DA08_BaiTap123_An.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BÀI TẬP PHÂN TÍCH EDA CƠ BẢN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Đề Bài"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Phân tích EDA cho dữ liệu product trong 'order_products__prior.csv'.\n",
    "1. Tìm tên 10 sản phẩm bán được nhiều nhất và vẽ biểu đồ.\n",
    "2. Tìm tên 10 sản phẩm được re-ordered nhiều nhất và vẽ biểu đồ.\n",
    "3. Thống kê số lượng sản phẩm bán được của các department và vẽ biểu đồ:\n",
    "    - Biểu đồ cột.\n",
    "    - Biểu đồ tree-map."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Script"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import squarify\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "CN_ORD_ID = 'order_id'\n",
    "CN_PROD_ID = 'product_id'\n",
    "CN_RE_ORDED = 'reordered'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "CN_PROD_NAME = 'product_name'\n",
    "CN_DEPT_ID = 'department_id'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "CN_DEPT = 'department'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ord_prods_pri_df = pd.read_csv('order_products__prior.csv')\n",
    "prods_df = pd.read_csv('products.csv')\n",
    "depts_df = pd.read_csv('departments.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Sav/o0aMifRSWFfcDvzxsbW2xfft25OXlST1soPCGMBsbmzL3qa6ujunTp2PHjh24du0aAGDfvn3IysrCnj17YGxsLLaNi4v7sAuQoSLHLiIiAg8ePEBkZKQ4mwy8ucnsU5J1TUpKSuIeusHBwRg8eDB++uknqXb//vsvtLS0KiQOHR0dSCSSEse4UGFy9u5NZMX9gqarq4uHDx8WKS+8oa7w30ft2rUr9C8rFa3wZsAjR44UW6+pqSl+raysXGRsgOLH51MICQmBoqIiDhw4IJVY79u3r1LiobLjMgwiqtbatWuHzMzMIj94tmzZIta/LTw8XOrJcPn5+dixYwfMzMwqZFYZALp3747MzEzs3r1bqnzz5s0wMDBAixYtSjy+uOQG+L+lCYWzgoW/HBTOegFvHvIRFBRU7thLUpFjV1zsALB27doPD7QM9uzZIzUL+OLFC/z1119wcnIS/wwvCILUn+QBYP/+/UV2cPgQ6urqaN68ucx43la3bl2oqKjgypUrUuV//vlnkX7btWsn/mLyti1btkBNTQ1ff/01AKBTp064detWkf3Lq4ouXbogLS0N+fn5cHR0LPJq2LCh2NbExKTI2ERERFTa49MlEgkUFBSkvodevXqFrVu3Fmlblr/00KfDmWUiqtYGDx6M//3vfxgyZAiSk5Nha2uLU6dO4ZdffoGHh0eRNZi1atXCN998A39/f6irqyMgIAAJCQml2j4uPj4e8fHxAN7M9r18+RK7du0C8OahKIUPRunUqRPc3NwwevRoZGRkwNzcHNu3b8eRI0fw+++/F0m83tW4cWO0a9cOnTp1gpmZGV6/fo3z589j6dKlqFu3LoYNGwYAcHNzg5KSEvr16wc/Pz+8fv0aa9aswbNnz8o8jqXxIWP3rlatWkFHRwejRo3CrFmzoKioiG3btuHy5csfIXLZ5OXl4ebmhkmTJqGgoACLFi1CRkYG5syZI7bp0qULNm/eDCsrKzg4OCAmJgaLFy+usF+uCs2dOxcdO3aEm5sbJk+ejPz8fCxatAjq6uriEh7gTfI1cOBAbNy4EWZmZrC3t8eFCxfw+++/F+lz1qxZOHDgAFxdXTFz5kzUrFkT27Ztw8GDB/Hrr79CW1sbADBhwgTs2LEDXbt2xQ8//IDmzZvj1atXOHnyJLp06VLk4RmfWt++fbFt2zZ4eHjA19cXzZs3h6KiIv755x+cOHECXbt2Rffu3QEAgwYNgr+/P2bOnAlnZ2fEx8dj9erV4rV+ap07d8ayZcvQv39/jBw5EmlpaViyZEmRXxSBN3+VCgkJwY4dO2BqagoVFRXY2tpWQtQkpZJvMCQiKpPiHgSQlpYmjBo1StDX1xcUFBQEY2NjYfr06cLr16+l2gEQxowZIwQEBAhmZmaCoqKiYGVlJWzbtq1U5541a5a4Q8W7r3fvvn/x4oUwfvx4QU9PT1BSUhLs7Oyk7qQvydq1a4UePXoIpqamgpqamqCkpCSYmZkJo0aNElJTU6Xa/vXXX4K9vb2goqIi1KtXT5g6dapw+PBhAYBw4sQJsZ2zs7PQuHHjIucaMmSIzF093lbasZP14InCnSLejunMmTNCy5YtBTU1NaF27drC8OHDhYsXLxbZ6UHWwx9kXZOxsbHQuXPnEq+ncNeDRYsWCXPmzBHq168vKCkpCU2aNBGOHj0q1fbZs2fCsGHDhDp16ghqampCmzZthKioqCI7NhRe47vbEJa0e8W79u/fL9jZ2QlKSkqCkZGRsHDhQvH77m3p6enC8OHDhbp16wrq6uqCp6eneJ53vxevXr0qeHp6Ctra2oKSkpJgb29fbCzPnj0TfH19BSMjI0FRUVGoU6eO0LlzZ6nt8Yoja7zfHZ+yfG+8e6wgvNkBZcmSJeL3u4aGhmBlZSV8//33QmJiotguOztb8PPzEwwNDQVVVVXB2dlZiIuLK9NuGMU9rObdsZX1fVnc57Vx40ahYcOGgrKysmBqaiosWLBA2LBhgwBAuHv3rtguOTlZ6NChg6CpqSkAKNW/Tfr4JIJQjR80T0RUBhKJBGPGjMHq1asrO5Rqh2NX/RUUFBS7pISISsY1y0RERF8Ab29vmJmZVXYYRNUO1ywTERF9AWbPno0XL15UdhhE1Q6XYRARERERycBlGEREREREMjBZJiIiIiKSgckyEREREZEMvMGP6AMUFBTgwYMH0NTUlHrUMhEREVVdgiDgxYsXMDAwgJxcyXPHTJaJPsCDBw9gaGhY2WEQERFROaSmpr73aZxMlok+gKamJoA3/9i0tLQqORoiIiIqjYyMDBgaGoo/x0vCZJnoAxQuvdDS0mKyTEREVM2UZgklk2WiCtDz64lQlFeq7DCIiIg+K4eurqnsELgbBhERERGRLEyWiYiIiIhkYLJMRERERCQDk2UiIiIiIhmYLBMRERERycBkmYiIiIhIBibLREREREQyMFkmIiIiIpKByTIRERERkQxMlomIiIiIZGCyTBXKy8sLEolEfOnq6qJjx464cuVKZYdGREREVGZMlqnCdezYEQ8fPsTDhw8RHh4OBQUFdOnSpbLDIiIiIiozJstU4ZSVlaGnpwc9PT04ODhg2rRpSE1NxZMnTwAA06ZNg6WlJdTU1GBqagp/f3/k5uaKx8+ePRsODg7YunUrTExMoK2tjb59++LFixdimyNHjqBNmzaoUaMGdHV10aVLFyQlJYn1ycnJkEgk2LNnD1xdXaGmpgZ7e3ucPXtWbJOWloZ+/fqhfv36UFNTg62tLbZv3/4JRoiIiIiqCybL9FFlZmZi27ZtMDc3h66uLgBAU1MTwcHBiI+Px8qVKxEUFITly5dLHZeUlIR9+/bhwIEDOHDgAE6ePImFCxeK9VlZWZg0aRKio6MRHh4OOTk5dO/eHQUFBVL9zJgxA1OmTEFcXBwsLS3Rr18/5OXlAQBev36Nr776CgcOHMC1a9cwcuRIDBo0COfPn5d5PdnZ2cjIyJB6ERER0edLIgiCUNlB0OfDy8sLv//+O1RUVAC8SWr19fVx4MABNG3atNhjFi9ejB07diAmJgbAm5nlxYsX49GjR9DU1AQA+Pn54e+//8a5c+eK7ePJkyeoU6cOrl69ChsbGyQnJ6NBgwZYv349hg0bBgCIj49H48aNcePGDVhZWRXbT+fOndGoUSMsWbKk2PrZs2djzpw5RcrbN/KGorxSCSNDREREZXXo6pqP0m9GRga0tbWRnp4OLS2tEttyZpkqnKurK+Li4hAXF4fz58+jQ4cO6NSpE+7duwcA2LVrF9q0aQM9PT1oaGjA398fKSkpUn2YmJiIiTIA6Ovr4/Hjx+L7pKQk9O/fH6amptDS0kKDBg0AoEg/dnZ2Un0AEPvJz8/H/PnzYWdnB11dXWhoaODYsWNF+njb9OnTkZ6eLr5SU1PLM0RERERUTShUdgD0+VFXV4e5ubn4/quvvoK2tjaCgoLQpUsX9O3bF3PmzIG7uzu0tbUREhKCpUuXSvWhqKgo9V4ikUgtsfD09IShoSGCgoJgYGCAgoIC2NjYICcnR2Y/EokEAMR+li5diuXLl2PFihWwtbWFuro6JkyYUKSPtykrK0NZWbmMI0JERETVFZNl+ugkEgnk5OTw6tUrnD59GsbGxpgxY4ZYXzjjXFppaWm4ceMG1q5dCycnJwDAqVOnyhxXVFQUunbtioEDBwJ4k0QnJiaiUaNGZe6LiIiIPk9MlqnCZWdn49GjRwCAZ8+eYfXq1cjMzISnpyfS09ORkpKCkJAQNGvWDAcPHsTevXvL1L+Ojg50dXWxbt066OvrIyUlBT/88EOZ4zQ3N8fu3btx5swZ6OjoYNmyZXj06BGTZSIiIhJxzTJVuCNHjkBfXx/6+vpo0aIFoqOjsXPnTri4uKBr166YOHEixo4dCwcHB5w5cwb+/v5l6l9OTg4hISGIjY2FjY0NJk6ciMWLF5c5Tn9/fzRt2hTu7u5wcXGBnp4eunXrVuZ+iIiI6PPF3TCIPkDh3bTcDYOIiKjicTcMIiIiIqIqjMkyEREREZEMTJaJiIiIiGRgskxEREREJAOTZSIiIiIiGZgsExERERHJwGSZiIiIiEgGJstERERERDLwcddEFWD3ueXv3dSciIiIqh/OLBMRERERycBkmYiIiIhIBibLREREREQyMFkmIiIiIpKByTIRERERkQxMlomIiIiIZODWcUQVoFePeVBUUK7sMIiI6CM6eGRuZYdAlYAzy0REREREMjBZJiIiIiKSgckyEREREZEMTJaJiIiIiGRgskxEREREJAOTZSIiIiIiGZgsExERERHJwGSZiIiIiEgGJstERERERDIwWS4FQRAwcuRI1KxZExKJBHFxcZUd0gdxcXHBhAkTKjsMIiIioiqvSiTLXl5ekEgk4ktXVxcdO3bElStXKjs0AMCRI0cQHByMAwcO4OHDh7CxsSm2XX5+PpYvXw47OzuoqKigRo0a6NSpE06fPv2JIy7Znj17MHdu+R/Z6eLiIn5WcnJyqFu3Lr777jvcu3evAqMkIiIiqnxVIlkGgI4dO+Lhw4d4+PAhwsPDoaCggC5dulR2WACApKQk6Ovro1WrVtDT04OCgkKRNoIgoG/fvvj5558xfvx43LhxAydPnoShoSFcXFywb98+mf3n5uZ+xOiLqlmzJjQ1NT+ojxEjRuDhw4e4f/8+/vzzT6SmpmLgwIEVFCERERFR1VBlkmVlZWXo6elBT08PDg4OmDZtGlJTU/HkyROxzbRp02BpaQk1NTWYmprC39+/SKI5b9481KlTB5qamhg+fDh++OEHODg4lHjukydPonnz5lBWVoa+vj5++OEH5OXlAXgz6z1u3DikpKRAIpHAxMSk2D5CQ0Oxa9cubNmyBcOHD0eDBg1gb2+PdevW4dtvv8Xw4cORlZUFAJg9ezYcHBywceNGmJqaQllZGYIgICEhAW3atIGKigqsra0RFhYGiUQilWi/bwwK+966dStMTEygra2Nvn374sWLF2Kbd5dhZGdnw8/PD4aGhlBWVoaFhQU2bNhQ4pipqalBT08P+vr6+PrrrzFmzBhcvHhRrM/Pz8ewYcPQoEEDqKqqomHDhli5cqVUH15eXujWrRuWLFkCfX196OrqYsyYMVLX8/vvv8PR0RGamprQ09ND//798fjxY7E+MjISEokE4eHhcHR0hJqaGlq1aoWbN2+KbZKSktC1a1fUrVsXGhoaaNasGcLCwqRiCQgIgIWFBVRUVFC3bl306tWrxOsnIiKiL0OVSZbflpmZiW3btsHc3By6urpiuaamJoKDgxEfH4+VK1ciKCgIy5cvF+u3bduG+fPnY9GiRYiNjYWRkRHWrFlT4rnu378PDw8PNGvWDJcvX8aaNWuwYcMGzJs3DwCwcuVK/Pzzz6hfvz4ePnyI6OjoYvv5448/YGlpCU9PzyJ1kydPRlpaGo4fPy6W3b59G6Ghodi9ezfi4uJQUFCAbt26QU1NDefPn8e6deswY8aMIn29bwyAN8nhvn37cODAARw4cAAnT57EwoULZY7B4MGDERISglWrVuHGjRsIDAyEhoZGieP2tqdPn2Lnzp1o0aKFWFZQUID69esjNDQU8fHxmDlzJn788UeEhoZKHXvixAkkJSXhxIkT2Lx5M4KDgxEcHCzW5+TkYO7cubh8+TL27duHu3fvwsvLq0gMM2bMwNKlSxETEwMFBQV4e3uLdZmZmfDw8EBYWBguXboEd3d3eHp6IiUlBQAQExOD8ePH4+eff8bNmzdx5MgRtG3btthrzc7ORkZGhtSLiIiIPl9F1xNUkgMHDogJWlZWFvT19XHgwAHIyf1fPv/TTz+JX5uYmGDy5MnYsWMH/Pz8AAC//fYbhg0bhqFDhwIAZs6ciWPHjiEzM1PmeQMCAmBoaIjVq1dDIpHAysoKDx48wLRp0zBz5kxoa2tDU1MT8vLy0NPTk9nPrVu30KhRo2LrCstv3bolluXk5GDr1q2oXbs2gDfropOSkhAZGSmeZ/78+XBzc5Pq631jALxJVIODg8WlFoMGDUJ4eDjmz59fbNyhoaE4fvw42rdvDwAwNTWVeZ2FAgICsH79egiCgJcvX8LS0hJHjx4V6xUVFTFnzhzxfYMGDXDmzBmEhoaid+/eYrmOjg5Wr14NeXl5WFlZoXPnzggPD8eIESMAQCrpNTU1xapVq9C8eXNkZmZKJfTz58+Hs7MzAOCHH35A586d8fr1a6ioqMDe3h729vZi23nz5mHv3r3Yv38/xo4di5SUFKirq6NLly7Q1NSEsbExmjRpUux1L1iwQOq6iIiI6PNWZWaWXV1dERcXh7i4OJw/fx4dOnRAp06dpG4a27VrF9q0aQM9PT1oaGjA399fnB0EgJs3b6J58+ZS/b77/l03btxAy5YtIZFIxLLWrVsjMzMT//zzTwVd3Rtvn8PY2FhMlIE3sRsaGkol5MXF/r4xAN4k0W+vSdbX15dauvC2uLg4yMvLi4lmaQ0YMABxcXG4fPkyTp06BXNzc3To0EFquUdgYCAcHR1Ru3ZtaGhoICgoqEisjRs3hry8vMxYL126hK5du8LY2BiamppwcXEBgCL92NnZSfUBQOwnKysLfn5+sLa2Ro0aNaChoYGEhASxDzc3NxgbG8PU1BSDBg3Ctm3b8PLly2Kve/r06UhPTxdfqampZRo3IiIiql6qTLKsrq4Oc3NzmJubo3nz5tiwYQOysrIQFBQEADh37hz69u2LTp064cCBA7h06RJmzJiBnJwcqX7eTkiBNzfelUQQBJnHvFteEktLS8THxxdbd+PGDQCAhYWFWKaurv7eON5V2jFQVFSUei+RSFBQUFBsn6qqqiWeUxZtbW3x82rdujU2bNiAxMRE7NixA8CbNdwTJ06Et7c3jh07hri4OAwdOrRMsWZlZaFDhw7Q0NDA77//jujoaOzduxcASuyncBwL+5k6dSp2796N+fPnIyoqCnFxcbC1tRX70NTUxMWLF7F9+3bo6+tj5syZsLe3x/Pnz4tct7KyMrS0tKReRERE9PmqMsnyuwq3JXv16hUA4PTp0zA2NsaMGTPg6OgICwuLIluVNWzYEBcuXJAqi4mJKfE81tbWOHPmjFRSfebMGWhqaqJevXqljrdv375ITEzEX3/9VaRu6dKl0NXVLbKk4m1WVlZISUnBv//+K5a9uz66NGNQVra2tigoKMDJkyc/qJ/C2eHCzysqKgqtWrWCj48PmjRpAnNzcyQlJZWpz4SEBPz3339YuHAhnJycYGVlJXOGvCRRUVHw8vJC9+7dYWtrCz09PSQnJ0u1UVBQQPv27fHrr7/iypUrSE5ORkRERJnPRURERJ+XKpMsZ2dn49GjR3j06BFu3LiBcePGITMzU7xhztzcHCkpKQgJCUFSUhJWrVolzjIWGjduHDZs2IDNmzcjMTER8+bNw5UrV0qcsfXx8UFqairGjRuHhIQE/Pnnn5g1axYmTZoktV76ffr27Yvu3btjyJAh2LBhA5KTk3HlyhV8//332L9/P9avX19kNvltbm5uMDMzw5AhQ3DlyhWcPn1avMGvMP7SjEFZmZiYYMiQIfD29hZvoIuMjCxyI967Xr58KX5ely9fho+PD1RUVNChQwcx1piYGBw9ehS3bt2Cv7+/zJsjZTEyMoKSkhJ+++033LlzB/v37y/X/tDm5ubYs2ePuGykf//+UjPtBw4cwKpVqxAXF4d79+5hy5YtKCgoQMOGDct8LiIiIvq8VJlk+ciRI9DX14e+vj5atGiB6Oho7Ny5U1yj2rVrV0ycOBFjx46Fg4MDzpw5A39/f6k+BgwYgOnTp2PKlClo2rSpuHOCioqKzPPWq1cPhw4dwoULF2Bvb49Ro0Zh2LBhUjfSlYZEIkFoaChmzJiB5cuXw8rKCk5OTrh37x5OnDiBbt26lXi8vLw89u3bh8zMTDRr1gzDhw8XYyiMvzRjUB5r1qxBr1694OPjAysrK4wYMULc5k6WoKAg8fNydXXFkydPcOjQITHBHDVqFHr06IE+ffqgRYsWSEtLg4+PT5niql27NoKDg7Fz505YW1tj4cKFWLJkSZmvb/ny5dDR0UGrVq3g6ekJd3d3NG3aVKyvUaMG9uzZg2+++QaNGjVCYGAgtm/fjsaNG5f5XERERPR5kQjvW9Rbzbm5uUFPTw9bt26t7FDK7PTp02jTpg1u374NMzOzyg6HipGRkQFtbW24tZsKRQXlyg6HiIg+ooNHyv/0W6paCn9+p6env/f+oyqzdVxFePnyJQIDA+Hu7g55eXls374dYWFhUvsbV2V79+6FhoYGLCwscPv2bfj6+qJ169ZMlImIiIgqyWeVLEskEhw6dAjz5s1DdnY2GjZsiN27d4v7B1d1L168gJ+fH1JTU1GrVi20b98eS5cureywiIiIiL5Yn1WyrKqqWuQxxtXJ4MGDMXjw4MoOg4iIiIj+vypzgx8RERERUVXDZJmIiIiISAYmy0REREREMjBZJiIiIiKSgckyEREREZEMn9VuGESVZdeen967qTkRERFVP5xZJiIiIiKSgckyEREREZEMTJaJiIiIiGRgskxEREREJAOTZSIiIiIiGZgsExERERHJwK3jiCrAt8MXQUFRpbLDIKIqKGybf2WHQEQfgDPLREREREQyMFkmIiIiIpKByTIRERERkQxMlomIiIiIZGCyTEREREQkA5NlIiIiIiIZmCwTEREREcnAZJmIiIiISAYmy0REREREMjBZrmTJycmQSCSIi4ur7FA+isjISEgkEjx//vyTndPLywvdunX7ZOcjIiKiz9dnnSynpqZi2LBhMDAwgJKSEoyNjeHr64u0tLTKDk1kaGiIhw8fwsbGptx97N69Gy1atIC2tjY0NTXRuHFjTJ48WayfPXs2HBwcKiDa6mHlypUIDg6u7DCIiIjoM/DZJst37tyBo6Mjbt26he3bt+P27dsIDAxEeHg4WrZsiadPn8o8Nicn55PFKS8vDz09PSgoKJTr+LCwMPTt2xe9evXChQsXEBsbi/nz55frGnJzc8sVQ2Uo7vry8/NRUFAAbW1t1KhR49MHRURERJ+dzzZZHjNmDJSUlHDs2DE4OzvDyMgInTp1QlhYGO7fv48ZM2aIbU1MTDBv3jx4eXlBW1sbI0aMAAAEBQXB0NAQampq6N69O5YtWyaVhCUlJaFr166oW7cuNDQ00KxZM4SFhUnFYWJigl9++QXe3t7Q1NSEkZER1q1bJ9YXtwzj+vXr6Ny5M7S0tKCpqQknJyckJSUVe50HDhxAmzZtMHXqVDRs2BCWlpbo1q0bfvvtNwBAcHAw5syZg8uXL0MikUAikYizrhKJBIGBgejatSvU1dUxb9485OfnY9iwYWjQoAFUVVXRsGFDrFy5Ujzf1atXIScnh//++w8A8OzZM8jJyeG7774T2yxYsAAtW7aUivP06dOwt7eHiooKWrRogatXr0rVnzlzBm3btoWqqioMDQ0xfvx4ZGVllfgZBQcHo0aNGjhw4ACsra2hrKyMe/fuFVmGIQgCfv31V5iamkJVVRX29vbYtWuXWP/s2TMMGDAAtWvXhqqqKiwsLLBp06Zix5uIiIi+LJ9lsvz06VMcPXoUPj4+UFVVlarT09PDgAEDsGPHDgiCIJYvXrwYNjY2iI2Nhb+/P06fPo1Ro0bB19cXcXFxcHNzw/z586X6yszMhIeHB8LCwnDp0iW4u7vD09MTKSkpUu2WLl0KR0dHXLp0CT4+Phg9ejQSEhKKjf3+/fto27YtVFRUEBERgdjYWHh7eyMvL6/Y9np6erh+/TquXbtWbH2fPn0wefJkNG7cGA8fPsTDhw/Rp08fsX7WrFno2rUrrl69Cm9vbxQUFKB+/foIDQ1FfHw8Zs6ciR9//BGhoaEAABsbG+jq6uLkyZMAgL///hu6urr4+++/xT4jIyPh7OwsFcfUqVOxZMkSREdHo06dOvj222/FmeyrV6/C3d0dPXr0wJUrV7Bjxw6cOnUKY8eOlerj3c8IAF6+fIkFCxZg/fr1uH79OurUqVNkDH766Sds2rQJa9aswfXr1zFx4kQMHDhQvAZ/f3/Ex8fj8OHDuHHjBtasWYNatWoVO57Z2dnIyMiQehEREdHnq3x/+6/iEhMTIQgCGjVqVGx9o0aN8OzZMzx58kRMrr755htMmTJFbPPTTz+hU6dOYpmlpSXOnDmDAwcOiG3s7e1hb28vvp83bx727t2L/fv3SyV6Hh4e8PHxAQBMmzYNy5cvR2RkJKysrIrE9r///Q/a2toICQmBoqKieG5Zxo0bh6ioKNja2sLY2Bhff/01OnTogAEDBkBZWRmqqqrQ0NCAgoIC9PT0ihzfv39/eHt7S5XNmTNH/LpBgwY4c+YMQkND0bt3b0gkErRt2xaRkZHo2bMnIiMjMWTIEGzevBnx8fHiOE2cOFGqz1mzZsHNzQ0AsHnzZtSvXx979+5F7969sXjxYvTv3x8TJkwAAFhYWGDVqlVwdnbGmjVroKKiAqDoZ3Tq1Cnk5uYiICBA6nN4W1ZWFpYtW4aIiAhxttvU1BSnTp3C2rVr4ezsjJSUFDRp0gSOjo4A3sxiy7JgwQKp8SEiIqLP22c5s/w+hTPKEolELCtMlArdvHkTzZs3lyp7931WVhb8/PxgbW2NGjVqQENDAwkJCUVmlu3s7MSvJRIJ9PT08Pjx42Jji4uLg5OTk5gov4+6ujoOHjyI27dv46effoKGhgYmT56M5s2b4+XLl+89/t3rBoDAwEA4Ojqidu3a0NDQQFBQkNQ1ubi4IDIyEgBw8uRJuLq6om3btjh58iSio6Px6tUrtG7dWqrPt5dl1KxZEw0bNsSNGzcAALGxsQgODoaGhob4cnd3R0FBAe7evVtirEpKSlLj+674+Hi8fv0abm5uUv1v2bJFXNoyevRohISEwMHBAX5+fjhz5ozM/qZPn4709HTxlZqaKrMtERERVX+f5cyyubk5JBIJ4uPji91CLCEhATo6OlJ/aldXV5dqIwiCVDJdWPa2qVOn4ujRo1iyZAnMzc2hqqqKXr16Fbn57N3EVyKRoKCgoNjY3102UlpmZmYwMzPD8OHDMWPGDFhaWmLHjh0YOnRoice9e92hoaGYOHEili5dipYtW0JTUxOLFy/G+fPnxTYuLi7w9fXF7du3ce3aNXFN9cmTJ/H8+XN89dVX0NTUfG/MheNbUFCA77//HuPHjy/SxsjISGaswJvxevdzelvhOB88eBD16tWTqlNWVgYAdOrUCffu3cPBgwcRFhaGdu3aYcyYMViyZEmR/pSVlcXjiIiI6PP3WSbLurq6cHNzQ0BAACZOnCiVgD569Ajbtm3D4MGDS0yyrKyscOHCBamymJgYqfdRUVHw8vJC9+7dAbxZw5ycnPxBsdvZ2WHz5s3Izc0t9ezyu0xMTKCmpibeIKekpIT8/PxSHRsVFYVWrVqJy0YAFLm5sHDd8rx582Bvbw8tLS04OztjwYIFePbsWZH1ygBw7tw5MfF99uwZbt26JS5Dadq0Ka5fvw5zc/NyXW9JCm/8S0lJKTauQrVr14aXlxe8vLzg5OQkrrEmIiKiL9tnuwxj9erVyM7Ohru7O/7++2+kpqbiyJEjcHNzQ7169YrcrPeucePG4dChQ1i2bBkSExOxdu1aHD58WCrBNjc3x549exAXF4fLly+jf//+MmeMS2vs2LHIyMhA3759ERMTg8TERGzduhU3b94stv3s2bPh5+eHyMhI3L17F5cuXYK3tzdyc3PFNcImJia4e/cu4uLi8N9//yE7O1vm+c3NzRETE4OjR4/i1q1b8Pf3R3R0tFSbwnXLv//+O1xcXAC8SfJzcnIQHh4ulr3t559/Rnh4OK5duwYvLy/UqlVLnPWfNm0azp49izFjxiAuLg6JiYnYv38/xo0bV/YBfIempiamTJmCiRMnYvPmzUhKSsKlS5fwv//9D5s3bwYAzJw5E3/++Sdu376N69ev48CBAzLXuxMREdGX5bNNli0sLBATEwMzMzP06dMHZmZmGDlyJFxdXXH27FnUrFmzxONbt26NwMBALFu2DPb29jhy5AgmTpwo3mwGAMuXL4eOjg5atWoFT09PuLu7o2nTph8Ut66uLiIiIpCZmQlnZ2d89dVXCAoKkjnL7OzsjDt37mDw4MGwsrJCp06d8OjRIxw7dgwNGzYEAPTs2RMdO3aEq6srateuje3bt8s8/6hRo9CjRw/06dMHLVq0QFpamtQscyFXV1fk5+eLibFEIoGTkxMAoE2bNkXaL1y4EL6+vvjqq6/w8OFD7N+/H0pKSgDeJNonT55EYmIinJyc0KRJE/j7+0NfX79MYyfL3LlzMXPmTCxYsACNGjWCu7s7/vrrLzRo0ADAm5n36dOnw87ODm3btoW8vDxCQkIq5NxERERUvUmEdxfikkwjRoxAQkICoqKiKjsUqiIyMjKgra0N5+9+hIKiyvsPIKIvTtg2/8oOgYjeUfjzOz09HVpaWiW2/SzXLFeUJUuWwM3NDerq6jh8+DA2b96MgICAyg6LiIiIiD4RJssluHDhAn799Ve8ePECpqamWLVqFYYPH17ZYRERERHRJ8JkuQSFT60jIiIioi/TZ3uDHxERERHRh2KyTEREREQkA5NlIiIiIiIZmCwTEREREcnAZJmIiIiISAbuhkFUAfavn/beTc2JiIio+uHMMhERERGRDEyWiYiIiIhkYLJMRERERCQDk2UiIiIiIhmYLBMRERERycBkmYiIiIhIBm4dR1QB2k9ZBAUllcoOg4jK6cxq/8oOgYiqKM4sExERERHJwGSZiIiIiEgGJstERERERDIwWSYiIiIikoHJMhERERGRDEyWiYiIiIhkYLJMRERERCQDk2UiIiIiIhmYLBMRERERycBk+RNITk6GRCJBXFxcZYcCiUSCffv2VXYYxTIxMcGKFSs+6Tmr8ngQERFR5av2yXJqaiqGDRsGAwMDKCkpwdjYGL6+vkhLS6vs0ESGhoZ4+PAhbGxsynV8YbJd+FJSUoK5uTnmzZsHQRAqONqyy8/Px4IFC2BlZQVVVVXUrFkTX3/9NTZt2lSmfqKjozFy5MiPFCURERFR2SlUdgAf4s6dO2jZsiUsLS2xfft2NGjQANevX8fUqVNx+PBhnDt3DjVr1iz22JycHCgpKX2SOOXl5aGnp/fB/YSFhaFx48bIzs7GqVOnMHz4cOjr62PYsGEVEGX5zZ49G+vWrcPq1avh6OiIjIwMxMTE4NmzZ2Xqp3bt2h8pQiIiIqLyqdYzy2PGjIGSkhKOHTsGZ2dnGBkZoVOnTggLC8P9+/cxY8YMsa2JiQnmzZsHLy8vaGtrY8SIEQCAoKAgGBoaQk1NDd27d8eyZctQo0YN8bikpCR07doVdevWhYaGBpo1a4awsDCpOExMTPDLL7/A29sbmpqaMDIywrp168T64pZhXL9+HZ07d4aWlhY0NTXh5OSEpKSkEq9XV1cXenp6MDY2xoABA9CqVStcvHhRrI+Ojoabmxtq1aoFbW1tODs7S9UXevjwITp16gRVVVU0aNAAO3fuFOu++eYbjB07Vqp9WloalJWVERERUWxcf/31F3x8fPDdd9+hQYMGsLe3x7BhwzBp0iSxjYuLC8aOHYuxY8eiRo0a0NXVxU8//SQ1M/7uMgyJRIL169eje/fuUFNTg4WFBfbv3y/W5+fnY9iwYWjQoAFUVVXRsGFDrFy5skh8GzduROPGjaGsrAx9ff0i1/fff//JPAcRERF92aptsvz06VMcPXoUPj4+UFVVlarT09PDgAEDsGPHDqlkbPHixbCxsUFsbCz8/f1x+vRpjBo1Cr6+voiLi4Obmxvmz58v1VdmZiY8PDwQFhaGS5cuwd3dHZ6enkhJSZFqt3TpUjg6OuLSpUvw8fHB6NGjkZCQUGzs9+/fR9u2baGiooKIiAjExsbC29sbeXl5pb7+mJgYXLx4ES1atBDLXrx4gSFDhiAqKgrnzp2DhYUFPDw88OLFC6lj/f390bNnT1y+fBkDBw5Ev379cOPGDQDA8OHD8ccffyA7O1tsv23bNhgYGMDV1bXYWPT09BAREYEnT56UGPPmzZuhoKCA8+fPY9WqVVi+fDnWr19f4jFz5sxB7969ceXKFXh4eGDAgAF4+vQpAKCgoAD169dHaGgo4uPjMXPmTPz4448IDQ0Vj1+zZg3GjBmDkSNH4urVq9i/fz/Mzc1LfY53ZWdnIyMjQ+pFREREny+JUBUWvZbD+fPn8fXXX2Pv3r3o1q1bkfrly5dj0qRJ+Pfff1GnTh2YmJigSZMm2Lt3r9imb9++yMzMxIEDB8SygQMH4sCBA3j+/LnMczdu3BijR48WZyhNTEzg5OSErVu3AgAEQYCenh7mzJmDUaNGITk5GQ0aNMClS5fg4OCAH3/8ESEhIbh58yYUFRXfe62Fx6uqqkJOTg45OTnIzc3FyJEjsXbtWpnH5efnQ0dHB3/88Qe6dOkC4M1s7ahRo7BmzRqx3ddff42mTZsiICAA2dnZMDAwwJo1a9C7d28AQJMmTdCtWzfMmjWr2PPEx8ejV69euHnzJho3boxWrVqha9eu6NSpk9jGxcUFjx8/xvXr1yGRSAAAP/zwA/bv34/4+HhxHCdMmIAJEyaIsf7000+YO3cuACArKwuampo4dOgQOnbsWGwsY8aMwb///otdu3YBAOrVq4ehQ4di3rx5xbYv6zlmz56NOXPmFClvNuJHKCipFHsOIqr6zqz2r+wQiOgTysjIgLa2NtLT06GlpVVi22o7s/w+hb8DFCZmAODo6CjV5ubNm2jevLlU2bvvs7Ky4OfnB2tra9SoUQMaGhpISEgoMrNsZ2cnfi2RSKCnp4fHjx8XG1tcXBycnJxKlSi/bceOHYiLi8Ply5exY8cO/Pnnn/jhhx/E+sePH2PUqFGwtLSEtrY2tLW1kZmZWSTWli1bFnlfOLOsrKyMgQMHYuPGjWKsly9fhpeXl8y4rK2tce3aNZw7dw5Dhw7Fv//+C09PTwwfPlyq3ddffy31ebRs2RKJiYnIz8+X2ffb46qurg5NTU2pcQ0MDISjoyNq164NDQ0NBAUFidf7+PFjPHjwAO3atZPZf2nO8bbp06cjPT1dfKWmppbYNxEREVVv1TZZNjc3h0QiEWcl35WQkAAdHR3UqlVLLFNXV5dqIwiCVPJWWPa2qVOnYvfu3Zg/fz6ioqIQFxcHW1tb5OTkSLV7N/GVSCQoKCgoNrZ3l42UlqGhIczNzdGoUSP07t0bEyZMwNKlS/H69WsAgJeXF2JjY7FixQqcOXMGcXFx0NXVLRJrcd4eh+HDh+P48eP4559/sHHjRrRr1w7GxsYlHi8nJ4dmzZph4sSJ2Lt3L4KDg7FhwwbcvXu3XNdaqKRxDQ0NxcSJE+Ht7Y1jx44hLi4OQ4cOFa+3tONcls9OWVkZWlpaUi8iIiL6fFXbZFlXVxdubm4ICAjAq1evpOoePXqEbdu2oU+fPkWS4bdZWVnhwoULUmUxMTFS76OiouDl5YXu3bvD1tYWenp6SE5O/qDY7ezsEBUVhdzc3A/qR15eHnl5eWJyGBUVhfHjx8PDw0O8oe2///4rcty5c+eKvLeyshLf29rawtHREUFBQfjjjz/g7e1d5tisra0BvJmZL+m8FhYWkJeXL3P/wJvrbdWqFXx8fNCkSROYm5tL3SSpqakJExMThIeHl6t/IiIiomqbLAPA6tWrkZ2dDXd3d/z9999ITU3FkSNH4Obmhnr16hW5We9d48aNw6FDh7Bs2TIkJiZi7dq1OHz4sFSCbW5ujj179ojLEfr37y9z1rG0xo4di4yMDPTt2xcxMTFITEzE1q1bcfPmzRKPS0tLw6NHj/DPP//g8OHDWLlyJVxdXcXZTXNzc2zduhU3btzA+fPnMWDAgGJnV3fu3ImNGzfi1q1bmDVrFi5cuFBkh4jhw4dj4cKFyM/PR/fu3UuMq1evXli+fDnOnz+Pe/fuITIyEmPGjIGlpaVUEp6amopJkybh5s2b2L59O3777Tf4+vqWdtiKMDc3R0xMDI4ePYpbt27B398f0dHRUm1mz56NpUuXYtWqVUhMTMTFixfx22+/lfucRERE9GWp1smyhYUFYmJiYGZmhj59+sDMzAwjR46Eq6srzp49K3OP5UKtW7dGYGAgli