Suspicious_Scores_Analysis.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Analysis on suspicious scores**"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## *Loading Data*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "yearwork_scores = pd.read_excel('YearWork.xlsx')\n",
    "midterm_scores = pd.read_excel('Midterm_scores.xlsx')\n",
    "students = pd.read_excel('Students_list.xlsx')\n",
    "students = pd.merge(students, midterm_scores, on='ID')\n",
    "students = pd.merge(students, yearwork_scores, on='ID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "students['diff'] = students.TOT - students.MID\n",
    "students['bonus'] = students.NEW_TOT - students.TOT\n",
    "students['yw_diff'] = students.NEW_TOT - students.MID\n",
    "students = students.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MID</th>\n",
       "      <th>TOT</th>\n",
       "      <th>NEW_TOT</th>\n",
       "      <th>diff</th>\n",
       "      <th>bonus</th>\n",
       "      <th>yw_diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>231.000000</td>\n",
       "      <td>231.000000</td>\n",
       "      <td>231.000000</td>\n",
       "      <td>231.000000</td>\n",
       "      <td>231.000000</td>\n",
       "      <td>231.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>20.320346</td>\n",
       "      <td>25.580087</td>\n",
       "      <td>30.580087</td>\n",
       "      <td>5.259740</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>10.259740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.641165</td>\n",
       "      <td>6.641198</td>\n",
       "      <td>5.087183</td>\n",
       "      <td>7.396949</td>\n",
       "      <td>3.095579</td>\n",
       "      <td>4.943338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>-7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>18.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>-2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>22.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>24.000000</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>14.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>27.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>26.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              MID         TOT     NEW_TOT        diff       bonus     yw_diff\n",
       "count  231.000000  231.000000  231.000000  231.000000  231.000000  231.000000\n",
       "mean    20.320346   25.580087   30.580087    5.259740    5.000000   10.259740\n",
       "std      4.641165    6.641198    5.087183    7.396949    3.095579    4.943338\n",
       "min      1.000000    9.000000   14.000000   -7.000000    0.000000    1.000000\n",
       "25%     18.000000   20.000000   28.000000   -2.000000    2.000000    6.000000\n",
       "50%     22.000000   26.000000   30.000000    5.000000    5.000000    9.000000\n",
       "75%     24.000000   30.500000   34.000000   12.000000    8.000000   14.000000\n",
       "max     27.000000   40.000000   40.000000   25.000000   14.000000   26.000000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "students.drop('ID', axis=1).describe()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## *Distribution of Midterm Scores*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(20,9))\n",
    "bins = range(0,30,1)\n",
    "_ = plt.hist(students.MID, bins= bins)\n",
    "_ = plt.title(\"Distribution of Midterm Scores\", fontweight='bold', fontsize=14)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## *Distribution of Year Work Scores (Before Adding Bonus)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(20,9))\n",
    "bins = range(0,42,1)\n",
    "_ = plt.hist(students.TOT, bins= bins)\n",
    "_ = plt.suptitle(\"Distribution of Year Work Scores\", fontweight='bold', fontsize=14, y=0.93)\n",
    "_ = plt.title('Histogram of the year work scores before the final bonus was added')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Males vs Females*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "f_students = students[students.Sex == 'F']\n",
    "m_students = students[students.Sex == 'M']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_MvF_histogram(column):\n",
    "    _ = plt.hist(m_students[column], bins= bins, color='#293462', alpha= 0.65, density=True, label='Male Students')\n",
    "    _ = plt.hist(f_students[column], bins= bins, color='#C21010', alpha= 0.6, density=True, label='Female Students')\n",
    "\n",
    "    plt.axvline(m_students[column].mean(),\n",
    "            label = 'Average for male students ({:.2f})'.format(m_students[column].mean()),\n",
    "            color ='#293462',\n",
    "            linestyle = 'dashed',\n",
    "            linewidth = 1)\n",
    "\n",
    "    plt.axvline(f_students[column].mean(),\n",
    "            label = 'Average for female students ({:.2f})'.format(f_students[column].mean()),\n",
    "            color = '#C21010',\n",
    "            linestyle = 'dashed',\n",
