pandas_bar_plot_basic.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# การสร้างกราฟแท่งด้วย pandas เบื้องต้น"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FuncFormatter # for custom number format on x and y axis\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pandas version: 0.24.2\n"
     ]
    }
   ],
   "source": [
    "print(f'pandas version: {pd.__version__}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_rows', 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PISA score from Wikipedia\n",
    "https://en.wikipedia.org/wiki/Programme_for_International_Student_Assessment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "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>Country</th>\n",
       "      <th>Maths</th>\n",
       "      <th>Science</th>\n",
       "      <th>Reading</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Singapore</td>\n",
       "      <td>564</td>\n",
       "      <td>556</td>\n",
       "      <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>548</td>\n",
       "      <td>523</td>\n",
       "      <td>527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Macau</td>\n",
       "      <td>544</td>\n",
       "      <td>529</td>\n",
       "      <td>509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Taiwan</td>\n",
       "      <td>542</td>\n",
       "      <td>532</td>\n",
       "      <td>497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Japan</td>\n",
       "      <td>532</td>\n",
       "      <td>538</td>\n",
       "      <td>516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Macedonia</td>\n",
       "      <td>371</td>\n",
       "      <td>384</td>\n",
       "      <td>352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Tunisia</td>\n",
       "      <td>367</td>\n",
       "      <td>386</td>\n",
       "      <td>361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Kosovo</td>\n",
       "      <td>362</td>\n",
       "      <td>378</td>\n",
       "      <td>347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>360</td>\n",
       "      <td>376</td>\n",
       "      <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>328</td>\n",
       "      <td>332</td>\n",
       "      <td>358</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>70 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Country  Maths  Science  Reading\n",
       "0            Singapore    564      556      535\n",
       "1            Hong Kong    548      523      527\n",
       "2                Macau    544      529      509\n",
       "3               Taiwan    542      532      497\n",
       "4                Japan    532      538      516\n",
       "..                 ...    ...      ...      ...\n",
       "65           Macedonia    371      384      352\n",
       "66             Tunisia    367      386      361\n",
       "67              Kosovo    362      378      347\n",
       "68             Algeria    360      376      350\n",
       "69  Dominican Republic    328      332      358\n",
       "\n",
       "[70 rows x 4 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('https://github.com/prasertcbs/basic-dataset/raw/master/pisa2015.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 245,
       "width": 375
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[:5].plot(kind='bar');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.set_index('Country', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>Maths</th>\n",
       "      <th>Science</th>\n",
       "      <th>Reading</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Singapore</th>\n",
       "      <td>564</td>\n",
       "      <td>556</td>\n",
       "      <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hong Kong</th>\n",
       "      <td>548</td>\n",
       "      <td>523</td>\n",
       "      <td>527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Macau</th>\n",
       "      <td>544</td>\n",
       "      <td>529</td>\n",
       "      <td>509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Taiwan</th>\n",
       "      <td>542</td>\n",
       "      <td>532</td>\n",
       "      <td>497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Japan</th>\n",
       "      <td>532</td>\n",
       "      <td>538</td>\n",
       "      <td>516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Macedonia</th>\n",
       "      <td>371</td>\n",
       "      <td>384</td>\n",
       "      <td>352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tunisia</th>\n",
       "      <td>367</td>\n",
       "      <td>386</td>\n",
       "      <td>361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kosovo</th>\n",
       "      <td>362</td>\n",
       "      <td>378</td>\n",
       "      <td>347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>360</td>\n",
       "      <td>376</td>\n",
       "      <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dominican Republic</th>\n",
       "      <td>328</td>\n",
       "      <td>332</td>\n",
       "      <td>358</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>70 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Maths  Science  Reading\n",
       "Country                                    \n",
       "Singapore             564      556      535\n",
       "Hong Kong             548      523      527\n",
       "Macau                 544      529      509\n",
       "Taiwan                542      532      497\n",
       "Japan                 532      538      516\n",
       "...                   ...      ...      ...\n",
       "Macedonia             371      384      352\n",
       "Tunisia               367      386      361\n",
       "Kosovo                362      378      347\n",
       "Algeria               360      376      350\n",
       "Dominican Republic    328      332      358\n",
       "\n",
       "[70 rows x 3 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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27WnUqO7mxQ3ukiSpQSspKeE///kPs2fPru+hqAFKKTF37lzmzp3LrFmzWGeddeosvBvcJUlSgzZ16lRmz55NkyZN6Ny5My1btqzTWVGtXEpKSpg1axZTpkxh9uzZTJ06lY4dO9bJtfyplSRJDdrMmTMB6Ny5M61atTK0q1Y1atSIVq1a0blzZ2DRz1udXKvOepYkSVoBzJs3D4CWLVvW80jUkJX+fJX+vNUFg7skSWrQSh9EdaZddSkiAOr0wWd/giVJkqTlVBrc65LBXZIkSSoAg7skSZJUAAZ3SZIk1ZuBAwcSEQwfPry+h7LCcx93SZK00lvvd4/W9xCqNeGivWqln9J12BHBBx98wAYbbFBpvR/96EcLg/SgQYM48sgjl/magwcP5qijjlrufmRwX+HU5f/jqK3/o5ckScXVpEkTvv32W2666SYuvPDCCuc/+OADhg8fvrCeVhwulZEkSVqJdOrUiV69ejFo0KBKg/mNN94IwD777PNdD01LYHCXJElayRx33HFMmTKFRx55ZLHy+fPnM3jwYHr37s2mm25aadvRo0dzyimn0KNHD9q3b0+zZs34wQ9+wOmnn860adMWq9u3b1+OOuooAI466igiYuHXhAkTKvR9zz33sM0229CiRQvat29P//79+eSTTyrU++ijjzj++OPZcMMNad68Oe3bt6d79+6ccMIJfPnll8v4XVnxuVRGkiRpJXPwwQdz2mmnceONN7LffvstLH/ooYf47LPPuPjii/nwww8rbXvDDTdw//3306dPH3784x9TUlLC6NGjufTSSxk2bBivvvoqrVq1AuDII4+kbdu2PPjgg+y7775sscUWC/tp27btYv1ee+21PPTQQ/Tr148+ffrw6quvMnToUMaMGcObb75J06ZNAZg8eTJbb701X331FXvuuSf7778/c+fOZfz48fzjH//g5JNPpkOHDrX9LVshGNwlSZJWMq1ataJ///4MHjyYSZMm0aVLFyAL5a1bt+bAAw+sdP07wFlnncU111xD48aNFyu/6aabOPbYY7n22ms588wzARY+jPrggw+y3377Vftw6uOPP86oUaPo3r37wrJDDjmEIUOG8OCDD3LggQcC2az81KlTufzyyznllFMW62PWrFkN+g25DffOJEmSVKXjjjuOBQsWcPPNNwMwceJEnnrqKQ499FBatGhRZbvvfe97FUI7wNFHH03r1q154oknlmk8AwYMWCy0l44RYOTIkRXqN2/evEJZy5YtKy1vKJxxX5kMbFNH/c6om34lSVKd2XbbbenevTs333wz55xzDjfeeCMlJSULw3JV5s+fz/XXX8+dd97Ju+++y4wZMygpKVl4vrI16TXRq1evCmXrrLMOwGJr5/v168fZZ5/NSSedxBNPPMFuu+3G9ttvz6abbrpwu8uGyuAuSZK0kjruuOMYMGAAw4YNY9CgQfTs2ZMtt9yy2jYHHXQQ999/P+uvvz777rsvnTt3Xrj+/PLLL2fevHnLNJbya94h27oSYMGCBQvLvve97zFy5EgGDhzI448/zn333QdkIf+MM85gwIABy3T9IjC4S5IkraR+8YtfcOaZZ3LCCSfwySef8Mc//rHa+q+99hr3338/P/7xjxk2bNjCYA1QUlLCX/7yl7oeMgBdu3Zl6NChfPvtt4wZM4Z//vOfXHXVVZxyyim0bNmSY4455jsZx3fNNe6SJEkrqbZt23LAAQcwadIkWrZsycEHH1xt/dKdZvr167dYaIdsHfqcOXMqtCldD1921ry2NGnShJ49e3LmmWcyZMgQAB544IFav86KwuAuSZK0Ervgggu4//77eeKJJxZu41iV9dZbD4Dhw4cvVv7ZZ59x0kknVdqmdGvGjz/+eLnHCtk+8jNmVHy+7tNPPwWo9sHaonOpjCRJ0kps3XXXZd11161R3a233prtt9+e++67j969e7PDDjvw6aefMmzYMDbeeGPWWmutCm222247WrRoweWXX86XX35J586dAfjVr35FmzZLv3HGP/7xD66//np22GEHNthgA9q1a8e///1vHn74YZo2bcqpp5661H0WhcFdKoD1fvdonfU94aK96qxvSVLD0rhxYx566CHOOeccHnvsMa688krWXnttjj32WM4555xK37barl077r33Xs477zwGDx7MrFmzADjssMOWKbgffPDBzJs3jxEjRjB69GjmzJnD2muvTf/+/Tn99NPp1q3bct/niipSSvU9hhVCRIzeaquttho9enS9jqNOA1qzQ+qmY7eDrHMGd0laduPGjQOyBxqlulTTn7WePXvy+uuvv55S6rk0/bvGXZIkSSoAl8pIUkH5lxhJWrkY3CVJakDq6hc6f5mT6p9LZSRJkqQCMLhLkiRJBeBSGUmSJC2b/75Rd32vtWXd9V1QzrhLkiRJBWBwlyRJkgrApTJabt1v6V4n/b51xFt10q8kSVIROeMuSZIkFYAz7pIkackGtqnDvmfUXd8CYOyk6XXS7+ZOAX+n/HZLkiRJBeCMuySporqaXXVmVZKWmcFdUp3woWVJWrkMHvoQR502kEGXDuTIg/rV93AaJIO7JElSXa7hrw21+NeqBQsW8MDQ23j0vrv44L13mT3ra1q1aUvH1deg2xY96fuT3em76561dj3VHoO7JEnSSmLBggX86siDeGn407Rq04Ydd96VTmuuxfxv5vPv999j2AP3MP7f7y9TcP/pHj/ihz27s+YaHetg5AKDu6S6mmX6/rp1068kaZkNe/AeXhr+NBtv2o2b7n6EVq0X/9+AOXNm89Ybo5ep7zatW9GmdavaGKaq4K4ykiRJK4kxr40EoN/PD6kQ2gGaN2/BNr13rFD++EP3cVz/fdmx2/fZesPO7LHd5px50jG8NubdhXUGD32IWHsrBg99qEL7Sf/9lJN/fxHrb7cPTb+/LR02+xH9jjyVUW++U6HuwL9eR6y9FcOHD+eee+5hm222oUWLFrRv357+/fvzySefVHpvU6dO5fe//z3dunWjRYsWtGnThh49evC73/2OWbNmVah71lln0bVrV5o3b06bNm3YZZddePLJJ6v/BtYzZ9wlSZJWEm3atQdg4kcf1qh+Sok/nnYSD90zhHbtO7DLHvvQrkMHPp38X0aNeJFHNuxIrx6bVtvH62+NY9eDT2Lq9Bns1nc7frbHznwxdToPPPEsO/z0aO6/8a/sucsOFdpde+21PPTQQ/Tr148+ffrw6quvMnToUMaMGcObb75J06ZNF9YdP348P/rRj5g4cSI9e/bkxBNPpKSkhPfff5/LLruME044gZYtW2b3PnEiffv2ZcKECey4447svvvuzJo1i0ceeYTdd9+d66+/nuOOO66m39LvlMFdkiRpJbHLHvsw6G9XcPdtg5g162t23n1vNu3eg7W6VL688d47buGhe4awWY+tuP6O+xabpV+wYAGdp1a/rObbb7/lwBPO5OvZs3n27r/TZ7ueC8/9d8rJbL3XYRxzxvlMeOURmjZddbG2jz/+OKNGjaJ790W7lB1yyCEMGTKEBx98kAMPPHBh+aGHHsrEiRO58MILOeussxbr54svvmC11VZb+PmII45g4sSJDBkyhP79+y8snz59On379mXAgAH069ePTp06VXtv9cGlMpIkSSuJrt0258IrrqfD6mvw6H13cfrxh7PHdj3Yqfv6nHrsYQx/athi9YcM+jsAf7josgpLaxo3bsyanVav9nqPPv0i/54wiV8dddBioR1grc6r89sTj2DKZ1/w9IsjK7QdMGDAYqEdWDgTPnLkovqjR4/m5ZdfZosttuDMM8+s0E/Hjh1p1qwZAGPGjOG5555j//33Xyy0A7Rt25bzzjuPuXPncu+991Z7X/XFGXdJkqSVyG77/JSdd9+bUSNe4I1Rr/DeO2N5Y9QrPPvEozz7xKPsc0B//nTptcyZM5sP/zWODquvQddumy/TtV4ePRaAiZOmMPCv11U4/8H4/wAw7oPxFZbL9OrVq0L9ddZZB4Bp06YtLHvllVey+9ptNxo1qn5O+uWXXwZgxowZDBw4sML5zz//PBvPuHHV9lNfDO6SJEkrmVVWWYXefXamd5+dgWzZyz8fe4hzz/gVD99zJzvvtjeb9dgSgDU6r7nM1/lyWrb//N2PPFVtva9nz65QNi2m8c4Xiz+8+slX2YOpX876cuG5f33yLwAatWlUoX55736cPUz71FNP8dRTVY/p66+/rraf+mJwlyRJWsk1btyY3fb5KR+89y43XHkJI0c8zw936gvAZ1MmL3O/bVpla8sfHHQZ/XbtUxtDraB1m9YAfDb5syXWbZVvV3nFFVcwYMCAOhlPXXKNuyRJkgBomT/EmVKiRYuWbLhxV778/DPGvT12mfr74VbZGvUXXn291sZY3ua9smU8Lz37EiUlJTWq+8ILL9TZeOqSwV2SJGklMeyBe3j5+WcrDbhffPYp991xKwA9t+0NwCFH/xKAP/3u18z8asZi9UtKSpj86efVXm/f3fqwwXpduGbw3Tz29IuV1nn5tTHMnjNnqe+l1GY9NmOLrbfgvbff46Yrb6pwfvrU6cybOw+Ablt0Y8cdd+S+++7j5ptvrrS/t956i88+W/LsfX1wqYwkSdJK4q03R3P7TdfRcY1ObLn1D1l7nWwbyE/+8zEvPP0kc+fO4Ue77slP9toXgJ8dfDivj3yZR+4dyj479eJHu+5Ju/Yd+PzTKYwc8Ty/7L8XA08/ocrrrbLKKtx3wyXsdujJ7HX4AHr36sEWm21Ei+bN+M9/P2XUmHf5aOIkJr/xJC2aN1/m+7robxdx1H5HccWfr+CpR55i6+23hgQTP5rIiOEjeHjEw6y97toA3HHHHey8884cc8wxXHnllWy77ba0bduWSZMmMXbsWN5++21efvll1lhjjWUeT10xuEuSvjPdb+m+5ErL4K0j3qqTfqWG5vDjT2Ld9dbnlRef4/1x7zDiuWeYN28ubdu1p9d227PHfgew534/JyIAiAj+fPl19O6zM/fefgtPPnI/33zzDR3X6MRW22xXo3Xrm2+6EWOeupNL/34bj/zzBQYNfZhGjYI11+jIlpttzHmn/5KO7dsu1311+V4X7n76bm6++maeeewZhtw0hKZNm7LWOmtxxIlH0L5j+0V1u3Rh9OjRXHXVVdx7773cfvvt2Z70nTuz6aab8qtf/arCNpQrikgpLX8nEROA71Vx+tOUUudK2vQGzgF+CDQHPgBuBq5KKS2o4jp7A2cAWwKNgXeAa1NKt9TCPYzeaquttho9uvoXCdS19X73aJ31PaHZIXXSb/fvV/7ShuXl/xAv4s/FIv5cLOLPxSL+XCxSVz8XdfUzAcDAGUuusxxKt/br2rVrnV5nRTZ20vQ66XfzRuPrpF+Ad1ZddcmVlsFmHTerk36h5j9rPXv25PXXX389pdSz2orl1OaM+wzg8krKK+ynExH7AvcCc4GhwFRgH+AyYHvg55W0ORm4CvgSuA34BjgAGBwR3VNKZ9TObUiSJEkrntoM7tNTSgOXVCkiWgM3AAuAviml1/LyPwDPAAdERP+U0p1l2qwHXEIW8HullCbk5ecDo4DTI+LelNLLtXg/kiRJ0gqjPnaVOQBYHbizNLQDpJTmki2dATixXJujgabA1aWhPW8zDbgw/1j1kxGSJElSwdXmjHvTiDgMWBeYBYwFnq9kvfrO+fHxSvp4HpgN9I6IpimleTVoM6xcnWpFRFWL2DepSXtJkiSpPtRmcO8M/KNc2fiIOCql9FyZso3z4/vlO0gpfRsR44HNgPWBcTVoMzkiZgFdIqJFSqniO3MlSZKkgqut4D4IeIFsl5eZZKH7ZOB4YFhEbJdSGpPXbZMfq3qEvLS87L5ANWnTMq9XbXCv6undfCZ+q+raSpIkSfWlVoJ7Sum8ckVvAydExNfA6cBA4Ke1cS1JkiRpZVTXL2C6jiy471SmrHTWvE3F6ouVl91wdAbQMT/3ZTVt6nYjWEmSVOt8MZdUM3W9q8zn+bFlmbJ/5ceNyleOiCbA94FvgY9q2GbNvP9Jrm+XJElSQ1XXwf2H+bFsCH8mP+5eSf2dgBbAiDI7yiypzR7l6kiSJEkNznIH94joGq+MWW8AACAASURBVBEtKylfD7g6/3hbmVP3AF8A/SOiV5n6zYAL8o9/K9fdIGAecHLeb2mbdsDZ+cfrlvUeJEmSpBVdbaxxP4jszaXPAxPJdpXZANgLaAY8RvbWUwBSSl9FxHFkAX54RNxJ9kbUfmTbPt4DDC17gZTS+Ij4DXAl8FpEDAW+IXuZUxfgr741VZIkSQ1ZbQT3Z8kC95bA9mTrzacDL5Lt6/6PlFIq2yCl9EBE9AF+D+xPFvA/BE4DrixfP29zVURMAM4ADif7a8G7wDkppVtq4T4kSZKkFdZyB/f85UrPLbFixXYvAXsuZZuHgYeX9lqSJEkqppEvjeTo/Y7mxN+cyEm/PWlh+ZH7HslrI17j7c/frsfRfbfqejtISZKkFV5dbUlZW2pra8se67Rb7HOjRo1YrVVrNuq6Gf1+fgj9fn4wEVEr11LtM7hLkiStZE749ZkAfDt/Ph9PGM8zTzzCa6+8xDtj3+DsC/6vnkdXM/97zf8yZ86c+h7Gd8rgLkmStJI58bTfLfb5jVGvcPQBe3HXrTdx+PEn02Xd79XTyGpuzS5r1vcQvnN1vY+7JEmSVnBbbv1D1ttwI1JKjHvrzUrrvDT8aU46/Of02XwDem3Qib2235Lf/Okyps+YWaHusy+N4vjf/olN++5P6413pPkG29Ft559z3qXXM3fuvEp6h08//5JjTj+PTj1+TPMNtmP/vvvz4J0PVjnmI/c9km6rd1usbORLI+m2ejeu+cs1vPfWe5x48Ilst8F29Fq3F0f2O5I3Rr5RaV+TJ0/mqKOOYo011qB58+ZsscUW3HLLLQwfPpyIYODAgVWO47vkjLskSZIWatJklQpl1112MX+79CLatG3HTj/ejfYdOvL+uHe55Lp/8NgzL/HyQ4Np3Wq1hfUvvnYw7304gd69erDXLjswd943vDRqDAP/ej3DR4zmn0P/RuPGjRfW/2LqNHrvexQfTZzEDttswQ7bbMm4z6dy/m/Op3ff3kt9D++8+Q6Drh5Ej149+NlhP2PKpCk89chTHLv/sWz95tZsvPHGC+t+9tlnbLfddkycOJGddtqJ3r17M2XKFP7nf/6HXXfddamvXZcM7pIkSSu50a+8xIQP32eVVVel2xZbLXZu5IgX+NulF9Gj59ZcfcvdtG7TZuG51+++gqNOG8i5l1zHZeedsbD82gvP4vvrrl3hQdc//OVaLrjiRu555J8ctO9uC8vPvuhqPpo4iVOPPWRhP++suioHH3swh+1x2FLfz/NPPc8FV17Afgfvt7Dsrlvu4vwzzueKK67g2muvXVh+1llnMXHiRH77299y8cUXLyw/9dRT2WabbZb62nXJpTKSJEkrmb9dehF/u/Qirrr4T/zmxKM5/pCfklLitHP+xOqdOi9W946brwfgjxdfsVhoBzjyoH5ssdnG3H7/sMXK1/9el0p3p/n1cYcC8MRzi96bOX/+fG6/bxitVmvJwNN/uVj9blt0Y6/991rq+9tymy0XC+0APz3kpzRp0oSRI0cuLPvmm28YMmQIbdq04Zxzzlmsfo8ePTj88MOX+tp1yRl3SZKklcx1l1282OeIYOD/XcV+Bx1aoe7Y10fRZJVVeOrRB3nq0cXXnHeKaXwzfz6ffzmNL6dOp0P7tgDMmj2HK268g/sff5b3P/qYmV/Pouz7NT+Z8tnCf7/34QRmz5nLjttuSZvWrSpcf+vtt+bBoVWvda/MZltsVqFslVVWocPqHZg2bdrCsn/961/MmTOHXr160apVxWvvsMMO3HjjjUt17bpkcJckSVrJjPlPFl5nz57F2NGjGPibX3HB2aexZpd12Hb7nRarO2PaVL799tsKYb+8r2fPpkP7tsyfP5+dD/wlI994m26bbMhB/X7C6u3bscoqWew879K/M++b+Yv6n/k1AJ06dqi0345rdFzq+2vVpmIIB2jcpDELFixYdO0ZM7Jrd+pUaf2qyuuLwV2SJGkl1aJFS364Y1+uHDSE/nv05Q+/PpEHnxtF8+YtFtZZrVVrSkpKeOHt8RXab96oYtmDTzzHyDfe5sgD92HQZectdm7yp59z3qV/X6ysTf5Q66dffFnpGL/47Iulvq+aat26dXbtTz+t9HxV5fXFNe6SJEkruY26duNnBx/Op5P/y203XLvYue5b9eKrGdP58F/jatTXhxP+A8DP9ti5wrnnXnm9QtkmG65Hi+bNePOd95nxVcWtJUe9NKpG110Wm2yyCc2bN2fs2LHMnFnx2i+++GKdXXtZGNwlSZLEcQPOYNWmTbnl71fz1fTpC8t/cez/AHD+mafw2ZTJFdrNmj2HV0aPXfh5vXXWAmD4y6MXq/fRxEmc+ecrKrRfZZVVOPRnezDz61kM/Ov1i517+823efTeR5f9ppZg1VVX5aCDDmLGjBlccMEFi50bM2YMt956a51de1m4VEaSJEl0WnMtfn7YUdx+03UMuu4KTvnduQBsu0MfTjnrXK686Hz22akXO+78E9ZeZ11mz5rF15+8z3OvjGaHbbbg8duvAWCfn+zEhuutw6V/v4233vuQLbttzMefTOGRf77AXrvswMefTKlw7Qt/dzJPvziKy2+8g9fGvrtwH/fHH3ycHX+8I88+/myd3fdFF13EM888w1/+8hdeffVVevfuzeTJk7nrrrvYc889eeCBB2jUaMWY614xRiFJkqR6d8xJv6ZZ8xbccfPf+fLzRTu/HP0/p3LzPY+y0y678uaoV7ntput46tEH+WTKZxx/6M+44LcnLazbskVznrnreg756R688/6/ufLmOxk77gP+cOqx3HbVBZVdlo7t2/HSAzdz1EH9eO/DCVx+4x289/Z7/OEvf+AXJ/yiTu+5U6dOjBgxgsMPP5x33nmHyy67jDfeeINrr72WQw/NdtkpXQtf35xxlyRJK723jnirvofwnSjdTaYqHVZfg1ff/6TSc1ttsx1bbbPdYmWVPZwKsM7anbn96j9Xei59UnGdO0DnNTpy86UDF35+Z9VVF/777c/frlB/8IODK5Rts/02ldYt9eTrT7JZx4pbRa699trccsstFcp///vfA9C1a9cq+/wuOeMuSZKkldp///vfCmVvvfUWV155Je3bt6dPnz71MKqKnHGXJEnSSq1Xr15suOGGdOvWjZYtW/LBBx/w6KOPUlJSwvXXX0+zZs3qe4iAwV2SJEkruV/+8pc88MADDBkyhJkzZ9K2bVt22203zjjjDPr27Vvfw1vI4C5JkqSV2rnnnsu5555b38NYIte4S5IkSQVgcJckSZIKwOAuSZIkLaeUUp1fw+AuSZIatIgAoKSkpJ5HooasNLiX/rzVBYO7JElq0Jo2bQrArFmz6nkkashKf75Kf97qgsFdkiQ1aK1atQJgypQpzJw5k5KSku9kWYMavpQSJSUlzJw5kylTpgCLft7qgttBSpKkBq19+/bMmjWL2bNnM2nSpPoeTr349psFddLvuKi75UfzYl6d9Dvu83F10i9AixYtaN++fZ31b3CXJEkNWqNGjVhnnXWYOnUqM2fOZN68eSvdjPsHn31dJ/1u3uijOukX4KOmq9ZJv5t12KxW+4sImjZtSqtWrWjfvj2NGtXdghaDuyRJavAaNWpEx44d6dixY30PpV7sccujddLvhGYn1km/AAd+f9066fetHd6qk36/C65xlyRJkgrA4C5JkiQVgMFdkiRJKgCDuyRJklQABndJkiSpAAzukiRJUgEY3CVJkqQCMLhLkiRJBWBwlyRJkgrA4C5JkiQVgMFdkiRJKgCDuyRJklQABndJkiSpAAzukiRJUgEY3CVJkqQCMLhLkiRJBWBwlyRJkgrA4C5JkiQVgMFdkiRJKgCDuyRJklQABndJkiSpAAzukiRJUgEY3CVJkqQCMLhLkiRJBWBwlyRJkgrA4C5JkiQVgMFdkiRJKgCDuyRJklQABndJkiSpAAzukiRJUgHUSXCPiMMiIuVfx1ZRZ++IGB4RMyLi64h4NSKOWEK/R0TEyLz+jLz93nVxD5IkSdKKpNaDe0SsA1wNfF1NnZOBh4FuwG3ADcBawOCIuKSKNpcAg4E18/q3Ad2Bh/P+JEmSpAarVoN7RAQwCPgSuK6KOusBlwBTgV4ppZNSSr8GNgf+DZweEduVa9MbOD0/v3lK6dcppZOAnnk/l+T9SpIkSQ1Sbc+4DwB2Bo4CZlVR52igKXB1SmlCaWFKaRpwYf7xhHJtSj//Oa9X2mYCcE3e31HLOXZJkiRphVVrwT0iugIXAVeklJ6vpurO+fHxSs4NK1dnedpIkiRJDUaT2ugkIpoA/wA+Bs5eQvWN8+P75U+klCZHxCygS0S0SCnNjoiWwNrA1ymlyZX090F+3KiGYx1dxalNatJekiRJqg+1EtyBPwJbAjuklOYsoW6b/DijivMzgJZ5vdk1rA/QtmZDlSRJkopnuYN7RGxLNsv+15TSy8s/pLqVUupZWXk+E7/VdzwcSZIkqUaWa417vkTmVrJlL3+oYbPSGfI2VZwvP8Ne0/rTa3h9SZIkqXCW9+HU1cjWlncF5pZ56VICzs3r3JCXXZ5//ld+rLAmPSLWJFsmMymlNBsgpTQL+ARYLT9f3g/yY4U185IkSVJDsbxLZeYBN1Vxbiuyde8vkoX10mU0zwDbA7uXKSu1R5k6ZT0D/CJvM6iGbSRJkqQGY7mCe/4g6rGVnYuIgWTB/ZaU0o1lTg0CfgucHBGDSvdyj4h2LNqRpvzLm64jC+6/j4gHSvdyz1+6dBLZLxDlA70kSZLUYNTWrjI1llIaHxG/Aa4EXouIocA3wAFAFyp5yDWlNCIiLgVOA8ZGxD3AqsBBQHvgV2Vf5iRJkiQ1NN95cAdIKV0VEROAM4DDydbavwuck1K6pYo2p0fEW2Qz7McDJcDrwP+llB75TgYuSZIk1ZM6C+4ppYHAwGrOPww8vJR9DgYGL8ewJEmSpEJa3l1lJEmSJH0HDO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSAdRKcI+IiyPi6Yj4T0TMiYipEfFGRJwbER2qaNM7Ih7L686JiLERcWpENK7mOntHxPCImBERX0fEqxFxRG3cgyRJkrQiq60Z918DLYGngCuA24FvgYHA2IhYp2zliNgXeB7YCbgfuBpYFbgMuLOyC0TEycDDQDfgNuAGYC1gcERcUkv3IUmSJK2QmtRSP61TSnPLF0bEn4GzgbOA/8nLWpOF7gVA35TSa3n5H4BngAMion9K6c4y/awHXAJMBXqllCbk5ecDo4DTI+LelNLLtXQ/kiRJ0gqlVmbcKwvtubvy4w/KlB0ArA7cWRray/RxTv7xxHL9HA00Ba4uDe15m2nAhfnHE5Zp8JIkSVIB1PXDqfvkx7FlynbOj49XUv95YDbQOyKa1rDNsHJ1JEmSpAantpbKABARZwCrAW2AXsAOZKH9ojLVNs6P75dvn1L6NiLGA5sB6wPjatBmckTMArpERIuU0uwljHF0Fac2qa6dJEmSVJ9qNbgDZwCdynx+HDgypfR5mbI2+XFGFX2UlrddyjYt83rVBndJkiSpiGo1uKeUOgNERCegN9lM+xsRsXdK6fXavNaySin1rKw8n4nf6jsejiRJklQjdbLGPaX0aUrpfmBXoANwa5nTpbPmbSo0XLx8+jK0qWpGXpIkSSq0On04NaU0EXgX2CwiOubF/8qPG5WvHxFNgO+T7QH/UZlT1bVZk2yZzKQlrW+XJEmSiqqud5WB7CVJkO3bDtle7QC7V1J3J6AFMCKlNK9MeXVt9ihXR5IkSWpwlju4R8RGEVFhCUtENMpfwLQGWRCflp+6B/gC6B8RvcrUbwZckH/8W7nuBgHzgJPzlzGVtmlH9oIngOuW914kSZKkFVVtPJy6J/C/EfEiMB74kmxnmT5kWzpOAY4rrZxS+ioijiML8MMj4k6yN6L2I9v28R5gaNkLpJTGR8RvgCuB1yJiKPAN2cucugB/9a2pkiRJashqI7j/E9iQbM/2Lcm2cZxFtuf6P4ArU0pTyzZIKT0QEX2A3wP7A82AD4HT8vqp/EVSSldFxASyLScPJ/trwbvAOSmlW2rhPiRJkqQV1nIH95TS28DJy9DuJbLZ+qVp8zDw8NJeS5IkSSq67+LhVEmSJEnLyeAuSZIkFYDBXZIkSSoAg7skSZJUAAZ3SZIkqQAM7pIkSVIBGNwlSZKkAjC4S5IkSQVgcJckSZIKwOAuSZIkFYDBXZIkSSoAg7skSZJUAAZ3SZIkqQAM7pIkSVIBGNwlSZKkAjC4S5IkSQVgcJckSZIKwOAuSZIkFYDBXZIkSSoAg7skSZJUAAZ3SZIkqQAM7pIkSVIBGNwlSZKkAjC4S5IkSQVgcJckSZIKwOAuSZIkFYDBXZIkSSoAg7skSZJUAAZ3SZIkqQAM7pIkSVIBGNwlSZKkAjC4S5IkSQVgcJckSZIKwOAuSZIkFYDBXZIkSSoAg7skSZJUAAZ3SZIkqQAM7pIkSVIBGNwlSZKkAjC4S5IkSQVgcJckSZIKwOAuSZIkFYDBXZIkSSoAg7skSZJUAAZ3SZIkqQAM7pIkSVIBGNwlSZKkAjC4S5IkSQVgcJckSZIKwOAuSZIkFYDBXZIkSSoAg7skSZJUAAZ3SZIkqQAM7pIkSVIBGNwlSZKkAjC4S5IkSQVgcJckSZIKwOAuSZIkFYDBXZIkSSqA5Q7uEdEhIo6NiPsj4sOImBMRMyLixYg4JiIqvUZE9I6IxyJiat5mbEScGhGNq7nW3hExPO//64h4NSKOWN57kCRJklZ0TWqhj58DfwMmA88CHwOdgJ8BNwJ7RMTPU0qptEFE7AvcC8wFhgJTgX2Ay4Dt8z4XExEnA1cBXwK3Ad8ABwCDI6J7SumMWrgXSZIkaYVUG8H9faAf8GhKqaS0MCLOBkYC+5OF+Hvz8tbADcACoG9K6bW8/A/AM8ABEdE/pXRnmb7WAy4hC/i9UkoT8vLzgVHA6RFxb0rp5Vq4H0mSJGmFs9xLZVJKz6SUHi4b2vPyKcB1+ce+ZU4dAKwO3Fka2vP6c4Fz8o8nlrvM0UBT4OrS0J63mQZcmH88YfnuRJIkSVpx1fXDqfPz47dlynbOj49XUv95YDbQOyKa1rDNsHJ1JEmSpAanNpbKVCoimgCH5x/LBu6N8+P75duklL6NiPHAZsD6wLgatJkcEbOALhHRIqU0ewnjGl3FqU2qaydJkiTVp7qccb8I6AY8llJ6okx5m/w4o4p2peVtl6FNmyrOS5IkSYVWJzPuETEAOB14D/hFXVxjWaWUelZWns/Eb/UdD0eSJEmqkVqfcc+3bbwCeBf4UUpparkqS5odLy2fvgxtqpqRlyRJkgqtVoN7RJxKttf622ShfUol1f6VHzeqpH0T4PtkD7N+VMM2awItgUlLWt8uSZIkFVWtBfeIOJPsBUpvkoX2z6qo+kx+3L2SczsBLYARKaV5NWyzR7k6kiRJUoNTK8E9f3nSRcBoYJeU0hfVVL8H+ALoHxG9yvTRDLgg//i3cm0GAfOAk/OXMZW2aQecnX+8DkmSJKmBWu6HUyPiCOB8sjehvgAMiIjy1SaklAYDpJS+iojjyAL88Ii4k+yNqP3Itn28BxhatnFKaXxE/Aa4EngtIoYC35C9zKkL8FffmipJkqSGrDZ2lfl+fmwMnFpFneeAwaUfUkoPREQf4PfA/kAz4EPgNODKlFIq30FK6aqImACcQbY/fCOyB2DPSSndUgv3IUmSJK2wlju4p5QGAgOXod1LwJ5L2eZh4OGlvZYkSZJUdHX5AiZJkiRJtcTgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBWAwV2SJEkqAIO7JEmSVAAGd0mSJKkADO6SJElSARjcJUmSpAIwuEuSJEkFYHCXJEmSCsDgLkmSJBVArQT3iDggIq6KiBci4quISBFx2xLa9I6IxyJiakTMiYixEXFqRDSups3eETE8ImZExNcR8WpEHFEb9yBJkiStyJrUUj/nAD2Ar4FJwCbVVY6IfYF7gbnAUGAqsA9wGbA98PNK2pwMXAV8CdwGfAMcAAyOiO4ppTNq6V4kSZKkFU5tLZX5NbAR0Bo4sbqKEdEauAFYAPRNKR2TUvoNsAXwMnBARPQv12Y94BKygN8rpXRSSunXwObAv4HTI2K7WroXSZIkaYVTK8E9pfRsSumDlFKqQfUDgNWBO1NKr5XpYy7ZzD1UDP9HA02Bq1NKE8q0mQZcmH88YRmHL0mSJK3w6uPh1J3z4+OVnHsemA30joimNWwzrFwdSZIkqcGprTXuS2Pj/Ph++RMppW8jYjywGbA+MK4GbSZHxCygS0S0SCnNru7iETG6ilPVrsuX9P/t3Xu8ZfX8+PHXu+memkmkEt1IN6Qb3Zh0RQih0I3El+Qa0kUX+n2/LoUSCiW3KOkiVFKGrqLoXtJUTKHLTOk21bx/f3zWmdlz2uecOdOctfY6+/V8PM5jz1rrs/e8q93Z7/1Z78/7I0mSmtTEjPvE6nHGENcHzk+aj+dMHOK6JEmS1GpNzLg3KjM37Ha+monfoOZwJEmSpHnSxIz7SLPjA+enz8dzhpqRlyRJklqticT9pupxzcEXImJhYDXgCeDv8/icFYGlgH+MVN8uSZIktVUTiftvq8cdulx7JbAkcElmPjaPz3nNoDGSJEnSuNNE4n4acA+wS0RsNHAyIhYHPlcdfmPQc04EHgP2rTZjGnjOssBnqsNvjlG8kiRJUuMWyOLUiNgJ2Kk6XKF63DQiTqr+fE9mfgIgMx+IiPdSEviLIuIUyo6ob6C0fTwN+Enn62fmbRGxP/A14MqI+Akwk7KZ08rAlzPz0gXxzyJJkiT1ogXVVWZ9YI9B51avfgBuBz4xcCEzz4iIVwEHAm8BFgf+BnwM+Fq3HVgz85iImFq9zu6UuwXXAwdl5vcW0D+HJEmS1JMWSOKemYcCh47yORcDrx3lc84Gzh7NcyRJkqTxoIkad0mSJEmjZOIuSZIktYCJuyRJktQCJu6SJElSC5i4S5IkSS1g4i5JkiS1gIm7JEmS1AIm7pIkSVILmLhLkiRJLWDiLkmSJLWAibskSZLUAibukiRJUguYuEuSJEktYOIuSZIktYCJuyRJktQCJu6SJElSC5i4S5IkSS1g4i5JkiS1gIm7JEmS1AIm7pIkSVILmLhLkiRJLWDiLkmSJLWAibskSZLUAibukiRJUguYuEuSJEktYOIuSZIktYCJuyRJktQCJu6SJElSC5i4S5IkSS1g4i5JkiS1gIm7JEmS1AIm7pIkSVILmLhLkiRJLWDiLkmSJLWAibskSZLUAibukiRJUguYuEuSJEktYOIuSZIktYCJuyRJktQCJu6SJElSC5i4S5IkSS1g4i5JkiS1gIm7JEmS1AIm7pIkSVILmLhLkiRJLWDiLkmSJLWAibskSZLUAibukiRJUguYuEuSJEktYOIuSZIktYCJuyRJktQCJu6SJElSC5i4S5IkSS1g4i5JkiS1gIm7JEmS1AIm7pIkSVILmLhLkiRJLWDiLkmSJLWAibskSZLUAq1K3CNi5Yj4bkRMi4jHImJqRHwlIpZtOjZJkiRpLC3cdADzKiLWAC4BlgfOBG4ENgE+DOwQEZtn5r0NhihJkiSNmTbNuB9HSdr3y8ydMvPTmflq4GjgRcDnG41OkiRJGkOtSNyr2fbtgKnA1wdd/izwELBbRCxVc2iSJElSLSIzm45hRBGxN3ACcHxmvq/L9XMpif02mXnBCK/1pyEuvXSJJZaYsPbaaz/teJ+Oa/85Y8xee72FbhuT171+0UXH5HXXWW6dMXndNvJ9MYfvizl8X8zh+2KOsXpfjNV7Anxf1MH3xRy98L644YYbeOSRR+7LzOVG87y2JO5fBD4BfCIzv9zl+rHAB4EPZOY3RnitoRL39YD/Umb1+91a1eONjUahXuP7Qt34vlA3vi/Uje+LOVYFHsjM1UbzpLYsTp1YPQ71dXHg/KSRXigzN1wgEY1jWBLoOAAAIABJREFUA19u/HelTr4v1I3vC3Xj+0Ld+L54+lpR4y5JkiT1u7Yk7gMz6hOHuD5wfnoNsUiSJEm1a0viflP1uOYQ119YPd5cQyySJElS7dqSuF9YPW4XEXPFHBFLA5sDDwOX1R2YJEmSVIdWJO6ZeStwHmUF7gcHXT4MWAr4fmY+VHNokiRJUi1a0Q4SZm/CdAll99QzgRuAlwNbUUpkNsvMe5uLUJIkSRo7rUncASLiecDhwA7AcsBdwM+BwzLz/iZjkyRJksZSqxJ3SZIkqV+1osZdkiRJ6ncm7pIkSVILmLhLkiRJLWDiLkmSJLWAibskSZLUAibukiRJUguYuEuSJEktsHDTAUjqLRGx2TwMmwU8APwtM2eOcUiSpJaJiI2ATYBlgQldhmRmHlFvVO3nBkyS5hIRs4B5/cXwBPBLYP/M/NvYRSWpV0XExsDHGTlJm1hrYGpERCwDnA5sBcQwQzMzu71XNAxn3DVbRLwEeAewNrBUZm5TnV+V8gv5/My8v7EAVZcjgQ2AHYBbgUuBfwHPATYF1gB+BdxRjXsjsHlEbJyZtzcSsaRGRMQ2wDnAIsC9wFTKF3r1ry8CrwZ+D5wI3InviQXGGXcBEBGHA59hzrqH2d+EI2J14BbgI5l5TEMhqibV7NkUygzaNzNzVse1hYAPAF8AXpmZV0bE3sDxwLczc58mYlZ9RnFHJjPTyaFxLiIuBV4GvCMzT286HjUvIu4G/gFs0vn5oQXDxF1ExC7Aj4BzgU8Bbwc+3XkLKyIuBx7IzG2biVJ1iYjzgMcy8/XDjDkbWCQzd6iO/wCsnJmr1hOlmhIRF9E9cZ8ErAksAfwFmJ6ZW9UYmhoQEQ8Dp2Xm7k3Hot4QEY8Ax2bm/k3HMh45GyKA/YC/AW/MzJkR8aYuY24AJtcalZqyCXDsCGP+AuzbcfxnYKMxi0g9IzMnD3UtIpYGjgY2A95cV0xq1CPAv5sOQj3lFkpppcaA7SAF8GLg3BG6g0zD/xH7xULAqiOMWZ25f388Djw2VgGpHTLzQWAfSj3r5xsOR/W4iPJlXxrwdeD1EfHcpgMZj0zcBWXV90h1aM8BHq0hFjXvcuCtEfHqbherxWg7A5d1nF6DsoBVfa6qab0Q2KnpWFSLTwPrRcRHmw5EPeNXwHnAxRGxV0S8JCKe3+2n6UDbyFIZQbmtNWTv7mpB4hbAdbVFpCYdRJlFO7+qd7+YOV1ltgC2BWYCB8Ps1l/bUtZJSACLU9oCavz7EPBH4EsR8R5K2dz0LuMyMz9ca2RqylTKOpgAvj3MuMQ8dNT8FyaAnwKfi4iPZ+aXu1z/DPAC4Kv1hqUmZOblEfFa4DvA9tXPwC9hKL+U987My6vjxym3yu+qOVT1oIhYC3grZd2Mxr/OtS7rVD/dJGDi3h9OZt73AtEo2VVGRMQSlFnVlwJXUv6H25iyyGxLyqLDy4BXZaa9WPtEdadlS0qrt4mUnVKvAqbY4qt/RcR3h7i0MPA8YHPKBjx7Z+aJtQWmRkTEuvM6NjO9ays9TSbuAiAiJlJm1N/J3LvezQJ+COxbLTyT1MeqPu7DuRH4okm7JC14Ju6aS0Q8kzLbvhwwA7giM//TbFSSekVErDLEpVnA/Zn53zrjkaR+YuIuImJ34F+ZeW7Tsag3RMTCwI6U2vVlmfsuzIDMzPfVGpiknhYRSwGLdbuWmffVHI4aVO3CvT3wXLq/JzIz31NvVO1n4i4i4gngmMy0nZeIiBWA8ymLzGKYodm5u66k/hQRLwQ+B2wHLDPEsMxMG2L0gYgI4CTgXZTPkM7mBnQc+xkyH/yfSAB3Y09/zfFlYF3gVOAE4E7KhjrSXCJiZYaeTSMzp9QbkeoWEWtQ9n5YArgE2Iqy0/b9lM39lqY0P7i7qRhVu32B3SjdZb5GaXrxFUoHu8mU3v+/BA5oKL5WM3EXwK+BrSJiIbuFiHJr8w+Z+famA1FviojtKF2n1hphqLNp498hwDOAzTPzj9Xi5Z9k5uERMQn4BqXT0FubDFK12gO4KTP3BCgT8EzPzMuAyyLiXEqnuvMBF7GPkrOsAjiQMivynYh4VtPBqHFLAJc2HYR6U0S8AvgFMAk4lnLLewrl7syN1fHZwOFNxahavRo4JzP/2HEuADJzOiWJexQ4ooHY1Iy1gN8OOjd7ojgzr6L8DvlAnUGNF864C+DHlA4yuwO7RMRUym3NwQsgMjO3rjk21e86wK2oNZQDKInYxpk5LSI+BFxYzbAGcBjwMcqEgMa/5YGbOo6foHz5ByAzZ0bEBcDr6w5MjZrR8eeHgGcOun4LZU2ERsnEXVBqzgYsBryo+hnMlcz94cvAdyNircy8selg1HM2Bc7KzGkd5xaC8s0eOCQiXkNJ4HduID7V635gyY7jeykbcXV6hKcmbhq//klZ+zLg78CGg8a8kJLQa5RM3EVmWjKlTndSbmNeGhFHAX8CpncbmJmX1BmYesJE4I6O45nAUoPGXAy8o7aI1KTbmPsO3dXANhGxbGbeHxGLUVrLTm0iODXiCuZO1H8F7B8RBwOnUyYL30j5nNEombhLGuwPzGnXdegIY1182H/+Tent33m8xqAxi9BRLqFx7XzgIxGxeGY+SlnrcBpwZURMAV5OeX98psEYVa+fARtFxGqZeRvwBeBtlLtwh1I+W+6jdJfRKNnHXdJcIuJzzGNZVGYePMbhqMdU9cpPZuZ21fFPgdcAG2bmzdU+AFcD0zJzgwZDVQ0i4nmUWuWzM/Pf1bkDKYn6EsCTlM4yH8tM28r2qYiYCLyX8iVuKnByZt7VaFAtZeKu2SJiF2Bv4GWU2+EPUMokvpOZpzQZm6TeEBH7UzbbWTEz74uIzYHfAY8B11NqV5cG9srMk5uLVE2KiMUpdc53ZubMpuORxgsTdw3scnYypSY1KDMk9wDPopRCJHBKZr6zsSAl9YSIWAZYG7g+Mx+szr2J0u5vYDbt6Mw8vrEgJWmcMnEXEfF+4DjK7PqngN9l5pMRMQF4FfC/lIUmH8zMbzYXqepW9ex+GaVn9wzgz9UmGpJERBwL/Aa4qOrbLgEQEe8E3k35DFmGchf/KuC7mfnDJmNrMxN3ERFXUGbX183MR7pcXwK4FrgvMzeuOz7VLyLWp9yFWXfgFHPq3q8Hdq820ZDUx6qdUrP6uZqy8c4FwO8z8+EmY1MzImIRygLlHRn6Lv4vgJ0z8/Gm4mwr2wAKYB3g592SdoDq/BmU2+Ma5yJidcqH73rA5cD/Az5UPV5OSeYviIjBnUTUByJiw4g4JCKeM8T1Farr69cdmxqxCWUh6oWUz4hPAL8E7ouIKRFxaERsGRF2sesfB1A23Loc2ApYPDNXBBan7LR7BSWp/1RjEbaYM+4iIh4ETsjMjw0z5ihgn8x8Rn2RqQkRcRKwG/CuzPxxl+u7AD8AfpCZe9YbnZoWET8CtgBWyS4fINWamamUkrvdaw5PDYqIRYHNgK2rn42Y0zL24cxcuqnYVJ+I+BswC1iv28Lkqrf/tZQc9AV1x9d2zrgL4AbgzVVJzFNU53eilEho/NsWOKNb0g5QdRg6qxqn/rMpcGG3pB1m7576W2DzWqNS4zJzZmZeVLWJfRdl5vU/lHKJJYd9ssaTlYEzh+omlJmPAWcy9+6qmkcm7gL4LmXnuykRsfXALc2ImBARW1Fuga5SjdP49yzgxhHG3FCNU/9ZAfjHCGOmASvWEIt6REQsHxG7RMQJEfF34BbKxjsAPwHe11x0qtk0yiZsw1mkGqdRsuZMAN8CtgR2Bc4DZkXEfcAzKV/uAvipHWX6xj3AWiOMeVE1Tv3nYeDZI4x5NqWvu8a5iDiaUhazLuWz4gFKX/+vAhdk5rUNhqdm/AjYMyIOycwHBl+MiEnAzsB3ao9sHLDGXbNFxK7Mad00kdL+b6B1U9eyCY0/EfF9ype4XTLztC7X30jZ0vrHmblb3fGpWdXOqesBa2Tmf7tcX4Yy23p9Zm5Vd3yqV0dXmfMpG3Ndkpmzmo1KTarWOvyUMgF0ODAF+BfwHEqL6YMpd23fZleZ0TNxlzSXiFgTuBJYivIL90LgLkqJxOTq5yFg48y8qZko1ZSIeDvwY0rHiPdl5l87rr2UcgdvY4ZY3KzxJSL+BLyUcnf2YeD3lHaQF9gytj9FxJMDf2ROG+G5hgxxPjPTSpARmLhLeopq46WTgYEV/0n5ZQvwN2CPzLy0idjUvKrz0O6U98W/gH9SFpo9h/I+OdmOQ/0jIpaltP3bpnp8EeW9cT9wESWR/61f9PtDRFxE98R8RN6lG5mJu2aLiFUpbQAHl8r8IDNvay4yNaFq67clsAFzvx+mDNVRRP0jIvah9Pdft+P0tcDXMvPbzUSlXhARK1Hq3l8NvA5YDmdTpQXCxF0ARMTHgc9TVnrHoMuPAwdk5lG1B6ZaRMSSo93lMCLempmnjlVMaoeIWBKYBEx3p0xV7YO3pMy+bw2sT1UakZkThnuupJGZuGtgUeoPKbc1v0a5tXk3paZ5K2A/yozrOzLzJw2FqTEUEb8CdszMJ0ccXMa/ATg1Mxcb28gk9bKImAC8nDmbLr2CORNAjwGXMqfm/bKm4pTGCxN3ERFXAqsBG2Tm7V2urwb8Cbg1MzeuOz6NvaozxPczc495GLsdZQOmWZnppipSH4uIBygL2QN4kvJZcQFlE66LM/PRBsNTgyJiRcqXuecC3SZ5MjOPqDeq9rPeTADrAN/rlrQDZOZtEXEqpf5d49OvgXdFxL8y85NDDYqIycDPq8O31hGYek9ELAV8ANie4T+U16g1MDXhduA3lET9d936dqv/RMRhwKeZO8/s7CYz8GcT91EycRfAg8D0EcbcT9lYQ+PTzpS2jx+PiLsy8+jBAyJiU+Bsym3wXTPznJpjVA+oNk/5A+UL/wPAMpSFy4sCS1TDplHWxmicy8wXNx2DektEvJPSq/23wNcp+36cRNngcTLwHuBUSutYjdJCTQegnnAeZeasq6q7yHbVOI1D1aLC11I2zvliRLyj83pEbAj8ipKY7ZWZP6s/SvWIgyhJ+3uAZatzRwPPADYD/gzcCqzdSHSSmvY/wD+AHTJz4A7t1Mw8JTPfD+wIvI3ypV+jZI27BurQLgEuAz7dWTITEc8H/o+y+GizzLy7mShVh4hYhfJeWA54fWaeHxEvpszGPxPYx1Z//S0ibgamZebk6ngWcGhmHl4dLw9cAxyfmQc3FqjGRES8ufrjuZn5UMfxiDLz9DEKSz0kImZQdtZ+f3U8CzgiMz/bMeYcYOnMfGVDYbaWpTKC0lFmOuUb8Fsi4g7mbE/8fGAC8FfgR2XyfbbMzK1rjlVjKDNvj4gdKLsf/iwi3k+ZTX0m8BGTdgHPo5RMDZhFR417Zv676lK0C+V2ucaX0yi1yWsDN3ccD2egntl2kP1hEeDejuNHKJ3pOl0LvL+2iMYRE3dBqTkbsDCwevXT6aVdnuftmnEoM6+p2j3+Gvg+5UP305n5tWYjU494mJKsD5hBaR3b6V+URasaf/aj/O4fuPv6oQZjUW+6C1ix4/gO4CWDxqwEPFFbROOIibvITNc69LmI6Ha78lvAhykJ/GXdxmTmlLGOTT3nTsqs+4DrgVdGxEKZOZDQb8GcxE7jSGYeO+j4603Fop51FbBex/FvgX0iYjfgdMpk4c7AxfWH1n7WuEsaqEHs9ssghjgPbmHelyLiq5SyupUyMyNiX8rGbedRSmgmA28GvpGZ+zYWqKRGRMSewHHAulU76edRkvllO4Y9Dkx2U67RM3GXRERcxHyUPmXmVgs+GvWyiNgAeC9wZGbeGRELAz8FduoYdjFlcfNIbWYl9YFqI8ePA2sAU4HjMvOaRoNqKRN3zSUiVmboDVUsjZDUVdUy9AWUD+U/dpTNaJyLiEUp7UFH2pCr21opSaNg4i5g9jb2RwNrDTcuM+0KIEkCICKeAVwEvIxS/rAopYvIYpS9YpLStWxWZj67oTClccNFiSIiXgH8ApgEHEupa54CnADcWB2fDRzeVIySpJ50ILAB8BFg6erc/wFLUjbuuwH4I6WLiKSnyRl3ERFnAlsBa2XmtM4NVapdUw8DPga8PDOvazJWSfWLiN3n53mZefKCjkW9JSJuBO7JzC2q48Ebcq1E2ZDrK5l5RHORaixFxJPz8bTHgX9TNv07KjOvWLBRjU8m7iIi/g2cl5nvqo5nAYdn5qEdY/4I3J6ZOzcTpaSmDNN1aMinUGqaLa0b5yLiEeCbmfnR6vgJ4H8z86COMScDm2TmsKWYaq/qd8TT8TiwrevoRmYrN0HZ0eyOjuOZwFKDxlwMvKO2iCT1micoJXM3NB2IesqjlKRrwAOUXbc7TaPswq1xan72g4mIhYDlKe1jv0bZaXnbBRzauGPiLii3qpYddLzGoDGLAEvUFpGkXvI74FXAmyhJ2QnATzPz0UajUi+4E1i54/hGYMtBY15B+VyRZqs6T90NHBcRWwKvaTikVnBxqgBuZu5E/TJg24hYEyAiVgDeAtzSQGySGlb1618T+BLwQuBE4K6IOCYiBm9lrv7ye6BzV+VTgTUj4vSI2CMiTqQk8uc2Ep3a4hZgmaaDaANr3EVE7A98DlgxM++LiM0pM2yPUbYzfyGlW8BeLjaT+lu14dIbKZswbUOpZ/8T8C3glMx8qMHwVLOIeDmwL3BgZt5R9XQ/m1LykJT3x1XA9pl5T3ORSuODibuIiGWAtYHrM/PB6tybgCOYs8vZ0Zl5fGNBSuo5EbEKsDewJ6Xd33+BHTLz0ibjUvMi4lXM2ZDrd5n5RLMRSeODibukucxjB5GkLEK7ATgdODYzHxvr2NSbIuK1wDcpu2a+KTPPajgkjaGqPejVmfnXpmOR+o017pIGmwL8lXKLexZwO3BF9TirOn8N8E/KbolfAC6OiMGdiDSORcRKEXFQRPydUhqxHPAD4M/NRqYanATs1HQQUj8ycZc02K6UFqGnAGtk5uqZuWlmrk4pnTqFsohoW0qHke9Sdk78ZEPxqiYRsVBEvCEizqKUQBwOPAh8GFgpM/fIzH80GaMkjWeWyohqxmwks+gojcjMn41tVGpKtVnKOpm50TBjrgSuy8w9ImICcB3wRGauV1ecqk9ErAa8B9gLWBF4iPIF7gR3O+w/g3dHlVQf+7gLyp2XhSmLy6BstHIv5db3wHtkGmWjhPWBXSLil8BOmTk/2xyrt21PmUUfzvnAuwEy88mImAK8c6wDU2P+Vj1eCXwW+LHdYySpfibuAngJJRG7FTgAuCwzZ1W7mm0KHAksRimNWAH4CvBayu3xoxqJWGNpaUbupzuxGjfgvrELRz0gKLtjrggcAhwSESM9JzNzlbEOTI2ZFBGj2g01M+8YeZSk4VgqIyLiGEpSvl63ll1VX96/Audl5n4RsSRld7z/ZOaG9UarsRYRf6ZsT/6SzJzW5frKwF+AqQP//SPih8CWmem25uNQVRoxavOzDbp63zx2nhosM9PJQulp8n8iQdnG/EdD9dnNzJkRcTZl0eJ+mflwRFwA7FxnkKrNl4HvA3+uvtRdDPyLshB1C+BDwCSquy3VhjzbUHZQ1DhkAq4uHgCmNx2E1G9M3AWlln3REcYsUo0bcDe+f8alzPxhRDyXspvu4MVnQVkDcWBm/rA6N4lSPnF5fVFKatjRLk6V6mepjIiI6yg1zesM7Jw66PoylK4hD2bmOtW5k4BtM/O5dcaq+lSdRN5JWZA8kTLDdhXl7sy8dCKSNA7ZVUZqjjOmAjgeOBq4PCI+z1NLIw6kdJz5GECUVWmTgaubCFb1yMzbKLPukiSpB5i4i8z8akS8CHg/cHKXIQEcn5lfrY6XB35M6UQjSZKkGlgqo9kiYgtgT55aGnFyZk5pMDQ1ICKWBzYClgUmdBuTmd2+6EkaxyyVkZpj4i5pLhGxCPBNYHfK5lxdh1Hau3VN6CVJ0oJnqYykwY6gbG1/K/BD4E5KJxlJktQgZ9w1W0RMAF7E8KURlsyMcxFxB/Aw8LLMfKTpeCRJUuGMuwCIiIOBj1Jq24djacT4tzxwnEm7JEm9xcRdRMQngcOAGZQdMy2N6G93UPr6S5KkHmKpjIiIW4DFgQ0y8z9Nx6NmRcRngA9SNuSa0XQ8kiSpGKpjhPrL84AzTNpV+V/gD8BvImKraudcSZLUMEtlBGWXVN8LGvB49RjAbwDKZrlPkZnp+0aSpJr4oSuAnwJviojFMvOxpoNR434PWEMnSVKPscZdRMSSwLnAdGC/zLyt4ZAkSZI0iIm7iIi/A4sAK1WnZlCS+MEyM9eoLTBJkiTNZqmMoCxSfoLSBnBAt6LmroXOGr8iYhFgLWAS5QvdDZn5+PDPkiRJY8EZd0lPUXWS+QKwG6VV6IBHKb3+P52Z3e7KSJKkMWLiLmkuVdJ+MbAu8CBwFXAXsCKwPmVzpuuBzTLzgabilCSp39jHXdJgB1CS9m8Aq2Tm5MzcNTMnA6sAXwfWqcZJkqSaOOPehyJi9+qPP8/MBzuOR5SZJ49RWOoREXETcG9mbjbMmIuBZ2fmmvVFJklSfzNx70MRMYvSp3vtzLy543jYp1G6ykwY8wDVqIh4FDgqMz8zzJgjgY9m5hL1RSZJUn+zq0x/ejclUb+rOt6rwVjUex4Clh9hzLOBh2uIRZIkVZxxlzSXiPg1sCmwUWbe0uX6GsCfgUszc4e645MkqV+ZuKuriHgD8GpKiczvMvP0hkNSTSJia+A8SkeZY4ALKXdnVgAmAx8CJgLbZ+ZvGgpTkqS+Y+LepyLi9cD+wMGZ+btB106i9O8e2HApgTMy8y21BqnGRMT7gK9SdtSd6xLwOPCRzPxG7YFJktTHTNz7VEScAOwKPCszH+04vyNwFqXO+WjKrOs+wOrAuzLzxw2EqwZExPMpX+BeRplhn0Hp6f6DzLy9ydgkSepHJu59KiL+AkzLzNcMOn868Ebg7Zl5WnVuBeBW4MLM3LH2YCVJkuQGTH1sBeC6LudfCUwHfjZwIjPvBs6hzLxKkiSpAbaD7F/LAjM7T1SlEc8Ezs6n3oq5DXhDTbGpZtV/+1HLzDsWdCySJKk7E/f+9SCw8qBzG1aPVw3xnEeHOK/2m8rIm3ANlvg7RJKk2vih27+uAV4XEc/IzP9W595EScb+0GX8aszZsEnjzx08NXGfRFmU6kJUSZJ6gItT+1REvBf4FmV2/XvAmsD/AHcDz8/MJzvGBvBPyoY7toTsExFxKKVd6ISmY5EkSc6497PvAG8GtgfWZ05/7g93Ju2VrSmLWd1sp7/4rV6SpB5i4t6nMnNWRLyO0st9M+Be4PTMvLrL8GdRNuM5q8YQJUmS1MFSGUldRcRngUMslZEkqTfYx12SJElqARN3SZIkqQVM3CVJkqQWsMZdEhExuJPQvMjMdIG7JEk18UNXEpR2oHU8R5IkzSdn3CVJkqQWsMZdkiRJagETd0mSJKkFTNwlSZKkFjBxlyRJklrAxF2SJElqARN3SZIkqQVM3CVJkqQWMHGXJEmSWsDEXZIkSWoBE3dJapmIWCsijomIayNiRkTMjIhpEXFORLwnIhZrOsbhRMSeEZERsWfTsUhSmyzcdACSpHkXEYcAn6VMvFwKfA/4L/AcYDLwbeB/gI0aClGSNEZM3CWpJSLiM8BhwJ3AWzPz8i5jdgQ+XndskqSxZ6mMJLVARKwKHAo8Dry2W9IOkJm/AHYY9Ny3RcSUqqzmkYi4JiIO6FZSU5WwXDREDCdV11ftjKs6d1L151Mi4p6IeDQirqy+SHS+xkXAidXhidVzs/N1I+LQ6nhyRLwjIi6PiP9GxNSqTCgj4sJh/l1dExGPR8SKQ42RpDZyxl2S2mEvYBHglMy8driBmfnYwJ8j4kjgAOAe4EeUsprXAEcC20fEdpk5cwHEtwpwBfB34PvAM4G3A2dGxDaZOZBonwRMB94InAlc3fEa0we95seBbYGzgQuBiZl5Y5W0bxURa2bmzZ1PiIjNgPWAn2XmXQvgn0uSeoaJuyS1wxbV4wXz+oSI2JSStN8JbJKZd1fnDwB+DuwIfIKSxD9dk4FDM/Owjr//R8Cvgf0piTeZeVJEQEncz8jMk4Z5zVcDm2bmVYPOHwdsBexTxd9pn+rxW/P1TyFJPcxSGUlqh4Gyj3+M4jnvrh4/N5C0A2TmE5TZ7FnA3gsmPG4HPtd5IjPPBe4ANpnP1zy+S9IOcAZwF7BnZ7lPREwC3gbcCvxmPv9OSepZJu6SNH5tUD3+dvCFqsTkH8BqETFxAfxdV2fmk13O3wksO5+veUW3k9UXjxOA5YC3dFzaDViCkvDnfP6dktSzTNwlqR0G6rWfO4rnDCTkQ9V6D5yfNF8RzW1wffqAJ5j/z5q7h7l2PPAk8L6Oc/sAM5mz+FWSxhUTd0lqhz9Uj1uP4jkzqscVhri+4qBxAMnQ658WRII/GkPOmmfmP4GzgFdWnWYGFqX+PDP/U1eAklQnE3dJaocTKa0g3xIR6ww3sKPue6A+fHKXMS8AVgZuy8zO2fL7ged1GT8BWH/0YXc1UFIz4Wm+znHV4/twUaqkPmDiLkktkJlTKX3cFwXOiYiuO6NGxA7Ar6rD71aPB0XEszvGTAC+RPkM+M6gl7gCeH5EbDfo/EGUlo8Lwr3V4/Of5utcANwM7EFZlHpTR9tJSRp3bAcpSS2RmUdGxMLAZ4E/RsQlwJWU3uzPAV4JvLA6R2ZeEhFfAD4JXBsRpwEPUfq4r0cpv/nioL/mS8D2lP7rPwHuAzYDVgMuosvs/Xy4FHgY+EhELMecWvZjMnPG0E+bW2ZmRHwTOKo6dfwCiE2SepYz7pLUIpl5OCXpPpay+HQvSp/011HaIO7NnJ7vZOangF2BW4Ddgf0ov/sPArYdvPlSZl4A7ARcB+xCmc2eSmnpePsC+me4n9IN5npgT+CI6md+us+cRGlr+SjwvQVsNp0iAAAAw0lEQVQRnyT1qrBjliSprSJiMmVzpx9k5m4NhyNJY8oZd0lSm32yejy20SgkqQbWuEuSWiUiXgzsCGxIqdf/RWZe3mxUkjT2TNwlSW2zIXAk8ABwKvCBZsORpHpY4y5JkiS1gDXukiRJUguYuEuSJEktYOIuSZIktYCJuyRJktQCJu6SJElSC5i4S5IkSS1g4i5JkiS1gIm7JEmS1AIm7pIkSVILmLhLkiRJLWDiLkmSJLWAibskSZLUAibukiRJUgv8f0jwxClcRy6zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 322,
       "width": 375
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[:5].plot(kind='bar', title='PISA score 2015');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 424
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[:5].plot(kind='barh', title='PISA score 2015');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "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>Maths</th>\n",
       "      <th>Science</th>\n",
       "      <th>Reading</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Singapore</th>\n",
       "      <td>564</td>\n",
       "      <td>556</td>\n",
       "      <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hong Kong</th>\n",
       "      <td>548</td>\n",
       "      <td>523</td>\n",
       "      <td>527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Macau</th>\n",
       "      <td>544</td>\n",
       "      <td>529</td>\n",
       "      <td>509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Taiwan</th>\n",
       "      <td>542</td>\n",
       "      <td>532</td>\n",
       "      <td>497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Japan</th>\n",
       "      <td>532</td>\n",
       "      <td>538</td>\n",
       "      <td>516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Macedonia</th>\n",
       "      <td>371</td>\n",
       "      <td>384</td>\n",
       "      <td>352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tunisia</th>\n",
       "      <td>367</td>\n",
       "      <td>386</td>\n",
       "      <td>361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kosovo</th>\n",
       "      <td>362</td>\n",
       "      <td>378</td>\n",
       "      <td>347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>360</td>\n",
       "      <td>376</td>\n",
       "      <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dominican Republic</th>\n",
       "      <td>328</td>\n",
       "      <td>332</td>\n",
       "      <td>358</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>70 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Maths  Science  Reading\n",
       "Country                                    \n",
       "Singapore             564      556      535\n",
       "Hong Kong             548      523      527\n",
       "Macau                 544      529      509\n",
       "Taiwan                542      532      497\n",
       "Japan                 532      538      516\n",
       "...                   ...      ...      ...\n",
       "Macedonia             371      384      352\n",
       "Tunisia               367      386      361\n",
       "Kosovo                362      378      347\n",
       "Algeria               360      376      350\n",
       "Dominican Republic    328      332      358\n",
       "\n",
