Personality_Big5_KMeans.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 448,
   "metadata": {},
   "outputs": [],
   "source": [
    "#https://www.kaggle.com/tunguz/big-five-personality-test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 449,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
    "from sklearn import preprocessing\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from sklearn.cluster import KMeans\n",
    "from random import sample\n",
    "import seaborn as sns\n",
    "sns.set_theme()\n",
    "#plt.style.use('ggplot')\n",
    "plt.rcParams['figure.figsize']=(15,10)\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 450,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data-final-clean.csv')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 451,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EXT1</th>\n",
       "      <th>EXT2</th>\n",
       "      <th>EXT3</th>\n",
       "      <th>EXT4</th>\n",
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       "      <th>EXT9</th>\n",
       "      <th>EXT10</th>\n",
       "      <th>...</th>\n",
       "      <th>OPN2</th>\n",
       "      <th>OPN3</th>\n",
       "      <th>OPN4</th>\n",
       "      <th>OPN5</th>\n",
       "      <th>OPN6</th>\n",
       "      <th>OPN7</th>\n",
       "      <th>OPN8</th>\n",
       "      <th>OPN9</th>\n",
       "      <th>OPN10</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>4.0</td>\n",
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       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>GB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
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       "      <td>3.0</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>GB</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 51 columns</p>\n",
       "</div>"
      ],
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       "   EXT1  EXT2  EXT3  EXT4  EXT5  EXT6  EXT7  EXT8  EXT9  EXT10  ...  OPN2  \\\n",
       "0   4.0   1.0   5.0   2.0   5.0   1.0   5.0   2.0   4.0    1.0  ...   1.0   \n",
       "1   3.0   5.0   3.0   4.0   3.0   3.0   2.0   5.0   1.0    5.0  ...   2.0   \n",
       "2   2.0   3.0   4.0   4.0   3.0   2.0   1.0   3.0   2.0    5.0  ...   1.0   \n",
       "\n",
       "   OPN3  OPN4  OPN5  OPN6  OPN7  OPN8  OPN9  OPN10  country  \n",
       "0   4.0   1.0   4.0   1.0   5.0   3.0   4.0    5.0       GB  \n",
       "1   4.0   2.0   3.0   1.0   4.0   2.0   5.0    3.0       MY  \n",
       "2   2.0   1.0   4.0   2.0   5.0   3.0   4.0    4.0       GB  \n",
       "\n",
       "[3 rows x 51 columns]"
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     },
     "execution_count": 451,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 452,
   "metadata": {},
   "outputs": [],
   "source": [
    "# draw 10,000 samples\n",
    "\n",
    "data_sample = data.sample(10000)\n",
    "data_sample_analysis = data.sample(10000, random_state=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 453,
   "metadata": {},
   "outputs": [
    {
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       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>US</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455756</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>US</td>\n",
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       "    <tr>\n",
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       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
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       "      <td>5.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>US</td>\n",
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       "        EXT1  EXT2  EXT3  EXT4  EXT5  EXT6  EXT7  EXT8  EXT9  EXT10  ...  \\\n",
       "464392   5.0   2.0   5.0   1.0   5.0   1.0   4.0   3.0   3.0    1.0  ...   \n",
       "282535   1.0   4.0   2.0   4.0   2.0   4.0   1.0   4.0   1.0    4.0  ...   \n",
       "444155   4.0   1.0   5.0   1.0   3.0   1.0   5.0   3.0   4.0    3.0  ...   \n",
       "455756   5.0   1.0   5.0   1.0   5.0   1.0   5.0   5.0   4.0    2.0  ...   \n",
       "275293   1.0   5.0   3.0   5.0   1.0   5.0   1.0   5.0   1.0    5.0  ...   \n",
       "\n",
       "        OPN2  OPN3  OPN4  OPN5  OPN6  OPN7  OPN8  OPN9  OPN10  country  \n",
       "464392   1.0   3.0   3.0   5.0   5.0   5.0   4.0   3.0    5.0       US  \n",
       "282535   4.0   3.0   4.0   3.0   3.0   3.0   2.0   3.0    3.0       US  \n",
       "444155   1.0   5.0   1.0   4.0   1.0   4.0   4.0   4.0    4.0       US  \n",
       "455756   1.0   5.0   1.0   5.0   1.0   4.0   1.0   5.0    5.0       US  \n",
       "275293   3.0   1.0   4.0   2.0   5.0   3.0   2.0   2.0    2.0       US  \n",
       "\n",
       "[5 rows x 51 columns]"
      ]
     },
     "execution_count": 453,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_sample.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 454,
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute the sum of every personality trait and assign to new dataframe\n",
    "\n",
    "data_sample['extraversion']=data_sample.loc[:,'EXT1':'EXT10'].sum(axis=1)\n",
    "data_sample['emotional_stability']=data_sample.loc[:,'EST1':'EST10'].sum(axis=1)\n",
    "data_sample['aggreableness']=data_sample.loc[:,'AGR1':'AGR10'].sum(axis=1)\n",
    "data_sample['conscientiousness']=data_sample.loc[:,'CSN1':'CSN10'].sum(axis=1)\n",
    "data_sample['openness']=data_sample.loc[:,'OPN1':'OPN10'].sum(axis=1)\n",
    "\n",
    "data_sum = data_sample.loc[:,'country':'openness']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 455,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>country</th>\n",
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       "      <th>aggreableness</th>\n",
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       "      <td>US</td>\n",
       "      <td>27.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>33.0</td>\n",
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       "      <td>US</td>\n",
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       "      <td>US</td>\n",
       "      <td>34.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>34.0</td>\n",
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       "      <td>US</td>\n",
       "      <td>32.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>27.0</td>\n",
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      ],
      "text/plain": [
       "       country  extraversion  emotional_stability  aggreableness  \\\n",
       "464392      US          30.0                 24.0           32.0   \n",
       "282535      US          27.0                 37.0           30.0   \n",
       "444155      US          30.0                 41.0           37.0   \n",
       "455756      US          34.0                 22.0           24.0   \n",
       "275293      US          32.0                 19.0           26.0   \n",
