+AK5M8FyA9D9/MMrYBntNsPw/42pDGHQoDoiRJmkZvBfrvZn458IdJLgB+D/izvmMfB17AnUvC0AuRL0ryXeBi4NDNfP2bgYckOYfe9YqvH9K4Q5GqWrjXlEiyuqpWd10HDL+W7VfsMVZ/0Os3bOi6hK3Cvvfas+sSBlxw/ZVdlzBg++Xbdl3CgJCFO43YfXb4la5LGPCDX/yk6xK0hZZvs6zrEgasXfvD8fsfbyvlDKIkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWP2htfa5OsvquDjMtzHSVJ0tbDgDimquqYrmuQJEnTySVmSZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLV4F/OUOOpXH991CS03sK7rEgZ8a+2Pui5hwF/kAV2XMOB7vzZ+NS3ruoA5/DC3d13CgF3G8Ff+Xz1+565LGLDuF11XMOiyi3fruoQBez/sp12XoCXkDKIkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWrZos9dSnI0sGLItYyDlV0XIEmS1LUt/WDOFVW1epiFjIMkq7uuQZIkqWsuMUuSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkqSpkKSSfKhvf3mSnyb53JDGPzPJAcMYq2sGREmSNC1uBh6a5G7N/lOBH23OAEm29AkwWxUDoiRJmiafB57ebB8BfGzjgSQHJvlGkvOa7w9q2o9MclKSzwKnN22vTnJhku8mOaZv/Ocm+U6S7yd5/Ije09BNRQqWJElqnAi8tllW3hc4HtgY5C4FnlBV65IcDPwD8Ozm2GOAfavqhiS/CTwTeHRV3ZLknn3jL6+qA5P8FvA64OARvKehMyBKkqSJkGQVsKqvaaaqZvr7VNUFSVbSmz08ZdYQuwD/kmQvoIBt+459oapuaLYPBj5QVbc0Y97Q1+/Tzfdz2Io/oc2AKEmSJkITBmcW7AgnA28BDgLu1df+BuCMqnpWEyLP7Dt2c9926AXIudzWfF/PVpyzvAZRkiRNm+OB11fVhbPad+HOm1aOnOf804EXJtkBYNYS80QwIEqSpKlSVWuq6p1zHHoz8MYkXweWzXP+qfRmIc9Ocj5w1NJU2p2tdupTkiRpc1TVTnO0nUmzlFxV3wT27jv8mqb9BOCEWecdAxwzq+2gvu3r2IqvQXQGUZIkSS0GREmSJLUYECVJktTiNYgdSHI0sGIUr1VVq0fxOpIkaXIYELuxwuAmSZLGlUvMkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElq8ZNUpsRNbOi6hJbbxqwegENWPKDrEgZcuyFdlzDgB7m16xIG7DiGv8ruw7ZdlzDgdqrrEgbMnLtH1yUMGL+fErB91wUM+vxl9+u6hAF/13UBE8QZREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJE2NJLsn+bcklyX5ryTvTLLdPP1fkWSHRYx703Ar7ZYBUZIkTYUkAT4N/GtV7QXsDewE/P08p70CWDAg3sW6li/l+FvCgChJkqbFk4G1VfUBgKpaD/w58MIkOyZ5S5ILk1yQ5GVJXg7cFzgjyRkASY5o+lyU5E39gyd5a5Jzk3wxyW5N2wOTnJrknCRfTbJP035Ckrc147bGGQcGREmSNC0eApzT31BVvwB+CPwRsCfwiKraF/hIVb0LuAZ4UlU9Kcl96YW5JwP7AY9K8sxmqB2Bc6tqf+DLwOua9hngZVX1SOAo4H19L783cHBVvWr4b/WuGbspTUmSpC2RZBWwqq9ppqpm+rsANdepwBOAY6tqHUBV3TBHv0cBZ1bVT5vX+0hz3r8CG4CPN/0+DHw6yU7AY4GTeqvbAGzfN95JzSzm2DEgSpKkidCEwZl5ulwMPLu/IcndgT2AK5g7PLa6b0459FZqf15V+22iz82bMd5IucQsSZKmxReBHZL8PkCSZcBbgROA04EXb7xhJMk9m3N+CezcbH8beGKSXZtzj6C3nAy9TPWcZvt5wNea5esrkzy3GTNJHr6E729oDIiSJGkqVFUBzwKem+Qy4PvAWuCvgOPoXYt4QZLv0gt50JuR/HySM6rqx8BfAmcA36V3zeG/Nf1uBh6S5Bx61yi+vml/PvCiZsyLgUOX+G0OhUvMkiRpalTV1cDvbOLwK5uv/v7vBt7dt/9R4KNzjLtTs/maWe1XAofM0f/Izal71AyIW4kkRwMrNve8qlo9/GokSdIkMyBuPVYY9iRJ0ih4DaIkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcXnILatTbJ6BK+zcgSvIUmStEUMiH2q6phRvM6IQqgkSdIWcYlZkiRJLQZESZIktRgQJUmS1OI1iFPiV2pZ1yW0fOOOa7ouYcCaZTt0XcKAp2fXrkvYKvxowy1dlzBg9+zSdQkDrs26rksYcEuq6xIGXFY3d13CgD9au33XJQy4atttuy5BS8gZREmSJLUYECVJktRiQJQkSVKL1yB2LMnRwIpFdF25xKVIkiQBBsRxsKKqVi/UyYdrS5KkUXGJWZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUnSVEiyPsn5SS5O8t0kr0zSSRZKclMXr7tYfhazJEmaFrdW1X4ASe4NfBTYBXhdp1VtpiTLq2rdUr6GM4iSJGnqVNW1wCrgpelZluQfk5yV5IIkf7Kxb5JXJ7mwmXU8pml7YJJTk5yT5KtJ9mnaT0jy/iRnJLkiyROTHJ/kP5Oc0F9DkrcmOTfJF5Pstohx35bkDOBNS/3zcQZRkiRNpaq6ollivjdwKHBjVT0qyfbA15OcDuwDPBN4dFXdkuSezekzwIur6rIkjwbeBzy5OfYrzfYzgM8CjwP+CDgryX5VdT6wI3BuVb0qyWvpzWK+dIFx9wYOrqr1S/dT6TEgSpKkiZBkFb1ZwY1mqmpmodOa708D9k3ynGZ/F2Av4GDgA1V1C0BV3ZBkJ+CxwEnJxtPZvm/Mz1ZVJbkQ+ElVXdjUdzGwEjgf2AB8vOn/YeDTixj3pFGEQzAgSpKkCdGEwYUC4X9L8uvAeuBaekHxZVV12qw+hwA169RtgJ9vvJ5xDrc13zf0bW/c31T2qkWMe/Mm2ofOgLj1WJtk9eaeVFWbfY4kSZOuuebvWOA9zWzfacBLknypqu5IsjfwI+B04LVJPrpxibmZRbwyyXOr6qT0pvv2rarvbkYJ2wDPAU4Engd8rap+MYRxh8KAuJWoqmO6rkGSpK3c3ZKcD2wLrAM+BLytOXYcveXfc5tg9lPgmVV1apL9gLOT3A6cAvwV8Hzg/Un+phnvRGBzgtzNwEOSnAPcCBzWtN/VcYfCgChJkqZCVS2b59gGesHvr+Y4dgxwzKy2K4FD5uh7ZN/2VcBDN3Fsp2bzNZs77ij4mBtJkiS1OIMoSZI0oZI8lt7S+X9nvqr64ELnGRAlSZImUJIPAQ+k91idjY/HKcCAKEmSNKUOAB5cVbMf07Mgr0GUJEmaTBcBv7olJzqDKEmSNEGSfJbeUvLOwCVJvkPfA7ur6hkLjWFAlCRJmixvuasDGBAlSZImSFV9GSDJm6rq//YfS/Im4MsLjeE1iJIkSZPpqXO0/eZiTnQGUZIkaYIkeQnwp8CvJ7mg79DOwDcWM4YBUZIkabJ8FPg88Ebg6L72X1bVDYsZwIAoSZI0QarqRuBG4Igky4D70Mt8OyXZqap+uNAYBkRJkqQJlOSlwGrgJ8CGprmAfRc614AoSZI0mV4BPKiqrt/cEw2IU+KUO9Z0XULLbst36rqEAQ/f5h5dlzDg1s3+cKSldy+267qEAXffZtuuSxiwhju6LmHAza50