Appendix.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "75f7be1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4c68e995",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('adult.data' , 'r') as f2:\n",
    "    data = f2.readlines()\n",
    "#print(data[:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dbb2e8ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "lst=[]\n",
    "cnt=0\n",
    "for d in data:\n",
    "    k = d.split(', ')\n",
    "    k[len(k)-1] = k[len(k)-1].replace(\"\\n\",\"\")\n",
    "    lst.append(k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "856e97e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = ['age','workclass','fnlwgt','education','education-num','marital-status','occupation','relationship','race' ,'sex','capital-gain','capital-loss','hours-per-week','native-country','Salary(<=50K or >50K)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "65c9bef7",
   "metadata": {},
   "outputs": [],
   "source": [
    "fd = pd.DataFrame(lst , columns = labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b604a954",
   "metadata": {},
   "outputs": [],
   "source": [
    "#fd = fd[~mask.any(axis=1)]\n",
    "fd = fd.replace('?',np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "60bf1b99",
   "metadata": {},
   "outputs": [],
   "source": [
    "def conv_func(value):\n",
    "    if value=='<=50K':\n",
    "        return True\n",
    "    else:\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "239a46dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "fd['Salary<=50K'] = fd['Salary(<=50K or >50K)'].apply(conv_func)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4a8d543e",
   "metadata": {},
   "outputs": [],
   "source": [
    "Data_M50K = fd[fd['Salary<=50K']== False]\n",
    "Data_LE50K = fd[fd['Salary<=50K']== True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a59b5c89",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "32562 7842 24720\n"
     ]
    }
   ],
   "source": [