       "\n",
       "        conscientiousness  openness  \n",
       "464392               29.0      39.0  \n",
       "282535               33.0      31.0  \n",
       "444155               34.0      31.0  \n",
       "455756               34.0      32.0  \n",
       "275293               28.0      27.0  "
      ]
     },
     "execution_count": 455,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "data_sum.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 457,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize the distribution of every personality trait\n",
    "\n",
    "sns.kdeplot(data= data_sum);\n",
    "plt.xlabel('Scores');\n",
    "plt.ylabel('Density');\n",
    "#plt.legend(['Extraversion','Emotional Stability','Agreeableness','Conscientiousness','Openness']);\n",
    "plt.title('Big 5 Personality Scores Global', fontsize=15);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nDRs2aObMmRowYICeeuqpLF3qBMD9ibNxAnBr//3vfyVJJUuWlI+Pj5588kmtXLky1RkHV65cqUqVKtl37/z666+1bt06DR8+XMOGDdPatWv19ddfOyz76NGj9pOKSNeuZ7Z27dp0L/hdrVo1nT59Whs3bnS4fcmSJZKuF063OglFVpZ1L1y4cEGzZs1SuXLl9PTTT6e632azqVmzZoqKipJ0rQPasmVLvfjii0pISLAXamkVxJl15MgR/f333/bxxYsX9csvv9j/mE45icmxY8ccnrdt2zaH8a0+65STzyxbtszh9l9//VVnz56948/ZrJ9jyi6wp0+fVsWKFe3/cuXKpffff1/79u3L1M/xbn4+v/32m2w2myIjI+2FniT7dRAz2xFL72faqlUrbd++XV988YVq1Khhv37kvbB161bVrl1bNWvWtBd6f/zxh86ePZthp/fm34kePXrYj6ksUKCAGjZsqN69e8tms9m76wCQETp7ANxCQkKCw+UTkpOTtWXLFn3yySeqWbOmvcP3+uuvq3PnzurUqZM6deokSZo9e7ZOnDihd955R5J08OBBRUdHq379+vbd4erWravo6GjVqFHD4bpeffr0Ud++fZU3b17NnDlTiYmJ6t27d5oZmzVrpi+//FJ9+/ZVnz59VLp0aa1fv16zZ89Wq1atVLp0aUnXuy7Lly9XpUqV0jwpRWaXdaf+/vtv+654ly9f1t69e/X555/r/Pnzmjp1aprP8fDw0NNPP625c+eqYMGCqlSpko4fP645c+boqaeesu/66evrqz///FMbN27M8rXtcuXKpT59+uj111+Xt7e3pk+fritXrigyMtK+7Kefflpff/21ypQpowcffFALFizQ4cOHHZaT8lmvWrVKISEhDtcUlKQyZcqoZcuWmjFjhpKSklSjRg3t27dPkydP1uOPP66mTZtmKffNnPVzvNljjz2mZs2aaeTIkTp27JiqVKmi48ePa/LkyUpKSlL58uUz/XO8W59PpUqVJF07S2jr1q2VkJCgb7/91n6ZkISEhEwtJ73fn5o1a+rBBx/Uli1b9MEHH2Q61+2oVKmSfQNS8eLFtWvXLn344YeyWCwZHsPp6+urXbt2acuWLXryySdVrVo1RUVF6d1331VISIji4+M1ZcoUFS9eXE8++eQ9fQ8A3APFHgC3sGfPHrVp08Y+9vb2VtGiRfXyyy+rZ8+e9turV6+uTz/9VJMmTVK/fv3k6empypUra+7cuapSpYpsNpsGDBggb29vvfXWW/bnDRs2TA0bNtSAAQP0xRdfSLp2nE5kZKTGjx+v8+fP66mnntJXX32V7h/ouXLl0ueff67x48fro48+Unx8vEqWLGk/+2GKhg0b6rvvvtPAgQPVsmVL+7XgbmdZd+rG683lyJFDDz74oGrXrq2OHTs6dF9u1r9/f+XJk0fz58/X5MmTlS9fPoWFhemNN96wP6Zjx44aPHiwunbtqnfeecd+FsXMKFOmjFq3bq2oqCidPXtWlStX1hdffOFQrEVHR2vUqFF6++23lTNnTjVs2FBvvvmmhgwZYn9McHCwqlevrvfff18bN25MtauudO2EJyVLltS3336rTz/9VIUKFVLjxo316quv2rs2t8tZP8e0jBkzRqVLl9aCBQs0bdo0+fn5qVq1aurbt6/9GLTM/Bzv1ufz7LPPauTIkZo1a5a6detmLzDnzp2r9u3ba+vWrZkqcNL7/fH09FRoaKh+/PFH1a5dO2sfVhZFRUVp9OjReuedd2S1WlWiRAlFRkZqz549Wrlypa5evepwkqgUXbt2VXR0tDp37qzZs2fr5ZdfliTNnz9fX3zxhXLmzKnAwED169cvzecDwM0sxp0c8QwA96mBAwfq119/1fr1682OAiATkpOTVadOHdWvX1/9+/c3Ow4AOAWdPQAA4LaOHz+ub7/9Vtu2bdO5c+fUsWNHsyMBgNNQ7AEAALfl5eWlzz//XN7e3oqOjk7zkikA4K7YjRMAAAAA3BCXXgAAAAAAN0SxBwAAAABuiGIPAAAAANxQtj9By7lzl2SzcdghAAAAgPuLh4dFBQrkSff+bF/s2WwGxR4AAAAA3ITdOAEAAADADVHsAQAAAIAbotgDAAAAADdEsQcAAAAAbohiDwAAAADcEMUeAAAAALghij0AAAAAcEMUewAAAADghij2AAAAAMANUewBAAAAgBui2AMAAAAAN0SxBwAAAABuiGIPAAAAANwQxR4AAAAAuCGKPQAAAABwQxR7AAAAAOCGKPYAAAAAwA1R7EGStHz5EkVEtNPKlcvMjgI4GDt2pCIi2undd0ebHQVwsGbNKkVEtNPatavNjgKkwvc6XBVz07mcWux16NBBDRs2VJMmTdSkSRNt375dGzZsUHh4uOrWrasJEyY4Mw5usHDhPEnSN998ZXISwNG//+6WJO3evcvkJICjuXPnSJI+/XSWuUGANPC9DlfF3HQupxV7hmEoNjZWS5Yssf8LCAjQ4MGDNW3aNK1YsUI7d+7U2rVrnRUJ/7N8+RKHMVta4CrGjh3pMKa7B1exZs0qScb/RgbdPbgUvtfhqpibzue0Ym/fvn2SpIiICDVu3Fhz587Vjh07VLJkSZUoUUJeXl4KDw/XypUrnRUJ/5OyhSUFW1rgKlK6eino7sFVpHT1UtDdgyvhex2uirnpfF7OeqHz588rMDBQb731lpKSkvTSSy+pS5cu8vf3tz+mcOHCOnHiRJaWW6hQ3rsdFZL8/fOZHQFIE3MTrsFINWZuwpUxP+GqmJv3ltOKvSpVqqhKlSr2ccuWLTVp0iQ9/fTT9tsMw5DFYsnScs+cuSib7eYvXdypU6cumB0BSBNzE67BIseCz8LchEtjfsJVMTfvjIeHJcPml9N249y2bZs2btxoHxuGoWLFiunUqVP2206dOqXChQs7KxL+p3nzNg7j1q3bmpQEcPToo2UdxmXLPmFSEsBR+/adHMYdO0aYEwRIA9/rcFXMTedzWrF34cIFvfvuu7py5YouXryoRYsW6fXXX9f+/ft14MABWa1WLV++XCEhIc6KhP9p1KiJw7hevXCTkgCOBg8e5jDu33+oSUkAR7Vq1dG17p4kWRQaWtvMOIADvtfhqpibzue0Yi8sLEyhoaFq2rSpWrRooRYtWqhKlSqKiopSZGSkGjRooNKlS6tevXrOioQbpGxpYQsLXE1Kd4+uHlxNSnePrh5cEd/rcFXMTeeyGIaRrQ9445g9AAAAAPcjlzlmDwAAAADgPBR7AAAAAOCGKPYAAAAAwA1R7AFwaXFx5xQVNVLx8XFmRwEAAHeI73XnotgD4NKWLVukPXv+1tKlC82OAgAA7hDf685FsQfAZcXFnVNMzFoZhqGYmHVsBQQAIBvje935KPYAuKxlyxbZL61is9nYCggAQDbG97rzUewBcFkbN66X1ZosSbJak7Vx43qTEwEAgNvF97rzUewBcFmBgUHy9PSSJHl6eikwMMjkRAAA4Hbxve58FHsAXFZ4eDN5eFgkSR4eHmrcuLnJiQAAwO3ie935KPYAuCw/vwIKDg6VxWJRcHCIfH39zI4EAABuE9/rzudldgAAyEh4eDMdOXKYrX8AALgBvtedy2IYhmF2iDtx5sxF+1l9AAAAAOB+4eFhUaFCedO/34lZAAAAAABOQrEHAAAAAG6IYg+SpLi4c4qKGqn4+DizowBAtsB6E67s4MFY9e7dWYcOHTA7CuCAuelcFHuQJC1btkh79vytpUsXmh0FALIF1ptwZTNmTFViYqKmT59idhTAAXPTuSj2oLi4c4qJWSvDMBQTs46t1ABwC6w34coOHozV0aNHJElHjx6hgwKXwdx0Pi69AC1btsh+RlObzaalSxeqQ4cIk1PBFaxfv04xMWtNzZDyR7QrXIsnODhUQUEhZseAC2C9CVc2Y8ZUh/H06VM0evR7JqUBrmNuOh+dPWjjxvWyWpMlSVZrsjZuXG9yIuC6+Ph4xcfHmx0DcMB6E64spXOS3hgwC3PT+ejsQYGBQVq37hdZrcny9PRSYGCQ2ZHgIoKCQkzvZEVHj5IkDRjwlqk5gBux3oQrK1q0mMMf0UWLFjMxDXAdc9P56OxB4eHN5OFhkSR5eHiocePmJicCANfGehOurFu33g7j7t37mJQEcMTcdD6KPcjPr4CCg0NlsVgUHBziEsdGAYArY70JV/bww6XsHZOiRYupRImSJicCrmFuOh/FHiRd20r92GMBbJ0GgExivQlX1q1bb+XOnZvOCVwOc9O5LIZhGGaHuBNnzly0nxENgPvhmD0AAIC0eXhYVKhQ3vTvd2IWAAAAAICTUOwBAAAAgBui2AMAAAAAN0SxBwAAAABuiGIPAAAAANwQxR4AAAAAuCGKPQAAAABwQxR7AAAAAOCGKPYAAAAAwA1R7AEAAACAG6LYAwAAAAA3RLEHAAAAAG6IYg8AAAAA3BDFHgAAAAC4IYo9AAAAAHBDFHuQJP355w517vyidu3aaXYUAMgWWG/Clc2f/7UiItpp0aJvzI4COFizZpUiItpp7drVZke5L1DsQZL04YeTZRiGpk2baHYUAMgWWG/ClX3//VJJ0rJli80NAtxk7tw5kqRPP51lbpD7BMUe9OefO5SQcEmSlJBwia3UAHALrDfhyubP/9phTHcPrmLNmlWSjP+NDLp7TkCxB3344WSHMVupASBjrDfhylK6eino7sFVpHT1UtDdu/co9mDfOp3eGADgiPUmANwO4xZj3G0Ue5CPT54MxwAAR6w3AeB2WG4xxt1GsQf17BnpMO7V61WTkgBA9sB6E66sfv3GDuPw8KbmBAFu0r59J4dxx44R5gS5j1DsQeXLP2nfKu3jk0dPPFHB5EQA4NpYb8KVtWr1gsO4WbPWJiUBHNWqVUfXu3kWhYbWNjPOfYFiD5KubaW2WCxsnQaATGK9CVeW0t2jqwdXk9Ldo6vnHBbDMLL1kZFnzlyUzZat3wKADERHj5IkDRjwlslJAAAAXIuHh0WFCuVN/34nZgEAAAAAOAnFHgAAAAC4IYo9SJIOHoxV796ddejQAbOjAEC28OefO9S584vatWun2VGAVJYvX6KIiHZauXKZ2VEAB6w7ncvpxV50dLQGDhwoSRo0aJDq1q2rJk2aqEmTJlq1apWz4+B/ZsyYqsTERE2fPsXsKACQLXz44WQZhqFp0yaaHQVIZeHCeZKkb775yuQkgCPWnc7l1GJv48aNWrRokX28c+dOzZ07V0uWLNGSJUtUp04dZ8bB/xw8GKujR49Iko4ePUJ3DwBu4c8/dygh4ZIkKSHhEluo4VKWL1/iMKa7B1fButP5nFbsxcXFacKECerRo4ckKTExUUePHtXgwYMVHh6uSZMmyWazOSsObjBjxlSHMd09AMjYhx9OdhizhRquJKWrl4LuHlwF607n83LWCw0bNkyvvfaajh07Jkk6ffq0qlevruHDhytfvnzq3r27vv32W7VunbULf2Z0qlFkTkpX78axv38+k9IAjnLk8JQk5iRcSsqW6RvHzFG4MuYnXAHrTudzSrE3f/58PfTQQwoMDNTChQslSSVKlNDUqdc7Sh06dNDixYuzXOxxnb07V7RoMYeCr2jRYjp16oKJiYDrkpKsksSchEvx8cnj8EeLj08e5ihcGvMTroB1593nEtfZW7FihdavX68mTZpo0qRJWrNmjXr37q0ffvjB/hjDMOTl5bRGI27QrVtvh3H37n1MSgIA2UPPnpEO4169XjUpCZBa8+ZtHMatW7c1KQngiHWn8zmlupo9e7b9/wsXLtSWLVvUqVMnde/eXdWrV5ePj4/mzZunZs2aOSMObvLww6Xs3b2iRYupRImSZkcCAJdWvvyT9i3UPj559MQTFcyOBNg1atTE4bi9evXCTUwDXMe60/lMu85e2bJl1a1bN7Vt21YNGzZUuXLl1KhRI7Pi3Pe6deut3Llz09UDgEzq2TNSFouFLdNwSSndPbp6cDWsO53LYhhGtj7gjWP2APcWHT1KkjRgwFsmJwEAAHAtLnHMHgAAAADAuSj2AAAAAMANUexBkrRmzSpFRLTT2rWrzY4CANnC55/PUUREO3311WdmRwFSmTZtkiIi2mnGjClmRwEczJw5XRER7TRnzsdmR7kvUOxBkjR37hxJ0qefzjI3CABkEz///KMkadWqlSYnAVLbtm2TJGnTpg0mJwEcbdiwVpK0bt3PJie5P1DsQWvWrJKUcpIbg+4eANzC55/PcRjT3YMrmTZtksOY7h5cxcyZ0x3GdPfuPYo92Lt6KejuAUDGUrp6KejuwZWkdPVS0N2Dq0jp6qWgu3fvUexB17t66Y0BAAAAZDcUe5BkucUYAAAAQHZDsQe1b9/JYdyxY4Q5QQAgmwgLq+swrlOnnklJgNSeeaa6w7h69RomJQEc1agR6jAOCQkzKcn9g2IPqlWrjq538ywKDa1tZhwAcHkdOnRyGLdt+5I5QYA09Or1isO4W7c+JiUBHHXp0t1h3KlTV5OS3D8o9iDpenePrh4AZE5Kd4+uHlxRSnePrh5cTUp3j66ec1gMw8jWZ+M4c+aibLZs/RYAZCA6epQkacCAt0xOAgAA4Fo8PCwqVChv+vc7MQsAAAAAwEko9gAAAADADVHsAQAAAIAbotiDJGnz5g2KiGinrVs3mR0FALKFsWNHKiKind59d7TZUYBURo4cpoiIdho7doTZUQAHQ4b0V0REOw0bNtDsKPcFij1IkmbO/EiSNGPGNJOTAED28O+/uyVJu3fvMjkJkFps7L+SpH///cfkJICjY8cOS5IOHz5ocpL7A8UetHnzBlmtyZIkqzWZ7h4A3MLYsSMdxnT34EpGjhzmMKa7B1cxZEh/hzHdvXuPYg/2rl4KunsAkLGUrl4KuntwJSldvRR09+AqUrp6Keju3XsUe7B39dIbAwAAAMh+KPYgT0+vDMcAAAAAsh+KPahLlx4O427depmUBACyh0cfLeswLlv2CZOSAKmVKvWow/jRRx83KQng6KGHijuMixd/2KQk9w+KPahatRr2bp6np5eqVq1uciIAcG2DBzueAKN//6EmJQFSGzbM8QRCgwePMCcIcJMxY951GI8cGWVSkvsHxR4kXe/u0dUDgMxJ6e7R1YMrSunu0dWDq0np7tHVcw6LYRiG2SHuxJkzF2WzZeu3ACAD0dGjJEkDBrxlchIAAADX4uFhUaFCedO/34lZAAAAAABOQrEHAAAAAG6Ic+xDkvTee+/or7/+UMWKlfTaawPMjgMALi8iop39/7NmfWliEiC13r27KjHxkvLkyafJk6ebHQeASejsQZL0119/SJL++GO7yUkAAMCdSky8JEm6dOmCyUkAmIliD3rvvXccxhMmRJuUBACyhxu7emmNATP17t3VYRwZ2d2kJADMxm6csHf1UtDdAwAg+0rp6qWgu4cU69evU0zMWlMzxMfHSZJ8ff1MzSFJwcGhCgoKMTvGPUVnDwAAAIBTxMfHKz4+3uwY9w06ewAAAMB9ICgoxPROFtfPdS46e1C5chUdxhUrVjIpCQAAuFO5c+dxGOfJk8+kJADMRrEH9es3yGHMpRcAIGM3X2qBSy/AlUyd+rHDmEsvAPcvij1Iut7do6sHAED2l9Ldo6sH3N84Zg+SUnf3AAAZo5sHV3Zzdw/A/YnOHgAAAAC4IYo9AAAAAHBDFHsAAAAA4IY4Zg+SpIED39DJk8f00EPFNGbMe2bHAQCXFxHR7n//s2jWrC9MzQIAQFro7EGSdPLkMUnSsWNHTE4CANmNYXYAAADSRLEHDRz4hsN4yJB+JiUBgOzhelcvZfyiSUkAAEgfu3HC3tVLQXcPALKK7h6uWb9+nWJi1podQ/HxcZIkX18/U3MEB4cqKCjE1AzA/YzOHgAAgJuJj49XfHy82TEAmIzOHgAAwF0SFBTiEp2s6OhRkqQBA94yOQkAM9HZgwoXfshh/NBDxUxKAgDZlcXsAAAApEKxB0VFve8w5tILAJCxWbO+vGnMpRcAAK6HYg+Srnf36OoBQFbR1QMAuCaO2YOk1N09AEDGbu7uAQDgaujsAQAAAIAbotgDAAAAADfEbpyQJEVEtLP/n12TAAAAgOzP6Z296OhoDRw4UJK0YcMGhYeHq27dupowYYKzowAAAACA23Jqsbdx40YtWrRIknT58mUNHjxY06ZN04oVK7Rz506tXbvWmXHwPzd29dIaAwAAAMh+nLYbZ1xcnCZMmKAePXpo9+7d2rFjh0qWLKkSJUpIksLDw7Vy5UqFhoY6KxIAIJtav36dYmLM3UAYHx8nSfL19TM1hyQFB4cqKCjE7BgAABfjtGJv2LBheu2113Ts2DFJ0smTJ+Xv72+/v3Dhwjpx4kSWl1uoUN67lhHX+fvnMzsCIEnKkcNTEnMSjvLnz22fG2Y5fz5ekvTAA4VMzSFd+zz4HcGNWHfCVTE3ncspxd78+fP10EMPKTAwUAsXLpQk2Ww2WSzXL0RrGIbDOLPOnLkom824a1lxzalTF8yOAEiSkpKskpiTcFSxYlVVrFjV1AzR0aMkSa+/PtjUHCn4HcGNWHfCVTE37y4PD0uGzS+nFHsrVqzQqVOn1KRJE8XHxyshIUFHjhyRp+f1rbKnTp1S4cKFnREHAAAAANyeU07QMnv2bC1fvlxLlizRK6+8olq1amnmzJnav3+/Dhw4IKvVquXLlyskhOMNzHDzpRa49AIAAACQ/Zl2nb2cOXMqKipKkZGRunLlikJDQ1WvXj2z4gAAAACAW3F6sde8eXM1b95ckhQYGKilS5c6OwLSQDcPAAAAcC9Ov6g6AAAAAODeo9gDAAAAADdk2jF7cC0REe3s/2eXTgAAACD7o7MHAAAAAG6IYg8OXb20xgAAAACyH4o9AAAAAHBDFHsAAAAA4IYo9gAAAADADVHsAQAAAIAbothDqkstcOkFAAAAIPuj2AMAAAAAN8RF1SGJbh4AAADgbujsAQAAAIAbotgDAAAAADdEsQcAAAAAbohiDwAAAADcEMUeAAAAALghij0AAAAAcENcesFk69evU0zMWrNjKD4+TpLk6+tnao7g4FAFBYWYmgEAAABwB3T2IEmKj49XfHy82TEAAAAA3CV09kwWFBTiEp2s6OhRkqQBA94yOQkAAACAu4HOHgAAAAC4IYo9AAAAAHBDFHsAAAAA4IYo9gAAAADADVHsAQAAAIAbotgDAAAAADdEsQcAAAAAbohiDwAAAADcEMUeAAAAALghij0AAAAAcEMUewAAAADghij2AAAAAMANUewBAAAAgBui2AMAAAAAN0SxBwAAAABuiGIPAAAAANwQxR4AAAAAuCGKPQAAAABwQxR7AAAAAOCGKPYAAAAAwA1R7AEAAACAG6LYAwAAAAA3RLEHAAAAAG6IYg8AAAAA3BDFHgAAAAC4IYo9AAAAAHBDFHsAAAAA4IYo9gAAAADADVHsAQAAAIAbotgDAAAAADdEsQcAAAAAbsjLmS82ceJE/fDDD7JYLGrZsqVefvllDRo0SL/99pty584tSerTp4/q1KnjzFgAAAAA4HacVuxt2bJFmzZt0tKlS5WcnKwGDRooNDRUO3fu1Ny5c1W4cGFnRQEAAAAAt+e03TifffZZffbZZ/Ly8tKZM2dktVqVK1cuHT16VIMHD1Z4eLgmTZokm83mrEgAAAAA4Lacuhtnjhw5NGnSJM2aNUv16tVTcnKyqlevruHDhytfvnzq3r27vv32W7Vu3dqZsQCX8+WXn+nQoQNmx3AJBw9e+xyio0eZnMQ1lChRUu3avWR2DABAFvC9fh3f647u9fe6U4s9SXrllVfUtWtX9ejRQxs3btTUqVPt93Xo0EGLFy/OUrFXqFDeexHzvpMjh6ckyd8/n8lJIEnHjx9W7L+7VSSv039FXY6PrnX7Lx//1+Qk5jt+MVk5cnjye+oiWG/ClTE/Xcvx44f1755/lSd3QbOjmM6wXvvb5tjhsyYnMd+lxLP3/HvdaX9J7t27V1evXlW5cuWUO3du1a1bVytWrJCfn5/+85//SJIMw5CXV9YinTlzUTabcS8i31eSkqySpFOnLpicBNK1n0eRvF56+Um+FHDd7B1nlZRk5ffURbDehCtjfrqWpCSr8uQuqPJl6pkdBS7kz70r7/h73cPDkmHzy2nH7B0+fFhDhw7V1atXdfXqVa1evVpVq1bV2LFjFR8fr6SkJM2bN48zcQIAAADAXeC0zl5oaKh27Nihpk2bytPTU3Xr1lWfPn1UoEABtW3bVsnJyapbt64aNWrkrEgAAAAA4LacekBQZGSkIiMjHW578cUX9eKLLzozBgAAAAC4PaftxgkAAAAAcB6KPQAAAABwQxR7AAAAAOCGKPYAAAAAwA1R7AEAAACAG6LYAwAAAAA35NRLLwAAsrcvv/xMhw4dMDuGSzh48NrnEB09yuQkrqFEiZJq1+4lUzMwP69jfjpyhfkJmIFiDwCQaYcOHdA/+/6Wp6+32VFMZ/O0SpL2ntlvchLzWeOvmh1B0rX5uf+f3XrA09PsKKbLabNJki7s3WNyEvOdtlrNjgCYhmIPAJAlnr7e8g0panYMuJD4dUfNjmD3gKenmuTzMzsGXMiSC3FmRwBMwzF7AAAAAOCGKPYAAAAAwA1R7AEAAACAG6LYAwAAAAA3RLEHAAAAAG6IYg8AAAAA3BDFHgAAAAC4IYo9AAAAAHBDFHsAAAAA4Ia8zA4AAAAAuLP4+DhdSjyrP/euNDsKXMilxLOKj7+3vTc6ewAAAADghujsAQAAAPeQr6+fEi7YVL5MPbOjwIX8uXelfH397ulr0NkDAAAAADdEsQcAAAAAbohiDwAAAADcEMUeAAAAALghij0AAAAAcEMUewAAAADghij2AAAAAMANUewBAAAAgBui2AMAAAAAN0SxBwAAAABuyMvsAGb68svPdOjQAbNjuISDB699DtHRo0xO4hpKlCipdu1eMjsG4HLi4+OUHHdF8euOmh0FLiQ57oriveLMjqH4+DidTU7WkgvmZ4HrOJ2cLFt8nNkxAFPc18XeoUMH9Peef+WZy8/sKKazWT0lSf8eOm1yEvNZL8eZHQEAAAC4Y/d1sSdJnrn85FOyttkx4EISDqw2OwLgsnx9/XQ6+Zx8Q4qaHQUuJH7dUfn6+pkdQ76+fvI4fUpN8pmfBa5jyYU45XOB+QmYgWP2AAAAAMANUewBAAAAgBui2AMAAAAAN0SxBwAAAABuKNPFXkJCgiZMmKB9+/bJMAwNGjRIlStXVvv27XX8+PF7mREAAAAAkEWZLvZGjRqlVatWyTAMrVixQitWrNDIkSPl5+ent99++15mBAAAAABkUaYvvbBmzRrNnj1bZcqU0cSJExUaGqrGjRurQoUKatGixb3MCAAAAADIokx39pKTk5U3b14lJSVp/fr1qlmzpiTpypUr8vb2vmcBAQAAAABZl+nO3lNPPaWoqCjly5dPSUlJev755/XXX39p5MiRqlGjxr3MCAAAAADIoiwds2cYhnbv3q0JEyaoQIEC+uGHH+Tv76+33nrrXmYEAAAAAGRRpjt7RYoU0YcffuhwW9++fe92HgAAAADAXZCl6+z98ssvevnll1WrVi0dOXJEH3zwgebNm3evsgEAAAAAblOmi70lS5aof//+evrpp3XmzBnZbDb5+/srKipKc+bMuYcRAQAAAABZlelib+bMmXr77bfVp08feXhce9qLL76od955R5999tk9CwgAAAAAyLpMF3sHDx5UhQoVUt1erlw5nT59+q6GAgAAAADcmUwXe48//rjWrl2b6vYFCxYoICDgroYCAAAAANyZTJ+Nc8CAAerevbs2btyopKQkTZs2Tfv379fu3bv10Ucf3cuMAAAAAIAsynRn75lnntEPP/ygxx9/XLVq1dL58+f1zDPPaMWKFapevfq9zAgAAAAAyKJMd/YiIiI0ZMgQvfrqq/cyDwAAAADgLsh0Z++vv/6Sl1ema8M0TZw4UQ0aNFDDhg01e/ZsSdKGDRsUHh6uunXrasKECXe0fAAAAADANZmu3l544QW98soratOmjYoVKyZvb2+H+wMDAzN8/pYtW7Rp0yYtXbpUycnJatCggQIDAzV48GB9/vnneuihh9S9e3etXbtWoaGht/duAAAAAACSslDsffjhh5KkkSNHprrPYrHor7/+yvD5zz77rD777DN5eXnpxIkTslqtOn/+vEqWLKkSJUpIksLDw7Vy5UqnFXvx8XGyXo5TwoHVTnk9ZA/Wy3GKj7+zLvadio+P07mLyZq946ypOeBajl9MVoH4OLNjyBp/VfHrjpodw3S2y1ZJkkcuT5OTmM8af1UqZHYKwLVdSjyrP/euNDuG6a4mJUqSvHPkNjmJ+S4lnpVU8J6+Rqb/ot29e/cdv1iOHDk0adIkzZo1S/Xq1dPJkyfl7+9vv79w4cI6ceJElpZZqFDe287j6ZnpvVhxn/H09JC/fz5TXx9Ii9lzMyDgMeXIQXEjSfv27ZMklS5S2uQkLqCIVLp0aVPnpiTmJtKVI4cn604XkbLufPgR/1s88n7gf8/XnVlqXyQkJGjx4sXat2+frFarSpcurYYNG6pgwcxXpK+88oq6du2qHj16KDY2VhaLxX6fYRgO48w4c+aibDYjS89JkTdvfnnmuiqfkrVv6/lwTwkHVitv3vw6deqCaRny5s0vr7wn9fKT93ZrD7KX2TvOKpfJc7Np0xdMe21XEx09SpL0+uuDTU7iOsycm5KUlGQ19fXhupKSrKw7XQTrztTuZG56eFgybH5lun2we/du1a1bVx9//LFOnDihEydOaObMmWrQoIH+/fffWz5/79699l09c+fOrbp162rz5s06deqU/TGnTp1S4cKFMxsJAAAAAJCOTBd7Y8aMUc2aNbVq1SpNnjxZ06ZN0+rVqxUWFqYxY8bc8vmHDx/W0KFDdfXqVV29elWrV6/WCy+8oP379+vAgQOyWq1avny5QkJC7ugNAQAAAACysBvnjh079PbbbztcfsHLy0tdu3ZVixYtbvn80NBQ7dixQ02bNpWnp6fq1q1r3wU0MjJSV65cUWhoqOrVq3d77wQAAAAAYJfpYq9w4cI6ePCgSpd2PBA9NjZWefNm7iQpkZGRioyMdLgtMDBQS5cuzWwMAAAAAEAmZLrYa9OmjYYOHarIyEg9+eSTkqTt27drypQpeuEFDjoFAAAAAFeS6WKvc+fOSkxM1Pjx4xUfHy9J8vf3V+fOndWpU6d7lQ8AAAAAcBsyXexZLBZFRkaqd+/eOnfunHLmzCmbzab8+fPfy3wAAAAAgNuQ6bNxnjp1Sp07d9bEiRNVqFAh5c2bV/Xr11f37t119uzZe5kRAAAAAJBFmS72hg8fLklq2bKl/bYvvvhCycnJGj169N1PBgAAAAC4bZnejXPz5s369ttvVaJECfttpUqV0uDBgzlBCwAAAAC4mEwXe3ny5NHhw4f1yCOPONx+4sQJ5ciR464HAwAAyKrTVquWXIgzO4bpEmw2SZKPR6Z34nJbp61W5TM7BGCSTBd7LVu21JAhQ/Tqq6+qfPnykqRdu3Zp8uTJatas2T0LCAAAkBklSpQ0O4LLOHfwgCTpwYf5TPKJuYH7V6aLvT59+shms+n999/XuXPnJEkFCxZUhw4d1LVr13sWEAAAIDPatXvJ7AguIzp6lCRpwIC3TE4CwEyZKvZ27NihsmXLqm/fvurbt68WL16szZs3q3jx4mrWrJk8PT3vdU4AAAAAQBZkuCP32bNn1bx5c7Vp00aHDh2SJM2aNUuDBg3Sv//+q23btqlp06bau3evU8ICAAAAADInw2Lvgw8+kLe3t3788UeVKVNGFy5c0MSJE1WjRg3Nnz9fs2fPVuvWrTV+/Hhn5QUAAAAAZEKGxd4vv/yifv362S+38Ouvv+rKlStq06aN/TF16tTR1q1b721KAAAAAECWZFjsnTt3TkWLFrWPN27cKC8vL9WoUcN+m5+fn65evXrvEgIAAAAAsizDYu+hhx5SbGysJMlms2ndunWqUqWK8ubNa3/Mtm3bHApCAAAAAID5Miz2mjZtqrFjx+rHH3/U6NGjdeLECbVr185+/44dOzR+/Hg1aNDgngcFAAAAAGRehpde6N69uy5cuKC33npLFotFr7zyiurXry9JGjNmjD7//HOFhYWpW7duTgkLAAAAAMicDIs9T09PDRgwQAMGDEh1X8uWLdWsWTM98cQT9ywcAAAAAOD2ZOqi6mkJCAi4mzlMY70cp4QDq82OYTpb8mVJkodXLpOTmM96OU7SA2bHAAAAAO7IbRd77qBEiZJmR3AZBw8ekCQ9XIIiR3qAuQEAAIBs774u9tq1e8nsCC4jOnqUJGnAgLdMTgIAAADgbsjwbJwAAAAAgOyJYg8AAAAA3BDFHgAAAAC4IYo9AAAAAHBDFHsAAAAA4IYo9gAAAADADVHsAQAAAIAbotgDAAAAADdEsQcAAAAAbohiDwAAAADcEMUeAAAAALghij0AAAAAcEMUewAAAADghij2AAAAAMANUewBAAAAgBui2AMAAAAAN0SxBwAAAABuiGIPAAAAANwQxR4AAAAAuCGKPQAAAABwQxR7AAAAAOCGKPYAAAAAwA15mR0AQNqOX0zW7B1nzY5huotXbZKkvN5smzp+MVmlzA4BAACyDYo9wAWVKFHS7Agu4+TBA5KkB4rwmZQScwMAAGQexR7ggtq1e8nsCC4jOnqUJGnAgLdMTgIAAJC9sF8UAAAAALghij0AAAAAcEMUewAAAADghij2AAAAAMANUewBAAAAgBui2AMAAAAAN0SxBwAAAABuyKnX2ZsyZYq+//57SVJoaKj69++vQYMG6bffflPu3LklSX369FGdOnWcGQsAAAAA3I7Tir0NGzYoJiZGixYtksViUZcuXbRq1Srt3LlTc+fOVeHChZ0VBQAAAADcntN24/T399fAgQPl7e2tHDlyqEyZMjp69KiOHj2qwYMHKzw8XJMmTZLNZnNWJAAAAABwW07r7D322GP2/8fGxur777/XF198oS1btmj48OHKly+funfvrm+//VatW7fO9HILFcp7L+Led3Lk8JQk+fvnMzkJ4Ii5CVfF3IQrY37CVTE3ncupx+xJ0p49e9S9e3f1799fpUuX1tSpU+33dejQQYsXL85SsXfmzEXZbMa9iHpfSUqySpJOnbpgchLAEXMTroq5CVfG/ISrYm7eXR4elgybX049G+dvv/2mTp066Y033lCzZs30999/64cffrDfbxiGvLycXn8CAAAAgNtxWrF37Ngx9e7dW+PGjVPDhg0lXSvuxo4dq/j4eCUlJWnevHmciRMAAAAA7gKntdE++eQTXblyRVFRUfbbXnjhBXXr1k1t27ZVcnKy6tatq0aNGjkrEgAAAAC4LacVe0OHDtXQoUPTvO/FF190VgwAAAAAuC849Zg9AAAAAIBzUOwBAAAAgBui2AMAAAAAN0SxBwAAAABuiGIPAAAAANwQxR4AAAAAuCGnXXoBAIC7Zf36dYqJWWtqhoMHD0iSoqNHmZpDkoKDQxUUFGJ2DACAi6HYAwDgNvj6+podAQCADFHsAQCynaCgEDpZAADcAsfsAQAAAIAbotgDAAAAADdEsQcAAAAAbohiDwAAAADcEMUeAAAAALghij0AAAAAcENcegEAgNsQEdHO/v9Zs740MQkAAGmjswcAAAAAbohiDwCALLqxq5fWGAAAV8BunAAAAMB9YP36dYqJWWtqhoMHD0iSoqNHmZpDkoKDQxUUFGJ2jHuKYg8AAACAU/j6+pod4b5CsQcAAADcB4KCQty+kwVHHLMHAAAAAG6IYg8AgCy6+VILXHoBAOCKKPYAAAAAwA1xzB4AALeBbh4AwNXR2QMAAAAAN0SxBwAAAABuiN04AQC4DRER7ez/Z5dOAMic117rrfj4cypQoJDef3+y2XHcHp09AAAAAE4RH39OknTu3BmTk9wfKPYAAMiiG7t6aY0BAKm99lpvh/Ebb0SalOT+wW6cJlu/fp1iYtaaHUMHDx6QJEVHjzI1R3BwqIKCQkzNAADA7eJ73RHf67hRSlcvBd29e49iD5IkX19fsyMAAIC7hO91ABLFnumCgkLY4gUAgJvgex2AK+GYPQAAAAD3nK9vAYdxgQKFTEpy/6DYAwAgi26+1AKXXgCAW5swYarDmEsv3HsUewAAAACcIqW7R1fPOThmDwCA20A3DwCy7ubuHu4tOnsAAAAA4IYo9gAAAADADVHsAQAAAIAb4pg9SJJ69eqsy5cTlTt3Hk2d+rHZcQDA5U2bNknbtm1S9eo11K1bH7PjAA569HhZV69eUc6cufThh7PMjgPYzZw5XRs2rFVISJg6depqdhy3R2cPkqTLlxMlSYmJl0xOAgDZw7ZtmyRJmzZtMDkJkNrVq1ckSVeuXDY5CeBow4a1kqR16342Ocn9gWIP6tWrs8O4d2+2sgBARqZNm+QwnjFjiklJgNR69HjZYdyzZ4RJSQBHM2dOdxjPmcPeZPcaxR7sXb0UdPcAIGMpXb0UdPfgSlK6eino7sFVpHT1UtDdu/co9gAAAADADVHsAQAAAIAbotiDcuXK7TDOnTuPSUkAIHt45pnqDuPq1WuYlARIzds7p8M4Z85cJiUBHNWoEeowDgkJMynJ/YNiD5o27ROHMZdeAICM9er1isOYSy/AlXz00WyHMZdegKvo0qW7w5hLL9x7FHuQdL27R1cPADInpbtHVw+uKKW7R1cPrialu0dXzzkshmEYZoe4E2fOXJTNlq3fAoAMREePkiQNGPCWyUkAAABci4eHRYUK5U3/fidmAQAAAAA4CcUeAAAAALghL7MDwDX069dXZ86cVOHCRRQVNd7sOADg8qZNm6Rt2zapevUanKAFLmfkyGGKjf1Xjz76uAYPHmF2HMCOvzmdy6mdvSlTpqhhw4Zq2LCh3n33XUnShg0bFB4errp162rChAnOjIMbnDlzUpJ08uRxk5MAQPawbdsmSdKmTRtMTgKkFhv7ryTp33//MTkJ4Ii/OZ3LacXehg0bFBMTo0WLFmnx4sX6888/tXz5cg0ePFjTpk3TihUrtHPnTq1du9ZZkfA//fr1dRgPHPi6OUEAIJuYNm2Sw3jGjCkmJQFSGzlymMN47NgR5gQBbsLfnM7ntGLP399fAwcOlLe3t3LkyKEyZcooNjZWJUuWVIkSJeTl5aXw8HCtXLnSWZHwPylbWFKwpQUAMpbS1UtBdw+uJKWrl4LuHlwFf3M6n9OO2Xvsscfs/4+NjdX333+v9u3by9/f33574cKFdeLEiSwtN6NTjeL2+fvnMzsCIEnKkcNTEnMSro85ClfG/ISrYm7eW04/QcuePXvUvXt39e/fX56enoqNjbXfZxiGLBZLlpbHdfbujVOnLpgdAZAkJSVZJTEn4fqYo3BlzE+4KubmnXGp6+z99ttv6tSpk9544w01a9ZMRYoU0alTp+z3nzp1SoULF3ZmJEgqVMjxMy9cuIhJSQAge3jmmeoO4+rVa5iUBEitVKlHHcaPPvq4SUkAR/zN6XxOK/aOHTum3r17a9y4cWrYsKEkqVKlStq/f78OHDggq9Wq5cuXKyQkxFmR8D/vvfeBw5jT4AJAxnr1esVhzKUX4EqGDRvpMObSC3AV/M3pfE7bjfOTTz7RlStXFBUVZb/thRdeUFRUlCIjI3XlyhWFhoaqXr16zoqEGxQqVNh+zRMAwK0980x1+3X2AFdTqtSj9uvsAa6Evzmdy2IYRrY+4I1j9gD3Fh09SpI0YMBbJicBAABwLS51zB4AAAAAwDko9gAAAADADVHsQZJ08GCsevfurEOHDpgdBQCyhc2bNygiop22bt106wcDTjZ//teKiGinRYu+MTsK4ODPP3eoc+cXtWvXTrOj3Bco9iBJmjFjqhITEzV9+hSzowBAtjBz5keSpBkzppmcBEjt+++XSpKWLVtsbhDgJh9+OFmGYWjatIlmR7kvUOxBBw/G6ujRI5Kko0eP0N0DgFvYvHmDrNZkSZLVmkx3Dy5l/vyvHcZ09+Aq/vxzhxISLkmSEhIu0d1zAoo9aMaMqQ5junsAkLGUrl4KuntwJSldvRR09+AqPvxwssOY7t69R7EHe1cvvTEAwFFKVy+9MQAgtZSuXnpj3H0Ue1DRosUyHAMAHHl6emU4BgCk5uOTJ8Mx7j6KPahbt94O4+7d+5iUBACyhy5dejiMu3XrZVISILX69Rs7jMPDm5oTBLhJz56RDuNevV41Kcn9g2IPevjhUvZuXtGixVSiREmTEwGAa6tWrYa9m+fp6aWqVaubnAi4rlWrFxzGzZq1NikJ4Kh8+Sft3Twfnzx64okKJidyfxR7kHStu5c7d266egCQSSndPbp6cEUp3T26enA1PXtGymKx0NVzEothGIbZIe7EmTMXZbNl67cAIAPR0aMkSQMGvGVyEgAAANfi4WFRoUJ507/fiVkAAAAAAE5CsQcAAAAAbohiDwAAAADcEMUeAAC34eDBWPXu3VmHDh0wOwqQyubNGxQR0U5bt24yOwrggHWnc1HsAQBwG2bMmKrExERNnz7F7ChAKjNnfiRJmjFjmslJAEesO52LYg8AgCw6eDBWR48ekSQdPXqELdRwKZs3b5DVmixJslqT6e7BZbDudD6KPQAAsmjGjKkOY7ZQw5WkdPVS0N2Dq2Dd6XwUewAAZFHKlun0xoCZUrp66Y0Bs7DudD6KPQAAsqho0WIZjgEzeXp6ZTgGzMK60/ko9gAAyKJu3Xo7jLt372NSEiC1Ll16OIy7detlUhLAEetO56PYAwAgix5+uJR9i3TRosVUokRJkxMB11WrVsPezfP09FLVqtVNTgRcw7rT+Sj2AAC4Dd269Vbu3LnZMg2XlNLdo6sHV8O607kshmEYZoe4E2fOXJTNlq3fAoAMREePkiQNGPCWyUkAAABci4eHRYUK5U3/fidmAQAAAAA4CcUeAAAAALghij1Ikg4ejFXv3p116NABs6MAQLYQF3dOUVEjFR8fZ3YUIBXmJ1zVn3/uUOfOL2rXrp1mR7kvUOxBkjRjxlQlJiZq+vQpZkcBgGxh2bJF2rPnby1dutDsKEAqzE+4qg8/nCzDMDRt2kSzo9wXKPaggwdjdfToEUnS0aNH6O4BwC3ExZ1TTMxaGYahmJh1dE/gUpifcFV//rlDCQmXJEkJCZfo7jkBxR40Y8ZUhzHdPQDI2LJli+xngrbZbHRP4FKYn3BVH3442WFMd+/eo9iDvauX3hgA4GjjxvWyWpMlSVZrsjZuXG9yIuA65idcVUpXL70x7j6KPaho0WIZjgEAjgIDg+Tp6SVJ8vT0UmBgkMmJgOuYn3BVPj55Mhzj7qPYg7p16+0w7t69j0lJACB7CA9vJg8PiyTJw8NDjRs3NzkRcB3zE66qZ89Ih3GvXq+alOT+QbEHPfxwKXs3r2jRYipRoqTJiQDAtfn5FVBwcKgsFouCg0Pk6+tndiTAjvkJV1W+/JP2bp6PTx498UQFkxO5P4o9SLrW3cudOzddPQDIpPDwZnrssQC6JnBJzE+4qp49I2WxWOjqOYnFMAzD7BB34syZi/YzTgFwP9HRoyRJAwa8ZXISAAAA1+LhYVGhQnnTv9+JWQAAAAAATkKxBwAAAABuiGIPAADAzRw8GKvevTvr0KEDZkcBHMTFnVNU1EjFx8eZHeW+QLEHAADgZmbMmKrExERNnz7F7CiAg2XLFmnPnr+1dOlCs6PcFyj2AAAA3MjBg7E6evSIJOno0SN09+Ay4uLOKSZmrQzDUEzMOrp7TkCxBwAA4EZmzJjqMKa7B1exbNki+