    "            linewidth = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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++9VUBbdGHRWOH5U0bf453cbMZpnZu+HrzxUUoCVplAXfQnZ7Eev6u4LjV1vSvPC95i9FTPdXBefPkZIWh9+k9Y2CglV2CdtSnPzc9cP1fmZmtRQUfpea2ZLwnMw/17cqKLSUVVdJ70pab2YzzWyOthdFcxWcG1KwT35VUACcbcG3yX2noNWWJD2qoFNrU3A72mwF/cVJQQuq/PeQIpXj/Kyo7QYAVHEUhwAgRpxza0soDMk5976CYsByBZ2SzlNwW05Zlv03BR3FfqbgA/kxCm7xeFbSP0qY9SMFt5DNknSAgtuMflbwbWo9nXPfJE17o7Z/eGkTrkPOufcUfNharuAbk+ap6A+kjyq4xWO1gg9lnym4xanwtryk4DanjxQUnJopuLXnFUnDStiW4twerutXBQWS/P5WXlJw+1WdcNgGBf0GnRT2G1Ke5b8Rzt9UQeFkgYIP1omvfnfO/V3S+Qo60K6mYP8tVfAtRfnFnW4K9n01BYW7+Qr6Lrq0jFnOUlBkmiepoaQGCgodf1fQifHObnd20vP3w4JRvhkK+pD6RcExqxMOuzI8tyvUTpzzZVn2WgUtafIUHItfFRQryzLvJEmdFRRWt2j7V8S/paKvi3zfSrpTwXGqoeDY7KWglcrlzrlXk6YdJukDBYWglgr7wHHOfa+g2PilgmJTdQX7qHDGmQrOxYWSaiooAF1QxHTzFbRoHK3gPElTcE3mqOwtqZI9o+Db8tYrOF7tw4wTFPTDZgreg2oouE7OSeqTqyyeVnCOLlFw/h+roCj3vIKWT1vC7fpUQWE6v5+wYxWctznh+JUKirjPKzinjlXQsfs/FHTUn1+AK1YZz8+K2m4AQBVn5fvbEwAAAAAAAKmElkMAAAAAAAAxRnEIAAAAAAAgxigOAQAAAAAAxBjFIQAAAAAAgBijOAQAAAAAABBjFIcAVDlmlmNmV4XPLzKz9yp4+Y3MzJlZjWLGLzKz3xczrrOZfVmReaoaC/zTzNaa2eQyzpNtZvdWdraqKvmcTyVmdq+ZrTaz73xnKWx32ecl5YhyrVVgrt3ymg3fu4/2nCHyvjGzWmb2HzNbb2avVHS2Mqy/j5lNqqBlFTg/K/L3YynXxWAz+1dFrCeOStm3Jf59VMpyI88LYNegOARgB2HxY6WZ7ZM07Cozy/EYq0jOuReccyf6zpHPOTfROXdsadOl+B+vx0vqLqmBc65d4ZEV+eEDVZeZHSnpz5LSnHOH+M5TRZV4rVU1u1PByWOWcyUdLOkA51yvylzRLviwXuD8LOvvRwCAHxSHABSnuqQ/7exCwv8c8l6zC+0G/5VrKGmRc+5Hzzkqza46r3e366eC8xwpaY1zbmWEHL7P8d1Fyl9rMdRQ0nzn3JbyzrgbXhecnwBQhew2f3AC2O0MlXSzmdUtaqSZ/dbMpoRN36eY2W+TxuWY2X1m9omknyQdFf538lozW2BmG8zsHjP7jZl9amY/mNnLZrZnOH89M3vTzFaFzdHfNLMGxeRItEIxs7+Y2cakx2Yzyw7H7WdmI81shZl9G97OUj0cV93Mhllwe8vXkk4pw/7JNLNZ4fa/ZGZ7hcvKMrNlSfluCde3wcy+NLMTzKynpP+TdH6Yc2Y47WFmNtbMvjezhWZ2ddJyapnZs+H+mBtua/J6FoXrmiXpRzOrYWYDzeyrcN15ZnZWof32iZkNN7N1ZvZ1eEz7mNnSsOXYZcVtfHFZzexKSf+Q1DHctrsKzddM0hNJ49clja5nZm+FeT83s98kzdfUzN4P1/elmZ1XTK5eZjat0LCbzOyN8HnN8FgvMbP/mdkTZlYrHFfieVfUeV1oPZeb2X+SXi+wpNtCwv2aGT4v1/VTaD2HhufegGL2wQ7nXDi8upn9X9I5Mc3MjoiSp6TjYWYnh+fbhjDHzUVk/L2k9yUdFp4H2eHw081sTnhO5oTnS/48O5zjRSy3Ut5nwumvsODaW2tm48ysYQnTvmJm34X782Mza540LtvMHi3hXO9uZvPCeR+RZMWso8hrzcxONbPccB9+ambphfbhgPD8+dGC98SDzeydMMsHZlavLNtRRJ5i11toOrPgfWdleEy+MLMWZtZX0kWS8t/H/xNOX+A2MSvUoifcnhVmttzMrii0rpKu9ywzW2Zmfw6zrDCzy8NxxWUp8toqxoEWXCMbzGxC8vlixVw/4TG8U9t/N1xpZtXM7HYzWxzmfM7M9gunz2/5c6WZLZH0UTi8rOfqx+HPdeH6OiZlHBbO/42ZnZQ0vNjfpYX2/Q7np+34+3GRmd1sRf8urWfluD6LsFe4vA1mNt3MMpLW28yC95d1FrzfnJ40rtjr04poaWUFb3M/OjzW6y34e+KlooJZ8Lv8z+Hzw8NlXhe+/k14XlQrbR9Y8Pv66zDnN2Z2UTHra2dm/w23d4WZPWLh+2A4vtj3HCvl76OSzofS5gWwG3LO8eDBg0eBh6RFkn4v6d+S7g2HXSUpJ3y+v6S1ki6RVEPSBeHrA8LxOZKWSGoejt9DkpP0hqR9w+G/SPpQwQff/STlSbosnP8ASedI2ltSHUmvSBqTlC9H0lXh8z6SJhWxDUdIWi7ppPD165KelLSPpIMkTZb0h3DcNZLmhfPsL2l8mLdGCftnsqTDwunnSromHJclaVn4/FhJSyUdFr5uJOk34fPBkv5VaLkfS3pM0l6SMiWtkvS7cNwQSRMk1ZPUQNKs/PUkZcoNt6FWOKxXmLGapPMl/Sjp0KT9tkXS5Qpaid0bHrNHJdWUdKKkDZJqF7MPSspa5DFJmneH8ZKyJa2R1E7BOfOCpNHhuH3C/Xh5OK6VpNUKbkcqvOyakr6X1Cxp2AxJ54TPh0saGx63OpL+I+n+cpx3Bc7rQus+StK6cH8fJmlx0rlwlIJrpJqiXT85Cq7BxpLmS+pbzL4t6ZwbIOmLcBqTlBFuc3nz7FfS8ZC0QlLn8Hk9Sa2LyZqlgufwMQrO0e7hNv9F0kJJexZ3jhexzMp6nzkjzNIs3ObbJX1awjl+RbjMmpJGSMot47l+oILr7txwH/RXcJ1eVZZrKTwWKyW1V3BdXxbut5pJ+/AzBbctHR5OOz2cby8FxYVB5diOe8uy3kKZe0iaJqmugvOwmba/LyWWWeiYHl3MentK+p+kFgreJ15Mnl4lX+9Z4b69O9zXJysoftYrKotKuLaK2Mbs8Dh2Cffd/8s/Tirl/UyFfjeEx2ChgnO4toLfy88nZXCSnguXW0vlOFeT5q+RNKyPpM2Srg6P5R8V/C61cHyxv0vLcH5macffW8X9Li3z9VnEegeH25B/Hd0s6Zvw+R7h/vk/SXtK+l14rI4tw/VZ1P5K5JA0StJtCt7n95J0fAnvD/8Jn18o6StJLyWNe6O0fRDu/x+Sch8qqXkx6ztOUodwexqF+7lfWd5zVMrfRyWdD6XNy4MHj93v4T0ADx48dr+HtheHWkhaL6m+ChaHLpE0udA8/5XUJ3yeI+nuQuOdpE5Jr6dJuiXp9d8ljSgmT6aktUmvk/8Y66MdCw21kpev4IPQL0r6QKngA/D48PlHCv8gDV+fWNIfMOH+uTjp9d8kPRE+z9L2gsDRCj4w/V47FhIGq+AHgCMkbZVUJ2nY/ZKyw+dfS+qRNO4q7fhH9hWlHNdcSWck7bcFSeNahtt8cNKwNZIyi1hOaVl3OCaF5i/qmGVL+kfS65MlzQufny9pYqHpn1TSh9hC4x6XdF/4vLmCQkdNBR9Ef1TSBzpJHSV9U47z7u6ipk2aZqmk1pJ6S3pKwR/KTRV8EBy7E9dPjqQHw+N8QQnrL+mc+zL/+BcaXq48pR0PBYWkP0jat5R9lVXoHL5D0stJr6tJ+lZSVjnO8cp6n3lH0pWFsv0kqWFJecJp64a59ivDuX6ppM+SxpmkZSp7cehxSfcUcdy7Ju3Di5LGvSbp8aTXNyjpA3gZtuPesqy30PDfKShwdpBUrdC4xDILHdPiikPPSBqSNO6Y/OlVyvUenn8/q+AH/ZWSOhSVRSVcW0VsY7bCgkL4uraC98wjVPr1M1gFfzd8KOnapNfHKih85H/Qd5KOShpf5nNVxReHFia93juc5hCV8ru0DOdnlnb8vVXk79LyXJ9FTDtYBa+jagqL1uHjOyWdewqKOoPLcH0Wtb8SORQU6Z5S0MdSSefHb7T9nwVPKHi/zP+74VlJN5W2DxQUY9YpKB4VWSwvYf39JL0ePi/xPUcl/H1U2vlQ0rzlycuDB49d9+C2MgDFcs7NlvSmpIGFRuW3iki2WMF/ovMtLWKR/0t6/nMRr2tLkpntbWZPhs3of1DQSqVuUU3XizFS0pfOuQfC1w0V/EdsRdisep2CP8YPStqe5LyFt60oyd+u9FN+9mTOuYUK/ggbLGmlmY02s8OKWd5hkr53zm0olOPwpPHJGYvavwWGmdmltv02j3UKin0HJk1SeP/LOVfkMSln1qiK26cNJbXP345wWy5S8GGlKM9KutDMTEHh42Xn3C8Kipx7S5qWtJx3w+FlPe+K2u/JJij4ANQlfJ4jqWv4mBBOE/X6uUhBseTV4lZeyjl3hIL/UBdW3jylHY9zFHygWhzeYtFRZVMgh3NuW7je0vZLYZXxPtNQ0v9L2t7vFXyI2uGcD2+lGGLB7Xs/KPgALBW89oo71wtc5845p7Jtc3LOPxc6NkeEy81X1v1Tlu0oz3rzt+kjSY8oaKW40syeMrN9y7GNyUp67y7xeg+tcQX79inyvTzMXZ73c6ngcdyo4Jw5TOV/Pyt8fS7W9g/mO6xL5ThXS5A4P51zP4VPa6v036VRFHktVMDfAcn7f5uCgsdh4WNpOCxf4fe7Un+/F+MvCvb1ZAtuV7uiqImcc18pKFxmKihWvSlpuZkdq6TfFSXtAxf043S+gtY5Kyy4Da5pUeszs2PCW9K+C5fzV22/jkt7zynpGquMv60AeERxCEBpBiloXp78h9NyBX8UJDtSwQfXfG4n1vlnBf8dbe+c21fBB22pmL43kpnZQAX/Pb4yafBSBf/dOtA5Vzd87Oucy+8/Y4WCDzL5jtyJ7AU45150zh2vYH85SfkFq8L7Z7mk/c2sTqEc+ft0hYLbyfIl502sLv+JBX1MPC3pegW3B9WVNFtl2IdlUFrW0pT33FgqaULSsavrnKvtnPtjkQt37jNJvyr4o/tCSc+Ho1Yr+PDbPGk5+znn8v/wL8t5V1r2/OJQ5/D5BO1YHIp6/QwOt+HFkj4glXDOLVXwH+vCypunxOPhnJvinDtDwQeEMZJeLi5rSTnC4t4RJeTYWeV5n1mq4FaJ5G2u5Zz7tIhpL1Rwa8/vFdzK1qiE5RZW4L0oaR+U1VIFreaSc+7tnBtVjmXkK892lGu9zrmHnHPHSUpT8H6d339WUcf3JwVFnnzJRZSS3rtLu95Ls0OWEq6toiQfx9oKbqtZrnK+n2nH6/NIBbf9JBf1Cl+fZT1Xo7wXl/S7tCJF/jsglLz/qyn4/bk8fBxhBTvWL+vvr/yOtYs8H51z3znnrnbOHaagNdBjltRfViETFNzKtadz7tvw9WUKbsXNDacpcR8458Y557oruKVsnoLf+UV5PBzfJFzO/2n7fiztPaeka8zb31YAKgfFIQAlCv9b+pKkG5MGvy3pGDO70IKOj89X8Ef+mxW02joK/qhfZ2b7KyhQlcqCTjNvlHSWc+7npG1YIek9SX83s30t6OjxN2bWNZzkZUk3mlkDCzpjLdxSKhIzO9bMfmdmNSVtCrcp/7+V/5PUKP8PVOfcUkmfSrrfzPayoDPXKyXlf939y5JutaCDysMVFH1Kso+CP/xXhVkuV9ByaKeVIWtp/iepgSV1iFmKNxWcb5eY2R7ho60ldVZchOcUtE7Y7JybFObepuCP5+FmdpCU6Ay0RzhPpPOukAmSuiloZr9M0kQF/aIcoKDvIyn69bNZQT9S+0h6zor41rBSzrl/SLrHzJpYIN3MDoiQp9jjYWZ7mtlFZrafc26zgj4xthWznMJelnSKBZ2276Hgg9EvCs61ylCe4/2EguuvuZTohLW4rxmvoyD3GgUfIv9ajkxvSWpuZmdb0OntjSq+RUlRnpZ0jZm1D4/xPmZ2SqFCblmVZzvKvN7wXGkfHuMfFZynye+LRxWaJVdBS8DqFnTm3zVp3MuS+phZmpntraRjWIbrvTQFspRybRXlZDM7Pnyfu0fBrTtLVf73s1GS+ptZ47DI9FcF/dMU921m5TlXV4XbUHifF6kMv0sr0s6+Hx+XdB31U3AufybpcwUFx7+E+z5L0mmSRpe2QOfcKgVFpIvD8/EKJRXcLfhChPx/4qxV8Du4uHNkgoLf4/mdgueEryc557aGw4rdBxZ0JH+Gme0TbtvGEtZVR8F78UYLWhclFyJLe88p9u8jX39bAag8FIcAlMXdCj6QSpKcc2sknargw9saBU2pT3XOra6g9Y1Q0G/QagV/zL1bxvnOV3DLwFzb/o1lT4TjLlXQ+WSegj/aXlXw3zYp+AAxTtJMBZ2z/rsCtkEK+rkZomA7vlPQkuLWcFz+t1itMbPp4fMLFPx3frmCTh4HOec+CMfdraBZ/DeSPgjz/1Lcip1zeQr6V/mvgg85LSV9UhEbVYaspflI0hxJ35lZqedMePvaiQr68VmuYF8+oGD/Fud5BcWwwgWrWxR0RvqZBc3rP1Dwn1kp+nmXnHW+gj/SJ4avf1DQX9Qn+X/w78z145z7VdLZCm4peaaIAlFJ59yDCv5Yf0/BB4WRCopY5cpThuNxiaRF4f69RsEtM6Vyzn0p6WJJD4f5T5N0WrjNlWGEyni8nXOvK9jG0eF2zZZ0UjGTP6fg9olvFbzffFbWQOE+76XgGK6R1ETluG6dc1MVtPR8RMH73EIF/b5EUebtKOd691Xwnrs2XP4aBd+OKQXnZJoFt6iMCYf9ScG5sE7BuZQ/XM65dxQcx4/CdX5UaF0lXe+lKZylpGurKC8q+DD/vYIOgS8OM5f3/ewZBe9nHyt4/9+koG+oIpXnXHXBLWP3Sfok3M4OJWxPvpJ+l1akEdq59+M3FPxNsFbBe9LZzrnN4fvJaQr2yWoFX6xwqXNuXhmXe7WClm5rFPRpl1y8bivpczPbqKAj9D85574uZjkTFBRt8otDkxQUYT9OmmaEit8H1STdpOAc+l5B0bS41mc3K2gJuEHBtZf4FrUyvOeU9veRj7+tAFSS/G8eAABUIWb2R0m9nXOV8R/bKs+Cr6teqeCbshb4zgMAAADszmg5BABVgJkdamadwmbbxypo5fG671y7sT9KmkJhCAAAAChdDd8BAABlsqeCbwFprOD2itEKmsOjEDNbpKCzzTP9JgEAAACqBm4rAwAAAAAAiDFuKwMAAAAAAIgxikMAAAAAAAAxttv1OXTggQe6Ro0a+Y4BAACAFLRy1TodVL+u7xjl9ut332nPQw7xHQMAUIVNmzZttXOuflHjdrviUKNGjTR16lTfMQAAAJCCup50kya886DvGOX2ebNmas/fyACAnWBmi4sbx21lAAAAiI2qWBiSpPZz5/qOAABIYRSHAAAAEBuPPPWG7wiRLB4yxHcEAEAKozgEAACA2Hjs6bG+I0Sy5IEHfEcAAKSw3a7PIQAAAABAatu8ebOWLVumTZs2+Y4CpJy99tpLDRo00B577FHmeSgOAQAAAAB2qWXLlqlOnTpq1KiRzMx3HCBlOOe0Zs0aLVu2TI0bNy7zfNxWBgAAgNh45bk7fEeIJHP8eN8RgAq1adMmHXDAARSGgApmZjrggAPK3SqP4hAAAAAAYJejMARUjijXFsUhAAAAxEavS+/xHSGS3G7dfEcAUtKYMWNkZpo3b57vKKV65ZVX1KxZM3Xz9H6Qk5OjU089daeX89e//rXc8yxatEgtWrSIvM4RI0bop59+Kvc8zz33nCRpwIABatq0qdLT03XWWWdp3bp1BaZdsmSJateurWHDhhW5rA8//FCtW7dWZmamjj/+eC1cuDAxX7du3dSqVSulp6fr7bffliR98cUX6tOnT/k2cidRHAIAAAAAxNKoUaN0/PHHa9SoURWyvK1bt1bIcooycuRIPf300xpfxttMt2zZUmlZdkaU4tDOKm9xaMuWLXrmmWd04YUXSpK6d++u2bNna9asWTrmmGN0//33F5j+pptu0kknnVTs8v74xz/qhRdeUG5uri688ELde++9kqR7771X5513nmbMmKHRo0fr2muvlSS1bNlSy5Yt05IlS8q7qZFRHAIAAAAAxM7GjRs1adIkjRw5UqNHj5Ykvfvuu+rVq1dimuTWMu+99546duyo1q1bq1evXtq4caMkqVGjRrrlllvUunVrvfLKK3r66afVtm1bZWRk6JxzzkkUJb766it16NBBLVu21O23367atWsn1jN06FC1bdtW6enpGjRo0A5Z7777bk2aNElXXnmlBgwYoE2bNunyyy9Xy5Yt1apVq0TBKDs7W6effrp+97vf6YQTTiiwjEWLFqlp06bq06ePjjnmGF100UX64IMP1KlTJzVp0kSTJ0+WJE2ePFkdO3ZUq1at9Nvf/lZffvnlDnl+/PFHXXHFFWrXrp1atWqlN954Y4dpVqxYoS5duigzM1MtWrTQxIkTNXDgQP3888/KzMzURRddtEOLoGHDhmnw4MGSpGnTpikjI0MZGRl69NFHE9Ns3bpVAwYMSOyvJ598MnGssrKydO6556pp06a66KKL5JzTQw89pOXLl6tbt27q1q2btm7dqj59+qhFixZq2bKlhg8fvkP2jz76SK1bt1aNGsF3eJ144omJ5x06dNCyZcsS044ZM0aNGzdW8+bNd1hOPjPTDz/8IElav369DjvssBKHS9Jpp52WOC93CefcbvU47rjjHAAAAFAZHn5yjO8IkSy6/37fEYAKlZeX5zuC+9e//uWuuOIK55xzHTt2dFOnTnWbN292RxxxhNu4caNzzrlrrrnGPf/8827VqlWuc+fOieFDhgxxd911l3POuYYNG7oHHnggsdzVq1cnnt92223uoYcecs45d8opp7gXX3zROefc448/7vbZZx/nnHPjxo1zV199tdu2bZvbunWrO+WUU9yECRN2yNu1a1c3ZcoU55xzw4YNc5dffrlzzrm5c+e6I444wv3888/un//8pzv88MPdmjVrdpj/m2++cdWrV3ezZs1yW7duda1bt3aXX36527ZtmxszZow744wznHPOrV+/3m3evNk559z777/vzj77bOecc+PHj3ennHKKc865W2+91T3//PPOOefWrl3rmjRpktg3+YYNG+buvfde55xzW7ZscT/88INzziW2Oz9T8+bNE6+HDh3qBg0a5JxzrmXLlon9cPPNNyeme/LJJ90999zjnHNu06ZN7rjjjnNff/21Gz9+vNt3333d0qVL3datW12HDh3cxIkTE8do1apVzjnnpk6d6n7/+98n1rl27dod9tWdd96ZOG6FnXrqqYlt37Bhg+vQoYPbsGGDGzRokBs6dGiR83z88cdu//33d4cffrhr1qyZW79+vXPOueXLl7sWLVq4ww8/3NWtW9dNnTo1Mc+kSZPcqaeeWuTyyqKoa0zSVFdMLYaWQwAAAIiN6/ue4TtCJA0HDvQdAahUjzz1htLaXpl4zJm7SHPmLiow7JGngtYpXU+6KTHs3EvuliQNuu/ZAtOuXLW21HWOGjVKvXv3liT17t1bo0aNUo0aNdSzZ0/95z//0ZYtW/TWW2/pjDPO0Geffaa8vDx16tRJmZmZevbZZ7V48eLEss4///zE89mzZ6tz585q2bKlXnjhBc2ZM0eS9N///jfRKin/diUpaJH03nvvqVWrVmrdurXmzZunBQsWlJh90qRJuvjiiyVJTZs2VcOGDTV//nxJwS1Q+++/f5HzNW7cWC1btlS1atXUvHlznXDCCTIztWzZUosWLZIUtGDp1auXWrRoof79+yfyJ3vvvfc0ZMgQZWZmKisrS5s2bdrhFqi2bdvqn//8pwYPHqwvvvhCderUKXGbkq1bt07r1q1Tly5dJEmXXHJJgXU/99xzyszMVPv27bVmzZrE/mrXrp0aNGigatWqKTMzM7FNyY466ih9/fXXuuGGG/Tuu+9q33333WGaFStWqH79+jsMv++++1SjRg1ddNFFkqTBgwerf//+BVqBFWX48OF6++23tWzZMl1++eW66aabJAXnYJ8+fbRs2TK9/fbbuuSSS7Rt2zZJ0kEHHaTly5eXYW9VjBq7bE0AAACAZ11PukkT3nnQd4xy+7xZM7WfO9d3DKDSXN/3jCKLt3lTRu4wrKhr+K7bLtNdt11W5vV9//33+uijj/TFF1/IzLR161aZmYYOHarevXvrkUce0f777682bdqoTp06cs6pe/fuxfZNtM8++ySe9+nTR2PGjFFGRoays7OVk5NTYhbnnG699Vb94Q9/KHP+kiRnKaxmzZqJ59WqVUu8rlatWqKPojvuuEPdunXT66+/rkWLFikrK6vIzK+99pqOPfbYYtfVpUsXffzxx3rrrbfUp08f3XTTTbr00ksLTFOjRo1EMURSmb5+3Tmnhx9+WD169CgwPCcnp8D2Va9evch+l+rVq6eZM2dq3LhxeuKJJ/Tyyy/rmWeeKTBNrVq1dsiSnZ2tN998Ux9++GHi28A+//xzvfrqq/rLX/6idevWqVq1atprr710/fXXJ+ZbtWqVZs6cqfbt20sKCok9e/aUFPQj9e6770qSOnbsqE2bNmn16tU66KCDtGnTJtWqVavU/VFRaDkEAACA2Fi1er3vCJH8+t13viMAKeXVV1/VJZdcosWLF2vRokVaunSpGjdurIkTJ6pr166aPn26nn766UTLog4dOuiTTz5JfMvUjz/+mGipU9iGDRt06KGHavPmzXrhhRcSwzt06KDXXntNkgr0JdOjRw8988wziT6Mvv32W61cubLE/J07d04se/78+VqyZEmJhZryWL9+vQ4//HBJQUGkKD169NDDDz+s4E4lacaMGTtMs3jxYh188MG6+uqrddVVV2n69OmSpD322EObN2+WJB188MFauXKl1qxZo19++UVvvvmmJKlu3bqqW7euJk2aJEkF9mOPHj30+OOPJ5Yxf/58/fjjjyVuU506dbRhwwZJ0urVq7Vt2zadc845uvfeexO5kjVr1ixxrKWgL6q//e1vGjt2rPbee+/E8IkTJ2rRokVatGiR+vXrp//7v/8rUBiSgmLU+vXrE+fL+++/r2bNmkmSjjzySH344YeSpLlz52rTpk2JFkvz58/fqW9oKy+KQwAAAACAWBk1apTOOuusAsPOOeccjRo1StWrV9epp56qd955J9EZdf369ZWdna0LLrhA6enp6tixo+bNm1fksu+55x61b99enTp1UtOmTRPDR4wYoQcffFDp6elauHCh9ttvP0lBZ8cXXnihOnbsqJYtW+rcc89NFDKKc+2112rbtm1q2bKlzj//fGVnZxdoNbMz/vKXv+jWW29Vq1ativ3GszvuuEObN29Wenq6mjdvrjvuuGOHaXJycpSRkaFWrVrppZde0p/+9CdJUt++fZWenq6LLrpIe+yxh+688061a9dO3bt3L7C//vnPf+q6665TZmZmogglSVdddZXS0tLUunVrtWjRQn/4wx9K/Wa2vn37qmfPnurWrZu+/fZbZWVlKTMzUxdffPEO3zwmSSeddJI+/vjjxOvrr79eGzZsUPfu3ZWZmalrrrmm5J0o6eSTT9by5ctVo0YNPf300zrnnHOUkZGh559/XkOHDpUk/f3vf9fTTz+tjIwMXXDBBcrOzk60Sho/frxOOeWUUtdTUSx5J+8O2rRp46ZOneo7BgAAAFLQuZfcrVefv9N3jHKbkZWlVqXcmgJUJXPnzk20noiLn376SbVq1ZKZafTo0Ro1alSR3/KF3cNZZ52lv/3tb2rSpMkuX/cvv/yirl27atKkSYlvSSuvoq4xM5vmnGtT1PT0OQQAAIDYqIqFIUkUhoAUMG3aNF1//fVyzqlu3bo79HOD3cuQIUO0YsUKL8WhJUuWaMiQIZELQ1FwWxkAAABiY9B9z/qOEMmCfv18RwCwkzp37qyZM2dq1qxZ+vjjj3X00Uf7joQSHHvssYlvS9vVmjRpUmRH4JWJ4hAAAABi45UxH5c+0W7ou2erZlELAFA1UBwCAAAAAACIMYpDAAAAAAAAMUaH1AAAAKFd0a9LkxEjKn0dKF7O28N8R4ikXV6e7wgAgBRGyyEAAADExpy5i31HiGRjbq7vCEBKGjNmjMxM8+bN8x2lVK+88oqaNWumbt26RV7GQw89pGbNmumiiy6qwGQFDR48WMOG7VwhftGiRXrxxRfLPV92drauv/76SOtct26dHnvssXLPd+655+rrr7/WTz/9pFNOOUVNmzZV8+bNNXDgwALTvfzyy0pLS1Pz5s114YUX7rCcDRs2KDMzM/E48MAD1S/8p1V2drbq16+fGPePf/xDkrRq1Sr17Nmz/BtbBIpDAAAAiI3r/vyw7wiR5BXxQQLAzhs1apSOP/54jRo1qkKWt3Xr1gpZTlFGjhypp59+WuPHjy/T9Fu2bNlh2GOPPab3339fL7zwQkXHq1BRi0M7I0pxaM6cOdq6dauOOuooSdLNN9+sefPmacaMGfrkk0/0zjvvSJIWLFig+++/X5988onmzJmjEUW0Iq5Tp45yc3MTj4YNG+rss89OjD///PMT46666ipJUv369XXooYfqk08+ibjV21EcAgAAAADEzsaNGzVp0iSNHDlSo0ePliS9++676tWrV2KanJwcnXrqqZKk9957Tx07dlTr1q3Vq1cvbdy4UZLUqFEj3XLLLWrdurVeeeUVPf3002rbtq0yMjJ0zjnn6KeffpIkffXVV+rQoYNatmyp22+/XbVr106sZ+jQoWrbtq3S09M1aNCgHbLefffdmjRpkq688koNGDBAmzZt0uWXX66WLVuqVatWiYJRdna2Tj/9dP3ud7/TCSecUGAZ11xzjb7++muddNJJGj58uH788UddccUVateunVq1aqU33ngjsYwzzzxT3bt3V6NGjfTII4/owQcfVKtWrdShQwd9//33klTsdib76quv1LNnTx133HHq3LlzkS20JkyYkGgR06pVK23YsEEDBw7UxIkTlZmZqeHDh+/QIujUU09VTk6OJOmf//ynjjnmGLVr165AkWTVqlU655xz1LZtW7Vt2zYxbvDgwbriiiuUlZWlo446Sg899JAkaeDAgfrqq6+UmZmpAQMGaMWKFerSpYsyMzPVokULTZw4cYfsL7zwgs444wxJ0t57751o1bXnnnuqdevWWrZsWWJfXXfddapXr54k6aCDDtphWcnmz5+vlStXqnPnziVOJ0lnnnlmhRT7KA4BAAAAAGLnjTfeUM+ePXXMMcfogAMO0LRp0/T73/9en3/+uX788UdJ0ksvvaTevXtr9erVuvfee/XBBx9o+vTpatOmjR588MHEsg444ABNnz5dvXv31tlnn60pU6Zo5syZatasmUaOHClJ+tOf/qQ//elP+uKLL9SgQYPEvO+9954WLFigyZMnKzc3V9OmTdPHH39cIOudd96pNm3a6IUXXtDQoUP16KOPysz0xRdfaNSoUbrsssu0adMmSdL06dP16quvasKECQWW8cQTT+iwww7T+PHj1b9/f91333363e9+p8mTJ2v8+PEaMGBAYrtnz56tf//735oyZYpuu+027b333poxY4Y6duyo5557TpKK3c5kffv21cMPP6xp06Zp2LBhuvbaa3eYZtiwYXr00UeVm5uriRMnqlatWhoyZIg6d+6s3Nxc9e/fv9hjuGLFCg0aNEiffPKJJk2apLyk/tn+9Kc/qX///poyZYpee+21RGsbSZo3b57GjRunyZMn66677tLmzZs1ZMgQ/eY3v1Fubq6GDh2qF198UT169FBubq5mzpypzMzMHdb/ySef6Ljjjtth+Lp16/Sf//wnUaCbP3++5s+fr06dOqlDhw569913i90mSRo9erTOP/98mVli2Guvvab09HSde+65Wrp0aWJ4mzZtiixclRcdUgMAACA2Bt96qe8IkRw9fLjvCEClWjxkiJY88EDidWbYEiY3qX+dI2+5RQ0HDtTnzZrp1+++kyTVzshQq5wcLejXT989+2xi2nZ5eap56KElrnPUqFH605/+JEnq3bu3Ro0apeOOO049e/bUf/7zH5177rl666239Le//U0TJkxQXl6eOnXqJEn69ddf1bFjx8Syzj///MTz2bNn6/bbb9e6deu0ceNG9ejRQ5L03//+V2PGjJEkXXjhhbr55pslBcWh9957T61atZIUtGhasGCBunTpUmz2SZMm6YYbbpAkNW3aVA0bNtT8+fMlSd27d9f+++9f4rbnr3fs2LGJ/oE2bdqkJUuWSJK6deumOnXqqE6dOtpvv/102mmnSZJatmypWbNmlbid+TZu3KhPP/20QEusX375ZYccnTp10k033aSLLrpIZ599doHCWWk+//xzZWVlqX79+pKC45C/Hz744IMCxaIffvgh0drrlFNOUc2aNVWzZk0ddNBB+t///rfDstu2basrrrhCmzdv1plnnllkcWjFihWJdefbsmWLLrjgAt14442J2822bNmiBQsWKCcnR8uWLVOXLl30xRdfqG7dukVu1+jRo/X8888nXp922mm64IILVLNmTT355JO67LLL9NFHH0kKWiEtX768jHuseBSHAAAAEBvnnd3Vd4RIDu3Tx3cEoFI1HDhQDQt14CtJndeu3WFY+7lzdxjWZMSIcn0b5Pfff6+PPvpIX3zxhcxMW7dulZlp6NCh6t27tx555BHtv//+atOmjerUqSPnnLp3715s30T77LNP4nmfPn00ZswYZWRkKDs7O3H7U3Gcc7r11lv1hz/8ocz5S5KcpbT1vvbaazr22GMLDP/8889Vs2bNxOtq1aolXlerVi3Rl1Fp27lt2zbVrVtXuaV0qD9w4ECdcsopevvtt9WpUyeNGzduh2lq1Kihbdu2JV7nt5IqybZt2/TZZ59pr7322mFc8vZVr169yP6ZunTpoo8//lhvvfWW+vTpo5tuukmXXlrwHwy1atXaIUvfvn3VpEmTRGfSktSgQQO1b99ee+yxhxo3bqxjjjlGCxYsUNu2bXdY78yZM7Vly5YCLZIOOOCAxPOrrrpKf/nLXxKvN23apFq1apWwJ8qG28oAAAAQG2ltr/QdIZKJYT8VACrGq6++qksuuUSLFy/WokWLtHTpUjVu3FgTJ05U165dNX36dD399NPq3bu3JKlDhw765JNPtHDhQknSjz/+mGihUtiGDRt06KGHavPmzQX6gunQoYNee+01SUr0cSRJPXr00DPPPJNo1fLtt99q5cqVJebv3LlzYtnz58/XkiVLdijylKZHjx56+OGH5ZyTJM2YMaNc8xe3nfn23XdfNW7cWK+88oqkoBg1c+bMHab76quv1LJlS91yyy1q27at5s2bpzp16mjDhg2JaRo1aqTc3Fxt27ZNS5cu1eTJkyVJ7du314QJE7RmzRpt3rw5sS5JOvHEE/Xww9u/hKC0IlXhdS5evFgHH3ywrr76al111VWaPn36DvM0a9YscU5I0u23367169fv0OH0mWeemSierV69WvPnz0+0Kips1KhRuuCCCwoMW7FiReL52LFj1axZs8Tr+fPnq0WLFiVuW1lQHAIAAAAAxMqoUaN01llnFRh2zjnnaNSoUapevbpOPfVUvfPOO4nOqOvXr6/s7GxdcMEFSk9PV8eOHYvsXFmS7rnnHrVv316dOnVS06ZNE8NHjBihBx98UOnp6Vq4cKH2228/SUER48ILL1THjh3VsmVLnXvuuQWKFEW59tprtW3bNrVs2VLnn3++srOzC7SGKYs77rhDmzdvVnp6upo3b6477rijXPMXt53JXnjhBY0cOVIZGRlq3rx5otPrZCNGjFCLFi2Unp6uPfbYQyeddJLS09NVvXp1ZWRkaPjw4erUqZMaN26stLQ03XjjjWrdurUk6dBDD9XgwYPVsWNHderUqUDR5KGHHtLUqVOVnp6utLQ0PfHEEyVuzwEHHKBOnTqpRYsWGjBggHJycpSRkaFWrVrppZdeStyCmOyUU05JFH2WLVum++67T3l5eWrdunWBr5zv0aOHDjjgAKWlpalbt24aOnRoojVQ4dvVXn755R2KQw899JCaN2+ujIwMPfTQQ8rOzk6MGz9+vE455ZQSt60sLL9KuLto06aNmzp1qu8YAAAghhYkNQGvLOW57QEVL63tlcqbsmOnqbu7ifXqFXl7DVBVzZ07t8AH+Tj46aefVKtWLZmZRo8erVGjRhVZLEHV8fPPP6tbt2765JNPVL16dS8ZunTpojfeeCPxTWj5irrGzGyac65NUcuhzyEAAADERtbxGb4jRLJ/oY5eAVQ906ZN0/XXXy/nnOrWratnnnnGdyTspFq1aumuu+7St99+qyOPPHKXr3/VqlW66aabdigMRUFxCAAAALHx2PAbfUeIpHlS/yQAqqbOnTsX2ecOqrbC39K2K9WvX19nnnlmhSyLPocAAAAQG9f2f8h3hEjmhJ3iAgBQGSgOAQAAIDZyJlXN/9p/X8RXOwMAUFEoDgEAAAAAAMQYxSEAAAAAAIAYozgEAACA2KiKX2Mvia+xByqBmeniiy9OvN6yZYvq16+vU089tcT5cnJySp0m2bZt23TjjTeqRYsWatmypdq2batvvvlGkvTXv/613LkXLVqkFi1alHu+fCNGjNBPP/0UeX6kJr6tDAAAALHx8r8n6Lyzu/qOUW4rsrN1aJ8+vmMAlWbA7U9V6PKG3tu31Gn22WcfzZ49Wz///LNq1aql999/X4cffniF5pCkl156ScuXL9esWbNUrVo1LVu2TPvss4+koDj0f//3fxW+zpKMGDFCF198sfbee+9dul7s3mg5BAAAgNgYfP9zviNEsrB/f98RgJR08skn66233pIkjRo1ShdccEFi3OTJk9WxY0e1atVKv/3tb/Xll1/uMP+PP/6oK664Qu3atVOrVq30xhtv7DDNihUrdOihh6pateDjd4MGDVSvXj0NHDhQP//8szIzM3XRRRft0CJo2LBhGjx4sCRp2rRpysjIUEZGhh599NHENFu3btWAAQPUtm1bpaen68knn5QUtG7KysrSueeeq6ZNm+qiiy6Sc04PPfSQli9frm7duqlbt27aunWr+vTpk2jVNHz48J3fqaiSKA4BAAAAAGKpd+/eGj16tDZt2qRZs2apffv2iXFNmzbVxIkTNWPGDN19991FtvC577779Lvf/U6TJ0/W+PHjNWDAAP34448FpjnvvPP0n//8R5mZmfrzn/+sGTNmSJKGDBmiWrVqKTc3Vy+88EKJOS+//HI9/PDDmjmz4Dcujhw5Uvvtt5+mTJmiKVOm6Omnn07csjZjxgyNGDFCeXl5+vrrr/XJJ5/oxhtv1GGHHabx48dr/Pjxys3N1bfffqvZs2friy++0OWXXx5pP6LqozgEAAAAAIil9PR0LVq0SKNGjdLJJ59cYNz69evVq1cvtWjRQv3799ecOXN2mP+9997TkCFDlJmZqaysLG3atElLliwpME2DBg305Zdf6v7771e1atV0wgkn6MMPPyxzxnXr1mndunXq0qWLJOmSSy4psP7nnntOmZmZat++vdasWaMFCxZIktq1a6cGDRqoWrVqyszM1KJFi3ZY9lFHHaWvv/5aN9xwg959913tu+++Zc6F1EKfQwAAAIiNR/9+g+8IkaS9+KLvCEDKOv3003XzzTcrJydHa9asSQy/44471K1bN73++utatGiRsrKydpjXOafXXntNxx57bInrqFmzpk466SSddNJJOvjggzVmzBidcMIJBaapUaOGtm3blni9adOmUrM75/Twww+rR48eBYbn5OSoZs2aidfVq1fXli1bdpi/Xr16mjlzpsaNG6cnnnhCL7/8sp555plS14vUQ8shAAAAxEbzZg19R4ikdmam7whAyrriiis0aNAgtWzZssDw9evXJzqozs7OLnLeHj166OGHH5ZzTpISt4wlmz59upYvXy4p+OayWbNmqWHD4L1ojz320ObNmyVJBx98sFauXKk1a9bol19+0ZtvvilJqlu3rurWratJkyZJUoFb0Hr06KHHH388sYz58+fvcFtbYXXq1NGGDRskSatXr9a2bdt0zjnn6N5779X06dNLnBepi+IQAAAAYiPr5Jt9R4hkclqa7whAymrQoIFuvPHGHYb/5S9/0a233qpWrVoV2epGCloXbd68Wenp6WrevLnuuOOOHaZZuXKlTjvtNLVo0ULp6emqUaOGrr/+eklS3759lZ6erosuukh77LGH7rzzTrVr107du3dX06ZNE8v45z//qeuuu06ZmZmJQpQkXXXVVUpLS1Pr1q3VokUL/eEPfyg2a76+ffuqZ8+e6tatm7799ltlZWUpMzNTF198se6///4y7TOkHks+sXYHbdq0cVOnTvUdAwAAxNCCfv0qfR1NRoyo9HWgeGltr1TelJG+Y5TbxHr11HntWt8xgAozd+5cNWvWzHcMIGUVdY2Z2TTnXJuipqflEAAAAAAAQIxRHAIAAEBs9Dqzi+8IkRxy2WW+IwAAUhjFIQAAAMTGXbdVzSILtyMCACoTxSEAAADExrmX3O07QiQzivgKbQAAKgrFIQAAAMRG3rzFviNEsnHmTN8RAAApjOIQAAAAAABAjFEcAgAAQGzUP3A/3xEi2fOQQ3xHAFJO9erVlZmZmXgsWrSo0tbVqFEjrV69uszTv/nmm2rVqpUyMjKUlpamJ598UpI0ZswY5eXllXv9WVlZmjp1arnnk6ScnBx9+umnkeZF1VHDdwAAAABgV5nwzoO+I0TSfu5c3xGASrWgX78KXV5ZOnGvVauWcnNzK3S9FWHz5s3q27evJk+erAYNGuiXX35JFK7GjBmjU089VWlpabssT05OjmrXrq3f/va3u2yd2PVoOQQAAIDYeOSpN3xHiGTxkCG+IwCxMG3aNHXt2lXHHXecevTooRUrVkgKWt70799fbdq0UbNmzTRlyhSdffbZatKkiW6//fbE/GeeeaaOO+44NW/eXE899VSR6/jXv/6ldu3aKTMzU3/4wx+0devWAuM3bNigLVu26IADDpAk1axZU8cee6w+/fRTjR07VgMGDFBmZqa++uqrAi2CVq9erUaNGkmSfv75Z/Xu3VvNmjXTWWedpZ9//jmx/Pfee08dO3ZU69at1atXL23cuFFS0Lpp0KBBat26tVq2bKl58+Zp0aJFeuKJJzR8+HBlZmZq4sSJeuWVV9SiRQtlZGSoS5cuFbPj4R3FIQAAAMTGY0+P9R0hkiUPPOA7ApByfv7558QtZWeddZY2b96sG264Qa+++qqmTZumK664Qrfddlti+j333FNTp07VNddcozPOOEOPPvqoZs+erezsbK1Zs0aS9Mwzz2jatGmaOnWqHnroocTwfHPnztVLL72kTz75RLm5uapevbpeeOGFAtPsv//+Ov3009WwYUNdcMEFeuGFF7Rt2zb99re/1emnn66hQ4cqNzdXv/nNb4rdtscff1x777235s6dq7vuukvTpk2TFBSQ7r33Xn3wwQeaPn262rRpowcf3N6i8sADD9T06dP1xz/+UcOGDVOjRo10zTXXqH///srNzVXnzp119913a9y4cZo5c6bGjq2a76nYEbeVAQAAAABip/BtZbNnz9bs2bPVvXt3SdLWrVt16KGHJsaffvrpkqSWLVuqefPmiXFHHXWUli5dqgMOOEAPPfSQXn/9dUnS0qVLtWDBgkQLIEn68MMPNW3aNLVt21ZSUKA66KCDdsj2j3/8Q1988YU++OADDRs2TO+//76ys7PLvG0ff/yxbrzxRklSenq60tPTJUmfffaZ8vLy1KlTJ0nSr7/+qo4dOybmO/vssyVJxx13nP79738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      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(20,9))\n",
    "bins = range(0,42,1)\n",
    "\n",
    "draw_MvF_histogram('TOT')\n",
    "\n",
    "_ = plt.legend()\n",
    "_ = plt.suptitle(\"Male Students' Scores vs. Female Students' Scores\", fontweight='bold', fontsize=14, y=0.93)\n",
    "_ = plt.title('Normalized histogram of the year work scores for male and female students before the final bonus was added')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## *Midterm scores vs Year work scores*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "mid_tot = students.groupby(['MID', 'TOT', 'Sex']).count()\n",
    "mid_tot = mid_tot.reset_index().rename(columns={'ID':'Number of students'})\n",
    "mid_tot.drop(['Name', 'diff'], axis=1, inplace=True)\n",
    "corr = np.corrcoef(students.MID, students.TOT)\n",
    "corr = corr[0][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1656x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(23,12))\n",
    "_ = sns.scatterplot(data= mid_tot, x='MID', y='TOT', size='Number of students', hue='Sex', sizes=(40,450))\n",
    "plt.xlabel('Midterm Scores')\n",
    "plt.ylabel('Year Work Scores (Before Adding Final Bonus)')\n",
    "_ = plt.suptitle(\"Midterm Scores vs Year Work Scores (Before Bonus)\", fontweight='bold', fontsize=14, x=0.51105, y=0.92)\n",
    "_ = plt.title(\"Pearson's correlation coefficient = {:.3f}\".format(corr))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## *Distribution of The Difference Between Year Work Scores & Midterm Scores*"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Difference between Year Work Scores & Midterm Scores*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of people who have their midterm score as their year work score OR LESS = 35.06% of the class\n"
     ]
    }
   ],
   "source": [
    "zeroOrLess = students.query('diff <= 0')\n",
    "print('Number of people who have their midterm score as their year work score OR LESS = {:.2f}% of the class'.format(len(zeroOrLess) * 100 / len(students)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean: 5.260\n",