k9EAABmSSURBVKzruoQBf3bP67ouYcCKu4/fz+kz/7V71yUMuH6bMfwFpdmuprfUvNkMiN1Ym2R1s72ywzokSdLkugI4M8m/0/4klbctdKIBsQNVdczG7b6gKEmSNEw/bL62a74WzYAoSZI0garqbwGS7NzbrZsWe66fpCJJkjSBkjw0yXnARcDFSc5J8pDFnGtAlCRJmkwzwCur6gFV9QDgVcA/L+ZEA6IkSdJk2rGqzti4U1VnAjsu5kSvQZQkSZpMVyR5DfChZv8FwJWLOdEZREmSpMn0QmA34FPAp4FdgSMXc6IBUZIkaTI9ENiDXt7bFngK8JXFnOgSsyRJ0mT6CHAUvbuYNyzQt8WAKEmSNJl+WlWf3ZITDYiSJEmT6XVJjgO+SPuj9j690IkGREmSpMn0h8A+9K4/3LjEXPRuWJmXAVGSJGkyPbyqHrYlJ3oXsyRJ0mT6VpIHb8mJBkRJkjQ1kjwrSSXZZwvOPW5j4EpyVZJdh1/hUP0GcH6S7yW5IMmFSS5YzIkuMUuSpGlyBPA14HBg9WJPSrKsqv5oqYpaIods6YnOIEqSpKmQZCfgccCL6AVEkhyU5CtJPpPkkiTHJtmmOXZTktcn+TbwmCRnJjmgu3ewearqB3N9LeZcZxDHUJKjgRXDGKuqVg9jHEmSJsAzgVOr6vtJbkiyf9N+IPBg4AfAqcDvAp8EdgQuqqrXAiTpoORuGBDH0wqDnSRJmyfJKmBVX9NMVc307R8BvKPZPrHZ/3fgO1V1RTPGx+hdu/dJYD29zzGeOgZESZI0EZowODPXsST3Ap4MPDRJAcvoPRPwlOZ7a6jm+9qqWr9E5Y41r0GUJEnT4DnAB6vqAVW1sqr2AK6kN1t4YJI9m2sPD6N3E8tUMyBKkqRpcATwmVltnwKeB3wTOAa4iF5onN1v6rjELEmSJl5VHTRH27ua5wIeVVWHzXF8p02NUVUrh1/l+HAGUZIkSS3OIEqSpKlVVWcCZ3ZcxthxBlGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLX4UXvdW5tk9ay2lR3UIUmSBBgQO1dVx8xumyMwSpIkjYxLzJIkSWpxBnFK7LjNdl2X0LJym526LmHArhvG799L91nXdQWD7th2/H5O1XUBc7g+67suYcB+G+7WdQkDTr92/Gr6jV/e0HUJAz6Xn3VdwoDV67ftugQtofH7TS9JkqROGRAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUsrzrAjSntUlWD2OgqhrKOJIkaXoYEMdQVR3TdQ2SJE2aJAV8uKp+r9lfDvwY+HZV/XanxY0Zl5glSdK0uBl4aJK7NftPBX7UYT1jy4AoSZKmyeeBpzfbRwAf23ggyYFJvpHkvOb7g5r2rybZr6/f15PsO9KqR8yAKEmSpsmJwOFJVgD7At/uO3Yp8ISqegTwWuAfmvbjgCMBkuwNbF9VF4ys4g4YECVJ0kRIsirJ2X1fq2b3aYLdSnqzh6fMOrwLcFKSi4C3Aw9p2k8CfjvJtsALgROW6C2MDW9SkSRJE6GqZoCZRXQ9GXgLcBBwr772NwBnVNWzkqwEzmzGvSXJF4BDgf8DHDC0oseUAVGSJE2b44Ebq+rCJAf1te/CnTetHDnrnOOAzwJfraoblrzCjrnELEmSpkpVramqd85x6M3AG5N8HVg265xzgF8AHxhBiZ1zBlGSJE2FqtppjrYzuXMp+ZvA3n2HX7NxI8l96U2snb6kRY4JZxAlSZLmkeT36d3t/NdVtaHrekbBGURJkqR5VNUHgQ92XccoOYMoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpZXnXBWg0Tnnb47suoSUPOqDrEgYsu98+XZegLXXHbV1XMGjb7buuYMCGG67puoQB29zzvl2XMGD9led1XcKAz+z5iK5L0JRxBlGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktTiZzFvBZIcDazYknOravVwq5EkSZPOgLh1WGHQkyRJo+ISsyRJkloMiJIkSWoxIEqSpKmR5KYFjp+Z5IBR1TOuDIiSJElqMSBKkqSpkuSgJJ/r239PkiNn9XlRkrf37f9xkreNsMxOGRAlSZIGnQg8I8m2zf4fAh/osJ6RMiBKkqSJkGRVkrP7vlZt6VhVdTPwJeC3k+wDbFtVFw6t2DHncxAlSdJEqKoZYGYRXdfRniTb1IdRHAf8FXApUzR7CAZESZI0fX4APDjJ9vTC4VOAr83uVFXfTrIHsD+w72hL7JYBUZIkTYUky4HbqurqJJ8ALgAuA86b57RPAPtV1c9GUeO4MCBKkqRp8RDgvwCq6tXAq2d3qKqDZjX9BvD22f0mnTepSJKkiZfkxcDHgL9ZZP97JPk+cGtVfXFJixtDziBKkqSJV1XHAsduRv+fA3svXUXjzRlESZIktRgQJUmS1GJAlCRJUstUXIOY5Gg2/RDMrcHKrguQJEnTYyoCIrCiqlZ3XcSWSrK66xokSdL0cIlZkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktQyLc9BnHrLn/yCrksYexuuuazrEgbUutu6LmFA7rZz1yUM2Ga3B3RdwoB1557adQkDlu9/SNclbBWW7fmIrkuQOucMoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFh+UvXVYm2T1lpxYVVt0niRJml4GxK1AVR3TdQ2SJGl6uMQsSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJmhpJnpWkkuwzwtd8RZIdRvV6w2BAlCRJ0+QI4GvA4SN8zVcABkRJkqRxk2Qn4HHAi2gCYpKDknyur897khzZbP9WkkuTfC3Juzb2S7I6yVF951yUZGWSHZP8e5LvNm2HJXk5cF/gjCRnjO7d3jU+KFuSJE2LZwKnVtX3k9yQZP9NdUyyAvgn4AlVdWWSjy1i/EOAa6rq6c0Yu1TVjUleCTypqq4bxpsYBWcQJUnSREiyKsnZfV+rZnU5Ajix2T6x2d+UfYArqurKZn8xAfFC4OAkb0ry+Kq6cbPewBhxBlGSJE2EqpoBZuY6luRewJOBhyYpYBlQwMm0J8xWbDxlnpdaN9c5zczkI4HfAt6Y5PSqev2WvJeuOYMoSZKmwXOAD1bVA6pqZVXtAWycHXxwku2T7AI8pWm7FPj1JCub/cP6xroK2B+gWabes9m+L3BLVX0YeMvGPsAvgZ2X4k0tFWcQJUnSNDgCOGZW26eA5wGfAC4ALgPOA6iqW5P8KXBqkuuA78w67/eTnA+cBXy/aX8Y8I9JNgB3AC9p2meAzyf5cVU9aejvbAkYECVJ0sSrqoPmaHtX3+6r5zjtjKraJ0mA9wJnN+fdCjxtjv5XAafN8TrvBt69+VV3xyVmSZKkuf1xM0t4MbALvbuap4IziJIkSXOoqrcDb++6ji5saUBcm2T1MAtZYiu7LkCSJGlrsUUBsapmX+Q51rayMCtJktQpr0GUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktW/pZzNrK3PKqP+66hJYNt6zvuoQBG9ZW1yUMWL7rtl2XMGD57vfsuoRBGb9/664978ddlzBg3S8/0XUJA3Y8YJeuSxhQt9zedQkDbr/6lq5LGLBhbdcVDNrtC1/uuoSJMX6/VSVJktQpA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFu9iHkNJjgZWDGOsqlo9jHEkSdL0MCCOpxUGO0mS1BWXmCVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUyPJTV3XsDUwIEqSJKnFgChJkqZKkoOSfK5v/z1Jjmy2r0ryt0nOTXJhkn2a9h2THJ/krCTnJTm0o/JHwoAoSZLUdl1V7Q+8Hziqaftr4EtV9SjgScA/JtmxqwKXmgFRkiRNhCSrkpzd97VqC4f6dPP9HGBls/004Ogk5wNnAiuA+9+VesfZ8q4LkCRJGoaqmgFmFtF1He1JshWzjt/WfF/PnVkpwLOr6nt3qcithDOIkiRp2vwAeHCS7ZPsAjxlEeecBrwsSQCSPGIpC+zatMwgrk2yuusiNsPKrguQJGnSJFkO3FZVVyf5BHABcBlw3iJOfwPwDuCCJiReBfz2UtXatakIiFV1TNc1bI6tLMxKkrS1eAjwXwBV9Wrg1bM7VNXKvu2zgYOa7VuBPxlFkePAJWZJkjTxkrwY+BjwN13XsjWYihlESZI03arqWODYruvYWjiDKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqWV51wVoNH78ze27LqHl+l/s0HUJA3bY7o6uSxhw/4f9vOsSBtxy2U+7LmHAtjtv6LqEAevXdl3BoJuv367rEgbstMPdui5hwNqLx+//ux0O3a/rEgbU1dd0XYKWkDOIkiRJanEGcTytTbJ6GANV1VDGkSRJ08OAOIaq6piua5AkSdPLJWZJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkjQ1kvx1kouTXJDk/CSP3oIxDkry2CHWdFWSXYc13jAs77oASZKkUUjyGOC3gf2r6rYmlG23BUMdBNwEfGOI5W2RJMurat2wxzUgSpKkafFrwHVVdRtAVV0HkOSRwNuAnYDrgCOr6sdJzgTOBw4E7g68ELgWeDGwPskLgJcBlwLHAvdvXucVVfX1JKuBPZvX3Rt4JfC/gN8EfgT8TlXd0ZzzF0me1Gw/r6ouT7LbPOPeF1jZ1Pu8Yf2ANnKJWZIkTYvTgT2SfD/J+5I8Mcm2wLuB51TVI4Hjgb/vO2fHqnos8KfA8VV1Fb3Q9vaq2q+qvgq8s9l/FPBs4Li+8x8IPB04FPgwcEZVPQy4tWnf6BdVdSDwHuAdTdt84z4SOLSqhh4OwRnEqbHP90/JMMZJsqqqZoYx1rBY0+JY0+JY0+JMck07DqOYxiT/nIZpWDUlWQWs6mua6R+3qm5qZgsfDzwJ+Djwd8BDgS8kAVgG/LhvjI81534lyd2T3GOOlz4YeHBzPsDdk+zcbH++qu5IcmEz9qlN+4X0ZgBbr9N8f/sixj25qm7d1M/irnIGUZtr1cJdRs6aFseaFseaFseaFseaFmcoNVXVTFUd0Pc1EDqran1VnVlVrwNeSm9m7uJmNnC/qnpYVT2t/5TZQ8zx0tsAj+kb435V9cvm2Mbl7A3AHVW18fwNtCfqao7t+ca9ef6fxl1jQJQkSVMhyYOS7NXXtB/wn8BuzQ0sJNk2yUP6+hzWtP8GcGNV3Qj8Eti5r8/p9MLmxtfZbwvKO6zv+zeHOO4WcYlZkiRNi52AdzfLxOuAy+nNXs4A70qyC71s9A7g4uacnyX5BnfepALwWeCTSQ6ld5PKy4H3JrmgOf8r9G5k2RzbJ/k2vcm7I5q2YYy7RQyI2lxjdd1Kw5oWx5oWx5oWx5oWx5oWZyQ1VdU5wFzPL7wOeMImTvtUVf3lrHG+D+w7q99hs/apqtWz9nea61hVrWw2/3ZW/+sWM+5SyJ1L4ZIkSdqoeczNUVV1dte1jJoBUZIkSS3epCKSHJ/k2iQX9bU9PMk3k1yY5LNJ7t60r0xya/PxROcnObZp3yHJvye5tPkIo2O6rqk5dkTT/4Ikp96VjzLanJqaY/s2xy5ujq9o2h/Z7F+e5F3pe37BUtY038+p79yT+8fqqp4k2yWZaZ5VdmmSZ3dZU5Kd+9rOT3Jdknds6jVHUVNz7Mwk3+s7du8xqOmw5v+3i5O8eUvr2dya+o7fP8lNSY7qa/uzJBc1Nb1iVDUt8HM6Ncl3m5qOTbJsDGoau99NSf4+ydVJbtrSWrSFqsqvKf+id93F/sBFfW1nAU9stl8IvKHZXtnfr6//DsCTmu3tgK8Cv9lxTcvpPfF+12b/zcDqEdW0HLgAeHizfy9gWbP9HeAxQIDPd/1z6jvvd4GPztdnVPXQuw7n75rtbTb+GXb9M+o7/xzgCV3XBJwJHLCldQy7pua/8x8CuzX7/wI8ZRQ19R3/FHASvWVB6D3f7iJ6v6OWA/8B7DUGf3Z3b76nqfnwMahp7H430fvUkV8DbhrGf+d+Lf7LGURRVV8BbpjV/CB6d0sBfIHec6LmG+OWqjqj2b4dOBfYvcua6P2SC7Bj8y/huwPXjKimpwEXVNV3m3Ovr6r1SX6N3l8M36zeb78PAs8cUU2blGQneh8B9XdbWssw66H3l8cbmzE3VPNxWB3XBEB6j8i4N71/BI1FTcMwpJp+Hfh+Vf202f+PRZwztJqSPBO4gjvvPgX4n8C3mt9R64AvA88aVU3zjPOLZnM5vX9Ub/H1XsOoaVx/N1XVt6rqxwv10/AZELUpFwHPaLafC+zRd2zPJOcl+XKSx88+Mb3HB/wO8MUua6re51u+hN7T6q8BHgz8vxHVtDdQSU5Lcm6SVzft9wPW9J2/pmkbRU2w6T+7NwBvBW4Zci2bXU/u/JSCNzQ/u5OS3KfLmmY5Avh485foONT0gWZZ7jV3ZUlwSDVdDuzTLBkupxcw+s9ZspqS7Aj8X2bdBdr0f0KSeyXZAfitUdXU2OSfXZLT6K1y/BL4ZMc1jevvJnXEgKhNeSHw/yU5h97DQG9v2n8M3L+qHkFvxumjaV93t5zexwS9q6qu6LKm9D5f8yXAI+h9qPkFwF8ODrskNS0HfgN4fvP9WUmeQm9Gc7ZhB43N/TntB/yPqvrMkOvYonro/ex2B75eVfvTe2DsWzquqd/h3PmRWF3X9Pzqfabr45uv3+uypqr6Gb3/5z5Ob4b1KnrPmhtFTX9L7zNrW9eqVdV/Am+iN2N1KvDdEdY0739PVfW/6S2fbg88ueOaxu5305BfW5ur6zVuv8bji/mvAdkb+M4mjp1J3zVQ9D7k/F3jUBPwKOCLfe1PAE4ZRU30QsQJfcdeA/wFvb8MLu1rPwL4p45/Ti+hN8N6Fb1Zg9v///buJlTKKo7j+PcndxEoSIgVlSZBYC16QSqFXgQrImoRERRIiYWIhK7atbA3i1ZFFyKwtq2i2mUQSQUV0YsXu72HiyJcSEISUdhpcc7FeeRWzr3jPGN8P3C4d84zz9z/zDMz/O85z/85wP4e4wl1CaklrX8VdRmsSXh/X0GdQu39/T1P/xZgesJi2gY8M46YOJGQHgKOUqc3H5pnnz3Ajgl7ne7v+9hN4nfTSX2egzjm5gii5pVWDZlkCfAIMFfNuTKt2i7JxcAl1HN+SPIEsBxYVJXgCGP6ibrI+cr2EDdTl1Q67TEB+4DLU6u7p4AbgdlSz6X5Ncn6Nh14H/DGOGL6p9eplPJCKeX8Ui/Ueh01AdrYYzyFukrBXAybgNlRxbOQmAZ2vZfTM3o4dExJptKq8tto+e3UKbzeYjppn7OBHcDeccRUSrm+lLKmvY+fBfaUUqZP2mc1tRhrpMdwAcduWeo5f3OzLrcBX/UZ0yR+N43yb2sB+s5Qbf036pflz8Cf1BGkB4BdwDetPc2Ja2beRT0B/AC1EOWO1n8hdTriS+Dz1h7sM6a2bXuLaYaadKwYR0zt/ptbXAcZGEWh/rd+EPgemB7cp6/XaeDx1rC4KuZRHbeLqCezz1DPZV3dd0xt+w/A2gn5zC2lVlPPtO3P0Srlez52r1AT+lkWUZm7kM/cwH67aVXM7fZ7LZ4DLKKqeoTH7lxqRe/csXsemJqAYzdx303Uq0/8CPzVfu5e7OfPdmrNC2VLkiSpwylmSZIkdZggSpIkqcMEUZIkSR0miJIkSeowQZQkSVKHCaIkSZI6TBAlqWdzFwmWpElhgihJQ0jyeJJdA7efTLIzycNJPk4yk+TRge2vJ/kkyRdJtg30H0vyWJKPgA1jfhqS9K9MECVpOC9R186dWzLsHuAwdXmwa4ArgXVJbmj331pKWUddpWJnkhWtfyl11ZprSynvj/MJSNJ/meo7AEk6k5RSDiU5kuQq6pJpnwFXA7e03wGWURPGd6lJ4Z2tf1XrPwIcB14dZ+ySdKpMECVpeHuBLcB5wMvAJuCpUsqLg3dKshG4CdhQSvktyX7grLb591LK8XEFLEnDcIpZkob3GnArdeRwX2tbkywDSHJBknOA5cAvLTlcC6zvK2BJGoYjiJI0pFLKH0neAY62UcC3klwKfJAE4BiwGXgT2J5kBvga+LCvmCVpGCml9B2DJJ1RWnHKp8DdpZRv+45HkkbNKWZJGkKSy4DvgLdNDiX9XzmCKEmSpA5HECVJktRhgihJkqQOE0RJkiR1mCBKkiSpwwRRkiRJHSaIkiRJ6vgbu2wH5ZWoMFsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Standardrize across col or row\n",
    "sns.clustermap(flights, standard_scale=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x212f0e66488>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAogAAAJQCAYAAAANJJX4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeZglZX328e89Cwybkyho3Ed9QV5EREUMxgXXV40R1wCaRKJmookaY4whizpqoqNxDyqZIBI3VKJGMAooMoo7qwMDuARIRI2KKMoyMNP9e/84NeFUd08vM6e7zvT5fq7rXF3nqaeqfuf0Mvc8T1WdVBWSJEnSVku6LkCSJEnDxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpJahDIhJTkzykySXbGP9yiSnJflWko1J/nCha5QkSVqshjIgAicBj59m/Z8Cl1bV/YDDgbck2WUB6pIkSVr0hjIgVtWXgGun6wLslSTAnk3fLQtRmyRJ0mK3bLqVm6+5Yl4+ZmWXfe71x8DqvqZ1VbVuDrs4DjgV+CGwF3BkVY0PsERJkqSRNW1AZGzzvBy0CYNzCYQT/T/gIuBRwL2AzyU5p6p+OYj6JEmSRtm0AbE237JQdczVHwJrq/dB0t9LciWwP/DNbsuSJEna+U0/grjl5gUqY87+G3g0cE6SOwD3Bq7otiRJkqTFYShHEJOcTO/q5L2TXA28GlgOUFXHA68DTkpyMRDgr6rqmk6KlSRJWmSGcgSxqo6eYf0PgcctUDnSnCU5FljRdR3SiNlUVWu7LkJaDKYPiMN7DqI07FZU1Zqui5BGSZI1XdcgLRbTTzEP7zmIkiRJmidDOcUsSZKk7jjFLEmSpJYZrmJ2BFGSJGnUzDDF7AiiJEnSqJnho/a2LFAZkiRJGhZDeQ5ikhOBJwE/qaoDp1j/bOCvmqfXAy+sqm8tYImSJEmL1lAGROAk4Djg/dtYfyXwiKr6eZInAOuABy9QbZIkSYvaUAbEqvpSklXTrP9q39OvA3eZ75okSZJGxQwBcfMClbFDngd8tusiJEmSFosZrmKen4CYZDWwuq9pXVWt2479PJJeQHzooGqTJEkadZ1MMTdhcM6BsF+Sg4ATgCdU1c8GUpgkSZJmulH2cE4xJ7kb8Ang96vqO13XI0mStJhMP4J4SzcBMcnJwOHA3kmuBl4NLAeoquOBVwG3A96dBGBLVR3SSbGSJEmLzAxTzN3cKLuqjp5h/fOB5y9QOZIkSSNlp5xiliRJ0vwZyhFESZIkdWcx3AdRkiRJAzT9FPMtjiBKkiSNGqeYJUmS1OIIoiRJklpmuIp5bKHqkCRJ0pCYYQTRgChJkjRqlky3sm4Zn5fHbCR5fJJvJ/lekmO30ed3k1yaZGOSD2/H65ckSdIEM4wgzi7MDVqSpcC7gMcCVwPnJjm1qi7t67Mv8NfAb1XVz5PcvpNiJUmSFpkZAmItVB0THQp8r6quAEjyEeAI4NK+Pn8EvKuqfg5QVT9Z8ColSZIWoWkD4vgt83PQJKuB1X1N66pqXd/zOwPf73t+NfDgCbvZr9nXV4ClwJqqOn0eypUkSRopnQTEJgyum6ZLptpswvNlwL7A4cBdgHOSHFhVvxhIkZIkSSNq+oC4eaqctiCuBu7a9/wuwA+n6PP1qtoMXJnk2/QC47kLU6IkSdLiNG1AHNs87UXO8+lcYN8k9wB+ABwFPGtCn38HjgZOSrI3vSnnKxa0SkmSpEVohoDYzQhiVW1J8iLgDHrnF55YVRuTvBY4r6pObdY9LsmlwBjwl1X1s04KliRJWkSGdQSRqvoM8JkJba/qWy7gZc1DkiRJAzL9OYhj3QVESZIkdWPagLhliwFRkiRp1AztFLMkSZK6Mf0IolPMkiRJI8eAKEmSpJZpA+LmsaULVYckSZKGxPQjiOOOIEqSJI2aaRPg5sq8PGYjyeOTfDvJ95IcO8X6XZN8tFn/jSSrtusdkCRJUsv0U8zT58d5k2Qp8C7gsfQ+c/ncJKdW1aV93Z4H/Lyq/k+So4A3AkcufLWSJEmLywwBsZuP2gMOBb5XVVcAJPkIcATQHxCPANY0y/8GHJckzSesSJIkaTtNHxAzPyOISVYDq/ua1lXVur7ndwa+3/f8auDBE3bzv32az26+DrgdcM3gK5YkSRodMwTE+RlBbMLgumm6THXgiSODs+kjSWo053Ov6LqOebQqyZqui5gnm6pqbddFaHTMEBAXqoxJrgbu2vf8LsAPt9Hn6iTLgJXAtQtTniTtlFZU1Zqui9DcLeLgqyHVyQjiLJwL7JvkHsAPgKOAZ03ocyrwHOBrwDOAL3j+oSRJ0o4byhHE5pzCFwFnAEuBE6tqY5LXAudV1anAe4EPJPkevZHDo7qpVpIkaXEZyoAIUFWfAT4zoe1VfcubgGcudF2SJEmL3Qy3uZEkSdKomTYg3tLhCKIkSZK6MbRTzJIkSerGDFPMXhQsSZI0ahxBlCRJUosjiJIkSWoxIEqSJKllpwuISW4LfBRYBVwF/G5V/XyKfncDTqD3cXwFPLGqrlqwQiVJknZSS6ZbuZnxeXnsoGOBs6pqX+Cs5vlU3g/8Y1X9X+BQ4Cc7emBJkqRRsNONIAJHAIc3y/8KrAf+qr9DkgOAZVX1OYCqun4B65MkSdqpTRsQt+z4aN+UkqwGVvc1rauqdbPc/A5V9SOAqvpRkttP0Wc/4BdJPgHcA/g8cGxVje1I3ZIkSaNg+oBY8zOC2ITBbQbCJJ8HfmOKVX87y0MsAx4G3B/4b3rnLB4DvHdOhUqSJI2gTkYQZ1JVj9nWuiQ/TnLHZvTwjkx9buHVwIVVdUWzzb8Dv4kBUZIkaUY740UqpwLPaZafA3xqij7nAr+eZJ/m+aOAS3f0wJIkSaNg+otUqpsRxBmsBT6W5Hn0po+fCZDkEOAFVfX8qhpL8nLgrCQBzgf+pbOKNaUkxwIruq5jnqxKsqbrIubRpqpa23URkqT5McNVzMMXEKvqZ8Cjp2g/D3h+3/PPAQctYGmauxVVtabrIjR3izz8StLIm+EileELiJIkSZpfM0wxe1cYSZKkUeMIoiRJfYb0/OhhPK/Zc5EXMUcQJUlq8/zoWRjCwKoBmmEE0YAoSZI0ahxBlCRJUosjiJIkSWqZ/pNUxsfm5bEjkjwzycYk483Nsafqc9ckZye5rOn7Zzt0UEmSpBGyM44gXgI8DfjnafpsAf6iqi5IshdwfpLPVZUftydJkjSD6QPi+JaFqmPWquoygN4n6G2zz4+AHzXLv0