1n0bTYb3T0noNgDAABwIyldvfTGgFk2blwvqzVZkmS1JmvjxvUmJ3J/FHsAAABupGjRYhmOAbMEBgbJ09NLkuTp6aXAwCCTE7k/ij0AAAA30q1bb4dx9+59TEoCOAoPbyYPD4skycPDQ40bNzc5kfuj2AMAAHAjDz9cyt7NK1q0mEqUKGlyIuAaP78CCg4OlcViUXBwiHx9/cyO5PYo9gAAANxMt269lTt3brp6cDnh4c302GMBdPWcxMvsAAAAALi7Hn64lKZO/cTsGEAqfn4FNHDgMLNj3Dfo7AEAAACAG6LYAwAAAAA3RLEHAAAAAG7IqcXexYsX1ahRIx0+fFiSNGjQINWtW1dNmjRRkyZNtGrVKmfGAQDgtsXFnVNU1EjFx8eZHQUAgDQ57QQt27dv19ChQxUbG2u/befOnZo7d64KFy7srBgAANwVy5Yt0p49f2vp0oXq0CHC7DgAAKTitM7eN998o+HDh9sLu8TERB09elSDBw9WeHi4Jk2aJJvN5qw4AADctri4c4qJWSvDMBQTs47uHgDAJTmt2BszZoyeeeYZ+/j06dOqXr26xo4dq2+++Ubbtm3Tt99+66w4AADctmXLFslmMyRJNptNS5cuNDkRAACpmXadvRIlSmjq1Kn2cYcOHbR48WK1bt06S8spVCjv3Y4GwIXkyOEpSfL3z2dyEuC6TZvWy2pNliRZrcnatGm9Xn/9VZNTAQDgyLRi7++//1ZsbKz+85//SJIMw5CXV9bjnDlz0b51FYD7SUqySpJOnbpgchLguurVg7Ru3S+yWpPl6eml6tWDmKMAAKfz8LBk2Pwy7dILhmFo7Nixio+PV1JSkubNm6c6deqYFQcAgEwLD28mDw+LJMnDw0ONGzc3OREAAKmZVuyVLVtW3bp1U9u2bdWwYUOVK1dOjRo1MisOAACZ5udXQMHBobJYLAoODpGvr5/ZkQAASMXpu3GuWbPG/v8XX3xRL774orMjAABwx8LDm+nIkcN09QAALsu0Y/YAAMjO/PwKaODAYWbHAAAgXabtxgkAAAAAuHco9gAAAADADVHsQZIUF3dOUVEjFR8fZ3YUAAAAAHcBxR4kScuWLdKePX9r6dKFZkcBAAAAcBdQ7EFxcecUE7NWhmEoJmYd3T0AAADADVDsQcuWLZLNZkiSbDYb3T0AAADADVDsQRs3rpfVmixJslqTtXHjepMTAQAAALhTFHtQYGCQPD2vXXLR09NLgYFBJicCAAAAcKco9qDw8Gby8LBIkjw8PNS4cXOTEwEAAAC4UxR7kJ9fAQUHh8pisSg4OES+vn5mRwIAAABwh7zMDgDXEB7eTEeOHKarBwAAALgJij1IutbdGzhwmNkxAAAAANwl7MYJAAAAAG6IYg8AAAAA3BDFHgAAtyEu7pyiokYqPj7O7CgAAKSJYg8AgNuwbNki7dnzt5YuXWh2FAAA0kSxBwBAFsXFnVNMzFoZhqGYmHV09wAALomzcQJI1/r16xQTs9bUDAcPHpAkRUePMjWHJAUHhyooKMTsGHABy5Ytks1mSJJsNpuWLl2oDh0iTE4FAIAjOnsAXJqvr698fX3NjgE42LhxvazWZEmS1ZqsjRvXm5wIAIDU6OwBSFdQUAidLCANgYFBWrfuF1mtyfL09FJgYJDZkQAASIXOHgAAWRQe3kweHhZJkoeHhxo3bm5yIgAAUqPYAwAgi/z8Cig4OFQWi0XBwSHy9fUzOxIAAKmwGycAALchPLyZjhw5TFcPAOCyLIZhGGaHuBNnzly0nxENAAAAAO4XHh4WFSqUN/37nZgFAAAAAOAkFHsAAAAA4IYo9gAAAADADVHsAXBpBw/Gqnfvzjp06IDZUQAHcXHnFBU1UvHxcWZHAYBsg3Wnc1HsAXBpM2ZMVWJioqZPn2J2FMDBsmWLtGfP31q6dKHZUQAg22Dd6VwUewBc1sGDsTp69Igk6ejRI3T34DLi4s4pJmatDMNQTMw6tlADQCaw7nQ+ij0ALmvGjKkOY7p7cBXLli2yX/bHZrOxhRoAMoF1p/NR7AFwWSldvfTGgFk2blwvqzVZkmS1JmvjxvUmJwIA18e60/ko9gC4rKJFi2U4BswSGBgkT08vSZKnp5cCA4NMTgQAro91p/NR7AFwWd269XYYd+/ex6QkgKPw8Gby8LBIkjw8PNS4cXOTEwGA62Pd6XwUewBc1sMPl7J384oWLaYSJUqanAi4xs+vgIKDQ2WxWBQcHCJfXz+zIwGAy2Pd6XwUewBcWrduvZU7d266enA54eHN9NhjAWyZBoAsYN3pXBbDMAyzQ9yJM2cu2s/qAwAAAAD3Cw8PiwoVypv+/U7MAgAAAABwEoo9AAAAAHBDFHsAANyGuLhziooaqfj4OLOjAACQJoo9AABuw7Jli7Rnz99aunSh2VEAAEgTxR4AAFkUF3dOMTFrZRiGYmLW0d0DALgkij0AALJo2bJF9jNB22w2unsAAJdEsQcAQBZt3LheVmuyJMlqTdbGjetNTgQAQGoUewAAZFFgYJA8Pb0kSZ6eXgoMDDI5EQAAqVHsAQCQReHhzeThYZEkeXh4qHHj5iYnAgAgNYo9AACyyM+vgIKDQ2WxWBQcHCJfXz+zIwEAkIqX2QEAAMiOwsOb6ciRw3T1AAAuy2IYhmF2iDtx5sxF+xnRAAAAAOB+4eFhUaFCedO/34lZAAAAAABOQrEHAAAAAG6IYg8AAAAA3JBTi72LFy+qUaNGOnz4sCRpw4YNCg8PV926dTVhwgRnRsFN1qxZpYiIdlq7drXZUQAHy5cvUUREO61cuczsKICDzZs3KCKinbZu3WR2FCAVvtfhqlh3OpfTir3t27erbdu2io2NlSRdvnxZgwcP1rRp07RixQrt3LlTa9eudVYc3GTu3DmSpE8/nWVuEOAmCxfOkyR9881XJicBHM2c+ZEkacaMaSYnAVLjex2uinWnczmt2Pvmm280fPhwFS5cWJK0Y8cOlSxZUiVKlJCXl5fCw8O1cuVKZ8XBDdasWSUp5YymBlsB4TKWL1/iMKa7B1exefMGWa3JkiSrNZkt1HApfK/DVbHudD6nFXtjxozRM888Yx+fPHlS/v7+9nHhwoV14sQJZ8XBDVK2/qVgKyBcRUpXLwXdPbiKlC3TKdhCDVfC9zpcFetO5zPtouo2m00Wi8U+NgzDYZxZGV1XApl183UKDfn75zMlCXArzE24gpQt0zeOmZtwHXyvwzWx7nQ+04q9IkWK6NSpU/bxqVOn7Lt4ZgUXVb8bLHL8YrDo1KkLZoUBMsTchCvw9PRy+KPF09OLuQkXwvc6XBPrzrvPZS+qXqlSJe3fv18HDhyQ1WrV8uXLFRISYlac+1r79p0cxh07RpgTBLhJ8+ZtHMatW7c1KQngqEuXHg7jbt16mZQESI3vdbgq1p3OZ1qxlzNnTkVFRSkyMlINGjRQ6dKlVa9ePbPi3Ndq1aqja1sBJcmi0NDaZsYB7Bo1auIwrlcv3KQkgKNq1WrI0/PazjGenl6qWrW6yYmA6/heh6ti3el8Ti/21qxZo+LFi0uSAgMDtXTpUv3www8aPHjwbR2zh7sjZSsgW//galK6e3T14GpStlCzZRquiO91uCrWnc5lMQwjWx/wxjF7AAAAAO5HLnvMHgAAAADg3qHYAwAAAAA3RLEHAAAAAG6IYg8AAAAA3BDFHgAAAAC4IYo9AAAAAHBDFHsAAAAA4IYo9gAAAADADVHsAQAAAIAbotgDAAAAADdEsQcAAAAAbohiDwAAAADcEMUeAAAAALghij0AAAAAcEMUewAAAADghij2AAAAAMANUewBAAAAgBvyMjvAnfLwsJgdAQAAAACc7la1kMUwDMNJWQAAAAAATsJunAAAAADghij2AAAAAMANUewBAAAAgBui2AMAAAAAN0SxBwAAAABuiGIPAAAAANwQxR4AAAAAuCGKPQAAAABwQxR7AAAAAOCGKPayuZ9//lmzZ882O4a6du2qEydOmB0DJvnmm2+0fPlySdLEiRO1evXqu7r8Dh06aPPmzXeUKz2TJ0/W5MmTU93+xx9/aMiQIQ6vf+NtmVk23FutWrV0+PDhVLcPHDhQCxcuNCER3MmdrEsnTZqkbdu2SZKGDBmiP/74425GA5CNeJkdAHdm586dZkeQJH388cdmR4CJ/u///k/PPvusJOnVV181Oc11N+bKqooVK6pixYrp3nYnywaAW7mTdenWrVtVrVo1SdKYMWPuViQA2RDFnouaMWOGvv/+e1mtVgUHB+upp57Se++9p6VLl+r48ePq0KGDJkyYoK+//lqSVLRoUR09elS///67jh07pvbt2+vRRx/VhAkTdPnyZZ0/f16DBg3S008/rUaNGumXX35Rjhw59M8//+jNN9/U0qVLtXjxYn366aey2WwqX768hg8frpw5c6p69eqqUKGCTp06pY8++kj9+vVTQkKCPDw8NHToUFWuXFm1atXSZ599pqJFi2rs2LHauHGjLBaLGjdurG7dumnz5s2aPn26cuXKpb179yogIEDjxo2Tt7e3yZ/0/enm+dW2bVv16dNHpUuX1r///qsnnnhCVapU0aJFixQfH6+pU6eqTJky+v333zVmzBhduXJFBQoU0MiRI3XkyBGtWbNGmzZtkr+/v7777js9++yzat68uRYsWKDZs2fLYrGofPnyeuutt5QnTx4FBwfrP//5j3777Td5enrqgw8+UIkSJfT9999r9uzZunz5sq5evaqxY8fqqaeeuuX7uXjxol5//XWdPn1aktS7d2/lzp3bIdeDDz6oUaNGKSEhQWfPnlW3bt3Utm1bSdKOHTvUqlUrJSQkqHXr1urYsaM2b96sKVOm6PPPP7e/TsptPXv2tC87f/78GjJkiFavXq28efPq8OHD6tatm1asWHFvfnhQcnKyRowYoT179uj06dMKCAjQ+PHj9c0332ju3LnKly+fSpcurYcffliRkZFasWKFJk2aJB8fH5UrV05Wq1VRUVGqVauWnnzySf3111/68ssv9euvv6a5Dpw7d66WLFmixMRE5ciRQ++//75Kly4tSZoyZYp2796tnDlz6u2331bZsmUdsqa3Xk3vd2DHjh165513dPnyZRUoUEBvv/22SpQoodmzZ2vRokXy8PDQk08+qZEjR2r37t0aNmyYkpOTlTNnTr3zzjsqVaqUCT+R+4NhGBo3bpx++ukneXp6qk2bNgoJCdGwYcMUFxcnHx8fDRkyRE8++aQGDhyovHnz6s8//9SJEyfUu3dvtWjRQhs3btR7770nSfL19dX777+vggULas6cOfrqq6/k6empsLAw9evXTwMHDrSvS7Myj3777Tft3LlTQ4cO1ZQpUzR69Gj16dNH1apV00cffaSlS5fK09NTQUFB6tevn44dO6aXXnpJa9askST7ng49evTQ4MGDtWfPHklSu3bt1Lp163Tf26VLlzRy5Ejt2bNHVqtVXbt2VaNGjdKcp8WKFUtz2XA9N8+Zdu3aqXfv3va/F4oWLar33ntPfn5+WrdunSZNmqTk5GQVL15co0aNUoECBVSrVi01btxYMTExSkxMVHR0tCpUqKAOHTqoYsWK+u2333T27FkNHTpUoaGhOn36tIYNG6bjx4/LYrHojTfeUI0aNdL8/fH29k71/V+7dm0zPzLXY8DlrF271oiMjDSSk5MNq9VqvP7668bixYuN/v37Gx988IHRtm1bY/ny5YZhGMakSZOMSZMm2f/fvn17+3IiIyONf//91zAMw9iwYYPRqFEjwzAMo0ePHsaaNWsMwzCM8ePHGx9//LHxzz//GG3btjUuX75sGIZhjBs3zpg6daphGIbx+OOPG5s2bTIMwzAmT55sfPzxx/acM2fONAzDMMLCwoxDhw4Zc+fONXr16mUkJycbCQkJRosWLYyff/7Z2LRpk1G5cmXj2LFjhtVqNVq0aGGsXr36nn6OSFta82vq1KlGQECA8eeffxpWq9V4/vnnjXHjxhmGce1nPmbMGOPKlStGWFiYsX37dsMwDGPFihVG8+bNDcMwjAEDBhgLFixw+P/u3buN559/3jh79qxhGIYxYsQIIyoqyjCMa3Nq1apVhmEYxjvvvGO88847htVqNV566SXjzJkzhmEYxvz5843u3bsbhmEY7du3t8/BtCxcuNAYMWKEYRiGsWvXLvvr3Jhr9OjRxoYNGwzDMIyDBw8alStXNgzj2u9NkyZNjEuXLhkXLlww6tSpY+zatcvYtGmT/fcp5fVvvO3GZffv39+YP3++/fOaPn36bf1skDlbtmyx/7ytVqvRvn17Y/LkyUbdunWNCxcuGJcvXzZatWplTJo0yThz5owRFBRkHD9+3LBarUbv3r2NAQMGGIZxbb2V8jNMbx144cIFo2PHjkZiYqJhGIbxwQcfGCNHjrQ/f9q0aYZhGMYvv/xiNGnSxDCM63PjVuvVm38Hrly5YoSHhxtHjhwxDMMw1q1bZ3Ts2NFITk42qlWrZly9etWwWq3GwIEDjePHjxsDBw40VqxYYRjGtd+BRYsW3bPPHNfWeS+88IJx5coV4+LFi0bjxo2NunXrGj/88INhGIbx3//+13juueeMK1euGAMGDDB69+5t2Gw2Y/fu3cazzz5rGMa1dUnKOnTGjBnGr7/+amzfvt2oU6eOcf78eSMpKcno2LGj8ccff9z2PEp5nZR1Zsr/f/nlF6NVq1ZGQkKCkZSUZPTo0cOYO3eucejQISMsLMz+PlP+rti8ebPRtWtXwzAM4/jx40a/fv0MwzDSfW/vvfee8emnnxqGYRgXLlwwGjZsaBw8eDDNeZresuFa0pszN/5d+M477xijRo0yzpw5YzRu3NiIi4szDMMwvvrqK2Pw4MGGYVxbV86ePdswDMP47LPPjD59+hiGcW1ujh492jAMw1i9erXRrFkzwzAMo2/fvsZPP/1kGIZhnDhxwqhdu7Zx4cKFNH9/0vv+x3V09lzQxo0btWPHDjVv3lySdPnyZRUtWlRDhgxRgwYN9NRTT6lhw4ZpPvfJJ5+0//+9997Tzz//rJUrV2r79u26dOmSJKlx48b67rvvFBYWpu+//16ff/65Vq1apQMHDti3rCUlJemJJ56wL6tSpUqSpMDAQEVGRuqvv/5SaGio2rdv7/D6mzdvVrNmzeTp6ancuXMrPDxcGzduVK1atfTYY4+pSJEikqQyZcooPj7+Ln1iyIq05pdhGHrggQfsP/MiRYooMDBQ0rWu8eHDhxUbG6v8+fPb51j9+vU1bNgwXbhwIc3X2bp1q8LCwlSgQAFJUps2bTRo0CD7/TVr1pQkPfbYY9q2bZs8PDw0depUrVmzRvv379eWLVvk4ZG5w4qrVKmi8ePH68SJE3ruuefUu3fvVI8ZOHCgfv31V02fPl3//POPEhIS7Pc1aNBAPj4+kqSwsDBt2bIlVYcmIy1atNDkyZPVsmVLLV++XJ9++mmmn4usq1q1qvz8/PTFF19o3759io2NVbVq1RQWFqa8efNKkho2bKjz589r27ZtqlKlih588EFJUtOmTfXTTz/Zl5Wybtu8eXOa68C8efPq/fff13fffafY2Fj9+uuvKleunP35rVq1kiSFhoaqX79+On/+vP2+9JaZ4ubfgdjYWB06dEg9e/a0P+bixYvy9PRUlSpV1LJlS9WuXVsvv/yyHnzwQYWGhmrkyJH69ddfVatWLYWFhd29DxmpbN26VfXr15e3t7e8vb315ZdfKiwsTHXr1pUkVa5cWb6+vtq3b58kKSgoSBaLRY8//rji4uIkSbVr11afPn30/PPPq3bt2goKCtInn3yisLAw5cuXT5I0Z84ch9fN6jxKz6ZNm9SwYUPlzp1b0rX11uLFixUaGprm4x977DHt379fnTt3VkhIiPr372+/L633tmHDBl2+fFkLFiyQJCUkJGjPnj1pztPz58+nu2y4jvTmTKlSpey7CTdt2lRvvvmmgoKC7F1iSbLZbPL19bUv68Z5+uOPP6Z5+41zad++fZo0aZKka3tzHDp0KM3fn9jY2Ft+/9/vKPZckNVqVceOHfXyyy9Lks6fPy9PT0+dOHFCnp6e2rdvn65cuaKcOXOmem6uXLns/2/Xrp2qVaumatWqKTAwUG+++aaka182UVFR2rp1qx566CE9+OCDslqtql+/voYOHSpJunTpkqxWa6rlPv300/ruu+/0yy+/aMWKFVq0aJHDCWJsNptDHsMw7Mu5Ma/FYpFhGHf0OeH2pDW/jh8/rt9//93hcZ6eng7jm3+2kuPP92ZpzYXk5GT7OGU+pMyFS5cuqWXLlmrcuLGqVq2qgIAAffHFF5l6T6VKldL333+vX3/9VT///LNmzZqVajfKvn37Kn/+/AoLC1ODBg0cTq7i5XV9VWiz2RzGmVG1alWdPHlSP/74o4oXL24vLHBvrF69WpMmTdJLL72k5s2b69y5c8qXL59DoZXCw8MjzbmbImUeprcOPHbsmDp06KD27dsrJCREDzzwgP766y/782/8PTEMw2Hu3Gq9evPvgM1mU/HixbVkyRL781N2TZo2bZp+//13rVu3Tl26dNG4ceNUr149ValSRT///LPmzJmjX375RaNHj87ah4lM8/LyksVisY8PHTqU6nssre+8G5/TqVMnhYWF6eeff9Z7772nHTt2yMfHx+ExJ06csP9xLWV9HqUnrd+D5OTkVM9LTk6Wl5eXChQooO+++07r16/X2rVr1axZM3333Xfpvjebzab33ntP5cuXlySdPn1avr6+ypEjR5rzNK1l58+fP938cL705syN6znDMOTp6Smr1aqnnnpKH330kSTpypUr9iaDlPacSe92m82mTz/9VH5+fpKkkydPqlChQipXrlyq35+ePXum+f2f2Y3F9wM+CRdUvXp1LVmyRJcuXVJycrJ69+6tFStWaNCgQRoyZIieffZZTZw4UdK1PzRu/AM6RVxcnGJjY/Xqq68qJCREq1evtn85eHt7q2bNmho7dqwaN24sSapWrZpWrVqlM2fOyDAMjRgxIs3uxLvvvqulS5eqWbNmGjZsmHbt2pUq++LFi2W1WpWYmKhly5bZt/7ANaQ1vzJzop/SpUsrLi5OO3bskCStWLFCRYsWlZ+fn31Ff6Nnn31Wa9assW+p++abbzKcC7GxsbJYLOrRo4d9PqZXSN5s7ty5mjx5surXr6/hw4fr7Nmz9o5IyjLWr1+vV155Rc8//7zWrVsnSfb7fvjhB129elXx8fH65ZdfVL169Vu+5o3Ltlgsatq0qUaPHm3vmOLe2bhxo+rXr68WLVoof/789jO1rl27VhcvXtTVq1f1448/ymKx6KmnntIff/yhkydPyjAMrVixItUfG1L668A//vhDJUuWVKdOnVSxYkX99NNPDvNy2bJlkqRVq1apTJky9g5xRstMT+nSpRUfH2/vzixYsEBvvvmmzp49qwYNGujxxx/Xq6++qqCgIP3999/q27ev/vjjD73wwgt69dVXU62PcXdVrVpVP/74o5KSkpSYmKi+ffvKYrHYuxS///67Tp8+rcceeyzdZbRq1UqXLl1Sp06d1KlTJ+3atUvPPPOM1q5da18nv/HGGw7r5KzOI0lprpOrV6+u7777TpcvX1ZycrIWLFig6tWrK3/+/IqLi9PZs2d19epV/frrr5KubVTp16+fnnvuOQ0dOlQ+Pj46duxYuq9ZvXp1ffXVV5Ku/XHeuHFjHTt2LM15mtVlwxzpzZn9+/fbN3otWLBAISEhqlSpkn7//Xft379f0rUNVO++++5tv+6XX34pSfr3338VHh6uxMTENH9/0vv+x3V09lxQrVq1tHv3brVu3VpWq1U1a9bUuXPnVKhQIdWtW1c1atRQo0aNVLduXVWtWlUDBgzQAw884LAMPz8/tWzZUg0bNpSXl5eqV6+uy5cvKyEhQT4+PmrSpImWLl2q//znP5KksmXLqk+fPurYsaNsNpvKlSunbt26pcrWoUMHvfHGG1q4cKE8PT0VHR3tcH+bNm0UGxurJk2aKCkpSeHh4apTp85tnTYf90Za86tq1aq3fJ63t7cmTJigUaNGKTExUb6+vpowYYIkqUaNGho/frx9NyTp2pzq3r27OnTooKSkJJUvX15vv/12ussvW7asypUrp/r168tisSg4OFi//fZbpt5T06ZN9frrrys8PFyenp7q16+f8ufP75ArMjJS7dq1U86cOVW2bFkVK1bMftr8okWL6oUXXtCVK1fUvXt3lSlTxt5RSc+Ny65Xr54aNmyoWbNm6fnnn89UZty+Vq1a6c0339R3332nHDly6KmnntLZs2f10ksvqU2bNvLx8VGBAgWUM2dOFSxYUEOHDlVERIS8vb1VvHjxNLsH6a0Dk5OT9dVXX6lBgwYyDENVq1a1n1RCkn19lydPHkVFRWVqmenx9vbWxIkT7SdByps3r6Kjo1WwYEG1adNGLVu2VO7cufXII4+oRYsWqlq1qoYMGaKpU6cqR44cGjFixF37jJFanTp1tHPnTjVv3lw2m00vvfSSqlWrphEjRmjy5MnKkSOHJk+enOGJx15//XUNHDhQXl5e8vHx0ejRo1WqVCm1b99eL7zwgmw2m+rUqaMaNWpo6dKlkrI+j6Rru8YNHz7c4Ts6LCxMf/31l1q0aKHk5GQFBwerffv28vLyUpcuXdSyZUsVKVLEfsbhkJAQ/fjjj2rYsKFy5sypxo0bKyAgIN3X7NOnj0aMGKFGjRrJarWqX79+evjhh9WjR49U87RcuXJZWjbMkdacCQsL0/Tp0zVp0iQdPHhQAQEBGj16tHx8fDR27Fj17dtXNptNDz74oP1kKlk1dOhQDRs2TOHh4ZKuNRry5s2b5u/PAw88kOb3P66zGOxLBwB3xGaz6auvvtL+/fvtu1rBufbv36+1a9eqU6dOkqSePXuqVatWqlKlij7//HP16dNHHh4eGj16tEqWLKkOHTqYGxgAsqHDhw87nL0Vro/OHoBs4eDBg4qMjEzzvtGjR6e6Jp4z9enTR8eOHdMnn3xiWob7XbFixfTHH3+oUaNG9s5wyglLzp8/r0aNGsnT01Ply5fnFO8AgPsGnT0AAAAAcEOcoAUAAAAA3BDFHgAAAAC4IYo9AAAAAHBDFHsAAKepVauWAgIC7P/Kly+v2rVra8aMGWZHy7LDhw8rICBABw4ckCQFBARow4YNkqQzZ85oxYoVWV7mzZ/Pzf9SLheS1WXOnz9f0rULci9cuDDLywAAZE+cjRMA4FQDBw5Uo0aNJEnJycnatGmThgwZosKFC6tp06bmhrsDMTEx8vX1lSSNGzdOSUlJatCgQZaW8e2339ovhv3xxx9rx44dmjx5sv3+ggULZjnXt99+a7/Y++zZs7V+/Xo1b948y8sBAGQ/FHsAAKfKmzev/P397eNmzZpp+fLl+vHHH7N1sXfje7rdE13fWMzlzp1bOXLkcFjunS6TE3ADwP2F3TgBAKbz8vKSt7e3pGsFybRp01SzZk09/fTT6ty5s2JjY+2PDQgI0AcffKDq1aurU6dOSkpK0vDhwxUYGKhKlSrp5Zdf1r59++yP/+9//6u2bduqcuXKqlWrlr744gv7fQMHDtTo0aP1+uuvq3LlyvrPf/7jsJvjyZMn9corr6hq1aqqUKGCmjZtqq1bt6b5HlJ245w8ebIWLVqkZcuWqVatWpoxY0aqDt9XX32l8PDwLH9OmzdvVkhIiEaOHKmnn35akydPVlJSkqKjoxUSEqLy5csrLCxMX375pf05KbtxLly4UFOmTNH//d//KSAgwL685s2b68knn9Rzzz2n6dOnZzkTAMB1UewBAEyTlJSkH3/8UevXr1etWrUkSXPnztWSJUv07rvv6ptvvlHJkiXVqVMnJSYm2p+3evVqffnllxoyZIi++OILrV+/XtOnT9fSpUuVJ08eDRo0SJK0d+9edezYUVWrVtWiRYsUGRmp9957T99//719WV9//bXKlSunhQsXKjg4WCNGjFBcXJwkqX///kpOTtbXX3+txYsXq0iRIho+fHiG7ykiIkL169fXf/7zH3377bdq2LCh9u3bp3/++cf+mO+//96+K2tWnThxQhcvXtSiRYvUrFkzffzxx1qzZo0mTZqklStXqlmzZho9erROnDjh8LwGDRooIiJCTz75pGJiYmS1WvXKK68oLCxMK1as0LBhwzR16lT9+uuvt5ULAOB62I0TAOBUI0eO1NixYyVJly9fVq5cudSxY0c1btxYkjRz5kwNHTpUgYGBkqS33npLa9eu1Q8//GDfzbNNmzYqXbq0JGnevHnKlSuXihcvroIFC2rEiBH2TuA333yjgIAAvf7665KkRx55RHv37tXMmTNVv359SdLjjz+url27SpJee+01zZ07V3v27FHVqlUVFhamunXr6qGHHpIkvfjii+rSpUuGu0PmyZNHuXLlUnJysn0XyipVqmjlypV6/PHHdfr0aW3btk1jxoy57c+wS5cuevjhh+35x4wZo8qVK0uSevTooalTp2r//v168MEH7c/JlSuXfHx85OXlJX9/f8XFxSkuLk6FChVS8eLFVbx4cc2ZM0clSpS47VwAANdCsQcAcKo+ffqoXr16kqScOXPK399fnp6ekq6dLfL48eN688035eFxfeeTK1euOOzKWaxYMfv/27dvr59++kk1a9bUU089pdq1a6tFixaSrnX2KlWq5PD6VapUcdiV88biJm/evJKunThGktq2basVK1bo//7v/7R//37t3LlTkuwnUcmsRo0aae7cuXrllVe0cuVKVaxY8Y6Kqhvf//PPP6/169crKipK+/bt065duyRJNpstw2X4+fmpW7duevvtt/Xhhx8qLCxMjRs3vuNjBAEAroNiDwDgVAULFlTJkiXTvC+liBo/frweffRRh/vy5ctn/3/OnDnt/y9VqpR++OEHrVu3Tr/88os++ugjffPNN1q4cKHD41LYbDaHYi1HjhypHmMYhmw2myIiIhQfH68GDRqoVq1aSkpKUp8+fbL2hiXVr19fY8eO1Z49e7Ry5Uo1bNgwy8u40Y3va8KECZo3b55atGihJk2aaPjw4fZdYm/ljTfeULNmzbR69Wr9/PPP6tChg0aPHm0vlgEA2RvH7AEAXEb+/PlVqFAhnTp1SiVLllTJkiVVvHhxjR8/Xn///Xeaz1m8eLF++ukn1alTR2PGjNHixYu1d+9e/f333ypTpoy2b9/u8Pj//ve/euSRR26Z5d9//9XWrVv1ySefqGfPnnruued08uRJSbc+q6XFYnEYFyxYUIGBgVqyZIl+//13+y6kd8PXX3+toUOHql+/fmrYsKH92Ma0Mt6Y69SpUxoxYoSKFSumrl276ssvv1Tz5s0djmcEAGRvFHsAAJfSqVMnTZw4UT/99JMOHDigt99+Wxs2bLAfo3ezCxcuaMyYMYqJidHhw4e1YMEC+fj4qFSpUmrXrp3++ecfjR8/Xvv379fixYv15Zdfqn379rfMkT9/fnl4eGjFihU6cuSIVq5cab/m3dWrVzN8ro+Pj44ePepwkpRGjRrps88+0zPPPHNXd5X08/PTzz//rEOHDum3335T//79083o4+OjU6dO6dChQ/L19dVPP/2kMWPG6MCBA9qxY4e2bdum8uXL37VsAABzUewBAFxK586d9cILL+jtt99W48aN9c8//+iTTz5xONnIjV588UU1b95cgwYNUv369bV69WpNnz5dvr6+KlKkiKZPn66YmBiFh4dr2rRpGjBggFq1anXLHEWKFNGIESM0e/ZsNWzYUNOnT9fQoUOVI0cO/fXXXxk+t0mTJjp48KAaN25s77DVqVNHhmHc8S6cNxs7dqz++ecfNWzYUAMGDFC9evVUuXJl+7F7N6pbt648PDzUqFEjXbhwQR9++KH27Nmjpk2bqlu3bgoKClLv3r3vaj4AgHksBldYBQDgnjty5Ijq16+vmJgY5c+f3+w4AID7ACdoAQDgHkpISNC6deu0YMEC1a1bl0IPAOA0dPYAALiHEhMTFRISoqJFi2rGjBnp7o4KAMDdRrEHAAAAAG6IE7QAAAAAgBui2AMAAAAAN0SxBwAAAABuiGIPAAAAANwQxR4AAAAAuCGKPQAAAABwQ/8Py6NxTtYTY24AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use boxplot to visualize the distribution of each personality trait\n",