      "Median: 5\n",
      "Max: 25\n",
      "Min: -7\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(20,9))\n",
    "bins = range(-10,30, 1)\n",
    "_ = plt.hist(students['diff'], bins= bins)\n",
    "_ = plt.title(\"Distribution of The Difference Between Year Work Scores & Midterm Scores Before The Final Bonus Was Added\", fontweight='bold', fontsize=14)\n",
    "\n",
    "print(\"Mean: {:.3f}\".format(np.mean(students['diff'])))\n",
    "print(\"Median: \" + str(int(np.median(students['diff']))))\n",
    "print(\"Max: \" + str(int(np.max(students['diff']))))\n",
    "print(\"Min: \" + str(int(np.min(students['diff']))))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Males vs Females*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EAAAAsDDJIQAAAICFSQ4BAAAALExyCAAAAGBhkkMAAAAAC/sDz9y/MPlVB1IAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(20,9))\n",
    "bins = range(-10,30, 1)\n",
    "\n",
    "draw_MvF_histogram('diff')\n",
    "\n",
    "_ = plt.legend()\n",
    "_ = plt.suptitle(\"Difference of Year Work Scores & Midterm Scores for Male Students and Female Students\", fontweight='bold', fontsize=14, x=0.51305, y=0.93)\n",
    "_ = plt.title('Normalized histogram of the difference between year work scores & midterm scores before the final bonus was added for male and female students')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## *Difference in scores VS Midterm scores*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "diff_count = students.groupby(['diff','MID']).count()\n",
    "diff_count = diff_count.reset_index()\n",
    "diff_count.rename(columns={'ID':'Number of students'}, inplace=True)\n",
    "diff_count = diff_count.drop(['Sex', 'Name', 'TOT'], axis=1)\n",
    "corr = np.corrcoef(students['diff'], students['MID'])\n",
    "corr = corr[0][1]\n",
    "\n",
    "merg = pd.merge(diff_count, students, on=['diff', 'MID']).drop(['Name','TOT'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1656x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(23,12))\n",
    "_ = sns.scatterplot(data= merg, x='MID', y='diff', size='Number of students', hue='Sex', sizes=(40,450))\n",
    "plt.xlabel('Midterm Scores')\n",
    "plt.ylabel('Difference between old year work scores and midterm scores')\n",
    "_ = plt.suptitle(\"Midterm Scores vs Difference Between Year Work Scores (Before Bonus) and Midterm Scores\", fontweight='bold', fontsize=14, x=0.51105, y=0.92)\n",
    "_ = plt.title(\"Pearson's correlation coefficient = {:.3f}\".format(corr))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## *Distribution of The Bonus*"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Distribution of the bonus*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean: 5.000\n",
      "Max: 14\n",
      "Min: 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(20,9))\n",
    "bonus = students['bonus']\n",
    "bins = range(0,16, 1)\n",
    "_ = plt.hist(bonus, bins= bins)\n",
    "_ = plt.title('Distibution of the bonus added to the year work', fontweight= 'bold', fontsize= 14)\n",
    "\n",
    "print(\"Mean: {:.3f}\".format(np.mean(bonus)))\n",
    "print(\"Max: \" + str(int(np.max(bonus))))\n",
    "print(\"Min: \" + str(int(np.min(bonus))))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Males vs Females*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(20,9))\n",
    "bins = range(0,15, 1)\n",
    "\n",
    "draw_MvF_histogram('bonus')\n",
    "\n",
    "_ = plt.suptitle(\"Added Bonus For Male & Female Students\", fontweight='bold', fontsize=14, x=0.51105, y=0.93)\n",
    "_ = plt.title('Normalized histogram of the bonus added to the year work for male & female students')\n",
    "_ = plt.legend()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Distribution of the total bonus added to midterm*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean: 10.260\n",
      "Max: 26\n",
      "Min: 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(20,9))\n",
    "bonus = students['yw_diff']\n",
    "bins = range(0,30, 1)\n",
    "_ = plt.hist(bonus, bins= bins)\n",
    "plt.title('Distribution of Difference Between Final Year Work Scores (After Adding Bonus) & Midterm Scores', fontweight= 'bold', fontsize= 14)\n",
    "\n",
    "print(\"Mean: {:.3f}\".format(np.mean(bonus)))\n",
    "print(\"Max: \" + str(int(np.max(bonus))))\n",
    "print(\"Min: \" + str(int(np.min(bonus))))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Males vs Females*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(20,9))\n",
    "bins = range(0,30, 1)\n",
    "\n",
    "draw_MvF_histogram('yw_diff')\n",
    "\n",
    "plt.suptitle('Distribution of Difference Between Final Year Work Scores (After Adding Bonus) & Midterm Scores', fontweight= 'bold', fontsize= 14, y= 0.932)\n",
    "plt.title('Normalized histogram of the bonus added to the year work for male and female students')\n",
    "\n",
    "_ = plt.legend()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## *Distribution of Final Year Work Scores (After Adding Bonus)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(20,9))\n",
    "bins = range(0,42,1)\n",
    "_ = plt.hist(students.NEW_TOT, bins= bins)\n",
    "_ = plt.suptitle(\"Distribution of New Year Work Scores\", fontweight='bold', fontsize=14, y=0.93)\n",