       "[70 rows x 3 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('https://github.com/prasertcbs/basic-dataset/raw/master/pisa2015.csv',\n",
    "               index_col='Country')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 536
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[:5].plot(kind='barh', figsize=(8, 4));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 424
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[:5]['Maths'].plot(kind='barh');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 424
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[:5][['Maths', 'Science']].plot(kind='barh');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://matplotlib.org/2.0.0/examples/color/named_colors.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 426
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[:5][['Maths', 'Science']].plot(kind='barh', color=['gold', 'c']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 411
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=df[:5][['Maths', 'Science']].plot(kind='barh', color=['gold', 'c']);\n",
    "ax.axvline(500, color=\".6\", linestyle=\"--\", linewidth=.5)\n",
    "ax.set_xlabel('score')\n",
    "ax.set_ylabel('');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11a1167f0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 433
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.nlargest(10, 'Reading')['Reading'].plot(kind='barh', color='.7')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f89812b70>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 412
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.loc[['Japan', 'Taiwan', 'Vietnam', 'Thailand'], 'Maths'].plot(kind='barh', color='.7')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "461.6714285714286"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Maths.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 399
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=df.loc[['Japan', 'Taiwan', 'Vietnam', 'Thailand'], 'Maths'].plot(kind='barh', color='gold')\n",
    "ax.axvline(df.Maths.mean(), color=\".6\", linestyle=\"--\", linewidth=.5)\n",
    "ax.set_ylabel('');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 155,
       "width": 636
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,3, sharex=True, sharey=True, figsize=(10, 2))\n",
    "country_list = ['Japan', 'Taiwan', 'Vietnam', 'Thailand']\n",
    "df.loc[country_list, 'Maths'].plot(kind='barh', color='gold', ax=ax[0], title='Maths');\n",
    "df.loc[country_list, 'Science'].plot(kind='barh', color='deepskyblue', ax=ax[1], title='Science');\n",
    "df.loc[country_list, 'Reading'].plot(kind='barh', color='tomato', ax=ax[2], title='Reading');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x11b166e80>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 155,
       "width": 637
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,3, sharex=True, sharey=True, figsize=(10, 2))\n",
    "country_list = ['Japan', 'Taiwan', 'Vietnam', 'Thailand']\n",
    "ax0=df.loc[country_list, 'Maths'].plot(kind='barh', color='gold', ax=ax[0], title='Maths');\n",
    "ax0.axvline(df.Maths.mean(), color=\".6\", linestyle=\"--\", linewidth=.5)\n",
    "\n",
    "ax1=df.loc[country_list, 'Science'].plot(kind='barh', color='deepskyblue', ax=ax[1], title='Science');\n",
    "ax1.axvline(df.Science.mean(), color=\".6\", linestyle=\"--\", linewidth=.5)\n",
    "\n",
    "ax2=df.loc[country_list, 'Reading'].plot(kind='barh', color='tomato', ax=ax[2], title='Reading');\n",
    "ax2.axvline(df.Reading.mean(), color=\".6\", linestyle=\"--\", linewidth=.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UwxIE8M2IeHtEPDhRQERsHxGHRcS3gU+0tFvNuhlCz4iIJ5fHP6Is3p1P8Xd6u1gSOL58eHREfHRouIKIeAzwZYrP+bvH96xHLzMfAP69fHhsRBwXEY8sY9ohIk4DDt6QMak5LLpJGs4ZFLfsTAK+BKwpZ+W5Gng18EHgsnYNM/Mu1s2OenZErI6IFeXysh7ENgl4KcX4bbdExG0RcTvFbVJDs61+IDN/24NrSVK/u4/itpbDKG4Tui4i1kTEauBO4P8oJlL4K/D+zFww1DAzb6G4degvFEW5bwJ3RsRKYA3Fl6N/YJSz3pe3rM6hmHluL+B7wF3l+dYCl1P0un48Hb50jUVm/gyYB9xDMXHQL8rX4BaKntv/DTyz0mY1cAiwjGLMoq8Dd0TEyohYQ5HvTgGe0stYJakPDRXNDq7cpj+PYliazSl6xN0UEavKv7tXAguAQ9uc720Un/lPBn4VEXdSDHHwfWAb4KhOgWTml1k3scN7Kf7WX0WRV+YB/0w5S+oGdCrreoZ/EFhVxnQDxeREb2VdZ4TR3FGkAWHRTVJHmXkvxXgLQz0BHqAYq+cHFLMYfXiEU7wR+BhFb4ZNKQbp3hXoxe1En6YY+PWbFF/gorzGnym+NB2YmR/twXUkqe9l5nnAEylue/kGxWxxUHzerqboqXUi8OR2n42Z+RuK3nIfoLi1525gC+Ca8nyvZN2tNaOJ5xfANIpbgy6iKPxtQ1HEW0wxq92zMvOCLp/qSNf9GjAdOIkiN0BRLFwOnEbxg1G1zZXAPsCbgZ9QfGnamiLfXUbxRetQYH4vY5WkfpKZP2Dd2GX/2rL9zsx8EfAiih+7r6fID5Mo7mz5OnAkRZGt9XwXAftT/K1+a3n8DcDnKX7IGPaH8cx8I3AExdAB91D8rf8T4PmZ+bmxP9OxKXvgHUFRLFxMOTYq8GPgeZn5BeCR5bbqpBEaYPHwiQglSZIkSZI0GhHxRIofeNYCW2Xm/TWHpD5hTzdJkiRJkqSxe1e5Pt+Cm1pZdJMkSZIkSRpGRHw5IuZGxPYt23aPiFMoxnWDYsxS6UHeXipJkiRJkjSMiLgBeHT58M5y3TpW9fGZedwGDUp9z6KbJEmSJEnSMCLicIoJJfahKL5tBtwMXAycnJnn1xed+pVFN0mSJEmSJKnHHNNNkiRJkiRJ6jGLbpIkSZIkSVKPWXSTJEmSJEmSesyimyRJkiRJktRjFt0kSZIkSZKkHptUdwDqjYi4CngksKLmUCSp30wFbs/M3eoOpE7mCUnqaCrmCfOEJHU2lTHmCYtuE8cjN9988+2mT5++Xd2BSOpfa9asYfLkyXWHsUEtW7aMu+++u+4w+oF5QtKoDVK+ME88yDwhaViDlBtajSdPWHSbOFZMnz59uyVLltQdh6Q+dvPNN/OoRz2q7jA2qH333ZelS5euqDuOPmCekDRqg5QvzBMPMk9IGtYg5YZW48kTjukmSZIkSZIk9ZhFN0kaIOeee27dIUiSGsB8IUmqMjd0z6KbJEmSJEmS1GMW3SRJkiRJkqQes+gmSQNkxowZdYcgSWoA84Ukqcrc0D2LbpI0QGbOnFl3CJKkBjBfSJKqzA3ds+gmSQNk/vz5dYcgSWoA84Ukqcrc0D2LbpI0QNasWVN3CJKkBjBfSJKqzA3ds+gmSZIkSZIk9ZhFN0kaIFOmTKk7BElSA5gvJElV5obuWXSTpAEyd+7cukOQJDWA+UKSVGVu6J5FN0kaIBdeeGHdIUiSGsB8IUmqMjd0b1LdAaiH1i6F5VF3FJK6NS032KWWL1/OgQceuMGup/6y9A6I8+uOQtJ45OwNcx3zxYC6+ko4ak7dUUgayWkLa7msuaF79nSTJEmSJEmSesyimyRJkiRJktRjFt0kaYAcfvjhdYcgSWoA84Ukqcrc0D2LbpI0QFauXFl3CJKkBjBfSJKqzA3ds+gmSQPkvPPOqzsESVIDmC8kSVXmhu5t8KJbRJwfEet1qr6IOCMiMiKmtmybWm47Y31eu1sRMbuM67i6Y5EkSZIkSVJvjLnoVhaKulmO7GHckiRJkiRJUt+aNI62x7fZ9jZga+AzwOrKvl+N41rdei9wAnDtBrymJPW9WbNm1R2CJKkBzBeSpCpzQ/fGXHTLzOOq28rebFsDJ2bmijFHNU6ZeT1wfV3Xl6R+NX369LpDkCQ1gPlCklRlbuhebRMpRMSkiHhfRFwREfdExJ8j4uMRsUmbY18SEfMj4vKIuKtclkTEWyLiYc+h3Zhuw8SxZ0ScEBGLI+LmMparI+LUiNi5zfEPjsEWEU+JiO9ExOqIWBMRF0TE/h2u8+iI+FJE3BgRd0fEryLiiNG9WpLUG6eeemrdIUiSGsB8IUmqMjd0bzy3l47XV4FZwPeA24HnA+8CdgBeUzn2BOAB4BKKW0a3Bp5NcRvrU4FXjSOOucAbgZ8AFwH3Ak8CjgJeGBEzM7Pdbaozy3gvBk4DdgFeCvwoIp6SmX8YOjAippTn3h34abnsCHwB+P44YpckSZIkSVIfqrPo9njgSZm5CiAi3g/8Gnh1RLw3M29oOfbQzPxja+Oyh9vp5fEnZeYlY4zjK8CnM/OeyvmfS1EQ/ADwpjbtDgVek5lntLR5A0Uh7a3Am1uO/ShFwe3EzPznluNPoijajVpELOmwa1o355EkTUzmCUnScMwTkrTh1HZ7KfDuoYIbQGbeBZxFEdPM1gOrBbdy2wMUPd0ADhlrEJl5bbXgVm7/PvC7Yc79s9aCW+m/gPuB/YY2RMTGwOHAHcBxlWsspnjOkrRB7LLLLnWHIElqAPOFJKnK3NC9Onu6LW6z7c/letvWjRGxPfBOiltQdwe2qLTbaaxBRERQFMWOBJ5cXnujlkPu7dD0YfFn5n0RcSMPjX8aMBlYlJm3tTnP+cCox3bLzH3bbS9/sZox2vNIGkxz5sypOwStZ+YJSb1gvpi4zBOSxsrc0L3aerpl5uo2m+8v1w8WvSJiG+AXwLuBu4EzgY8Ax7Oup9um4wjlUxS3mP4NcB7wyfLcxwNXAw+b2KHULn4onkNr0W7rcn1jh+Nv6LBdknpu4cKFdYcgSWoA84Ukqcrc0L06e7qN1lHAbsDxmXlc646IeAbF+GljEhE7AG8Bfgvsn5l3VPa/cqznbjHUu+3RHfY/pgfXkKRRueaaa+oOQZLUAOYLSVKVuaF7dY7pNlp7lOtz2ux71jjPvTvFa/D9NgW3ncv947UcWAM8JSK2brN/dg+uIUmSJEmSpD7ShKLbinI9u3VjROwDvLdH5z4gIlpvad0S+CI96AmYmfdRTJawFZWJFCJiJsV4cpIkSZIkSZpAmlB0OxNYBZwYEQsi4uMRsQC4BPjeeE6cmTcAX6OYbfRXEfHJiDiNYtbS3YFfjS/0B70P+BPwtohYFBEfi4gzgEXAd3t0DUka0dFHH113CJKkBjBfSJKqzA3d6/uiW2ZeB8wCvgMcABwL7Aq8GXhPDy7xOuCjwObAMcAhwLeB/Vk3Htu4ZOZK4JnA6RSzmb4NeArwJuDTvbiGJI3GsmXL6g5BktQA5gtJUpW5oXs9nUghM6eO4pjZw+w7AzijzfbfAy/q0CzaHH8kcGRl24oOx64B3l8uVQ+LNTPPb3eelv1TO2y/AXhth2YdzydJvbRo0SKmT59edxiSpD5nvpAkVZkbutf3Pd0kSZIkSZKkprHoJkmSJEmSJPWYRTdJGiCHHHJI3SFIkhrAfCFJqjI3dM+imyQNkClTptQdgiSpAcwXkqQqc0P3LLpJ0gA566yz6g5BktQA5gtJUpW5oXs9nb1UNdtsBkxbUncUkqQ+NWMrWDK77igkSX1r1z3gtIV1RyFJE4Y93SRJkiRJkqQes+gmSQNk2rRpdYcgSWoA84Ukqcrc0D2LbpI0QA488MC6Q5AkNYD5QpJUZW7onkU3SRogCxYsqDsESVIDmC8kSVXmhu5ZdJOkAbJy5cq6Q5AkNYD5QpJUZW7onkU3SZIkSZIkqccsuknSAJk8eXLdIUiSGsB8IUmqMjd0z6KbJA2QefPm1R2CJKkBzBeSpCpzQ/csuknSAFm8eHHdIUiSGsB8IUmqMjd0z6KbJA2QpUuX1h2CJKkBzBeSpCpzQ/csukmSJEmSJEk9ZtFNkiRJkiRJ6jGLbpI0QA477LC6Q5AkNYD5QpJUZW7onkU3SZIkSZIkqccsuknSADn33HPrDkGS1ADmC0lSlbmhexbdJEmSJEmSpB6z6CZJkiRJkiT1mEU3SRogM2bMqDsESVIDmC8kSVXmhu5ZdJOkATJz5sy6Q5AkNYD5QpJUZW7onkU3SRog8+fPrzsESVIDmC8kSVXmhu5ZdJOkAbJmzZq6Q5AkNYD5QpJUZW7onkU3SZIkSZIkqccsuknSAJkyZUrdIUiSGsB8IUmqMjd0z6KbJA2QuXPn1h2CJKkBzBeSpCpzQ/csuknSALnwwgvrDkGS1ADmC0lSlbmhexbdJGmALF++vO4QJEkNYL6QJFWZG7o3qe4A1ENrl8LyqDsKSX3tlN59TkzL3pxHG8zSOyDOrzsKSU1wCv3xeZGz645gwFx9JRw1p+4oJPWr/eaO/TPitIW9jaUh7OkmSZIkSZIk9ZhFN0kaIIc/7V11hyBJaoB37X543SFIkvrM4b/8bt0hNI5FN0kaICvv3LXuECRJDbDr2pV1hyBJ6jMrt9im7hAax6KbJA2Q8353TN0hSJIa4Jjrzqs7BElSnzlvz/3rDqFxLLpJkiRJkiRJPVZr0S0ijouIjIjZdcYhSZIkSZIk9VJPim4RcVZZPHvzKI79fnnsYb24dnnOM8pzTu3VOSVpIpr1hPl1hyBJaoD5O8yqOwRJUp+ZddXSukNonF71dPtiuT5quIPKotjfAdcD3wJOAqYDl/YoDknSMKbvuKjuECRJDbBom+l1hyBJ6jPTb15RdwiN05OiW2aeD1wO7BMRM4Y59HVAAKdn5v2ZuTIzl2fmml7EIUka3qkXnlJ3CJKkBjjl8lPrDkGS1GdO3W9u3SE0Ti/HdBvq7fb6djsjYiPgNUACp5XbOo7pFhHTyttG/xwR90bEjRHx1Yh4YuW4BI4oH15Vni8jYkXLMeeX2yZFxPsi4oqIuKc898cjYpM2139JRMyPiMsj4q5yWRIRb4mIh71uLbe47hYRx0bE7yNibUSsKK8Z5XEvj4hLy/PdFBEnRcTmI7+8kiRJkiRJaopJPTzXl4GPAK+MiLe36b32PGAn4AeZedVwJ4qIOcACYGOK21CvBHYG5gKHRsRBmTl0M/HxwEuAJwOfAVaX21fzcF8FZgHfA24Hng+8C9iBoiDY6gTgAeAS4Fpga+DZ5TWeCryqQ/j/Acwu4/4+8CKK12WTiFhVnvcbwCLgOcAxwEbAm4Z7TSRJkiRJktQcPSu6ZebNEfEN4O/L5YzKIUM94Ibtqx4R2wL/DawBDszM37fs2wv4OUVPuRnldY8rx4p7MnBiZq4Y5vSPB56UmavK870f+DXw6oh4b2be0HLsoZn5x0psjwBOL48/KTMvaXONfYG9M/Pass1xFEXDd5bPad/MXFbu2xT4JfDaiPhgZt403GsjSeO1y3aX1R2CJKkBLttil7pDkCT1mV1uvb7uEBqnl7eXwrqC2kMmVIiIHSl6ld0EfHOEc7wa2Ab4YGvBDSAzf0txG+s+EfE3Y4jv3UMFt/J8dwFnUbwOMyvX+mOlLZn5AEVPN4BDOlzjw0MFt7LNauD/gMnA54cKbuW+e4CvA5tQTCgxovIW14ctwLTRtJc02ObsdXLdIWg9M09I6oWTd5pTdwhaT8wTksZqzhUX1x1C4/S66PZj4I/AMyOitYj0GopedWdk5n0jnOMZ5frJ5ZhvD1mAPcv9Y5lSaXGbbX8u19u2boyI7SPihIi4LCLuHBorDlhSHrJTF9e4rlwvabNvqEC38zBxS1JPLPztMXWHIElqgGOuXVh3CJKkPrPwCc8Y+SA9RC/HdCMzMyJOAz5G0dvt7eUEAq+jmEDhi8O1L21frttOyNBiyzHE126ct/vL9UZDGyJiG+AXwG7ApcCZwKry2G2AtwKbdrjMbcNcY7h9Gw8X+5DM3Lfd9vLXqeFmjpUkrlm1d90haD0zT0jqhb3vuq66v3oAABxLSURBVKbuELSemCckjdU12+5YdwiN09OiW+l04EOU46RRTFywO/DjzLxyFO2HClNPzsy6Bh86iqLgdnxmHte6IyKeQVF0kyRJkiRJktrq9e2lZOaNFGOYTaGYVXRofLdhJ1Bo8fNyPauLy/61XG807FGjt0e5PqfNvmf16BqSJEmSJEmaoHpedCsN3Ub6duAwYCVw7ijbng6sBj4YEftVd0bEIyJidmXzLeW6V9MsrSjXD7lOROwDvLdH15CkDe7oA99QdwiSpAZ4w55H1x2CJKnPHH3pgrpDaJz1VXT7PkXhaj+Ksc++nJn3jqZhZt4CvAzYDPh5RPwgIk6MiE9HxNkUEx9UR3b9Ubn+YkR8PCI+EBHHjiP+oTHcToyIBeU5FwCXAN8bx3klqVbLru+mE7EkaVDNWr2s7hAkSX1m2aOm1h1C46yXoltmJnBay6bRTKDQ2v5HwN7A54CpwBspJmPYi2KG1FdUjj+PolfdfcDbgA8D7xhb9JCZ11Hc3vod4ADgWGBX4M3Ae8Z6Xkmq26Ir5tUdgiSpAebdtKjuECRJfWbRbs610q31MZECAJn5EeAjIxxzHHBch30rKIpdo73ep4BPddg3e5h2ZwBntNn+e+BFHZpFm+OPBI7scI3j6Pw8215fkiRJkiRJzbW+bi+VJEmSJEmSBpZFN0kaIIc86eS6Q5AkNcDJjz2k7hAkSX3mkMsvqjuExrHoJkkDZMqWV9cdgiSpAa7ebErdIUiS+syUu1bXHULjWHSTpAFy1iWfqDsESVIDfOJPZ9UdgiSpz5y1z/PrDqFxLLpJkiRJkiRJPbbeZi9VDTabAdOW1B2FpH524akwLeuOQjWZsRUsmV13FJKa4NTLIWfXHYU2uF33gNMW1h2FpH516ql+RnTJnm6SNECmTZtWdwiSpAYwX0iSqswN3bPoJkkD5MADD6w7BElSA5gvJElV5obuWXSTpAGyYMGCukOQJDWA+UKSVGVu6J5FN0kaICtXrqw7BElSA5gvJElV5obuWXSTJEmSJEmSesyimyQNkMmTJ9cdgiSpAcwXkqQqc0P3LLpJ0gCZN29e3SFIkhrAfCFJqjI3dM+imyQNkMWLF9cdgiSpAcwXkqQqc0P3LLpJ0gBZunRp3SFIkhrAfCFJqjI3dM+imyRJkiRJktRjFt0kSZIkSZKkHrPoJkkD5LDDDqs7BElSA5gvJElV5obuWXSTJEmSJEmSesyimyQNkHPPPbfuECRJDWC+kCRVmRu6Z9FNkiRJkiRJ6jGLbpIkSZIkSVKPWXSTpAEyY8aMukOQJDWA+UKSVGVu6J5FN0kaIDNnzqw7BElSA5gvJElV5obuWXSTpAEyf/78ukOQJDWA+UKSVGVu6J5FN0kaIGvWrKk7BElSA5gvJElV5obuWXSTJEmSJEmSesyimyQNkClTptQdgiSpAcwXkqQqc0P3LLpJ0gCZO3du3SFIkhrAfCFJqjI3dM+imyQNkAsvvLDuECRJDWC+kCRVmRu6Z9FNkgbI8uXL6w5BktQA5gtJUpW5oXsW3SRJkiRJkqQem1R3AOqhtUthedQdhaS+dkozPyemZd0RTAhL74A4v+4oJDXBKfTn50XOrjuCCe7qK+GoOXVHIalf7Te3958Rpy3s7fn6jD3dJGmAHP60d9UdgiSpAd61++F1hyBJ6jOH//K7dYfQOBbdJGmArLxz17pDkCQ1wK5rV9YdgiSpz6zcYpu6Q2gci26SNEDO+90xdYcgSWqAY647r+4QJEl95rw99687hMax6CZJkiRJkiT1mEU3SZIkSZIkqccsuknSAJn1hPl1hyBJaoD5O8yqOwRJUp+ZddXSukNonAlddIuIYyMiI+JldcciSf1g+o6L6g5BktQAi7aZXncIkqQ+M/3mFXWH0Di1FN3KQlg3y5F1xClJE82pF55SdwiSpAY45fJT6w5BktRnTt1vbt0hNM6kmq57fJttbwO2Bj4DrK7s+9UYrzMf+CFw7RjbS5IkSZIkSV2rpeiWmcdVt5W92bYGTszMFT26zmoeXsCTJEmSJEmS1qtGjekWEU+PiJMj4jcRsToi1kbEHyLihIjYqs3xDxvTrWx7Z0RsXDl2SXnsZyrbn1pu/1zLtl0i4kMR8fOIuDEi7o2Iv0TEmRGxR5s49irPcVJE7BkR50TEqoi4uzzHc3rzCknS8HbZ7rK6Q5AkNcBlW+xSdwiSpD6zy63X1x1C4zSq6AYcCxwG/A44DTgFuAV4N3BBRGw2inP8CNgCeNrQhojYDnhK+fDgyvEHt7Qb8lzgX4CbgP8FTgSWAP8ILI6IJ3a49p7AJcCjgTOAc4AZwHcj4mkd2khSz8zZ6+S6Q5AkNcDJO82pOwRJUp+Zc8XFdYfQOHWN6TZWHwCuycwHWjdGxFspCl+vA0b6Rvlj4K0UxbSfltsOoihA/gB4TkQ8JjNvKPcdDCTwk5ZzfBv4amauqcTxNOAC4N+Bl7e59nOAd2bmf7S0ORc4G3g78PcjxE5ELOmwa9pIbSVp4W+PsfA2wZknJPXCMdcutPA2QZknJI3Vwic8w8JblxrV0y0zV1QLbqXPAfcCh4ziNBcAf+WhPdoOBu6mKJYBPBsgIjYFngn8KjNXtcRxQ7XgVm6/BLiIoidcO8uAT1banEPRW2+/UcQuSeNyzaq96w5BktQAe991Td0hSJL6zDXb7lh3CI3TqJ5uZRHszRQ9wqYBj+ShhcOdRjpHZt5W/rrz9IjYIjPvoiiy/RT4GXA7RRHuq8AzgM0pesdVY5kLvB7YB9ieymsZEVtl5h2VZkszM9uE9Rdgt5FiL+Pft9328jnNGM05JEkTl3lCkjQc84QkbTiNKbpFRAD/R9GL7ApgAXAjRQ83gHcBm47ydD+i6Fk2KyJ+AzwROD0z/xoRF7CuF1y78dyIiPdT9IpbCfwQ+DNFT7mkKAhOL2OpFt06zaR6P7DRKGOXJEmSJElSn2tM0Q14FkXB7f+Aw1pvMy17wP1rF+f6MfBe4O+AHcptP2rZ98JyFtKDgfuARS3X2hx4P3A1MDMzV7ae2JlIJfWzow98Q90hSJIa4A17Hl13CJKkPnP0pQvqDqFxmjSm2x7l+httxnWbRXfP5WfAPRRFtWcDtwJLy31DxbeXAE8FLs3MO1va7kRxy+kFbQpu2wJ/20UckrRBLbt+Vt0hSJIaYNbqZXWHIEnqM8seNbXuEBqnSUW3FeV6duvGiHgs8JluTpSZdwMXA08GDgXObynk/Ra4CXgnRU/A6nhuf6aYiOFpEbFZSxybUkzosFU3sUjShrToinl1hyBJaoB5Ny0a+SBJ0kBZtJvDPnarSbeXXgD8Enh1REwFfg48lqJothjodhqNH1EU8KbQMmZbZmZE/AT4h5bjaNl/T0R8HjgW+E1EfJui59vB5fpnFDOeSpIkSZIkaUA1pqdbZt4HzAFOo5jp863A04DPAi8EqrecjqS1mFbtzTa0b6hHXNXbgfdR9Hh7E/AiinHf9gNu6DIOSZIkSZIkTTB909MtM6eO4pibgNd32D2lzfEnASd1ONfFQHTY90Xgi8PEcS/wsXKpelmb43/b6Vrl/pmd9klSLx3ypJPrDkGS1AAnP/aQukOQJPWZQy6/qO4QGqcxPd0kSeM3Zcur6w5BktQAV2/2sN+zJUkDbspdq+sOoXEsuknSADnrkk/UHYIkqQE+8aez6g5BktRnztrn+XWH0DgW3SRJkiRJkqQes+gmSZIkSZIk9ZhFN0kaINMes6juECRJDbBo62l1hyBJ6jPTbrqq7hAap29mL1UPbDYDpi2pOwpJfezAaQBfqTsM1WTGVrBkdt1RSGqGA80Wg2jXPeC0hXVHIalPHVh3AA1kTzdJGiALFiyoOwRJUgOYLyRJVeaG7ll0k6QBsnLlyrpDkCQ1gPlCklRlbuieRTdJkiRJkiSpxyy6SdIAmTx5ct0hSJIawHwhSaoyN3TPopskDZB58+bVHYIkqQHMF5KkKnND9yy6SdIAWbx4cd0hSJIawHwhSaoyN3TPopskDZClS5fWHYIkqQHMF5KkKnND9yy6SZIkSZIkST1m0U2SJEmSJEnqMYtukjRADjvssLpDkCQ1gPlCklRlbuieRTdJkiRJkiSpxyy6SdIAOffcc+sOQZLUAOYLSVKVuaF7Ft0kSZIkSZKkHrPoJkmSJEmSJPWYRTdJGiAzZsyoOwRJUgOYLyRJVeaG7ll0k6QBMnPmzLpDkCQ1gPlCklRlbuieRTdJGiDz58+vOwRJUgOYLyRJVeaG7ll0k6QBsmbNmrpDkCQ1gPlCklRlbuieRTdJkiRJkiSpxyy6SdIAmTJlSt0hSJIawHwhSaoyN3TPopskDZC5c+fWHYIkqQHMF5KkKnND9yy6SdIAufDCC+sOQZLUAOYLSVKVuaF7Ft0kaYAsX7687hAkSQ1gvpAkVZkbumfRTZIkSZIkSeoxi26SJEmSJElSj1l0k6QBcvjhh9cdgiSpAcwXkqQqc0P3JtUdgHpo7VJYHnVHIamPrbxlb7bY/rK6wxjetKw7gglr6R0Q59cdhaQm2PvOlVy25RZ1hzGinF13BBPM1VfCUXPqjkJSn1q5zWPYYvUN9QVw2sL6rj1G9nSTpAFy3u+OqTsESVIDHHPdeXWHIEnqM+ftuX/dITSORTdJkiRJkiSpxyy6SZIkSZIkST1m0U2SBsisJ8yvOwRJUgPM32FW