pyGXBn/DxmSZKkGU1/kcoOTgdvS5LVwOq+pnVVtW6ejrUKuD/wjfnYvyRJ0mLTyRRzEwa3GQiTfB74jSlW/W1VfWq2x0myJ/Bx4KVV9cs5FypJkjSCpg+IY92cg1hVj9nRfSRZTi8cfqiqPrHjVUnd8FMdZm3RfqrDAH8GBvl9W7Tvt6SOppjnW3onKL4XuKyq3tp1PdIO8lMdZmEIA+sgDd3PwCJ/v6WRN+1tbraMj83LY0ckeWqSq4HDgP9IckbTfqckn2m6/Rbw+8CjklzUPJ64QweWJEkaEdOOII4N4QhiVX0S+OQU7T8EntgsfxnY9mXOkiSNKE9Z0GxMP8V8yw8MWZIkLS6esqAZTTvFLEmSpNFjQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLdPeB1GS5tOAP2d6UDft9Ya9kkaeAVFSl7xhryQNIaeYJUmS1GJAlCRJUosBUZIkSS2egyjNAy++kCTtzAyI0vzw4gtJ0k7LgKg5cWRM0rAa4N+nQf1tAv8+aSdlQNRcOTImaVj590kaEC9SkSRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJI2EJJXkA33PlyX5aZJPD2j/65McMoh9dS1V1XUNkiRJ8y7J9cB3gYdU1U1JngC8Abi6qp40y30sq6ot21i3Hnh5VZ03qJq74giiJEkaJZ8FfrtZPho4eeuKJIcm+WqSC5uv927aj0lySpLTgDObtlckuTjJt5L03wz9mUm+meQ7SR62QK9p4LxR9ohYvsudh2qoeLflu3ZdwiR/ufdhXZcwyVB90xqf3fLDrkuY5HZLd++6hElOec9juy5hkvzaPl2XMMmWj3+06xImyW7D9/fpjPcu77qESQ69+/90XcIkd/3m2X8MrO5rWldV6yZ0+wjwqmZa+SDgRGBrkLsceHhVbUnyGOD1wNObdYcBB1XVtc3I41OAB1fVjUlu27f/ZVV1aJInAq8GHjPI17hQDIiSJGlRaMLgxEA4sc+GJKvojR5+ZsLqlcC/JtmX3v/R+5P556rq2mb5McD7qurGZp/X9vX7RPP1fGDV3F/FcHCKWZIkjZpTgTfTN73ceB1wdlUdCPwO7c/2vqFvOWx7kufm5usYO/FAnAFRkiSNmhOB11bVxRPaVwI/aJaPmWb7M4HnJtkdYMIU86JgQJQkSSOlqq6uqndMsepNwBuSfAVYOs32p9MbhTwvyUXAy+en0u7stEOfkiRJc1FVe07Rth5Y3yx/Ddivb/Urm/aTgJMmbLcWWDuh7fC+5WvwHERJkiQtFgZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSy7Lt2SjJscCKAdeieVBVa7quQZIk7Vy2KyACKwweO5fdlu/adQktuy5b3nUJkywnXZcwyY2prkuYZPP4lq5LmGTzkvGuS5jsZz/uuoJJlj74yV2XMMkt153UdQmTXXdT1xVMsmvt3XUJk4xtdhJyMfO7K0mSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkkZGkqcmqST7b8e2JyQ5oFm+Ksneg69wOBgQJUnSKDka+DJw1Fw2SrK0qp5fVZfOT1nDxYAoSZJGQpI9gd8CnkcTEJMcnuRLST6Z5NIkxydZ0qy7Pslrk3wDOCzJ+iSHdPcKFo4BUZIkLQpJVic5r++xekKXpwCnV9V3gGuTPKBpPxT4C+C+wL2ApzXtewCXVNWDq+rLC/EahoUBUZIkLQpVta6qDul7rJvQ5WjgI83yR5rnAN+sqiuqagw4GXho0z4GfHzeCx9Cy7ouQJIkab4luR3wKODAJAUsBQr4TPO139bnm5rQOHIcQZQkSaPgGcD7q+ruVbWqqu4KXElvtPDQJPdozj08kt5FLCPNgChJkkbB0cAnJ7R9HHgW8DVgLXAJvdA4sd/IcYpZkiQtelV1+BRt70yyAXh5VR05xfo9t7WPqlo1+CqHhyOIkiRJanEEUZIkjayqWg+s77iMoeMIoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxfsgNpIcC6zouo5Bq6o1XdcgSZJ2LgbEW60wTEmSJDnFLEmSpAkMiJIkSWpxinlEjNV41yW03DK2pesSJrkx1XUJk+w6fCWx+5Jdui5hkqVJ1yVMtudeXVcwSd1yU9clTFJbhutvE8CSPYbvZ3zzEP6Mj48NX00aHEcQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1LKsqwMnORZY0dXxp7Cq6wIkSZKGQWcBEVhRVWs6PH5LkjVd1yBJkjQMnGKWJElSiwFRkiSNhCSV5AN9z5cl+WmST3dZ1zAyIEqSpFFxA3Bgkt2a548FftBhPUPLgChJkkbJZ4HfbpaPBk7euiLJoUm+muTC5uu9m/Zzkhzc1+8rSQ5a0KoXmAFRkiQtCklWJzmv77F6im4fAY5KsgI4CPhG37rLgYdX1f2BVwGvb9pPAI5pjrEfsGtVbZiv1zEMuryKWZIkaWCqah2wboY+G5Ksojd6+JkJq1cC/5pkX6CA5U37KcArk/wl8FzgpMFVPZwcQZQkSaPmVODN9E0vN14HnF1VBwK/Q3O/5qq6EfgccATwu8CHF67UbjiCKEmSRs2JwHVVdXGSw/vaV3LrRSvHTNjmBOA04JyqunbeK+yYI4iSJGmkVNXVVfWOKVa9CXhDkq8ASydscz7wS+B9C1Bi5xxBlCRJI6Gq9pyibT2wvln+GrBf3+pXbl1Icid6A2tnzmuRQ8IRREmSpGkk+QN6Vzv/bVWNd13PQnAEUZIkaRpV9X7g/V3XsZAcQZQkSVKLAVGSJEktBkRJkiS1GBAlSZLU4kUqt9qUZE3XRQxaVa3pugZJkrRzMSA2qmpt1zVIkiQNA6eYJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktTiVcwjIqTrElpWLF3edQmTbGL4Pn/9mox1XcIkN9XmrkuY5B5Lfq3rEia7/lddVzDZ+PD9jLNkuP42ASy53V5dlzDJEH7n2GX34fv7pMFxBFGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiSNhCRjSS7qe6yapu/hST69cNUNl2VdFyBJkrRAbqqqgwe5wyRLq2psB7ZfVlVbBlnTIDiCKEmSRlaSpUn+Mcm5STYk+eO+1bdJ8skklyY5PsmSZpvrk7w2yTeAw5JclWTvZt0hSdY3y4cm+WqSC5uv927aj0lySpLTgDOTfCDJEX01fSjJkxfqPZiKI4iSJGlU7Jbkomb5yqp6KvA84LqqelCSXYGvJDmz6XMocADwX8DpwNOAfwP2AC6pqlcBJNnW8S4HHl5VW5I8Bng98PRm3WHAQVV1bZJHAH8OfCrJSuAhwHMG9qq3gwFRkiQtCklWA6v7mtZV1bq+51NNMT8OOCjJM5rnK4F9gVuAb1bVFc2+TwYeSi8gjgEfn0VJK4F/TbIvUMDyvnWfq6prAarqi0neleT29ELox7uedjYgSpKkRaEJg+tm7NgW4MVVdUarMTmcXqhrHaL5umnCeYdbuPW0vRV97a8Dzq6qpzYXxKzvW3fDhH1/AHg2cBTw3Dm9gnngOYiSJGmUnQG8MMlygCT7JdmjWXdokns05x4eCXx5G/u4Cnhgs/z0vvaVwA+a5WNmqOMk4KUAVbVxDvXPCwOiJEkaZScAlwIXJLkE+GdunWH9GrAWuAS4EvjkNvbxGuAdSc6hN/281ZuANyT5CrB0uiKq6sfAZcD7tvN1DJRTzJIkaSRU1Z5TtI0Df9M8+q2nPSW8zf1U1TnAflP0+9qE9lc27SfRGzH8X0l2p3fu48nTvYaF4giiJElSh5ornC8H/qmqruu6HnAEUZIkqVNV9Xngbl3X0W97A+KmJGt28NirdnB7SZIkzYPtCohVtXZHD9wfMJMcS/uycA1IVa3pugZJkrRzGZYp5hUGGUmSpOHgRSqSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoZlk9S0TzbPL6l6xJaNo8P34/edQzXewSwqnbtuoRJLszSrkuYZKyq6xIm2+eOXVcwSd14XdclTJJlwzdOMf7z67suYZLd6zZdlzDJLTcO398CDc7w/WZKkiSpUwZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkjYQkleQtfc9fnmRNR7Vc38VxZ8uAKEmSRsXNwNOS7N11ITsiybL5PoYBUZIkjYotwDrgzyeuSHL3JGcl2dB8vVuSlUmuSrKk6bN7ku8nWZ7kXklOT3J+knOS7N/0OSnJe5KcneSKJI9IcmKSy5KcNOGYb0lyQXO8fZq26fb71iRnA2+c37fJgChJkhaJJKuTnNf3WD1Ft3cBz06yckL7ccD7q+og4EPAO6vqOuBbwCOaPr8DnFFVm+kFzRdX1QOBlwPv7tvXrwOPohdETwPeBtwHuG+Sg5s+ewAXVNUDgC8Cr27ap9vvfsBjquov5vC2bJd5H6KUJElaCFW1jl7Amq7PL5O8H3gJcFPfqsOApzXLHwDe1Cx/FDgSOBs4Cnh3kj2BhwCnJNm6/a59+zqtqirJxcCPq+pigCQbgVXARcB4s2+ADwKfmMV+T6mqsele36AYECVJ0qh5O3AB8L5p+lTz9VTgDUluCzwQ+AK90b9fVNXB29j25ubreN/y1ufbyl5Fb2Z3uv3eME29A+UUsyRJGilVdS3wMeB5fc1fpTdCCPBs4MtN3+uBbwLvAD5dVWNV9UvgyiTPBEjP/eZYxhLgGc3ys4AvD2i/A2FAlCRJo+gtQP/VzC8B/jDJBuD3gT/rW/dR4Pe4dUoYeiHyeUm+BWwEjpjj8W8A7pPkfHrnK752QPsdCKeYp5HkWGBF13XsiKpa03UNkiQNg6ras2/5x8Dufc+vohfUptru34BMaLsSePwUfY+ZsM8Dt7Fuay2vnOt+F4IBcXorDFiSJGnUOMUsSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpZVnXBWhhjI2Pd11Cy27Ldum6hEk2U12XsFOoGr73aYzh+vkGYKl/XmejbhnruoRJhrGm2yzZ3HUJkyxZOnx/CzQ4jiBKkiSppcv/4m5KsqZZXtVhHZIkSerTWUCsqrVbl/uCoiRJkjq205wkk+RYYMUCH3bVAh9PkiSpcztNQARWVNWahTygI5uSJGkUeZGKJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZJGQpKxJBcl2ZjkW0lelqSTLJTk+i6OO1vLui5AkiRpgdxUVQcDJLk98GFgJfDqTquaoyTLqmrLfB7DEURJkjRyquonwGrgRelZmuQfk5ybZEOSP97aN8krklzcjDqubdruleT0JOcnOSfJ/k37SUnek+TsJFckeUSSE5NcluSk/hqSvCXJBUnOSrLPLPb71iRnA2+c7/fHEURJkrQoJFlNL/Rtta6q1m2rf1Vd0Uwx3x44Ariuqh6UZFfgK0nOBPYHngI8uKpuTHLbrfsGXlBV303yYODdwKOadb/eLD8ZOA34LeD5wLlJDq6qi4A9gAuq6i+SvIreKOaLZtjvfsBjqmps+9+l2TEgSpKkRaEJg9sMhNuQ5uvjgIOSPKN5vhLYF3gM8L6qurE5xrVJ9gQeApySbN2cXfv2eVpVVZKLgR9X1cUASTYCq4CLgHHgo03/DwKfmMV+T1mIcAgGxJlsSrKm6yJ2RFWt6boGSZKGUZJ7AmPAT+gFxRdX1RkT+jweqAmbLgF+sfV8xinc3Hwd71ve+nxb2atmsd8bttE+cAbEaVTV2q5rkCRJg9ec83c8cFwz2ncG8MIkX6iqzUn2A34AnAm8KsmHt04xN6OIVyZ5ZlWdkt5w30FV9a05lLAEeAbwEeBZwJer6pcD2O9AGBAlSdKo2C3JRcByYAvwAeCtzboT6E3/XtAEs58CT6mq05McDJyX5BbgM8DfAM8G3pPk75r9fQSYS5C7AbhPkvOB64Ajm/Yd3e9AGBAlSdJIqKql06wbpxf8/maKdWuBtRPargQeP0XfY/qWrwIO3Ma6PZvFV851vwvB29xIkiSpxRFESZKkRSrJQ+hNnf9v5quq98+0nQFRkiRpEUryAeBe9G6rs/X2OAUYECVJkkbUIcABVTXxNj0z8hxESZKkxekS4De2Z0NHECVJkhaRJKfRm0reC7g0yTfpu2F3VT15pn0YECVJkhaXN+/oDgyIkiRJi0hVfREgyRur6q/61yV5I/DFmfbhOYiSJEmL02OnaHvCbDZ0BFGSJGkRSfJC4E+AeybZ0LdqL+Crs9mHAVGSJGlx+TDwWeANwLF97b+qqmtnswMDoiRJ0iJSVdcB1wFHJ1kK3IFe5tszyZ5V9d8z7cOAKEmStAgleRGwBvgxMN40F3DQTNsaEEfEimW7dF1CS5KuS5hkd5Z2XcIkN2XON7+fd7fUlq5LmGTz//7dGyK3bOq6gsnGx2bus8CybPiulVx6zzt2XcIk/3PG8P3e7X2TEWIn8FLg3lX1s7luOHy/mZIkSRqE79Obap4z478kSdLidAWwPsl/0P4klbfOtKEBUZIkaXH67+axS/OYNQOiJEnSIlRVrwFIslfvaV0/2209B1GSJGkRSnJgkguBS4CNSc5Pcp/ZbGtAlCRJWpzWAS+rqrtX1d2BvwD+ZTYbGhAlSZIWpz2q6uytT6pqPbDHbDb0HERJkqTF6YokrwQ+0Dz/PeDK2WzoCKIkSdLi9FxgH+DjwCeAvYFjZrOhAVGSJGlxuhdwV3p5bznwaOBLs9nQKWZJkqTF6UPAy+ldxTynzyQ1IEqSJC1OP62q07ZnQwOiJEnS4vTqJCcAZ9H+qL1PzLShAVGSJGlx+kNgf3rnH26dYi56F6xMa1gC4qYka2bos2oB6pAkSVos7ldV992eDYciIFbV2pn6zCJASpIk6VZfT3JAVV061w29zY0kSRoZSZ6apJLsv4DHfGmS3RfqeH0eClyU5NtJNiS5OMmG2Ww4FCOIkiRJC+Ro4MvAUcCaBTrmS4EPAjcu0PG2evz2brioA2KSY4EVXdfRpapa03UNkiQNgyR7Ar8FPBI4FViT5HDg5VX1pKbPccB5VXVSkicCbwWuAS4A7llVT2pOe7u+qt7cbHMJ8CTgp8DHgLsAS4HXAXcA7gScneSaqnrkQr3eqvqv7d12UQdEYIUBSZKk0ZBkNbC6r2ldVa3re/4U4PSq+k6Sa5M8YJp9rQD+GXh4VV2Z5CgPO/oAABhuSURBVORZlPB44IdV9dvNPlZW1XVJXgY8sqqumfOL6ojnIEqSpEWhqtZV1SF9j3UTuhwNfKRZ/kjzfFv2B66oqiub57MJiBcDj0nyxiQPq6rr5vQChshiH0GUJEkiye2ARwEHJil6U8BFb6q5f8Bs66lpmWZ3W6baphmZfCDwROANSc6sqtcO6CUsKEcQJUnSKHgG8P6quntVraqquwJbRwcPSLJrkpXAo5u2y4F7JlnVPD+yb19XAQ8AaKap79Es3wm4sao+CLx5ax/gV8Be8/Gi5osjiJIkaRQcDUy87/LHgWfRu7BkA/Bd4EKAqropyZ8Apye5BvjmhO3+IMlFwLnAd5r2+wL/mGQc2Ay8sGlfB3w2yY8W8iKVHWFAlCRJi15VHT5F2zv7nr5iis3Orqr9kwR4F3Bes91NwOOm6H8VcMYUx/kn4J/mXnV3nGKWJEma2h81o4QbgZX0rmoeCY4gSpIkTaGq3ga8res6uuAIoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpJZlXReghbEk6bqElhs339x1CZOs8P9Ls7KE4fpZGlo//Z+uK5gkB9+26xImqS3jXZcwWQ1fTUu7LmAKu+62pesSNI/8F1GSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1LOu6gJ1BkmOBFV3XsT2qak3XNUiSpJ2LAXF2Vhi0JEnSqHCKWZIkjYwk13ddw87AgChJkjSPkiztuoa5MiBKkqSRkmTPJGcluSDJxUmOaNpXJbksyb8k2ZjkzCS7NevWJzmkWd47yVV925zT7OuCJA9p2g9PcnaSDwMXJ3ldkj/rq+EfkrxkoV/7bBkQJUnSopBkdZLz+h6rt9F1E/DUqnoA8EjgLUnSrNsXeFdV3Qf4BfD0GQ77E+Cxzb6OBN7Zt+5Q4G+r6gDgvcBzmjqXAEcBH5r7q1wYXqQiSZIWhapaB6ybRdcAr0/ycGAcuDNwh2bdlVV1UbN8PrBqhn0tB45LcjAwBuzXt+6bVXVlU9tVSX6W5P7NsS6sqp/NotZOGBAlSdKoeTawD/DAqtrcTBdvvZ3dzX39xoDdmuUt3Drz2n/ruz8Hfgzcr1m/qW/dDROOewJwDPAbwIk79ArmmVPMkiRp1KwEftKEw0cCd5/FNlcBD2yWnzFhXz+qqnHg94HpLkj5JPB44EHAGXMteiEZECVJ0khIsozeCOGHgEOSnEdvNPHyWWz+ZuCFSb4K7N3X/m7gOUm+Tm96eeKo4f+qqluAs4GPVdXY9r2KheEUsyRJGhX3Af6zqq4BDttGnwO3LlTVm/uWLwcO6uv3d037dye0/3XTvh5Y37/j5uKU3wSeub0vYKHsTAFxU5I1c9xm1TzUIUmSdjJJXgC8BHhpR8c/APg08MkmVA61nSYgVtXauW6zHYFSkiQtQlV1PHB8h8e/FLhnV8efK89BlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVLLTnMV8yAkOZb2x+PM1qoBlyJJkjS0RiogAiuqas1cN/J2OZIkaZQ4xSxJkqQWA6IkSZJaDIiSJElqMSBKkiSpZdQuUhlZYzXedQktuy3ZpesSJtnEcL1HALep4fs/3OYa67qEncPSpV1XMEnd9KuuS5hkycrdui5hsptv6bqCSZbV8P08LV0+fH8zNTjD96+PJEmSOmVAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLX4W8+xsSrKm6yK2R1Wt6boGSZK0czEgzkJVre26BkmSpIXiFLMkSZJaDIiSJElqMSBKkiSpxYAoSZJGRpLru65hZ2BAlCRJUosBUZIkjZQkhyf5dN/z45Ic0yxfleQ1SS5IcnGS/Zv2PZKcmOTcJBcmOaKj8heEAVGSJC0KSVYnOa/vsXo7d3VNVT0AeA/w8qbtb4EvVNWDgEcC/5hkjwGUPZS8D6IkSVoUqmodsG4Au/pE8/V84GnN8uOAJyfZGhhXAHcDLhvA8YaOAVGSJI2aLbRnUVdMWH9z83WMW7NSgKdX1bfnubah4BSzJEkaNf8FHJBk1yQrgUfPYpszgBcnCUCS+89ngV1zBFGSJI2EJMuAm6vq+0k+BmwAvgtcOIvNXwe8HdjQhMSrgCfNV61dMyBKkqRRcR/gPwGq6hXAKyZ2qKpVfcvnAYc3yzcBf7wQRQ4Dp5glSdKil+QFwMnA33Vdy87AEURJkrToVdXxwPFd17GzcARRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUs9tvcbEqypu/5qo7qkCRJ2mks6oBYVWv7n08Ii5IkSZqCU8ySJElqMSBKkiSpxYAoSZKklkV9DqJuNTY+3nUJLcuXDt+P3jjVdQk7hV2WDN/37uYarp9vAPZa2XUF2k7j193YdQmT7MIeXZcwydhmx5gWM7+7kiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJahu+Ot0MmybHAiq7r2F5VtabrGiRJ0s7FgDizFYYsSZI0SpxiliRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkjQykvxtko1JNiS5KMmDt2Mfhyd5yABruirJ3oPa3yB4H0RJkjQSkhwGPAl4QFXd3ISyXbZjV4cD1wNfHWB52yXJsqraMuj9GhAlSdKouCNwTVXdDFBV1wAkeSDwVmBP4BrgmKr6UZL1wEXAocBtgOcCPwFeAIwl+T3gxcDlwPHA3ZrjvLSqvpJkDXCP5rj7AS8DfhN4AvAD4HeqanOzzV8meWSz/Kyq+l6SfabZ752AVU29zxrUG7SVU8ySJGlRSLI6yXl9j9UTupwJ3DXJd5K8O8kjkiwH/gl4RlU9EDgR+Ie+bfaoqocAfwKcWFVX0Qttb6uqg6vqHOAdzfMHAU8HTujb/l7AbwNHAB8Ezq6q+wI3Ne1b/bKqDgWOA97etE233wcCR1TVwMMhOIIoSZIWiapaB6ybZv31zWjhw4BHAh8F/h44EPhcEoClwI/6Nju52fZLSW6T5Nem2PVjgAOa7QFuk2SvZvmzVbU5ycXNvk9v2i+mNwLYOk7z9W2z2O+pVXXTtl7rjjIgSpKkkVFVY8B6YH0T2v4U2FhVh21rkxmeQ29G9rCJga0Jdluns8eTbK6qrduP085hNcXydPu9YRv1DoRTzJIkaSQkuXeSffuaDgYuA/ZpLmAhyfIk9+nrc2TT/lDguqq6DvgVsFdfnzOBF/Ud5+DtKO/Ivq9fG+B+t4sjiJIkaVTsCfxTM028BfgesJretPQ7k6ykl43eDmxstvl5kq9y60UqAKcB/5bkCHoXqbwEeFeSDc32X6J3Ictc7JrkG/QG745u2gax3+1iQJQkSSOhqs4Hprp/4TXAw7ex2cer6q8n7Oc7wEET+h054TlVtWbC8z2nWldVq5rF10zof81s9jsfnGKWJElSiyOIkiRJU6iqw7uuoSuOIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJahm1G2VvSrJmjtusmoc6JEmShtZIBcSqWjvXbbYjUEqSJO3UnGKWJElSy0iNII6yZUuWdl1CyxLSdQmTjFFdlzDJ8mF8n2q86xImGWP4auKWm7uuYJKs2KPrEiYZv+6mrkuYZOlvrOy6hEmGcTRnfGz4/j5pcIbxZ06SJEkdMiBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJavEq5u2U5FhgRdd1zKSq1nRdgyRJ2rkYELffCsOXJElajJxiliRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiSNjCTXz7B+fZJDFqqeYWVAlCRJUosBUZIkjZQkhyf5dN/z45IcM6HP85K8re/5HyV56wKW2SkDoiRJ0mQfAZ6cZHnz/A+B93VYz4IyIEqSpEUhyeok5/U9Vm/vvqrqBuALwJOS7A8sr6qLB1bskFvWdQGSJEmDUFXrgHWz6LqF9iDZim30OwH4G+ByRmj0EAyIkiRp9PwXcECSXemFw0cDX57Yqaq+keSuwAOAgxa2xG4ZEGe2KcmaKdpXLXAdkiRpByRZBtxcVd9P8jFgA/Bd4MJpNvsYcHBV/XwhahwWBsQZVNXaqdq3ERolSdLwug/wnwBV9QrgFRM7VNXhE5oeCrxtYr/FzotUJEnSopfkBcDJwN/Nsv+vJfkOcFNVnTWvxQ0hRxAlSdKiV1XHA8fPof8vgP3mr6Lh5giiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKklmVdF6CFMVbjXZfQcsv4lq5LmGTXIfz/0haq6xImWZalXZcwyR5Z3nUJkyVdVzDZUv/kz0bdvLnrEiYZY5euS5hkbPPw/c3U4PjdlSRJUov/ndx+m5Ks6bqImVTVmq5rkCRJOxcD4naqqrVd1yBJkjQfnGKWJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiSNjCR3SfKpJN9N8p9J3pFkl2n6vzTJ7rPY7/WDrbRbBkRJkjQSkgT4BPDvVbUvsB+wJ/AP02z2UmDGgLiDdS2bz/1vDwOiJEkaFY8CNlXV+wCqagz4c+C5SfZI8uYkFyfZkOTFSV4C3Ak4O8nZAEmObvpckuSN/TtP8pYkFyQ5K8k+Tdu9kpye5Pwk5yTZv2k/Kclbm/229jMUqsqHj1k/gNVd12BN1mRN3T+syZqGsSZgNXBe32P1hPUvAd42xXYXAn8GfBxY1rTdtvl6FbB3s3wn4L+BfYBlwBeApzTrCnh2s/wq4Lhm+Sxg32b5wcAXmuWTgE8DS7t+/6d6OIKouVrddQFTsKbZsabZsabZsabZsabZGUhNVbWuqg7pe6yb0CX0gtxEAR4OHF9VW5p9XTtFvwcB66vqp02/DzXbAYwDH22WPwg8NMmewEOAU5JcBPwzcMe+/Z1SvVHMoTN0c96SJEnzZCPw9P6GJLcB7gpcwdThsdV9Dscqeqfy/aKqDt5GnxvmsL8F5QiiJEkaFWcBuyf5A4AkS4G30JvuPRN4wdYLRpLcttnmV8BezfI3gEck2bvZ9mjgi826JcAzmuVnAV+uql8CVyZ5ZrPPJLnfPL6+gTEgaq4mDtcPA2uaHWuaHWuaHWuaHWuanQWpqXon/z0VeGaS7wLfATYBfwOcQO/8wg1JvkUv5G2t7bNJzq6qHwF/DZwNfAu4oKo+1fS7AbhPkvPpXQzz2qb92cDzmn1uBI6Y55c5EGlOlJQkSZIARxAlSZI0gQFRkiRJLQZEkeTEJD9Jcklf2/2SfK25GehpzVVe/dvcLcn1SV7e1/ZnzY1DNyZ56ULVlGRVkpuSXNQ8ju/b5oFN/+8leWdzF/2uazo9ybea9+n45kTnTmvq2/bU/n11VU+Sf0jy/Qzgo6sGUVOS3ZP8R5LLm+/b2q5ratYdmd4NfTcmedNC1dSsO6hZt7FZv6JpH6rfuSR79bVdlOSaJG/vsqZm3dabLW9o/ibsPQQ1rU/y7b51tx+CmnZJsi7Jd5rfv6dPdTzNg65vxOij+we9ezg9ALikr+1c4BHN8nOB103Y5uPAKcDLm+cHApfQ+ziiZcDnaW4MOt81Aav6+03YzzeBw+jdmuCzwBOGoKbbNF/TvI9HdV1Ts/5pwIen67OA79Fv0rtX2PUL+fO9rZqan+tHNsu7AOd0/bME3I7mhr3N838FHr1ANS0DNgD366tlabM8dL9zE/Z5PvDwjr93y4CfcOvNl98ErOn6fQLWA4dsbx3zVNNrgL9vlpdsfc98zP/DEURRVV8CJt4Q9N7Al5rlz9F336gkT6F3v6iNff3/L/D1qrqxejcP/SK9K8UWpKapJLkjvTD2ter9dXk/8JQua2r288tmcRm9sLHdV4oNqqb0bub6MuDvt7eWQdZTVV+v3tWCO2wQNTU/12c3y7cAFwB36bIm4J7Ad6rqp83zz89im0HV9DhgQ1V9q9n2Z1U1Nqy/c1sl2Re4Pb2A32VNaR57NCOstwF+2HFNAzXAmp4LvKHZ53hVXTOwIjUtA6K25RLgyc3yM+ndRJQkewB/Re9/dRP7PzzJ7ZLsDjxx6zbzXVPjHkkuTPLFJA9r2u4MXN3X5+qmrcuaAEhyBr0RhF8B/zYENb2O3r3AbhxwLdtbz3zb7pqS/BrwO/Tup9ZlTd8D9m+m55bRC2IL9Tu3H1BJzkjvc2df0bQP7e9c42jgo0147aymqtoMvBC4mF4wPAB4b5c19XlfM837yia8dlZT87sG8Lrm5+yUJHcYcE3aBgOituW5wJ+mdz+nvYBbmvbX0Pscy9a5YVV1Gb0PG/8ccDq9+0NtWaCafgTcraruT28U7MPNuS1T/XEb9D8Mc62pV0TV/6M3hborvftldVZTkoOB/1NVnxxwHdtVzzzVMJCamiB2MvDOqrqiy5qq6uf0QsZH6Y2IXcXC/c4tAx5K7/5uDwWemuTRDPHvXOMoet+/QZvr79xyet+7+9P7bN8N9O6t11lNzbpnV9V9gYc1j9/vuKZl9Ebqv1JVDwC+Brx5wDVpW7qe4/YxHA+mPwdkP+CbzfLWf4iuAn5BbwrhRVNs83rgTxaipinWrQcOoRfALu9rPxr45y5rmqL9OTQf6N7h+/RCeqMYV9Eb8bmF3meNdv4eMYBzEAdZE3AivXA4NDX1ta8G3rQQNdELWif1rXsl8JfD/DsH3I/elHzn3zt6n+d7Vl/7w4HPDMP71Nd+zBD8bQq9m08vadrvCmwcxPfQx8wPRxA1pTRXryVZAvwdcDxAVT2sqlZV1Srg7cDrq+q4Cdvcjd4FDwP9n/q2akqyT5orgZPcE9gXuKJ657D9KslvNlMlfwB8asqdL1BNSfZsztPaOhr1RODyLmuqqvdU1Z2a7+lD6f0jenhX9QzquIOuKcnfAyuBHbpCf8A1bd3m14E/ofdJEPNeE3AGcFB6V3cvAx4BXDqMv3N9mx7N/Iwebk9NPwAOSLJPs4vHApd1WVOSZWmupG5GOJ9Eb0q4s5qqlwpPAw5vdvHo/9/e3YNKccVhGH9esAgopBA0oImWaqX43YRAQrCxsBBSWIgJYqWVvR8ExS6YJpDYWoVYRkEUFUwQP7JERU2CnViIFiIhQY/FORd2ghgne9m5hucHh3t3dnfuf2Z2hpcze+4Bbs1mTXqNoROqbfhGvWg+AP6m9iB9DuyjTkF0FzhKm3XnH+87QBvF3B5fpJ68vzDBaMq+NVG/6Hyz/d1rwNax9ayjXuR+B75+1XZMsyZgMXUk36g9fxyYN/R+GlvfciYbxTxbx+1Ye/+L9vPAwMdtKfVW6W3gRmtfzIH9dJJ6zt1igtHw/+U6AOxodf3KWM8lc+ycG1vXH8CKSfbRLB+7Pe3zNKKGoIUDf8bnU0d4z1ybvqKNTB94Py2jDmwZUb/3+8Gkx9D2Zs2p9iRJktThLWZJkiR1GBAlSZLUYUCUJElShwFRkiRJHQZESZIkdRgQJUmS1GFAlKSBzfyTYEmaKwyIktRDksNJ9o09/jLJ3iT7k1xJMkpycOz5U0muJrmZZPfY8qdJDiX5Gdg85c2QpNcyIEpSP99R59CemTLsM+AhdXqwDcBqYG2SD9vrd5VS1lJnGNmbZGFbPp86a83GUsqlaW6AJP2beUMXIElvk1LK/SSPkqyhTp14HVgPfNp+B1hADYwXqKFwW1v+flv+CHgOfD/N2iXpTRkQJam/b4GdwHvACeBj4Egp5ZvxFyX5CPgE2FxKeZbkPPBOe/rPUsrzaRUsSX14i1mS+vsB2ELtOTzd2q4kCwCSLEmyCHgXeNzC4Qpg01AFS1If9iBKUk+llL+SnAOetF7AM0lWApeTADwFdgA/AnuSjIA7wE9D1SxJfaSUMnQNkvRWaYNTrgHbSyn3hq5Hkmabt5glqYckq4DfgLOGQ0n/V/YgSpIkqcMeREmSJHUYECVJktRhQJQkSVKHAVGSJEkdBkRJkiR1vATksXO1E4ETQwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Normalizing our dataset \n",
    "sns.clustermap(flights, z_score=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x212f15b3148>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(flights, z_score=1)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}