    "_ = plt.title('Histogram of the year work scores after the final bonus was added')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Males vs. Females*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(20,9))\n",
    "bins = range(0,42,1)\n",
    "\n",
    "draw_MvF_histogram('NEW_TOT')\n",
    "\n",
    "_ = plt.legend(loc= 'upper left')\n",
    "_ = plt.suptitle(\"Male Students' Scores vs. Female Students' Scores\", fontweight='bold', fontsize=14, y=0.93)\n",
    "_ = plt.title('Normalized histogram of the new year work scores for male and female students After the final bonus was added')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## *Final Year Work Scores Before & After Adding Bonus*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_pie(column_name, colors, pctdist, labeldist, radius = 1, width = 1):\n",
    "    # Divide the students into sectors\n",
    "    # (0 -> 10) , (10 -> 20) , (20 -> 30) , (30 -> 40)\n",
    "    \n",
    "    students_sectors = []\n",
    "    for score_limit in range(0,40,10):\n",
    "        sector_count = len(students[(students[column_name] > score_limit) & (students[column_name] <= (score_limit + 10))])\n",
    "        students_sectors.append(sector_count)\n",
    "\n",
    "    labels = [\"{} Students\\n{:.2f}%\".format(students_sectors[0], (students_sectors[0] * 100 / len(students))),\n",
    "             \"{} Students\\n{:.2f}%\".format(students_sectors[1], (students_sectors[1] * 100 / len(students))),\n",
    "             \"{} Students\\n{:.2f}%\".format(students_sectors[2], (students_sectors[2] * 100 / len(students))),\n",
    "             \"{} Students\\n{:.2f}%\".format(students_sectors[3], (students_sectors[3] * 100 / len(students)))]\n",
    "    \n",
    "    if(column_name == 'NEW_TOT'): labels[0] += \"\\n\\n\\n\\n\\n\\n\"\n",
    "\n",
    "    plt.pie(students_sectors,\n",
    "            startangle= 90,\n",
    "            labels= labels,\n",
    "            colors= colors,\n",
    "            radius= radius,\n",
    "            wedgeprops= dict(width = width, edgecolor= 'w'),\n",
    "            textprops= dict(fontsize = 12, multialignment = 'center', ha= 'center'),\n",
    "            pctdistance= pctdist,\n",
    "            labeldistance= labeldist)\n",
    "    \n",
    "    if(column_name == 'TOT'):\n",
    "        plt.legend(loc= 8, bbox_to_anchor= (1.78,0.432),\n",
    "                   title= 'Sections',\n",
    "                   labels= ['Students who scored between 0 and 10',\n",
    "                            'Students who scored between 10 and 20',\n",
    "                            'Students who scored between 20 and 30',\n",
    "                            'Students who scored between 30 and 40'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 518.4x518.4 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax= plt.subplots(figsize=(7.2,7.2))\n",
    "\n",
    "light_shades = ['#4ebf37', '#be6b66', '#58b5b1', '#f7c951']\n",
    "dark_shades = ['#258712', '#a22c24', '#10958f', '#f3b207']\n",
    "draw_pie('NEW_TOT', dark_shades, 2, 0.79, 2.35, 2.5)\n",
    "draw_pie('TOT', light_shades, 2,  0.55, 1.35, 1.35)\n",
    "_ = plt.title(\"Effect of the added bonus of class' scores\", fontweight= 'bold', fontsize= 16, y= 1.47)\n",
    "plt.rcParams['patch.linewidth'] = 1.9"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## *Final Year Work Analysis*"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Setting the data to be visualized*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "mid_bonus = (students.groupby(['MID','bonus'])\n",
    ".count()\n",
    ".reset_index()\n",
    ".drop(['Name','TOT','NEW_TOT','diff','yw_diff'], axis=1))\n",
    "\n",
    "mid_bonus.rename(columns={'ID':'Number of students'}, inplace=True)\n",
    "mid_b_mean = students.groupby(['MID']).mean()['bonus'].reset_index()\n",
    "\n",
    "diff_bonus = (students.groupby(['diff','bonus'])\n",
    ".count()\n",
    ".reset_index()\n",
    ".drop(['Name','TOT','NEW_TOT','MID','yw_diff'], axis=1))\n",
    "\n",
    "diff_bonus.rename(columns={'ID':'Number of students'}, inplace=True)\n",
    "diff_b_mean = students.groupby(['diff']).mean()['bonus'].reset_index()\n",
    "\n",
    "TOT_bonus = (students.groupby(['TOT','bonus'])\n",
    ".count()\n",
    ".reset_index()\n",
    ".drop(['Name','diff','NEW_TOT','MID','yw_diff'], axis=1))\n",
    "\n",
    "TOT_bonus.rename(columns={'ID':'Number of students'}, inplace=True)\n",
    "TOT_b_mean = students.groupby(['TOT']).mean()['bonus'].reset_index()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Old Year Work vs Bonus*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1656x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = np.corrcoef(TOT_bonus.TOT, TOT_bonus.bonus)\n",
    "corr = corr[0][1]\n",
    "\n",
    "figure = plt.figure(figsize=(23,12))\n",
    "_ = sns.scatterplot(data= TOT_bonus, x='TOT', y='bonus', size='Number of students', sizes=(40,750))\n",
    "_ = sns.lineplot(data= TOT_b_mean, x='TOT', y='bonus', color='black', alpha=0.3)\n",
    "plt.xlabel('Year Work Scores')\n",
    "plt.ylabel('Added Bonus')\n",
    "_ = plt.suptitle(\"Year Work Scores (Before Bonus) vs Added Bonus\", fontweight='bold', fontsize=14, x=0.51105, y=0.92)\n",
    "_ = plt.title(\"Pearson's correlation coefficient = {:.3f}\".format(corr))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Midterm scores vs bonus*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1656x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = np.corrcoef(mid_bonus.MID, mid_bonus.bonus)\n",