    "\n",
    "sns.boxplot(data= data_sum);\n",
    "plt.xlabel('Personality Traits', fontsize=14);\n",
    "plt.ylabel ('Scores', fontsize=14);\n",
    "plt.title('Boxplot on Distribution of Pesonality Traits', fontsize=17);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 387,
   "metadata": {},
   "outputs": [],
   "source": [
    "# explore personality data for asia\n",
    "\n",
    "asia_list = ['IN','PH','MY','SG','CH','HK','VN','KR','LK','MM','TH','ID','KH']\n",
    "\n",
    "asia = []\n",
    "for i in asia_list:\n",
    "    x =data_sum[data_sum['country']== i]\n",
    "    asia.append(x)\n",
    "asia = pd.concat(asia)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize average personality trait score for asia\n",
    "\n",
    "fig=plt.gcf()\n",
    "fig.set_size_inches(15,20)\n",
    "\n",
    "traits = ['extraversion','emotional_stability','aggreableness','conscientiousness','openness']\n",
    "fig_number = [1,2,3,4,5]\n",
    "for i,j in zip(traits, fig_number):\n",
    "    \n",
    "    plt.subplot(3,2,j)\n",
    "    asia.groupby('country')[i].mean().sort_values().plot(kind='barh')\n",
    "    plt.xlabel(f'{i} score');\n",
    "    plt.ylabel('Frequency of score');\n",
    "    plt.title(f'{i} score by asian Countries', fontsize=15);\n",
    "    \n",
    "plt.tight_layout\n",
    "plt.show()\n",
    "\n",
    "#sns.kdeplot(data=asia, x='ext_sum', hue='country', palette='bright');\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 389,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a dataframe for developed countries\n",
    "\n",
    "dev_list = ['US','GB','AU','JP','CA','DE','IT','FR']\n",
    "\n",
    "dev = []\n",
    "for i in dev_list:\n",
    "    x =data_sum[data_sum['country']== i]\n",
    "    dev.append(x)\n",
    "dev = pd.concat(dev)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize average personality traits scores for developed countries\n",
    "\n",
    "fig=plt.gcf()\n",
    "fig.set_size_inches(15,20)\n",
    "\n",
    "traits = ['extraversion','emotional_stability','aggreableness','conscientiousness','openness']\n",
    "fig_number = [1,2,3,4,5]\n",
    "for i,j in zip(traits, fig_number):\n",
    "    \n",
    "    plt.subplot(3,2,j)\n",
    "    dev.groupby('country')[i].mean().sort_values().plot(kind='barh')\n",
    "    plt.xlabel(f'{i} score');\n",
    "    plt.ylabel('Frequency of score');\n",
    "    plt.title(f'{i} score by developed countries', fontsize=15);\n",
    "    \n",
    "plt.tight_layout\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 391,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compute optimum number of clusters for KMeans using Elbow Technique\n",
    "\n",
    "x = data_sample.loc[:,'EXT1':'OPN10']\n",
    "k = range(1,10)\n",
    "sse=[]\n",
    "for i in k:\n",
    "    km = KMeans(n_clusters=i, random_state=0).fit(x)\n",
    "    sse.append(km.inertia_)\n",
    "    \n",
    "plt.plot(k, sse);\n",
    "plt.xlabel('Number of K clusters');\n",
    "plt.ylabel('Sum of Squared Error');\n",
    "plt.title('Elbow Technique to determine K value');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 392,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = data_sample_analysis.loc[:,'EXT1':'OPN10']\n",
    "data_sample_analysis['clusters'] = KMeans(n_clusters=3, random_state=42).fit_predict(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 393,
   "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>EXT1</th>\n",
       "      <th>EXT2</th>\n",
       "      <th>EXT3</th>\n",
       "      <th>EXT4</th>\n",
       "      <th>EXT5</th>\n",
       "      <th>EXT6</th>\n",
       "      <th>EXT7</th>\n",
       "      <th>EXT8</th>\n",
       "      <th>EXT9</th>\n",
       "      <th>EXT10</th>\n",
       "      <th>...</th>\n",
       "      <th>OPN3</th>\n",
       "      <th>OPN4</th>\n",
       "      <th>OPN5</th>\n",
       "      <th>OPN6</th>\n",
       "      <th>OPN7</th>\n",
       "      <th>OPN8</th>\n",
       "      <th>OPN9</th>\n",
       "      <th>OPN10</th>\n",
       "      <th>country</th>\n",
       "      <th>clusters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>105220</th>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>US</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489562</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>AE</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191194</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272525</th>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>CA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342581</th>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>US</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324984</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>GB</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93775</th>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>US</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829623</th>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>US</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603880</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>US</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846391</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>GB</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 52 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        EXT1  EXT2  EXT3  EXT4  EXT5  EXT6  EXT7  EXT8  EXT9  EXT10  ...  \\\n",
       "105220   2.0   3.0   3.0   3.0   2.0   2.0   2.0   4.0   2.0    3.0  ...   \n",
       "489562   5.0   3.0   3.0   2.0   4.0   2.0   4.0   4.0   4.0    3.0  ...   \n",
       "191194   4.0   2.0   4.0   2.0   4.0   1.0   4.0   2.0   4.0    2.0  ...   \n",
       "272525   3.0   4.0   3.0   4.0   3.0   2.0   5.0   3.0   4.0    3.0  ...   \n",
       "342581   5.0   4.0   2.0   4.0   4.0   1.0   1.0   1.0   5.0    4.0  ...   \n",
       "...      ...   ...   ...   ...   ...   ...   ...   ...   ...    ...  ...   \n",
       "324984   3.0   1.0   4.0   2.0   3.0   2.0   3.0   5.0   1.0    4.0  ...   \n",
       "93775    3.0   4.0   4.0   4.0   2.0   4.0   1.0   4.0   4.0    4.0  ...   \n",
       "829623   4.0   3.0   3.0   4.0   2.0   2.0   3.0   5.0   3.0    4.0  ...   \n",
       "603880   3.0   2.0   3.0   2.0   4.0   2.0   2.0   3.0   5.0    4.0  ...   \n",
       "846391   3.0   2.0   5.0   4.0   4.0   2.0   4.0   5.0   3.0    3.0  ...   \n",
       "\n",
       "        OPN3  OPN4  OPN5  OPN6  OPN7  OPN8  OPN9  OPN10  country  clusters  \n",