1bBnt7exw5cgQTJ06Eisr/3ai1fPly6OjooFWrVvD09IS7uzuaNm36QXHr6uoiIiICmZmZcHZ2xldffYWgoKD3rmFu37499PX1YWJigpEjR8LDwwM7duwQ6zdu3Ihnz56hSZMmGDRoEMaPH486deoU6WfOnDkICQmBnZ0dNm/ejG3btokzwYX69esHBQUF9O/fX2o8iuPu7o6//voLnp6esLS0xJAhQ2BlZYVjx45BQeH/tvIePHgwXr16hebNm2PMmDEYN27cBz2EZNSoUejRowf69OmDFi1aIC0tDT4+PlJthgwZghUrViAgIACNGzdGly5dkJiYWO5zEhER0Zel2u6G8bGMGDECCQkJiIqKquxQKlVqaipMTEwQHR39wb8cAG92w3BwcPjkj7P+2ArvpuVuGETVG3fDIPqylGU3jGr9BL+KsGTJEri5uUFdXR2HDx/G5s2bERAQUNlhVZrc3Fw8fPgQP/zwg7ilHBEREdGX6otPli9cuIBff/0VL168gKmpKVatWlVky7MvyenTp+Hq6gpLS0txr2IiIiKiL9UXnyy//bQ3erNc4mOszImMjKzwPomIiIg+tnIny4IgYNeuXThx4gQeP35cZIeIPXv2fHBwRERERESVqdzJsq+vL9atWwdXV1fUrVu3xP2MiYiIiIiqo3Iny7///jv27NkDDw+PioyHiIiIiKjKKPc+y9ra2jA1Na3IWIiIiIiIqpRyJ8uzZ8/GnDlzijxqmoiIiIjoc1Huh5K8fPkSPXr0wOnTp2FiYlLk6XMXL16skACJqrKybGpOREREVcMneSiJl5cXYmNjMXDgQN7gR0RERESfpXInywcPHsTRo0fRpk2bioyHiIiIiKjKKPeaZUNDQ/7ZmYiIiIg+a+VOlpcuXQo/Pz8kJydXYDhERERERFVHuZdhDBw4EC9fvoSZmRnU1NSK3OD39OnTDw6OiIiIiKgylTtZXrFiRQWGQURERERU9ZR76zgi+r+tZ+wnT4e8skplh0P02YidP7OyQyCiz1hZto4r1ZrloKAgeHp64v79+8XWv3r1ChkZGVIvIiIiIqLqrlTJ8uzZs9G/f3+MHDkS9+7dAwBkZWVh7NixqFOnDjQ0NKCjoyP1IiIiIiKq7kqVLDdu3BhmZmbYsmULNm/ejGfPnsHPzw8REREICAiAsrIy1q9fjzlz5sDAwABbtmz52HETEREREX10pbrBb+vWrRAEAd26dUPr1q1Ro0YN/PXXX9iyZQtcXFzg7e0NJycnmJubw9jYGNu2bcOAAQM+duxERERERB9VqWaW69atCz09PSQnJ6Nnz56QSCR4+vQpGjRoAADQ0tISt4pr06YN/v77748XMRERERHRJ1Kmh5KEh4dj2rRpePbsGUxNTcUHklhbWyM0NBQA8Ndff6FGjRoVHScRERER0SdXpmTZ0tIS4eHh0NbWxtChQ3H58mUAwPTp08W1yxMnTsTUqVM/SrBERERERJ9SmR9KIpFIIJFIMHHiRLHM1dUVCQkJiImJgZmZGezt7Ss0SCIiIiKiylDuJ/i9y8jICEZGRhXVHRERERFRpfugZDk8PBzh4eF4/PgxCgoKpOo2btz4QYF9DpKTk9GgQQNcunQJDg4OlR0O4c1fRvbu3Ytu3bpVdihERERUDZRpzfLb5syZgw4dOiA8PBz//fcfnj17JvX62FJTUzFs2DAYGBhASUkJxsbG8PX1RVpa2kc/d2kZGhri4cOHsLGxKdfxycnJkEgkiIuLK1Ln4uKCCRMmfFiAH+iff/6BkpISrKysKjUOIiIioo+l3DPLgYGBCA4OxqBBgyoynlK5c+cOWrZsCUtLS2zfvh0NGjTA9evXMXXqVBw+fBjnzp1DzZo1iz02JycHSkpKnyROeXl56OnpfZJzVYbg4GD07t0bf//9N06fPo3WrVtXdkhEREREFarcM8s5OTlo1apVRcZSamPGjIGSkhKOHTsGZ2dnGBkZoVOnTggLC8P9+/cxY8YMsa2JiQnmzZsHLy8vaGtrY8SIEQCAoKAgGBoaQk1NDd27d8eyZcuktrxLSkpC165dUbduXWhoaKBZs2YICwuTisPExAS//PILvL29oampCSMjI6xbt06sL25m+Pr16+jcuTO0tLSgqakJJycnJCUlffCY/P7773B0dISmpib09PTQv39/PH78WKx/9uwZBgwYgNq1a0NVVRUWFhbYtGkTgDef5dixY6Gvrw8VFRWYmJhgwYIFJZ5PEARs2rQJgwYNQv/+/bFhwwaxrl+/fujbt69U+9zcXNSqVUs8Z3Z2NsaPH486depARUUFbdq0QXR0tNQxJY1VdHQ03NzcUKtWLWhra8PZ2RkXL16UOj4xMRFt27aFiooKrK2tcfz48SLXcfXqVXzzzTdQVVWFrq4uRo4ciczMzPcNNxEREX0hyp0sDx8+HH/88UdFxlIqT58+xdGjR+Hj4wNVVVWpOj09PQwYMAA7duyAIAhi+eLFi2FjY4PY2Fj4+/vj9OnTGDVqFHx9fREXFwc3NzfMnz9fqq/MzEx4eHggLCwMly5dgru7Ozw9PZGSkiLVbunSpXB0dMSlS5fg4+OD0aNHIyEhodjY79+/LyZvERERiI2Nhbe3N/Ly8j54XHJycjB37lxcvnwZ+/btw927d+Hl5SXW+/v7Iz4+HocPH8aNGzewZs0a1KpVCwCwatUq7N+/H6Ghobh58yZ+//13mJiYlHi+EydO4OXLl2jfvj0GDRqE0NBQvHjxAgAwYMAA7N+/XyrpPHr0KLKystCzZ08AgJ+fH3bv3o3Nmzfj4sWLMDc3h7u7u/hwm/eN1YsXLzBkyBBERUXh3LlzsLCwgIeHhxhDQUEBevToAXl5eZw7dw6BgYGYNm2a1DW8fPkSHTt2hI6ODqKjo7Fz506EhYVh7NixMq87OzsbGRkZUi8iIiL6fJVpGcakSZPErwsKCrBu3TqEhYXBzs4OioqKUm2XLVtWMRG+IzExEYIgoFGjRsXWN2rUCM+ePcOTJ09Qp04dAMA333yDKVOmiG1++ukndOrUSSyztLTEmTNncODAAbGNvb291BZ48+bNw969e7F//36pZMrDwwM+Pj4AgGnTpmH58uWIjIwsdh3v//73P2hrayMkJEQcL0tLy/dec6tWrSAnJ/17zatXr6RuGvT29ha/NjU1xapVq9C8eXNkZmZCQ0MDKSkpaNKkCRwdHQFAKhlOSUmBhYUF2rRpA4lEAmNj4/fGtGHDBvTt2xfy8vJo3LgxzM3NsWPHDgwfPhzu7u5QV1fH3r17xWU6f/zxBzw9PaGlpYWsrCysWbMGwcHB6NSpE4A3M/3Hjx/Hhg0bMHXq1PeO1TfffCMVz9q1a6Gjo4OTJ0+iS5cuCAsLw40bN5CcnIz69esDAH755RfxfACwbds2vHr1Clu2bIG6ujoAYPXq1fD09MSiRYtQt27dIte9YMECzJkz573jQ0RERJ+HMs0sX7p0SXxdvnwZDg4OkJOTw7Vr16Tqirsh7VMpnFGWSCRiWWGCWOjmzZto3ry5VNm777OysuDn5wdra2vUqFEDGhoaSEhIKDKzbGdnJ34tkUigp6cntfzhbXFxcXByciryi8X77NixA3FxcVKvd6/p0qVL6Nq1K4yNjaGpqQkXFxcAEOMdPXo0QkJC4ODgAD8/P5w5c0Y81svLC3FxcWjYsCHGjx+PY8eOlRjP8+fPsWfPHgwcOFAsGzhwoLgDiqKiIr777jts27YNwJux/PPPPzFgwAAAb5a45ObmSq1xVlRURPPmzXHjxo1SjdXjx48xatQoWFpaQltbG9ra2sjMzBSv98aNGzAyMhITZQBo2bKlVB83btyAvb29mCgDQOvWrVFQUICbN28We97p06cjPT1dfKWmppY4VkRERFS9lWlm+cSJEx8rjlIzNzeHRCJBfHx8sdt/JSQkQEdHR1xiAEAqGQLeJNRvJ9OFZW+bOnUqjh49iiVLlsDc3Byqqqro1asXcnJypNq9m8xJJJIi2+gVenfZSGkZGhrC3NxcZl9ZWVno0KEDOnTogN9//x21a9dGSkoK3N3dxXg7deqEe/fu4eDBgwgLC0O7du0wZswYLFmyBE2bNsXdu3dx+PBhhIWFoXfv3mjfvj127dpVbDx//PEHXr9+jRYtWohlgiCgoKAA8fHxsLa2xoABA+Ds7IzHjx/j+PHjUFFREWd1i/uFprC8sOx9Y+Xl5YUnT55gxYoVMDY2hrKyMlq2bCle77uf5/vO9762hZSVlaGsrFxibERERPT5KPea5belpqbin3/+qYiu3ktXVxdubm4ICAjAq1evpOoePXqEbdu2oU+fPjKTHQCwsrLChQsXpMpiYmKk3kdFRcHLywvdu3eHra0t9PT0kJyc/EGx29nZISoqCrm5uR/Uz7sSEhLw33//YeHChXBycoKVlVWxs9u1a9eGl5cXfv/9d6xYsULqZkQtLS306dMHQUFB2LFjB3bv3i2uH37Xhg0bMHnyZKmZ7suXL8PV1VWcXW7VqhUMDQ2xY8cObNu2Dd999524C4m5uTmUlJRw6tQpsc/c3FzExMSIy2veN1ZRUVEYP348PDw80LhxYygrK+O///4T662trZGSkoIHDx6IZWfPnpXqw9raGnFxccjKyhLLTp8+DTk5uVItjyEiIqLPX7mT5by8PPj7+0NbWxsmJiYwNjaGtrY2fvrppwpPBt+1evVqZGdnw93dHX///TdSU1Nx5MgRuLm5oV69ekVu1nvXuHHjcOjQISxbtgyJiYlYu3YtDh8+LJVgm5ubY8+ePWIi2L9/f5kzxqU1duxYZGRkoG/fvoiJiUFiYiK2bt0q80/+pWVkZAQlJSX89ttvuHPnDvbv34+5c+dKtZk5cyb+/PNP3L59G9evX8eBAwfExHT58uUICQlBQkICbt26hZ07d0JPT09qd5BCcXFxuHjxIoYPHw4bGxupV79+/bBlyxbk5uZCIpGgf//+CAwMxPHjx6WWbKirq2P06NGYOnUqjhw5gvj4eIwYMQIvX77EsGHDSjVW5ubm2Lp1K27cuIHz589jwIABUrPR7du3R8OGDTF48GBcvnwZUVFRUrukAG9uRFRRUcGQIUNw7do1nDhxAuPGjcOgQYOKXa9MREREX55yJ8tjx47FunXr8Ouvv4prlX/99Vds2LAB48aNq8gYi7CwsEBMTAzMzMzQp08fmJmZYeTIkXB1dcXZs2dl7rFcqHXr1ggMDMSyZctgb2+PI0eOYOLEiVBRURHbLF++HDo6OmjVqhU8PT3h7u6Opk2bflDcurq6iIiIQGZmJpydnfHVV18hKCiozGuY31W7dm0EBwdj586dsLa2xsKFC7FkyRKpNkpKSpg+fTrs7OzQtm1byMvLIyQkBACgoaGBRYsWwdHREc2aNUNycjIOHTpU5KZC4M2ssrW1dbE3MHbr1g1Pnz7FX3/9BeBNMhofH4969eoV2YN54cKF6NmzJwYNGoSmTZvi9u3bOHr0KHR0dEo1Vhs3bsSzZ8/QpEkTDBo0SNyGrpCcnBz27t2L7OxsNG/eHMOHDy/yS5SamhqOHj2Kp0+folmzZujVqxfatWuH1atXl/UjICIios+URChucWcpFO5U8PbuAgBw+PBh9O3bF+np6RUS4KcyYsQIJCQkICoqqrJDoWokIyMD2trasJ88HfLKKu8/gIhKJXb+zMoOgYg+Y4U/v9PT06GlpVVi23I/wa/w4RXvMjEx+WRPyPsQS5YsgZubG9TV1XH48GFs3rwZAQEBlR0WEREREVUh5V6GMWbMGMydOxfZ2dliWXZ2NubPn1/iQx2qigsXLsDNzQ22trYIDAzEqlWrMHz48MoOi4iIiIiqkHLPLF+6dAnh4eGoX7+++PCOy5cvIycnB+3atUOPHj3Etnv27PnwSCtYaGhoZYdARERERFVcuZPlGjVqiI8uLmRoaPjBARERERERVRXlTpY3bdpUkXEQEREREVU5FfJQEiIiIiKizxGTZSIiIiIiGZgsExERERHJUO41y0T0f/6e+cN7NzUnIiKi6oczy0REREREMnzQzHJ4eDjCw8Px+PFjFBQUSNVt3LjxgwIjIiIiIqps5U6W58yZg59//hmOjo7Q19eHRCKpyLiIiIiIiCpduZPlwMBABAcHY9CgQRUZDxERERFRlVHuNcs5OTlo1apVRcZCRERERFSllDtZHj58OP7444+KjIWIiIiIqEop9zKM169fY926dQgLC4OdnR0UFRWl6pctW/bBwRFVF61W/QJ5FeXKDoOoXC5PmVPZIRARVVnlTpavXLkCBwcHAMC1a9ek6nizHxERERF9DsqdLJ84caIi4yAiIiIiqnL4UBIiIiIiIhk+6KEk0dHR2LlzJ1JSUpCTkyNVt2fPng8KjIiIiIiospVpZvnthDgkJAStW7dGfHw89u7di9zcXMTHxyMiIgLa2toVHigRERER0adW6mS5f//+aNmyJQ4dOgQA+OWXX7B8+XIcOHAASkpKWLlyJW7cuIHevXvDyMjoowVMRERERPSplDpZPnnyJLZu3YozZ87g5s2bSEpKQufOnQEAysrKyMrKgkQiwcSJE7Fu3bqPFjARERER0adS6mT5+++/x4MHDzBv3jw0bNgQNWvWxIsXLwAA9erVE7ePe/78OV6+fPlxoiUiIiIi+oRKfYPfzJkzpd47OTnh+PHjsLW1Re/eveHr64uIiAgcP34c7dq1q/BAiYiIiIg+tXLvhrF69Wq8fv0aADB9+nQoKiri1KlT6NGjB/z9/SssQKp4ycnJaNCgAS5duiQ+WOZL4eXlhefPn2Pfvn2VHQoRERFVA+XeZ7lmzZowMDB404mcHPz8/LB//34sW7YMOjo6FRZgdZOamophw4bBwMAASkpKMDY2hq+vL9LS0io7NJGhoSEePnwIGxubD+6rQ4cOkJeXx7lz5yogMiIiIqKqpdzJ8sWLF3H16lXx/Z9//olu3brhxx9/LLLn8pfizp07cHR0xK1bt7B9+3bcvn0bgYGBCA8PR8uWLfH06VOZx37KMZOXl4eenh4UFD5om22kpKTg7NmzGDt2LDZs2FBB0RERERFVHeVOlr///nvcunULwJsksU+fPlBTU8POnTvh5+dXYQFWJ2PGjIGSkhKOHTsGZ2dnGBkZoVOnTggLC8P9+/cxY8YMsa2JiQnmzZsHLy8vaGtrY8SIEQCAoKAgGBoaQk1NDd27d8eyZctQo0YN8bikpCR07doVdevWhYaGBpo1a4awsDCpOExMTPDLL7/A29sbmpqaMDIyktqhJDk5GRKJBHFxcWLZ9evX0blzZ2hpaUFTUxNOTk5ISkoq8Xo3bdqELl26YPTo0dixYweysrIAAEePHoWKigqeP38u1X78+PFwdnYW3+/evRuNGzeGsrIyTExMsHTpUqn22dnZ8PPzg6GhIZSVlWFhYSEm5fn5+Rg2bBgaNGgAVVVVNGzYECtXrpQ6Pj8/H5MmTUKNGjWgq6sLPz8/CIJQ5Bzjx49HnTp1oKKigjZt2iA6OrrE6yYiIqIvR7mT5Vu3bonrXXfu3AlnZ2f88ccfCA4Oxu7duysqvmrj6dOnOHr0KHx8fKCqqipVp6enhwEDBmDHjh1SydrixYthY2OD2NhY+Pv74/Tp0xg1ahR8fX0RFxcHNzc3zJ8/X6qvzMxMeHh4ICwsDJcuXYK7uzs8PT2RkpIi1W7p0qVwdHTEpUuX4OPjg9GjRyMhIaHY2O/fv4+2bdtCRUUFERERiI2Nhbe3N/Ly8mReryAI2LRpEwYOHAgrKytYWloiNDQUANC+fXvUqFFD6vsgPz8foaGhGDBgAAAgNjYWvXv3Rt++fXH16lXMnj0b/v7+CA4OFo8ZPHgwQkJCsGrVKty4cQOBgYHQ0NAAABQUFKB+/foIDQ1FfHw8Zs6ciR9//FGMoXAMNm7ciA0bNuDUqVN4+vQp9u7dK3Udfn5+2L17NzZv3oyLFy/C3Nwc7u7uMv8KkJ2djYyMDKkXERERfb4kwrtTbaWkpaWF2NhYWFhYwM3NDV26dIGvry9SUlLQsGFDvHr1qqJjrdLOnz+Pr7/+Gnv37kW3bt2K1C9fvhyTJk3Cv//+izp16sDExARNmjSRSt769u2LzMxMHDhwQCwbOHAgDhw4UGSW9m2NGzfG6NGjMXbsWABvZpadnJywdetWAG8SWz09PcyZMwejRo0qcoPfjz/+iJCQENy8eROKioqlut7jx49jwIABePDgARQUFLBixQrs2rULp06dAgD4+vri2rVrCA8PBwAcO3YMnp6eePToEXR0dDBgwAA8efIEx44dE/v08/PDwYMHcf36ddy6dQsNGzbE8ePH0b59+1LFNGbMGPz777/YtWsXAMDAwAC+vr6YNm0aACAvLw8NGjTAV199hX379iErKws6OjoIDg5G//79AQC5ubkwMTHBhAkTMHXq1CLnmD17NubMmVP0M5g7DfIqyqWKk6iquTyl6Pc0EdHnLCMjA9ra2khPT4eWllaJbcs9s+zo6Ih58+Zh69atOHnypPiAkrt376Ju3brl7fazVfg7iUQiEcscHR2l2ty8eRPNmzeXKnv3fVZWFvz8/GBtbY0aNWpAQ0MDCQkJRWaW7ezsxK8lEgn09PTw+PHjYmOLi4uDk5NTqRNlANiwYQP69Okjrnvu168fzp8/j5s3bwIABgwYgMjISDx48AAAsG3bNnh4eIg3f964cQOtW7eW6rN169ZITExEfn4+4uLiIC8vL7Vs412BgYFwdHRE7dq1oaGhgaCgIHEc0tPT8fDhQ7Rs2VJsr6CgIDXmSUlJyM3NlYpDUVERzZs3x40bN4o95/Tp05Geni6+UlNTSz1mREREVP2UO1lesWIFLl68iLFjx2LGjBkwNzcHAOzatQutWrWqsACrC3Nzc0gkEsTHxxdbn5CQAB0dHdSqVUssU1dXl2ojCIJUMl1Y9rapU6di9+7dmD9/PqKiohAXFwdbW9siNwi+m/hKJBIUFBQUG9u7y0be5+nTp9i3bx8CAgKgoKAABQUF1KtXD3l5edi4cSOAN0m+mZkZQkJC8OrVK+zduxcDBw4s9bW+L6bQ0FBMnDgR3t7eOHbsGOLi4jB06NAy3ShZ3C8wsmIrpKysDC0tLakXERERfb7KnSzb2dnh6tWrSE9Px6xZs8TyxYsXY/PmzRUSXHWiq6sLNzc3BAQEFFmC8ujRI2zbtg19+vSRmYQBgJWVFS5cuCBVFhMTI/U+KioKXl5e6N69O2xtbaGnp4fk5OQPit3Ozg5RUVHIzc0tVftt27ahfv36uHz5MuLi4sTXihUrsHnzZnGtc//+/bFt2zb89ddfkJOTE//6AADW1tbiko1CZ86cgaWlJeTl5WFra4uCggKcPHmy2BiioqLQqlUr+Pj4oEmTJjA3N5e6IVFbWxv6+vpSW9rl5eUhNjZWfG9ubg4lJSWpOHJzcxETE4NGjRqVaiyIiIjo81buZFkWFRWVMv05/3OyevVqZGdnw93dHX///TdSU1Nx5MgRuLm5oV69ekVu1nvXuHHjcOjQISxbtgyJiYlYu3YtDh8+LJVgm5ubY8+ePYiLi8Ply5fRv39/mTPGpTV27FhkZGSgb9++iImJQWJiIrZu3SouqXjXhg0b0KtXL9jY2Ei9vL298fz5cxw8eBDAm6UYFy9exPz589GrVy+oqKiIfUyePBnh4eGYO3cubt26hc2bN2P16tWYMmUKgDfrrocMGQJvb2/s27cPd+/eRWRkpHgDn7m5OWJiYnD06FHcunUL/v7+RXax8PX1xcKFC7F3714kJCTAx8dHau23uro6Ro8ejalTp+LIkSOIj4/HiBEj8PLlSwwbNuyDxpSIiIg+DxWeLH/JLCwsEBMTAzMzM/Tp0wdmZmYYOXIkXF1dcfbsWdSsWbPE41u3bo3AwEAsW7YM9vb2OHLkCCZOnCiVZC5fvhw6Ojpo1aoVPD094e7ujqZNm35Q3Lq6uoiIiEBmZiacnZ3x1VdfISgoqNhfemJjY3H58mX07NmzSJ2mpiY6dOggbu9mYWGBZs2a4cqVK+IuGIWaNm2K0NBQhISEwMbGBjNnzsTPP/8MLy8vsc2aNWvQq1cv+Pj4wMrKCiNGjBC3pxs1ahR69OiBPn36oEWLFkhLS4OPj4/UOSZPnozBgwfDy8sLLVu2hKamJrp37y7VZuHChejZsycGDRqEpk2b4vbt2zh69OgX/WAdIiIi+j/l3g2DPo0RI0YgISEBUVFRlR0KFaPwblruhkHVGXfDIKIvTVl2w/iwR7hRhVuyZAnc3Nygrq6Ow4cPY/PmzQgICKjssIiIiIi+SEyWq5gLFy7g119/xYsXL2BqaopVq1Zh+PDhlR0WERER0Rep3Mlyfn4+goODER4ejsePHxe5ySwiIuKDg/sSvf0EOiIiIiKqXOVOln19fREcHIzOnTvDxsamxC3RiIiIiIiqo3InyyEhIQgNDYWHh0dFxkNEREREVGWUe+s4JSUl8al9RERERESfo3Iny5MnT8bKlSuLPI6ZiIiIiOhzUe5lGKdOncKJEydw+PBhNG7cuMgDLPbs2fPBwRERERERVaZyJ8s1atQo8jQ0oi/VmfE/vndTcyIiIqp+yp0sb9q0qSLjICIiIiKqcsq9ZhkA8vLyEBYWhrVr1+LFixcAgAcPHiAzM7NCgiMiIiIiqkxlnlkuKCiAnJwc7t27h44dOyIlJQXZ2dlwc3ODpqYmfv31V7x+/RqBgYEfI14iIiIiok+mTDPLV69eRdu2bQG8eSiJo6Mjnj17BlVVVbFN9+7dER4eXrFREhERERFVglLPLO/atQtz5szBtm3bALzZDeP06dNQUlKSamdsbIz79+9XbJRERERERJWgTDPLgiBATu7NIQUFBcjPzy/S5p9//oGmpmbFREdEREREVIlKPbPcq1cvmJubY+TIkThz5gzc3NywYsUKrFu3DgAgkUiQmZmJWbNm8RHY9MXpsO1nKKgqV3YY9Jk65TW/skMgIvpilekGPwcHB5iamuLFixdYvnw5XF1dYW1tjdevX6N///5ITExErVq1sH379o8VLxERERHRJ1Pm3TC2b9+OZcuWwcDAAHFxcQgJCUFsbCwKCgowbNgwDBgwQOqGPyIiIiKi6qrMybIgCOLXqqqqGDp0KIYOHVqhQRERERERVQXleiiJRCKp6DiIiIiIiKqccj3u2tLS8r0J89OnT8sVEBERERFRVVGuZHnOnDnQ1tau6FiIiIiIiKqUciXLffv2RZ06dSo6FiIiIiKiKqXMa5a5XpmIiIiIvhRlTpbf3g2DiIiIiOhzVuZlGAUFBR8jDiIiIiKiKqdcW8dR5fPy8kK3bt0qO4xSk0gk2LdvX2WHQURERFQmTJYJAJCfn8+/GhARERG9g8nyZ2rZsmWwtbWFuro6DA0N4ePjg8zMTLE+ODgYNWrUwIEDB2BtbQ1lZWXcu3cPDx8+ROfOnaGqqooGDRrgjz/+gImJCVasWCEem56ejpEjR6JOnTrQ0tLCN998g8uXL39QvJs2bUKjRo2goqICKysrBAQEiHXJycmQSCQIDQ2Fk5MTVFVV0axZM9y6dQvR0dFwdHSEhoYGOnbsiCdPnojHFRQU4Oeff0b9+vWhrKwMBwcHHDlypEi/e/bsgaurK9TU1GBvb4+zZ89+0LUQERHR54PJ8mdKTk4Oq1atwrVr17B582ZERETAz89Pqs3Lly+xYMECrF+/HtevX0edOnUwePBgPHjwAJGRkdi9ezfWrVuHx48fi8cIgoDOnTvj0aNHOHToEGJjY9G0aVO0a9eu3A+iCQoKwowZMzB//nzcuHEDv/zyC/z9/bF582apdrNmzcJPP/2EixcvQkFBAf369YOfnx9WrlyJqKgoJCUlYebMmWL7lStXYunSpViyZAmuXLkCd3d3fPvtt0hMTJTqd8aMGZgyZQri4uJgaWmJfv36IS8vr9hYs7OzkZGRIfUiIiKiz1e59lmmqm/ChAni1w0aNMDcuXMxevRoqRnb3NxcBAQEwN7eHgCQkJCAsLAwcbYWANavXw8LCwvxmBMnTuDq1at4/PgxlJWVAQBLlizBvn37sGvXLowcObLMsc6dOxdLly5Fjx49xHjj4+Oxdu1aDBkyRGw3ZcoUuLu7AwB8fX3Rr18/hIeHo3Xr1gCAYcOGITg4WGy/ZMkSTJs2DX379gUALFq0CCdOnMCKFSvwv//9T6rfzp07A3jzwJ3GjRvj9u3bsLKyKhLrggULMGfOnDJfIxEREVVPTJY/UydOnMAvv/yC+Ph4ZGRkIC8vD69fv0ZWVhbU1dUBAEpKSrCzsxOPuXnzJhQUFNC0aVOxzNzcHDo6OuL72NhYZGZmQldXV+p8r169QlJSUpnjfPLkCVJTUzFs2DCMGDFCLM/LyyvylMi3Y61bty4AwNbWVqqscBY8IyMDDx48EBPpQq1bty6yZOTtfvX19QEAjx8/LjZZnj59OiZNmiS+z8jIgKGhYekuloiIiKodJsufoXv37sHDwwOjRo3C3LlzUbNmTZw6dQrDhg1Dbm6u2E5VVVXqITOy9tB+u7ygoAD6+vqIjIws0q5GjRpljrXwpsKgoCC0aNFCqk5eXl7qvaKiovh1Ydzvlr17k+K7D9ERBKFIWXH9yrrZUVlZWZxRJyIios8fk+XPUExMDPLy8rB06VLIyb1Zlh4aGvre46ysrJCXl4dLly7hq6++AgDcvn0bz58/F9s0bdoUjx49goKCAkxMTD441rp166JevXq4c+cOBgwY8MH9FdLS0oKBgQFOnTqFtm3biuVnzpxB8+bNK+w8RERE9HljslyNpaenIy4uTqqsZs2aMDMzQ15eHn777Td4enri9OnTCAwMfG9/VlZWaN++PUaOHIk1a9ZAUVERkydPlpqBbt++PVq2bIlu3bph0aJFaNiwIR48eIBDhw6hW7du4lrn4ty9e7dIvObm5pg9ezbGjx8PLS0tdOrUCdnZ2YiJicGzZ8+kljyU1dSpUzFr1iyYmZnBwcEBmzZtQlxcHLZt21buPomIiOjLwmS5GouMjESTJk2kyoYMGYLg4GAsW7YMixYtwvTp09G2bVssWLAAgwcPfm+fW7ZswbBhw9C2bVvo6elhwYIFuH79OlRUVAC8WaZw6NAhzJgxA97e3njy5An09PTQtm1bcR2xLMUlvidOnMDw4cOhpqaGxYsXw8/PD+rq6rC1tZW6SbE8xo8fj4yMDEyePBmPHz+GtbU19u/fL3XDIhEREVFJJIKshapEAP755x8YGhoiLCwM7dq1q+xwqpyMjAxoa2ujRcBkKKhyLTN9HKe85ld2CEREn5XCn9/p6enQ0tIqsS1nlklKREQEMjMzYWtri4cPH8LPzw8mJiZS636JiIiIvhRMlklKbm4ufvzxR9y5cweamppo1aoVtm3bJrVjBBEREdGXgskySXF3dxcf/EFERET0pePjromIiIiIZGCyTEREREQkA5NlIiIiIiIZmCwTEREREcnAZJmIiIiISAbuhkFUAY4NmPneTc2JiIio+uHMMhERERGRDEyWiYiIiIhkYLJMRERERCQDk2UiIiIiIhmYLBMRERERycBkmYiIiIhIBm4dR1QBRh+fDiU15coOg6qZTZ2WVXYIRET0HpxZJiIiIiKSgckyEREREZEMTJaJiIiIiGRgskxEREREJAOTZSIiIiIiGZgsExERERHJwGSZiIiIiEgGJstERERERDIwWSYiIiIikoHJMn1ULi4umDBhwic7X3JyMiQSCeLi4j7ZOYmIiOjzxWT5M/D48WN8//33MDIygrKyMvT09ODu7o6zZ88CACQSCfbt21e5QX4ihoaGePjwIWxsbCo7FCIiIvoMKFR2APThevbsidzcXGzevBmmpqb4999/ER4ejqdPn5a6j9zcXCgqKn7EKCtOfn4+JBIJ5OSkf9fLycmBkpIS9PT0KikyIiIi+txwZrmae/78OU6dOoVFixbB1dUVxsbGaN68OaZPn47OnTvDxMQEANC9e3dIJBLx/ezZs+Hg4ICNGzfC1NQUysrKEAQBR44cQZs2bVCjRg3o6uqiS5cuSEpKEs/Xs2dPjBs3Tnw/YcIESCQSXL9+HQCQl5cHTU1NHD16VGyTl5eHsWPHin3+9NNPEARBrM/JyYGfnx/q1asHdXV1tGjRApGRkWJ9cHAwatSogQMHDsDa2hrKysq4d+8eTExMMG/ePHh5eUFbWxsjRowodhlGfHw8PDw8oKGhgbp162LQoEH477//xPpdu3bB1tYWqqqq0NXVRfv27ZGVlVURHw8RERFVc0yWqzkNDQ1oaGhg3759yM7OLlIfHR0NANi0aRMePnwovgeA27dvIzQ0FLt37xaTy6ysLEyaNAnR0dEIDw+HnJwcunfvjoKCAgBv1iC/nciePHkStWrVwsmTJ8XzvX79Gq1btxbbbN68GQoKCjh//jxWrVqF5cuXY/369WL90KFDcfr0aYSEhODKlSv47rvv0LFjRyQmJoptXr58iQULFmD9+vW4fv066tSpAwBYvHgxbGxsEBsbC39//yLX//DhQzg7O8PBwQExMTE4cuQI/v33X/Tu3Vus79evH7y9vXHjxg1ERkaiR48eUsn827Kzs5GRkSH1IiIios8Xl2FUcwoKCggODsaIESMQGBiIpk2bwtnZGX379oWdnR1q164NAKhRo0aR5Qk5OTnYunWr2AZ4M3P8tg0bNqBOnTqIj4+HjY0NXFxc4Ovri//++w/y8vK4fv06Zs2ahcjISPj4+CAyMhJfffUVNDQ0xD4MDQ2xfPlySCQSNGzYEFevXsXy5csxYsQIJCUlYfv27fjnn39gYGAAAJgyZQqOHDmCTZs24ZdffgHwZplIQEAA7O3tpeL75ptvMGXKFPF9cnKyVP2aNWvQtGlTsR8A2LhxIwwNDXHr1i1kZmYiLy8PPXr0gLGxMQDA1tZW5ngvWLAAc+bMkVlPREREnxfOLH8GevbsiQcPHmD//v1wd3dHZGQkmjZtiuDg4BKPMzY2lkqUASApKQn9+/eHqakptLS00KBBAwBASkoKAMDGxga6uro4efIkoqKiYG9vj2+//VacWY6MjISzs7NUn19//TUkEon4vmXLlkhMTER+fj4uXrwIQRBgaWkpzpJraGjg5MmTUss/lJSUYGdnV+QaHB0dS7zG2NhYnDhxQqpvKysr8Vrt7e3Rrl072Nra4rvvvkNQUBCePXsms7/p06cjPT1dfKWmppZ4fiIiIqreOLP8mVBRUYGbmxvc3Nwwc+ZMDB8+HLNmzYKXl5fMY9TV1YuUeXp6wtDQEEFBQTAwMEBBQQFsbGyQk5MD4M3OGm3btkVkZCSUlJTg4uICGxsb5Ofn4+rVqzhz5kyZtoorKCiAvLw8YmNjIS8vL1X39uy0qqqqVMJd0jW827+npycWLVpUpE5fXx/y8vI4fvw4zpw5g2PHjuG3337DjBkzcP78efEXhbcpKytDWVm5tJdHRERE1Rxnlj9T1tbW4k1qioqKyM/Pf+8xaWlpuHHjBn766Se0a9cOjRo1KnaWtXDdcmRkJFxcXCCRSODk5IQlS5bg1atXUuuVAeDcuXNF3ltYWEBeXh5NmjRBfn4+Hj9+DHNzc6lXRexq0bRpU1y/fh0mJiZF+i9MtCUSCVq3bo05c+bg0qVLUFJSwt69ez/43ERERFT9MVmu5tLS0vDNN9/g999/x5UrV3D37l3s3LkTv/76K7p27QoAMDExQXh4OB49elTiEgMdHR3o6upi3bp1uH37NiIiIjBp0qQi7VxcXHD9+nVcvXoVTk5OYtm2bdvQtGlTaGlpSbVPTU3FpEmTcPPmTWzfvh2//fYbfH19AQCWlpYYMGAABg8ejD179uDu3buIjo7GokWLcOjQoQ8enzFjxuDp06fo168fLly4gDt37uDYsWPw9vZGfn4+zp8/j19++QUxMTFISUnBnj178OTJEzRq1OiDz01ERETVH5dhVHMaGhpo0aIFli9fjqSkJOTm5sLQ0BAjRozAjz/+CABYunQpJk2ahKCgINSrV6/ITXCF5OTkEBISgvHjx8PGxgYNGzbEqlWr4OLiItXOxsYGtWrVgrGxsZgYOzs7Iz8/v8h6ZQAYPHgwXr16hebNm0NeXh7jxo3DyJEjxfpNmzZh3rx5mDx5Mu7fvw9dXV20bNkSHh4eHzw+BgYGOH36NKZNmwZ3d3dkZ2fD2NgYHTt2hJycHLS0tPD3339jxYoVyMjIgLGxMZYuXYpOnTp98LmJiIio+pMIsvbIIqL3ysjIgLa2Nvrv8oGSGtcyU9ls6rSsskMgIvoiFf78Tk9PL/IX8XdxGQYRERERkQxMlomIiIiIZGCyTEREREQkA5NlIiIiIiIZmCwTEREREcnAZJmIiIiISAYmy0REREREMjBZJiIiIiKSgU/wI6oAa9wWvHdTcyIiIqp+OLNMRERERCQDk2UiIiIiIhmYLBMRERERycBkmYiIiIhIBibLREREREQyMFkmIiIiIpKBW8cRVYDlZ0dARV2xssOgamJam98rOwQiIiolziwTEREREcnAZJmIiIiISAYmy0REREREMjBZJiIiIiKSgckyEREREZEMTJaJiIiIiGRgskxEREREJAOTZSIiIiIiGZgsExERERHJwGSZqiyJRIJ9+/ZVdhhERET0BePjrqlSeXl54fnz58UmxQ8fPoSOjs6nD4qIiIjo/2OyTFWWnp5eZYdAREREXzguw6Aq6+1lGMnJyZBIJAgNDYWTkxNUVVXRrFkz3Lp1C9HR0XB0dISGhgY6duyIJ0+eSPWzadMmNGrUCCoqKrCyskJAQIBYl5OTg7Fjx0JfXx8qKiowMTHBggULPuVlEhERURXGmWWqVmbNmoUVK1bAyMgI3t7e6NevH7S0tLBy5Uqoqamhd+/emDlzJtasWQMACAoKwqxZs7B69Wo0adIEly5dwogRI6Curo4hQ4Zg1apV2L9/P0JDQ2FkZITU1FSkpqbKPH92djays7PF9xkZGR/9momIiKjyMFmmamXKlClwd3cHAPj6+qJfv34IDw9H69atAQDDhg1DcHCw2H7u3LlYunQpevToAQBo0KAB4uPjsXbtWgwZMgQpKSmwsLBAmzZtIJFIYGxsXOL5FyxYgDlz5nyciyMiIqIqh8swqFqxs7MTv65bty4AwNbWVqrs8ePHAIAnT54gNTUVw4YNg4aGhviaN28ekpKSALy5wTAuLg4NGzbE+PHjcezYsRLPP336dKSnp4uvkmahiYiIqPrjzDJVK4qKiuLXEomk2LKCggIAEP8bFBSEFi1aSPUjLy8PAGjatCnu3r2Lw4cPIywsDL1790b79u2xa9euYs+vrKwMZWXlirsgIiIiqtKYLNNnq27duqhXrx7u3LmDAQMGyGynpaWFPn36oE+fPujVqxc6duyIp0+fombNmp8wWiIiIqqKmCxTpUtPT0dcXJxUWUUlqrNnz8b