    "corr = corr[0][1]\n",
    "\n",
    "figure = plt.figure(figsize=(23,12))\n",
    "_ = sns.scatterplot(data= mid_bonus, x='MID', y='bonus', size='Number of students', sizes=(40,750))\n",
    "_ = sns.lineplot(data= mid_b_mean, x='MID', y='bonus', color='black', alpha=0.3)\n",
    "plt.xlabel('Midterm Scores')\n",
    "plt.ylabel('Added Bonus')\n",
    "_ = plt.suptitle(\"Midterm Scores vs Added Bonus\", fontweight='bold', fontsize=14, x=0.51105, y=0.92)\n",
    "_ = plt.title(\"Pearson's correlation coefficient = {:.3f}\".format(corr))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Difference in Year Work & Midterm scores vs Bonus*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1656x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = np.corrcoef(diff_bonus['diff'], diff_bonus.bonus)\n",
    "corr = corr[0][1]\n",
    "\n",
    "figure = plt.figure(figsize=(23,12))\n",
    "_ = sns.scatterplot(data= diff_bonus, x='diff', y='bonus', size='Number of students', sizes=(40,750))\n",
    "_ = sns.lineplot(data= diff_b_mean, x='diff', y='bonus', color='black', alpha=0.3)\n",
    "plt.xlabel('Difference between year work score (before bonus) and midterm scores')\n",
    "plt.ylabel('Added Bonus')\n",
    "_ = plt.suptitle(\"Difference of Year Work Scores (Before Bonus) and Midterm Scores vs Added Bonus\", fontweight='bold', fontsize=14, x=0.51105, y=0.92)\n",
    "_ = plt.title(\"Pearson's correlation coefficient = {:.3f}\".format(corr))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## *Ideal Situation*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    231.000000\n",
       "mean      30.320346\n",
       "std        4.641165\n",
       "min       11.000000\n",
       "25%       28.000000\n",
       "50%       32.000000\n",
       "75%       34.000000\n",
       "max       37.000000\n",
       "Name: MID, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ideal = students['MID'] + 10\n",
    "ideal.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage of unsatisfied students = 50.216%\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "count    231.000000\n",
       "mean      -0.259740\n",
       "std        4.943338\n",
       "min      -16.000000\n",
       "25%       -4.000000\n",
       "50%        1.000000\n",
       "75%        4.000000\n",
       "max        9.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "difs = ideal - students['NEW_TOT']\n",
    "print('Percentage of unsatisfied students after adding bonus = {:.3f}%'.format(len(difs[difs > 0]) / len(students) * 100))\n",
    "difs.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage of unsatisfied students before adding bonus = 66.234%\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "count    231.000000\n",
       "mean       4.740260\n",
       "std        7.396949\n",
       "min      -15.000000\n",
       "25%       -2.000000\n",
       "50%        5.000000\n",
       "75%       12.000000\n",
       "max       17.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "difs_tot = ideal - students['TOT']\n",
    "print('Percentage of unsatisfied students before adding bonus = {:.3f}%'.format(len(difs_tot[difs_tot > 0]) / len(students) * 100))\n",
    "difs_tot.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from  matplotlib.colors import LinearSegmentedColormap\n",
    "import matplotlib.patches as mpatches\n",
    "\n",
    "green_patch = mpatches.Patch(color='#1a8c1b', label='Satisfied')\n",
    "red_patch = mpatches.Patch(color='#da0e0f', label='Unsatisfied')\n",
    "\n",
    "c = [\"darkred\",\"red\",\"lightcoral\",\"white\", \"palegreen\",\"green\",\"darkgreen\"]\n",
    "c.reverse()\n",
    "v = [0, .15, .3, .635, 0.8, .9, 1]\n",
    "l = list(zip(v,c))\n",
    "cmap=LinearSegmentedColormap.from_list('rg',l, N=256)\n",
    "\n",
    "bins= range(-17,11,1)\n",
    "yticks = range(0,22,2)\n",
    "\n",
    "plt.figure(figsize=(20,9))\n",
    "plt.xticks(bins)\n",
    "plt.yticks(yticks)\n",
    "plt.grid(color='grey', alpha=0.15)\n",
    "_ = sns.histplot(x= difs, hue=difs, bins=bins, stat='count', palette=cmap, multiple='stack')\n",
    "_ = plt.title('Difference Between Ideal Scores And New Year Work Scores', fontweight= 'bold', fontsize= 14)\n",
    "_ = plt.legend(handles=[green_patch, red_patch], loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = [\"darkred\",\"red\",\"lightcoral\",\"white\", \"palegreen\",\"green\",\"darkgreen\"]\n",
    "c.reverse()\n",
    "v = [0, .15, .3, .45, 0.7, .9, 1]\n",
    "l = list(zip(v,c))\n",
    "cmap=LinearSegmentedColormap.from_list('rg',l, N=256)\n",
    "\n",
    "bins= range(-17,20,1)\n",
    "yticks = range(0,22,2)\n",
    "\n",
    "plt.figure(figsize=(20,9))\n",
    "plt.xticks(bins)\n",
    "plt.yticks(yticks)\n",
    "plt.grid(color='grey', alpha=0.15)\n",
    "_ = sns.histplot(x= difs_tot, hue=difs_tot, bins=bins, stat='count', palette=cmap, multiple='stack')\n",
    "_ = plt.title('Difference Between Ideal Scores And Old Year Work Scores', fontweight= 'bold', fontsize= 14)\n",
    "_ = plt.legend(handles=[green_patch, red_patch], loc='upper left')"
   ]
  }
 ],
 "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": "3.9.0"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "82ed002fa2d4956f5c6aec99bcefe0f73a9f79882f3c9e2319b14958a5896ac5"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}