       "105220   4.0   2.0   3.0   2.0   4.0   4.0   4.0    4.0       US         1  \n",
       "489562   4.0   2.0   4.0   2.0   3.0   2.0   4.0    4.0       AE         2  \n",
       "191194   5.0   3.0   3.0   1.0   5.0   4.0   4.0    3.0       NO         2  \n",
       "272525   4.0   2.0   3.0   2.0   4.0   3.0   5.0    3.0       CA         1  \n",
       "342581   4.0   2.0   4.0   2.0   5.0   3.0   5.0    5.0       US         1  \n",
       "...      ...   ...   ...   ...   ...   ...   ...    ...      ...       ...  \n",
       "324984   4.0   2.0   4.0   1.0   4.0   4.0   5.0    4.0       GB         2  \n",
       "93775    2.0   4.0   3.0   3.0   3.0   2.0   2.0    2.0       US         0  \n",
       "829623   1.0   3.0   3.0   4.0   4.0   4.0   5.0    2.0       US         0  \n",
       "603880   5.0   2.0   5.0   1.0   4.0   5.0   5.0    4.0       US         2  \n",
       "846391   2.0   3.0   3.0   4.0   3.0   1.0   4.0    2.0       GB         1  \n",
       "\n",
       "[10000 rows x 52 columns]"
      ]
     },
     "execution_count": 393,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_sample_analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 394,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot 3 pie charts for each cluster\n",
    "\n",
    "add_cluster_0 = []\n",
    "cluster_0_temp = data_sample_analysis.loc[data_sample_analysis['clusters']==0]\n",
    "n=0\n",
    "j=10\n",
    "for w in range(5):\n",
    "    q=cluster_0_temp.iloc[:,n:j].mode().mode().mean().mean()\n",
    "    add_cluster_0.append(q)\n",
    "    n+=10\n",
    "    j+=10\n",
    "x = np.array([add_cluster_0]).reshape(-1,)\n",
    "\n",
    "\n",
    "add_cluster_1 = []\n",
    "cluster_1_temp = data_sample_analysis.loc[data_sample_analysis['clusters']==1]\n",
    "n=0\n",
    "j=10\n",
    "for w in range(5):\n",
    "    a=cluster_1_temp.iloc[:,n:j].mode().mode().mean().mean()\n",
    "    #a = data_sample_analysis.iloc[1,n:j].mode().mode().mean()\n",
    "    add_cluster_1.append(a)\n",
    "    n+=10\n",
    "    j+=10\n",
    "y = np.array([add_cluster_1]).reshape(-1,)\n",
    "\n",
    "\n",
    "add_cluster_2 = []\n",
    "cluster_2_temp = data_sample_analysis.loc[data_sample_analysis['clusters']==2]\n",
    "n=0\n",
    "j=9\n",
    "for w in range(5):\n",
    "    s=cluster_1_temp.iloc[:,n:j].mode().mode().mean().mean()\n",
    "    #s = data_sample_analysis.iloc[2,n:j].mode().mode().mean()\n",
    "    add_cluster_2.append(s)\n",
    "    n+=10\n",
    "    j+=10\n",
    "z = np.array([add_cluster_2]).reshape(-1,)\n",
    "\n",
    "\n",
    "fig=plt.gcf()\n",
    "fig.set_size_inches(15,15)\n",
    "\n",
    "plot=1\n",
    "group = ['group 1', 'group 2', 'group 3']\n",
    "chart = [x,y,z]\n",
    "for g, c in zip(group, chart):\n",
    "    labels=['Extraversion','Emotional Stability','Agreeableness','Conscientiousness','Openness']\n",
    "    plt.subplot(2,2,plot)\n",
    "    plt.pie(c, autopct='%1.0f%%', labels=labels);\n",
    "    plt.title(f\"{g}\", fontsize=17)\n",
    "    plot+=1\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 395,
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute the sum of every personality trait and assign to new dataframe\n",
    "\n",
    "data_sample_analysis['extraversion']=data_sample_analysis.loc[:,'EXT1':'EXT10'].sum(axis=1)\n",
    "data_sample_analysis['emotional_stability']=data_sample_analysis.loc[:,'EST1':'EST10'].sum(axis=1)\n",
    "data_sample_analysis['aggreableness']=data_sample_analysis.loc[:,'AGR1':'AGR10'].sum(axis=1)\n",
    "data_sample_analysis['conscientiousness']=data_sample_analysis.loc[:,'CSN1':'CSN10'].sum(axis=1)\n",
    "data_sample_analysis['openness']=data_sample_analysis.loc[:,'OPN1':'OPN10'].sum(axis=1)\n",
    "\n",
    "data_sample_summary = data_sample_analysis.loc[:,'country':'openness']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 446,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot 3 boxplots according to the 3 clusters\n",
    "\n",
    "cluster_0 = data_sample_summary.loc[data_sample_summary['clusters']==0, 'extraversion':'openness']\n",
    "cluster_1 = data_sample_summary.loc[data_sample_summary['clusters']==1, 'extraversion':'openness']\n",
    "cluster_2 = data_sample_summary.loc[data_sample_summary['clusters']==2, 'extraversion':'openness']\n",
    "\n",
    "cluster_n = [cluster_0,cluster_1,cluster_2]\n",
    "group = ['Risk Adverse','High Risk', 'Optimistic']\n",
    "\n",
    "fig, axes = plt.subplots(1,3, figsize=(20,9), sharey=True);\n",
    "fig.suptitle('Comparison Between 3 Groups', fontsize=19);\n",
    "\n",
    "h=0\n",
    "for i, j in zip(cluster_n, group):\n",
    "    ax = sns.boxplot(ax=axes[h], data=i)\n",
    "    ax.set_xticklabels(ax.get_xticklabels(),rotation=90, fontsize=14);\n",
    "    ax.set_title(j, fontsize=15);\n",
    "    h+=1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 397,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cluster_0.hist();  # not so extroverted, but conscientious, innovative and adaptable, relatively stable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 416,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# comparing all the personal traits in clustor 0\n",
    "\n",
    "sns.barplot(data=cluster_0, ci=None);\n",
    "plt.title('An Innovative And Productive Team', fontsize=17);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 399,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cluster_1.hist(); # highly extravert, highly unstable, very conscientious, very innovative"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 415,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# comparing all the personal traits in clustor 1\n",
    "\n",
    "sns.barplot(data=cluster_1, ci=None);\n",
    "plt.title('A Highly Creative, Innovative And Outspoken Team', fontsize=17);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 401,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cluster_2.hist(); # highly unstable, less cohesive, less conscientious, not so extravert, but innovative"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 419,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# comparing all the personal traits in clustor 2\n",
    "\n",
    "sns.barplot(data=cluster_2, ci=None);\n",
    "plt.title('A Highly Creative Team With Esprit De Corps', fontsize=17);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# personality traits for Singapore\n",
    "\n",
    "asia.loc[asia['country']=='SG'].hist(); "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 411,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# a snapshot of Singaporean personality traits and comparison\n",
    "\n",
    "sns.barplot(data=asia.loc[asia['country']=='SG'], ci=None);\n",
    "plt.title('Personality Traits of Singaporeans', fontsize=17);"
   ]
  },
  {
   "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}