3SFIkvrMrKuW1h1C41h0k6QBMn3HRXWHIElqgEXbTK87BElSn5l+84q6Q2gci26SNEBOvfCUukOQJDXAKZefWncIkqQ+c+p+c+sOoXEaXXSLiIyIrDsOSZIkSZIkqVWji26SJEmSJElSP7LoJkkDZJftLqs7BElSA1y2xS51hyBJ6jO73Hp93SE0zoQsukXEkRFxTkT8KSLujojbI+JnETGvw/Hnl7eqbhoR/x4RV0XEPRHxx4j4YERs0qbNSyJifkRcHhF3lcuSiHhLRDzsdY2IM8prTI2IN0TEbyJibUTcGBGnRsTW6+O1kKRWc/Y6ue4QJEkNcPJOc+oOQZLUZ+ZccXHdITTOhCy6AZ8HdgUuBE4EvlY+/kpEfHiYdv8DvBb4FnASkMBxwDkREZVjTwBmAJcA/wmcCWwJfAb48jDX+ES5/Bo4GbgWeD1w7qifnSSN0cLfHlN3CJKkBjjm2oV1hyBJ6jMLn/CMukNonEl1B7Ce7JWZf2zdUPZW+x7wnoj4QmZe26bddOBJmXlr2eb9wE+AFwDzgK+0HHtom2s8AjgdeHVEnJSZl7S5xtOBv83Ma8o2k4AfAwdFxH6ZeelwTywilnTYNW24dpIEcM2qvesOQeuZeUJSL+x91zV1h6D1xDwhaayu2XbHukNonAnZ061aDCu33UvRs2wScHCHph8eKriVbdYC7y0fvnYU13iAoqcbwCEdrvGhoYJb2eZ+ikIdwH4d2kiSJEmSJKlBJmRPt4jYBXg3RXFtF2DzyiE7dWh6QZttPwX+CuxTucb2wDuB5wO7A1uM8hqL22z7c7netkObB2Xmvu22l79YzRipvSRpYjNPSJKGY56QpA1nwhXdImJ34FKKAtYi4PvAbRSFs6nAEcCmHZrfWN2QmfdHxEpgh5ZrbAP8AtitvNaZwCrgfmAb4K3DXGN1m233l+uNOj8zSRq/ow98Q90hSJIa4A17Hl13CJKkPnP0pQvqDqFxJlzRDfgXYHvgNZl5RuuOiHglRdGtk0cDDxnAohxzbQpwe8vmoygKbsdn5nGV459BUXSTpL6z7PpZTN9xUd1hSJL63KzVy1i0zfS6w5Ak9ZFlj5rK9JtX1B1Go0zEMd32KNfntNn3rBHattt/AEUPtF/26BqSVJtFV8yrOwRJUgPMu8kfaCRJD7VoN+9A79ZELLqtKNezWzdGxCEUPdSG868R8eC4ahGxGfCx8uHpLcd1usY+rJt4QZIkSZIkSQNqIt5e+jngNcD/RsTZwHXAXsAc4H+Afxim7TLgd2W7+4AXA48HvgN8peW4MykmUTgxIg4CrgCeALwAWDDCNSRJkiRJkjTBNbanW0QMTTpwX+v2zLwMOAi4CDgUeBPwSGAu8IURTvv3wH8BLwSOpXh9jgNempnZco3rgFkUxbgDymN3Bd4MvGccT0uS1qtDnnRy3SFIkhrg5MceUncIkqQ+c8jlF9UdQuM0uafb0GyiN1V3ZOZFwLM7tItOJ8zMe4APlMuwMvP3wItGe43MPBI4ssO5zh8uLknqlSlbXl13CJKkBrh6syl1hyBJ6jNT7lpddwiN09iebsBh5friWqOQpAY565JP1B2CJKkBPvGns+oOQZLUZ87a5/l1h9A4jevpFhEfAvYEXg7cD3yy3ogkSZIkSZKkh2pc0Q34V+AO4ALgw5n585rjkSRJkiRJkh6icUW3zOz52GeZObvX55SkfjTtMYvqDkGS1ACLtp5WdwiSpD4z7aar6g6hcZo8ppskqUsH7jm/7hAkSQ0w/9EH1h2CJKnPHLjil3WH0DiN6+mmYWw2A6YtqTsKSX1swYIFzJ07t+4wVJMZW8GS2XVHIakJzBcDatc94LSFdUchqU+ZG7pnTzdJGiArV66sOwRJUgOYLyRJVeaG7ll0kyRJkiRJknrMopskDZDJkyfXHYIkqQHMF5KkKnND9yy6SdIAmTdvXt0hSJIawHwhSaoyN3TPopskDZDFixfXHYIkqQHMF5KkKnND9yy6SdIAWbp0ad0hSJIawHwhSaoyN3TPopskSZIkSZLUYxbdJEmSJEmSpB6z6CZJA+Swww6rOwRJUgOYLyRJVeaG7ll0kyRJkiRJknrMopskDZBzzz237hAkSQ1gvpAkVZkbumfRTZIkSZIkSeqxyMy6Y1APRMQtm2+++XbTp0+vOxRJfWzlypVMmTKl7jA2qGXLlnH33Xevyszt646lTuYJSd0YpHxhniiYJySNZJByQ6vx5AmLbhNERNwDbAT8uu5YNG7TyvXyWqNQL/he9oepwO2ZuVvdgdTJPDGh+Nkycfhe9oepmCfMExOLny0Th+9lf5jKGPPEpN7Hopr8FiAz9607EI1PRCwB38uJwPdSfcY8MUH42TJx+F6qz5gnJgg/WyYO38vmc0w3SZIkSZIkqccsukmSJEmSJEk9ZtFNkiRJkiRJ6jGLbpIkSZIkSVKPWXSTJEmSJEmSeiwys+4YJEmSJEmSpAnFnm6SJEmSJElSj1l0kyRJkiRJknrMopskSZIkSZLUYxbdJEmSJEmSpB6z6CZJkiRJkiT1mEU3SZIkSZIkqccsukmSJEmSJEk9ZtGt4SJi54j4r4i4LiLuiYgVEXFiRGxbd2yDKCK2j4ijIuLciLgyIu6OiNsi4qcR8bqIaPtvLiL2j4jvRsSqss1lEfG2iNhomGu9ICLOL89/Z0RcEhFHrL9nJ4CImBcRWS5HdTim6/cmIo6IiEvL428r279g/TwLDRLzRH8xT0x85gk1iTmi/5gnJj7zxGCJzKw7Bo1RRDweuAjYAfgmsBzYDzgI+APwzMy8pb4IB09EvBH4PHA98BPgGuDRwFxga+Ac4OXZ8g8vIl5cbl8LfB1YBbwQeCJwdma+vM11jgX+E7ilbHMv8DJgZ+CTmfmO9fQUB1pEPA74DbARsCXw+sw8rXJM1+9NRPwH8HbgL8DZwCbAK4DtgH/KzJPW13PSxGae6D/miYnNPKEmMUf0J/PExGaeGECZ6dLQBTgPSIp/RK3bP1Vu/0LdMQ7aAjybIsE9orL9MRQJM4GXtmx/JHATcA8ws2X7ZhR/BCXwisq5plIk1FuAqS3btwWuLNs8o+7XYqItQAA/BP4I/L/ydT5qvO8NsH+5/Upg28q5binPN3V9PS+Xib2YJ/pvMU9M3MU84dK0xRzRn4t5YuIu5onBXLy9tKHKX6aeC6wATq7s/iBwF/CqiNhiA4c20DLzx5n5rcx8oLL9BuAL5cPZLbteBjwK+FpmLm45fi3wgfLhmyqXeS2wKXBSZq5oaXMr8NHy4RvH90zUxlso/gh6DcW/r3bG8t4MPf5IedxQmxUU/7Y3La8pdcU80Z/MExOaeUKNYY7oX+aJCc08MYAsujXXQeX6+20+kO8AfgZMBp6+oQNTR/eV6/tbtj27XC9sc/yFwBpg/4jYdJRtvlc5Rj0QEdOBE4DPZOaFwxw6lvfG91Pri3miecwTDWWeUAOZI5rJPNFQ5onBZdGtuZ5Yri/vsP+Kcr3nBohFI4iIScCry4etH4Yd38fMvB+4CpgE7D7KNtdT/Gqyc0RMHmfY4sH37isU3fnfN8LhXb035a/HOwF3lvur/Hes8TBPNIh5ornME2ooc0TDmCeayzwx2Cy6NdfW5fq2DvuHtm+zAWLRyE4A9gK+m5nntWwfy/s42jZbd9iv7vwbsA9wZGbePcKx3b43/jvW+uT/X81inmgu84SayP+3msc80VzmiQFm0U1azyLiLRQzySwHXlVzOOpCRDyN4teoT2bmxXXHI2liMk80l3lC0oZgnmgu84QsujXXSL8+DG1fvQFiUQfldM+fAX4PHJSZqyqHjOV9HG2bTr92aBTKbuBnUnTt/tdRNuv2vfHfsdYn//9qAPNEc5kn1HD+v9UQ5onmMk8ILLo12R/Kdad7s59QrjuN06D1LCLeBvwn8FuKBHlDm8M6vo/lh/RuFAOl/mmUbXYEtgD+kplrxh69gC0pXuPpwNqIyKGFYlYvgC+W204sH3f13mTmXcC1wJbl/ir/HWs8zBN9zjzReOYJNZk5ogHME41nnpBFtwb7Sbl+bkQ85H2MiK2AZ1LMVPPzDR2YICLeDXwa+BVFgrypw6E/Ltdz2uw7kGLWqIsy855Rtnle5RiN3T3AlzosvyyP+Wn5eKir+FjeG99PrS/miT5mnpgQzBNqMnNEnzNPTAjmCUFmujR0Ac4DEvinyvZPldu/UHeMg7hQdB1OYDGw3QjHPhK4meIDeWbL9s2Ai8rzvKLSZjdgLXALMLVl+7bAlWWbZ9T9OkzkBTiufJ2PGu97A+xfbr8S2LZl+9TyPGtbz+Xi0s1inujPxTwx8RfzhEsTFnNE/y7miYm/mCcGZ5mEmuzNFB+kn42Ig4FlwNOAgyi6j76/xtgGUkQcAXwI+CuwCHhLRFQPW5GZZwBk5u0R8XrgbOD8iPgasAp4EcV00WcDX29tnJlXRcQ7gc8CiyPi68C9wMuAnXGQztqM5b3JzIsi4lPAvwCXRcTZwCbAPwDbUfwhvGIDPg1NLOaJPmOeGGzmCfUZc0QfMk8MNvPEBFR31c9lfAvwOOB04HqKf4xXAyfSUuF22aDvx3EUvzIMt5zfpt0zge8CtwJ3A78B/hnYaJhrvRC4ALgDuAv4BXBE3a/BICx0+GVqPO8NcGR53F1luwuAF9T9XF2av5gn+msxTwzGYp5wacpijui/xTwxGIt5YnCWKN8cSZIkSZIkST3iRAqSJEmSJElSj1l0kyRJkiRJknrMopskSZIkSZLUYxbdJEmSJEmSpB6z6CZJkiRJkiT1mEU3SZIkSZIkqccsukmSJEmSJEk9ZtFNkiRJkiRJ6jGLbpIkSZIkSdL/b8eOBQAAAAAG+VtPYmdhNJNuAAAAADCTbgAAAAAwk24AAAAAMJNuAAAAADCTbgAAAAAwk24AAAAAMJNuAAAAADCTbgAAAAAwC/DvFZMPiDjHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x144 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 155,
       "width": 622
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,3, sharex=True, sharey=True, figsize=(10, 2))\n",
    "country_list = ['Japan', 'Taiwan', 'Vietnam', 'Thailand']\n",
    "color = ['gold', 'deepskyblue', 'tomato']\n",
    "subject = ['Maths', 'Science', 'Reading']\n",
    "for i in range(len(subject)):\n",
    "    ax0=df.loc[country_list, subject[i]].plot(kind='barh', color=color[i], ax=ax[i], title=subject[i])\n",
    "    ax0.axvline(df[subject[i]].mean(), color=\".6\", linestyle=\"--\", linewidth=.5)\n",
    "    ax0.set_ylabel('');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 233
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(3, 1, sharex=True, sharey=True, figsize=(3, 6))\n",
    "country_list = ['Japan', 'Taiwan', 'Vietnam', 'Thailand']\n",
    "color = ['gold', 'deepskyblue', 'tomato']\n",
    "subject = ['Maths', 'Science', 'Reading']\n",
    "for i in range(len(subject)):\n",
    "    ax0=df.loc[country_list, subject[i]].plot(kind='barh', color=color[i], ax=ax[i], title=subject[i])\n",
    "    ax0.axvline(df[subject[i]].mean(), color=\".6\", linestyle=\"--\", linewidth=.5)\n",
    "    ax0.set_ylabel('');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## การกำหนดรูปแบบการแสดงตัวเลขในแกน เช่น มีการคั่นด้วย , ในเลขหลักพัน"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Total'] = df.Maths + df.Science + df.Reading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 433
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.nlargest(10, 'Total')['Total'].plot(kind='barh', color='.7');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fmt_pct(v, pos):\n",
    "    return \"{:.1f}%\".format(100 * v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fmt_thousand(v, pos):\n",
    "    return \"{:,.0f}\".format(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 419
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=df.nlargest(10, 'Total')['Total'].plot(kind='barh', color='.7')\n",
    "ax.set_xlabel('score')\n",
    "ax.set_ylabel('')\n",
    "ax.xaxis.set_major_formatter(FuncFormatter(lambda v, p: \"{:,.0f}\".format(v)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}