48eOhpaWFTp06ITs7GzExMXj27BkmTZqE5cuXQ19fHw4ODpCTk8POnTuhp6eHGjVqVMj5iYiIqHpjskyVLjIyEk2aNJEqGzJkSIX0PXz4cKipqWHx4sXw8/ODuro6bG1tMWHCBACAhoYGFi1ahMTERMjLy6NZs2Y4dOgQ5OS4nJ+IiIgAiSAIQmUHQVRdZWRkQFtbG7OP9IaKuuL7DyACMK3N75UdAhHRF63w53d6ejq0tLRKbMvpMyIiIiIiGZgsExERERHJwGSZiIiIiEgGJstERERERDIwWSYiIiIikoHJMhERERGRDEyWiYiIiIhkYLJMRERERCQDn+BHVAEmtgx676bmREREVP1wZpmIiIiISAYmy0REREREMjBZJiIiIiKSgckyEREREZEMTJaJiIiIiGRgskxEREREJAO3jiOqAIdjOkBNnf+cSDbPFqcqOwQiIioHziwTEREREcnAZJmIiIiISAYmy0REREREMjBZJiIiIiKSgckyEREREZEMTJaJiIiIiGRgskxEREREJAOTZSIiIiIiGZgsExERERHJwGS5mklOToZEIkFcXNwnPe/s2bPh4ODwQX1ERkZCIpHg+fPnFRJTabwbt5eXF7p16ya+d3FxwYQJEz5ZPERERFS9MFl+S2pqKoYNGwYDAwMoKSnB2NgYvr6+SEtLq+zQRIaGhnj48CFsbGzKdby+vj4WLVokVTZt2jRIJBKEh4dLlbdr1w79+/cvd6wfQ3BwMCQSCRo1alSkLjQ0FBKJBCYmJmLZlClTilwXERERUWkxWf7/7ty5A0dHR9y6dQvbt2/H7du3ERgYiPDwcLRs2RJPnz6VeWxOTs4ni1NeXh56enpQUFAo1/EuLi44ceKEVFlkZCQMDQ2lynNycnD27Fm4urp+ULwfg7q6Oh4/foyzZ89KlW/cuBFGRkZSZRoaGtDV1f2U4REREdFnhMny/zdmzBgoKSnh2LFjcHZ2hpGRETp16oSwsDDcv38fM2bMENuamJhg3rx58PLygra2NkaMGAEACAoKgqGhIdTU1NC9e3csW7YMNWrUEI9LSkpC165dUbduXWhoaKBZs2YICwuTisPExAS//PILvL29oampCSMjI6xbt06sL24ZxvXr19G5c2doaWlBU1MTTk5OSEpKKvY6XV1dcfr0aeTl5QEAXrx4gUuXLuGHH35AZGSk2O78+fN49epVkWR569atMDExgba2Nvr27YsXL16IddnZ2Rg/fjzq1KkDFRUVtGnTBtHR0SWO+5kzZ9C2bVuoqqrC0NAQ48ePR1ZWVonHKCgooH///ti4caNY9s8//yAyMrLITHhZl48cOXIE2tra2LJlS6mPISIios8Xk2UAT58+xdGjR+Hj4wNVVVWpOj09PQwYMAA7duyAIAhi+eLFi2FjY4PY2Fj4+/vj9OnTGDVqFHx9fREXFwc3NzfMnz9fqq/MzEx4eHggLCwMly5dgru7Ozw9PZGSkiLVbunSpXB0dMSlS5fg4+OD0aNHIyEhodjY79+/j7Zt20JFRQURERGIjY2Ft7e3mAy/y9XVFZmZmWISGxUVBUtLS/Tq1QvR0dF4+fIlAODEiROoX78+zM3NxWOTkpKwb98+HDhwAAcOHMDJkyexcOFCsd7Pzw+7d+/G5s2bcfHiRZibm8Pd3V3mrPzVq1fh7u6OHj164MqVK9ixYwdOnTqFsWPHFtv+bcOGDcOOHTvEeIODg9GxY0fUrVv3vcfKEhISgt69e2PLli0YPHhwsW2ys7ORkZEh9SIiIqLPF5NlAImJiRAEodh1sADQqFEjPHv2DE+ePBHLvvnmG0yZMgXm5uYwNzfHb7/9hk6dOmHKlCmwtLSEj48POnXqJNWPvb09vv/+e9ja2sLCwgLz5s2Dqakp9u/fL9XOw8MDPj4+MDc3x7Rp01CrVi2pWd+3/e9//4O2tjZCQkLg6OgIS0tLDB06FA0bNiy2vYWFBerVqyf2FxkZCWdnZ9SpUwempqY4ffq0WP7urHJBQQGCg4NhY2MDJycnDBo0SFwPnJWVhTVr1mDx4sXo1KkTrK2tERQUBFVVVWzYsKHYWBYvXoz+/ftjwoQJsLCwQKtWrbBq1Sps2bIFr1+/LvaYQg4ODjAzM8OuXbsgCAKCg4Ph7e1d4jElCQgIwKhRo/Dnn3+ia9euMtstWLAA2tra4svQ0LDc5yQiIqKqj8lyKRTOKEskErHM0dFRqs3NmzfRvHlzqbJ332dlZcHPzw/W1taoUaMGNDQ0kJCQUGRm2c7OTvxaIpFAT08Pjx8/Lja2uLg4ODk5QVFRsdTX4+LiIpUsu7i4AACcnZ0RGRmJ7OxsnDt3Dt98843UcSYmJtDU1BTf6+vri3ElJSUhNzcXrVu3FusVFRXRvHlz3Lhxo9g4YmNjERwcDA0NDfHl7u6OgoIC3L17973X4e3tjU2bNuHkyZPirH157N69GxMmTMCxY8feu0Z7+vTpSE9PF1+pqanlOicRERFVD0yWAZibm0MikSA+Pr7Y+oSEBOjo6KBWrVpimbq6ulQbQRCkkunCsrdNnToVu3fvxvz58xEVFYW4uDjY2toWuUHw3cRXIpGgoKCg2NjeXTZSGoXrltPS0nDp0iW0bdsWwJtk+cSJEzh37lyx65VLiqu4XygKy98tK1RQUIDvv/8ecXFx4uvy5ctITEyEmZnZe69jwIABOHfuHGbPno3BgweX+6ZHBwcH1K5dG5s2bSrymb1LWVkZWlpaUi8iIiL6fDFZBqCrqws3NzcEBATg1atXUnWPHj3Ctm3b0KdPH5lJHwBYWVnhwoULUmUxMTFS76OiouDl5YXu3bvD1tYWenp6SE5O/qDY7ezsEBUVhdzc3FIf4+rqiqysLCxbtgwWFhbiOl9nZ2fExMTg4MGDaNCgAYyNjUvdp7m5OZSUlHDq1CmxLDc3FzExMTKXtzRt2hTXr18Xl7K8/VJSUnrvOWvWrIlvv/0WJ0+e/KAlGGZmZjhx4gT+/PNPjBs3rtz9EBER0eeHyfL/t3r1amRnZ8Pd3R1///03UlNTceTIEbi5uaFevXpFbtZ717hx43Do0CEsW7YMiYmJWLt2LQ4fPiyVYJubm2PPnj3iDGr//v1lzhiX1tixY5GRkYG+ffsiJiYGiYmJ2Lp1K27evCnzGFNTUxgZGeG3336Ds7OzWG5gYABjY2MEBgaWecs4dXV1jB49GlOnTsWRI0cQHx+PESNG4OXLlxg2bFixx0ybNg1nz57FmDFjEBcXh8TEROzfv79MCWtwcDD+++8/WFlZlSned1laWuLEiRPikgwiIiIigMmyyMLCAjExMTAzM0OfPn1gZmaGkSNHwtXVFWfPnkXNmjVLPL5169YIDAzEsmXLYG9vjyNHjmDixIlQUVER2yxfvhw6Ojpo1aoVPD094e7ujqZNm35Q3Lq6uoiIiEBmZiacnZ3x1VdfISgo6L1rmF1dXfHixQtxvXIhZ2dnvHjxolz7Ky9cuBA9e/bEoEGD0LRpU9y+fRtHjx6Fjo5Ose3t7Oxw8uRJJCYmwsnJCU2aNIG/vz/09fVLfU5VVdUK20e5YcOGiIiIwPbt2zF58uQK6ZOIiIiqN4nwvkWaVG4jRoxAQkICoqKiKjsU+kgyMjLe7EYS3gJq6uVbM01fBs8Wp97fiIiIPonCn9/p6envvf+IP90r0JIlS+Dm5gZ1dXUcPnwYmzdvRkBAQGWHRURERETlxGS5Al24cAG//vorXrx4AVNTU6xatQrDhw+v7LCIiIiIqJyYLFeg0NDQyg6BiIiIiCoQb/AjIiIiIpKByTIRERERkQxMlomIiIiIZGCyTEREREQkA5NlIiIiIiIZuBsGUQXo5HjsvZuaExERUfXDmWUiIiIiIhk4s0z0AQqfFp+RkVHJkRAREVFpFf7cLvw5XhImy0QfIC0tDQBgaGhYyZEQERFRWb148QLa2toltmGyTPQBatasCQBISUl57z82+vgyMjJgaGiI1NRUriGvAvh5VC38PKoWfh6VSxAEvHjxAgYGBu9ty2SZ6APIyb1Z9q+trc3/2VUhWlpa/DyqEH4eVQs/j6qFn0flKe0kF2/wIyIiIiKSgckyEREREZEMTJaJPoCysjJmzZoFZWXlyg6FwM+jquHnUbXw86ha+HlUHxKhNHtmEBERERF9gTizTEREREQkA5NlIiIiIiIZmCwTEREREcnAZJmIiIiISAYmy0REREREMjBZJvoAAQEBaNCgAVRUVPDVV18hKiqqskOq0v7++294enrCwMAAEokE+/btk6oXBAGzZ8+GgYEBVFVV4eLiguvXr0u1yc7Oxrhx41CrVi2oq6vj22+/xT///CPV5tmzZxg0aBC0tbWhra2NQYMG4fnz51JtUlJS4OnpCXV1ddSqVQvjx49HTk6OVJurV6/C2dkZqqqqqFevHn7++Wd8ThsILViwAM2aNYOmpibq1KmDbt264ebNm1Jt+Jl8OmvWrIGdnZ34RLeWLVvi8OHDYj0/i8qzYMECSCQSTJgwQSzj5/EFEYioXEJCQgRFRUUhKChIiI+PF3x9fQV1dXXh3r17lR1alXXo0CFhxowZwu7duwUAwt69e6XqFy5cKGhqagq7d+8Wrl69KvTp00fQ19cXMjIyxDajRo0S6tWrJxw/fly4ePGi4OrqKtjb2wt5eXlim44dOwo2NjbCmTNnhDNnzgg2NjZCly5dxPq8vDzBxsZGcHV1FS5evCgcP35cMDAwEMaOHSu2SU9PF+rWrSv07dtXuHr1qrB7925BU1NTWLJkyccboE/M3d1d2LRpk3Dt2jUhLi5O6Ny5s2BkZCRkZmaKbfiZfDr79+8XDh48KNy8eVO4efOm8OOPPwqKiorCtWvXBEHgZ1FZLly4IJiYmAh2dnaCr6+vWM7P48vBZJmonJo3by6MGjVKqszKykr44YcfKimi6uXdZLmgoEDQ09MTFi5cKJa9fv1a0NbWFgIDAwVBEITnz58LioqKQkhIiNjm/v37gpycnHDkyBFBEAQhPj5eACCcO3dObHP27FkBgJCQkCAIwpukXU5OTrh//77YZvv27YKysrKQnp4uCIIgBAQECNra2sLr16/FNgsWLBAMDAyEgoKCChyJquPx48cCAOHkyZOCIPAzqQp0dHSE9evX87OoJC9evBAsLCyE48ePC87OzmKyzM/jy8JlGETlkJOTg9jYWHTo0EGqvEOHDjhz5kwlRVW93b17F48ePZIaU2VlZTg7O4tjGhsbi9zcXKk2BgYGsLGxEducPXsW2traaNGihdjm66+/hra2tlQbGxsbGBgYiG3c3d2RnZ2N2NhYsY2zs7PU07Xc3d3x4MEDJCcnV/wAVAHp6ekAgJo1awLgZ1KZ8vPzERISgqysLLRs2ZKfRSUZM2YMOnfujP/X3v2HRH3/cQB/fuq8O+m0jJXX0lJpzV1moVejLKO0gmptI2q1g/WD2S8uigrEjUyKsqIfFAajH/SbtYVOGv0xtaVNdLU6j7vQ1ggtKfW20itKSvL1/aP5oU96fZ2Jp/Z8wIH3/rw+n/fLzwvkdR/e9zY5OVkzznq8W9gsE3XAP//8gxcvXiA0NFQzHhoaitraWj9l1bO13Lc33dPa2lro9XqEhIS8MWbw4MGtrj948GBNzOvzhISEQK/XvzGm5X1vrLGIYP369Zg0aRJiYmIAsCb+4Ha7YTKZYDAYsHLlSvz000+wWCyshR+cPXsWDocDmZmZrY6xHu8Wnb8TIOrJFEXRvBeRVmP033Tknr4e01Z8Z8TIv1+W6Y01ttvtcLlcKC4ubnWMNek6H374IZxOJxoaGpCdnY3FixejqKhIPc5adI3q6mqsXbsWeXl5MBqNPuNYj3cDnywTdcB7772Hvn37tvrE7vF4Wn26p/Yxm80AWj8FefWems1mPH/+HPX19W+Mqaura3X9v//+WxPz+jz19fVoamp6Y4zH4wHQ+mlST7dmzRqcP38ely5dQlhYmDrOmnQ9vV6PESNGwGq1IjMzE2PGjMH+/ftZiy52/fp1eDwexMfHQ6fTQafToaioCAcOHIBOp/P51Jb16J3YLBN1gF6vR3x8PPLz8zXj+fn5mDhxop+y6tkiIyNhNps19/T58+coKipS72l8fDwCAgI0MTU1Nbhx44YaM2HCBHi9Xly9elWNuXLlCrxerybmxo0bqKmpUWPy8vJgMBgQHx+vxly+fFmzPVNeXh7ef/99REREdP4N8AMRgd1uR05ODn799VdERkZqjrMm/iciePbsGWvRxZKSkuB2u+F0OtWX1WqFzWaD0+lEVFQU6/Eu6brvEhL1Li1bxx09elTKy8tl3bp10q9fP6mqqvJ3at3W48ePpaysTMrKygSA7N27V8rKytTt9nbs2CH9+/eXnJwccbvdsmjRoja3YgoLC5OCggJxOBwybdq0Nrdiio2NldLSUiktLZXRo0e3uRVTUlKSOBwOKSgokLCwMM1WTA0NDRIaGiqLFi0St9stOTk5Ehwc3Ku2Ylq1apX0799fCgsLpaamRn09ffpUjWFNuk5aWppcvnxZKisrxeVyyTfffCN9+vSRvLw8EWEt/O3V3TBEWI93CZtlordw8OBBGT58uOj1eomLi1O33KK2Xbp0SQC0ei1evFhEXm7HtHnzZjGbzWIwGCQxMVHcbrfmGo2NjWK322XgwIESGBgoc+bMkbt372piHjx4IDabTYKCgiQoKEhsNpvU19drYu7cuSOzZ8+WwMBAGThwoNjtds22SyIiLpdLJk+eLAaDQcxms2RkZPSqbZjaqgUAOXbsmBrDmnSdZcuWqX9PBg0aJElJSWqjLMJa+NvrzTLr8e5QRPjvXYiIiIiI2sI1y0REREREPrBZJiIiIiLygc0yEREREZEPbJaJiIiIiHxgs0xERERE5AObZSIiIiIiH9gsExERERH5wGaZiIh6NafTiaysLH+nQUQ9FJtlIiLqtRobG2Gz2RAdHe3vVIioh2KzTEREvUpdXR0iIyPxwQcfwOFwIDMzE8nJyW3GVlVVQVEUOJ3Ork2SiHoMNstERNQjeDwerFixAsOGDYPBYIDZbMbMmTNRWlqqiVu5ciX27NmDtLQ0HDlyBHPnzvVTxkTUG+j8nQAREVF7zJs3D01NTThx4gSioqJQV1eHixcv4uHDh2qMiODQoUMYNGgQAGDOnDmdNn9zczOioqJQVVXV5vErV65g165dyM7O7rQ5icj/+GSZiIi6vYaGBhQXF2Pnzp2YOnUqhg8fjvHjxyMtLQ2zZ89W46qrq/H111/DZDIhODgYdrsddXV17Z6nsLAQiqKgoaFBHXM6nVAUBb///juePn0KAMjOzsaoUaNgMBgQERGBcePG4dGjR2hsbAQAREREYPv27Vi2bBmCgoIwbNgwHDp0SDNXSUkJxo4dC6PRCKvVitzcXC4JIeqG2CwTEVG3ZzKZYDKZkJubi2fPnrUZIyL47LPP8PDhQxQVFSE/Px+3b9/GF1980Sk5JCQk4PPPP8f169exYMECLFy4EG63GxkZGbh27RpmzJiB+fPnq/F79uyB1WpFWVkZVq9ejVWrVuHmzZsAgMePH+OTTz7B6NGj4XA4sHXrVqSmpnZKnkTUubgMg4iIuj2dTofjx48jJSUF3333HeLi4jBlyhQsXLgQsbGxAICCggK4XC5UVlYiPDwcAHDq1CmMGjUKf/zxB8aNG/dWOVRWViIiIgI2mw1JSUnYtGkTAGDkyJEoLy/HhQsXsHTpUjV+1qxZWL16NQAgNTUV+/btQ2FhIaKjo3HmzBkoioLDhw/DaDTCYrHg3r17SElJeasciajz8ckyERH1CPPmzcP9+/dx/vx5zJw5E4WFhYiLi8Px48cBABUVFQgPD1cbZQCwWCwYMGAAKioqOi2PiooKJCQkaMYSEhLw119/4cWLF+pYSxMPAIqiwGw2w+PxAAD+/PNPxMbGwmg0qjHjx4/vtByJqPOwWSYioh7DaDRi+vTpSE9PR0lJCZYsWYLNmzcDeLkMQ1GUVuf4Gm9Lnz591HNaNDU1/d/rvRrfIiAgQPNeURQ0Nzf/p2sQkf+xWSYioh7LYrHgyZMn6s93795FdXW1ery8vBxerxcfffRRu67XsotGTU2NOvb6F+4sFguKi4s1YyUlJRg5ciT69u3brnmio6Phcrk066+vXbvWrnOJqGuxWSYiom7vwYMHmDZtGk6fPq2uSz537hx27dqFTz/9FACQnJyM2NhY2Gw2OBwOXL16FV999RWmTJkCq9XarnlGjBiB8PBwZGRk4NatW7hw4QJ2796tidmwYQMuXryIrVu34tatWzhx4gSysrKwcePGdv8+X375JZqbm7F8+XJUVFTgl19+Uedp71NwIuoabJaJiKjbM5lM+Pjjj7Fv3z4kJiYiJiYGmzZtQkpKCrKysgC8bDJzc3MREhKCxMREJCcnIyoqCj/88EO75wkICMD333+PmzdvYsyYMdi5cye2bdumiYmLi8OPP/6Is2fPIiYmBunp6diyZQuWLFnS7nmCg4Px888/w+l0YuzYsfj222+Rnp4OAJp1zETkf4pwkRQREZHfnTlzBkuXLoXX60VgYKC/0yGif/HJMhERUQd4vV6YTCb89ttvHTr/5MmTKC4uRmVlJXJzc5GamooFCxawUSbqZrjPMhERUQcEBQXB6XRi6NChHTq/trYW6enpqK2txZAhQzB//vxWSz6IyP+4DIOIiIiIyAcuwyAiIiIi8oHNMhERERGRD2yWiYiIiIh8YLNMREREROQDm2UiIiIiIh/YLBMRERER+cBmmYiIiIjIBzbLREREREQ+/A8v2poAUsdcAwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Request 1\n",
    "top_selling_prods_df = ord_prods_pri_df[CN_PROD_ID].value_counts().head(10).to_frame().reset_index()\n",
    "top_selling_prods_df.columns = [CN_PROD_ID, 'count']\n",
    "top_selling_prods_df = pd.merge(top_selling_prods_df, prods_df[[CN_PROD_ID, CN_PROD_NAME]], on=CN_PROD_ID, how='left')\n",
    "sns.barplot(x='count', y=CN_PROD_NAME, data=top_selling_prods_df, palette='viridis')\n",
    "plt.title('Top 10 Sản phẩm bán được nhiều nhất')\n",
    "plt.xlabel('Số lượng')\n",
    "plt.ylabel('Tên sản phẩm')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Request 2\n",
    "top_re_orded_prods_df = ord_prods_pri_df.groupby(CN_PROD_ID)[CN_RE_ORDED].sum().nlargest(10).to_frame().reset_index()\n",
    "top_re_orded_prods_df.columns = [CN_PROD_ID, 'reordered_count']\n",
    "top_re_orded_prods_df = pd.merge(top_re_orded_prods_df, prods_df[[CN_PROD_ID, CN_PROD_NAME]], on=CN_PROD_ID, how='left')\n",
    "sns.barplot(x='reordered_count', y=CN_PROD_NAME, data=top_re_orded_prods_df, palette='viridis')\n",
    "plt.title('Top 10 Sản phẩm được re-order nhiều nhất')\n",
    "plt.xlabel('Số lượng re-order')\n",
    "plt.ylabel('Tên sản phẩm')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Request 3.1\n",
    "prod_by_dept_df1 = pd.merge(ord_prods_pri_df, prods_df[[CN_PROD_ID, CN_DEPT_ID]], on=CN_PROD_ID, how='left').groupby(CN_DEPT_ID)[CN_PROD_ID].count().sort_values(ascending=False).to_frame().reset_index()\n",
    "prod_by_dept_df1.columns = [CN_DEPT_ID, 'count']\n",
    "prod_by_dept_df1 = pd.merge(prod_by_dept_df1, depts_df, on=CN_DEPT_ID, how='left')\n",
    "sns.barplot(x='count', y=CN_DEPT, data=prod_by_dept_df1, palette='viridis')\n",
    "plt.title('Số lượng sản phẩm bán được của từng department')\n",
    "plt.xlabel('Số lượng')\n",
    "plt.ylabel('Department')\n",
    "plt.ticklabel_format(style='plain', axis='x')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Request 3.2\n",
    "prod_by_dept_df2 = pd.merge(ord_prods_pri_df, prods_df[[CN_PROD_ID, CN_DEPT_ID]], on=CN_PROD_ID, how='left')\n",
    "prod_by_dept_df2 = (prod_by_dept_df2.groupby(CN_DEPT_ID)[CN_PROD_ID].count().sort_values(ascending=False) / len(prod_by_dept_df2) * 100).to_frame().reset_index()\n",
    "prod_by_dept_df2.columns = [CN_DEPT_ID, 'percentage']\n",
    "prod_by_dept_df2 = pd.merge(prod_by_dept_df2, depts_df, on=CN_DEPT_ID, how='left')\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.set_style('whitegrid')\n",
    "sns.color_palette('husl')\n",
    "sns.set_palette('husl')\n",
    "sns.despine()\n",
    "squarify.plot(sizes=prod_by_dept_df2['percentage'], label=prod_by_dept_df2[CN_DEPT], alpha=.3)\n",
    "plt.title('Tỷ lệ phần trăm số lượng sản phẩm của từng departments')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}