    "print(len(fd), len(Data_M50K) , len(Data_LE50K))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "80ba2f81",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.utils import resample\n",
    "und_data = resample(Data_LE50K , replace=False , n_samples =len(Data_M50K) , random_state=42)\n",
    "fd_r = pd.concat([und_data , Data_M50K])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6bcdde22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#User Story 1\n",
    "#Age distribution of people making <=50K\n",
    "clsf_age = Data_LE50K['age'].value_counts().to_dict()\n",
    "values = list(clsf_age.values())\n",
    "labels = list(map(int, clsf_age.keys()))\n",
    "plt.hist(labels, weights=values, bins=20, edgecolor='black')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Number of people')\n",
    "plt.title('Distribution of Age for people with Salary<=50K')\n",
    "plt.xticks(range(0, 100, 5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "62ea7f66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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d6kw2d+5c4+Tk5PA+GmPMtGnTjCQTGRlpjDFmx44dRpJ58cUXHdq1bds2xc9gau6kH1SuXNlUqlTJYfsvv/zSSDJr1qxJ9zjJP2v79u0zZ86cMYcPHzaffvqp8fDwMAEBAeby5cv2tteuXXP4WTLmxvvn5uZmRo0aZV/26aefGklm0qRJKY6X/LN/L33VmNTfx88//9xIMuvXr09xfs8//7xD2+bNm5ucOXPan9/r+3Xy5EkTEBBgJJnixYubnj17ms8++8xcvHgxQ7VHREQYm81m/v777xS1327bBg0amEKFCjksCw4ONpLMDz/84LD84sWLxt3d3QwePNhhed++fY2np6eJjY01xhhz8OBBI8m8//77aZ7z1atXzfz5802dOnWMzWYzbm5uplWrVubHH39M0U+MMWby5MmmT58+Zv78+eaLL74w/fr1My4uLqZIkSImOjra3q53797G2dk51WMGBASY1q1b25936tTJuLq6mqCgIJM3b16zf//+NOtNzYPWj5IlJCSYb7/91jRr1sy4uLgYZ2dn07hxY/PFF1+Y69evp7qNpAw9bv694O+//zb169c3U6dONd98842ZPHmyKViwoHFycjLLli2zt9u6dauRZObMmZPiuIMGDTKS7J+fyZ9dyX1wypQptz3fHj16GA8Pjwy9NsC/DZcaAcADqlChQurQoYM++ugjnThxItP2261bN/u/nZ2dVbFiRRljHK7H9vPzU7FixfTXX3+l2L5jx47y9va2P3/22WcVFBRk/0vYjh07dODAAbVt21bnzp3T2bNndfbsWV2+fFl16tTR+vXrlZSU5LDPnj17Zqj27777To8//rjD5UheXl7q0aOHDh8+bL9s5W7MmDFDAQEByp07typVqqTIyEi98sor6t+/v86fP6+ffvpJLVu21KVLl+zndO7cOTVo0EAHDhyw34XqTmu83euZmsWLF8vX11f16tWz13L27FlVqFBBXl5eWrNmTZrbenh4KFu2bFq7dm2al3qsXLlSFy9eVJs2bRz27+zsrEqVKtn3f/z4ce3evVsdO3Z0uEwhPDxcpUuXTnXfLVq0UEBAgP35nby2P/zwgypXrqyyZcvat/f391e7du1SPc9kyfutXr26rly5oj///DPN1yfZ4sWLVaJECRUvXtzhNUiemyD5NUh+n/r27euw/Z1O1puRftCxY0dt3rzZ4TKe+fPnq0CBAgoPD8/QcYoVK6aAgACFhITo+eefV1hYmL7//nuHeTzc3Nzk5HTjV8TExESdO3dOXl5eKlasmH777Td7uyVLlihXrlx66aWXUhwneQTBvfRVyfF9vHbtms6ePWu/zOfmWpLd+llSvXp1nTt3TjExMZLu/f3KkyePdu7cqZ49e+rChQuaNm2a2rZtq9y5c2v06NEOI/Zurv3y5cs6e/asqlSpImOMfbRHWm7eNjo6WmfPnlV4eLj++usvRUdHO7QNDQ11uHRIknx9fdW0aVN9/vnn9poSExO1cOFCNWvWzD6PVvKlNmnNpSLdmBi1bdu2WrVqlQ4dOqShQ4dq8+bNql+/vgoVKqSIiAiH9v369dP777+vtm3bqkWLFpo8ebJmz56tAwcO6MMPP7S3u3r1appz4ri7u6e4JCsxMVFnz56Vv79/unPHpOZB60fSjRF3BQsWVJMmTfTHH3/orbfe0tGjR7Vs2TK1aNEizZFgK1euzNDj5j5RsGBBrVixQj179lSTJk3Ur18/bd++XQEBARowYIC9XfJrntoowuQRdbe+L6dOnZKLi0uG5tnJkSOHrl69muKyLeC/gOAFAB5gb7zxhhISEm4718uduPm6benGL+ju7u4pfpH19fVN9Yt5kSJFHJ7bbDaFhYXZL1k4cOCAJKlTp04KCAhweHzyySeKi4tL9YtDRvz9998qVqxYiuUlSpSwr79bTZs21cqVK7Vq1Spt3rxZZ8+e1cSJE+Xk5KSDBw/KGKNhw4alOKfhw4dLujGZ793UeLvXMzUHDhxQdHS0cufOnaKe2NhYey2pcXNz07hx4/T9998rT548qlGjhsaPH6+TJ0867F+SateunWL/P/74o8O5SrJfjnWz1JZJKd/rO31tM3qs33//Xc2bN5evr698fHwUEBBgv2zh1v6XmgMHDuj3339PUVPRokVT1OTk5JTikofU+kB6MtIPWrVqJTc3N82fP99+HsuWLVO7du0yPI/RkiVLtHLlSn322Wd64okndPr06RSXtCUlJendd99VkSJF5Obmply5cikgIEC7du1yeO2ioqJUrFgxubikfeX6vfRV6UYw169fP+XJk0ceHh4KCAiw96HU3sdbP9+SA4Xkz7LMeL+CgoI0depUnThxQvv27dN7772ngIAAvfnmm5oxY4a93ZEjR9S5c2f5+/vLy8tLAQEB9oDsdn0wMjJSdevWlaenp/z8/BQQEKDXXnst1W3T+vzs2LGjjhw5og0bNkiSVq1apVOnTqlDhw4p2pp0LvG8WXBwsIYPH65ffvlFTZo00d9//+1w+U1a2rZtq8DAQK1atcq+zMPDI825RlKbINjDw0Nz5szR3r171bhxY12+fDlDNUsPZj8aM2aMjh8/rnbt2mnTpk0aPHiwgoKCbrtd3bp1M/S43b78/f3VpUsX7du3zz43TfJrfus8VpLsc0jd+r6MHz9eBQsW1LPPPnvby4iS+xl3NcJ/EXO8AMADrFChQmrfvr0++ugjDRkyJMX6tH55uXkC0VuldkvP1JZJGf9l/GbJo1kmTJjgMDLhZrdO4ngnd+CwSv78+VW3bt1U1yWf08CBA1P8ZTlZWkGDFZKSkpQ7d277F/Bb3TyiJDX9+/dXkyZNtHTpUq1YsULDhg1TRESEfvrpJ5UrV85+vnPnzlVgYGCK7dP7on07qX3JlzL3tb148aLCw8Pl4+OjUaNGqXDhwnJ3d9dvv/2mwYMHpxhxlZqkpCSVLl1akyZNSnV9gQIF7qimzJAjRw499dRTmj9/vt5880198cUXiouLu+1dSm5Wo0YNe8japEkTlS5dWu3atdO2bdvso1zGjBmjYcOG6fnnn9fo0aPl7+8vJycn9e/fP0Ov3c3uta+2bNlSP//8swYNGqSyZcvKy8tLSUlJatiwYaq1ZOZn2e3YbDYVLVpURYsWVePGjVWkSBHNnz9f3bp1U2JiourVq6fz589r8ODBKl68uDw9PXXs2DF17tw53dcxKipKderUUfHixTVp0iQVKFBA2bJl03fffad33303xbZpfX42aNBAefLk0bx581SjRg3NmzdPgYGBDp9zyXO1ZGSi44SEBH333XeaOXOmli9fLmOMmjVrlupEqqkpUKCAzp8/b38eFBSkxMREnT59Wrlz57Yvv379us6dO5fq3GatW7fWhQsX9OKLL+qZZ57Rt99+m6E7ST2I/WjJkiX65JNP9Pnnn2vJkiVq1qyZunTporp169p/FlNzc0ieHl9f39v+35r8OXb+/Hnlz5/fHtakNsr2xIkT8vf3TzEaJigoSCtXrlS1atXUuHFjrVu3Ls2JnS9cuKDs2bM/EP/nA/cbwQsAPODeeOMNzZs3L9W/Kib/Fe7ixYsOy+9l5MftJI+GSGaM0cGDB1WmTBlJsv8F0MfHJ80g424FBwdr3759KZYnXzoSHBycqcdLlnzXDFdX19ue053WeLvXMzWFCxfWqlWrVLVq1bv+BbZw4cIaMGCABgwYoAMHDqhs2bKaOHGi5s2bZ38Pc+fOne75Jp/LwYMHU6xLbVlq7vS1zcix1q5dq3PnzunLL790mBz65jtUJUsrvCxcuLB27typOnXqpPvX2eDgYCUlJdlHfyRLrQ+kJ6P9oGPHjmratKm2bt2q+fPnq1y5cipZsuQdHSuZl5eXhg8fri5dumjRokVq3bq1JOmLL75QrVq1HEZvSDc+Z24eGVe4cGFt3rxZ8fHxaV4WcS999cKFC1q9erVGjhypN99807781tfqTmTW+3WrQoUKKUeOHPYvrLt379b+/fs1e/Zshwm+V65cedt9ffvtt4qLi9M333zjMPLidpdl3crZ2Vlt27bVrFmzNG7cOC1dulTdu3d3CBUKFiwoDw+PVH82ku3du1czZ87U3LlzderUKRUtWlSjR49W586dHSbLTY8xRocPH1a5cuXsy5KD+V9//VVPPvmkffmvv/6qpKSkNIP7Xr166fz583rjjTfUvn17LViwIN2g4kHtR88884yeeeYZ/fPPP5o5c6ZmzpypBQsWKH/+/OrUqZM6d+6cauickVEx0o2JzDt37pxum+TLiZMD0Hz58ikgIEC//vprirZbtmxJ8z0pVKiQVqxYofDwcDVo0EAbNmxIMYpPuvEZnDz6E/iv4VIjAHjAFS5cWO3bt9f06dNT/KXLx8dHuXLl0vr16x2W33wdfWabM2eOLl26ZH/+xRdf6MSJE2rUqJGkG3ekKFy4sN555x3Fxsam2D612+Fm1JNPPqktW7Zo06ZN9mWXL1/WRx99pJCQED3yyCN3ve/05M6dWzVr1tT06dNT/Uvgzed0pzXe7vVMTcuWLZWYmKjRo0enWJeQkJAiiLvZlStXUtx2uHDhwvL29rYPL2/QoIF8fHw0ZswYxcfHp3m+efPmValSpTRnzhyH93rdunXavXt3mjXc7E5e2wYNGmjTpk3asWOHfdn58+dTjKZI/mJ581+nr1+/nurPhaenZ6qXGrRs2VLHjh3Txx9/nGLd1atX7Zc5JL9P7733nkObyZMnp9guPRntB40aNVKuXLk0btw4rVu37o5Gu6SmXbt2yp8/v0Ow6+zsnOIv+4sXL7bPtZOsRYsWOnv2rD744IMU+03e/l76amrvo3Tnr+3N7vX92rx5c6qXuGzZskXnzp2zfwlPrXZjjP73v//d9hipbRsdHa2ZM2dmqMabdejQQRcuXNALL7yg2NjYFP3F1dVVFStWTPWL9tq1a/XEE0+oZMmSmjJliurXr69169Zp3759Gjx4cJqhS2qf8VOnTtWZM2fUsGFD+7LatWvL398/xW2yp06dquzZs6d7h6DXX39dL7/8shYvXpzuXXSkB7Mf3Sx//vwaNmyYoqKi9OOPP6pq1ap65513VKRIEdWoUUNbtmxxaH83c7yk9p4cO3ZMn376qcqUKeMQ5rRo0ULLli1zuJ396tWrtX//fj333HNpnkfp0qW1fPlyxcbGql69eik+L6Qb8+lUqVLljl4f4N+CES8A8BB4/fXXNXfuXO3bty/FX7e7deumsWPHqlu3bqpYsaLWr1+v/fv3W1aLv7+/qlWrpi5duujUqVOaPHmywsLC7MPNnZyc9Mknn6hRo0YqWbKkunTponz58unYsWNas2aNfHx89O23397VsYcMGaLPP/9cjRo1Ut++feXv76/Zs2fr0KFDWrJkSbp/9bxXU6ZMUbVq1VS6dGl1795dhQoV0qlTp7Rp0yb9888/2rlz513VeLvXMzXh4eF64YUXFBERoR07dqh+/fpydXXVgQMHtHjxYv3vf//Ts88+m+q2+/fvV506ddSyZUs98sgjcnFx0VdffaVTp07ZRzz4+Pho6tSp6tChg8qXL6/WrVsrICBAR44c0fLly1W1alX7l+0xY8aoadOmqlq1qrp06aILFy7ogw8+UKlSpVIN3u7ltX311Vc1b9481atXTy+99JL9dtIFCxbU+fPn7SNTqlSpohw5cqhTp07q27evbDab5s6dm+plAhUqVNDChQv1yiuv6LHHHpOXl5eaNGmiDh06aNGiRerZs6fWrFmjqlWrKjExUX/++acWLVqkFStWqGLFiipbtqzatGmjDz/8UNHR0apSpYpWr16d4RE/yTLaD1xdXdW6dWt98MEHcnZ2Vps2be7oOLdydXVVv379NGjQIP3www9q2LChnnrqKY0aNUpdunRRlSpVtHv3bs2fP98+OilZx44dNWfOHL3yyivasmWLqlevrsuXL2vVqlV68cUX1bRp03vqqz4+PvY5iOLj45UvXz79+OOP6Y7OuJ17fb/mzp2r+fPnq3nz5qpQoYKyZcumP/74Q59++qnc3d3t87AUL15chQsX1sCBA3Xs2DH5+PhoyZIlGbqkp379+sqWLZuaNGliD0w+/vhj5c6d+44nWi9XrpxKlSplnyy6fPnyKdo0bdpUr7/+umJiYuTj42Nfvm7dOsXHx+vDDz9U27Zt5evrm6FjBgcH228x7+7uro0bN2rBggUqW7asQ0ji4eGh0aNHq3fv3nruuefsIyXmzZunt99+W/7+/ukeZ+LEibpw4YI++eQT+fv7pznXzIPYj1Jjs9lUr1491atXT+fOndPcuXM1Y8YM/fzzz3r88cft7e5mJOmrr75qv4Qtb968Onz4sKZPn67Lly+nCANfe+01LV68WLVq1VK/fv0UGxurCRMmqHTp0urSpUu6x6lcubK+/PJLNWnSRPXq1dOGDRvsl7Nt27ZN58+fV9OmTe+4fuBf4b7dPwkAcFs33076Vp06dTKSHG4nbcyN22R27drV+Pr6Gm9vb9OyZUtz+vTpNG8nfebMmRT79fT0THG8W29dnXzryM8//9wMHTrU5M6d23h4eJjGjRs73Bo12fbt280zzzxjcubMadzc3ExwcLBp2bKlWb169W1rSk9UVJR59tlnjZ+fn3F3dzePP/64w+0wk+kObyedkbZRUVGmY8eOJjAw0Li6upp8+fKZp556ynzxxRd3XOOdvJ633k462UcffWQqVKhgPDw8jLe3tyldurR59dVXzfHjx9M8h7Nnz5revXub4sWLG09PT+Pr62sqVapkFi1alKLtmjVrTIMGDYyvr69xd3c3hQsXNp07dza//vqrQ7sFCxaY4sWLGzc3N1OqVCnzzTffmBYtWpjixYvb2yTfTjqt21hn9LXdvn27qV69unFzczP58+c3ERER5r333jOSzMmTJ+3tIiMjzRNPPGE8PDxM3rx5zauvvmpWrFiR4tbLsbGxpm3btsbPzy/FLbCvX79uxo0bZ0qWLGnc3NxMjhw5TIUKFczIkSMdbot79epV07dvX5MzZ07j6elpmjRpYo4ePXpHt5PO6M+VMcZs2bLFSDL169dPd983S+9nLTo62vj6+prw8HBjzI3bSQ8YMMAEBQUZDw8PU7VqVbNp0yYTHh5ub5PsypUr5vXXXzehoaHG1dXVBAYGmmeffdZERUU5tLubvmqMMf/8849p3ry58fPzM76+vua5554zx48fz/DnW/Jn6s23Gr+X92vXrl1m0KBBpnz58sbf39+4uLiYoKAg89xzz5nffvvNoe3evXtN3bp1jZeXl8mVK5fp3r272blzZ4pb/aZ2O+lvvvnGlClTxri7u5uQkBAzbtw4++27bz6X4OBg07hx43RrHj9+vJFkxowZk+r6U6dOGRcXFzN37lyH5cm3nL5T3bp1M4888ojx9vY2rq6uJiwszAwePNjhduk3++ijj0yxYsVMtmzZTOHChc27775rvx15srT+n0pISDDNmjUzkkxERESaNT1o/ehO3O37cLPPPvvM1KhRwwQEBBgXFxeTK1cu07x5c7Nt27ZU2+/Zs8fUr1/fZM+e3fj5+Zl27do5fL4a83+fXYsXL06x/cKFC42Tk5N57LHH7O/74MGDTcGCBVO8t8B/hc0YC2YbAwAA6Vq7dq1q1aqlxYsXp/kX/4dZ2bJlFRAQkKE5Le5V//79NX36dMXGxqY5Kea/yc6dO1W2bFnNmTMn1TvUADf73//+p5dfflmHDx9OcbeeZF27dtX+/fvtd0ACMlNcXJxCQkI0ZMgQ9evXL6vLAbIEc7wAAIC7Fh8fr4SEBIdla9eu1c6dO1WzZs1MP97Vq1cdnicPya9Wrdp/InSRpI8//lheXl565plnsroUPOCMMZoxY4bCw8PTDF0kafjw4dq6dettbwcM3I2ZM2fK1dVVPXv2zOpSgCzDHC8AAOCuHTt2THXr1lX79u2VN29e/fnnn5o2bZoCAwMt+SW7cuXKqlmzpkqUKKFTp05pxowZiomJ0bBhwzL9WA+ab7/9Vnv37tVHH32kPn36yNPTM6tLwgPq8uXL+uabb7RmzRrt3r1bX3/9dbrtCxYsmGLSbSCz9OzZk9AF/3kELwAA4K7lyJFDFSpU0CeffKIzZ87I09NTjRs31tixY+2TKmamJ598Ul988YU++ugj2Ww2lS9fXjNmzHC4bfS/1UsvvaRTp07pySef1MiRI7O6HDzAzpw5o7Zt28rPz0+vvfaann766awuCQD+05jjBQAAAAAAwCLM8QIAAAAAAGARghcAAAAAAACLMMcLHnpJSUk6fvy4vL29ZbPZsrocAAAAAMC/nDFGly5dUt68eeXklP6YFoIXPPSOHz+uAgUKZHUZAAAAAID/mKNHjyp//vzptiF4wUPP29tb0o0O7+Pjk8XVAAAAAAD+7WJiYlSgQAH799H0ELzgoZd8eZGPjw/BCwAAAADgvsnIdBdMrgsAAAAAAGARghcAAAAAAACLELwAAAAAAABYhOAFAAAAAADAIgQvAAAAAAAAFiF4AQAAAAAAsAjBCwAAAAAAgEUIXgAAAAAAACxC8AIAAAAAAGARghcAAAAAAACLELwAAAAAAABYhOAFAAAAAADAIgQvAAAAAAAAFiF4AQAAAAAAsAjBCwAAAAAAgEUIXgAAAAAAACxC8AIAAAAAAGARghcAAAAAAACLELwAAAAAAABYhOAFAAAAAADAIi5ZXQCQWXwjfCX3rK4C+G8zI7K6AgAAADy0jMnqCizBiBcAAAAAAACLELwAAAAAAABYhOAFAAAAAADAIgQvAAAAAAAAFiF4AQAAAAAAsAjBCwAAAAAAgEUIXgAAAAAAACxC8AIAAAAAAGARghcAAAAAAACLELwAAAAAAABYhOAFAAAAAADAIgQvAAAAAAAAFiF4AQAAAAAAsAjBCwAAAAAAgEUIXgAAAAAAACxC8AIAAAAAAGARghcAAAAAAACLELzgrtlsNi1dujTN9WvXrpXNZtPFixfvW00AAAAAADxICF6gadOmydvbWwkJCfZlsbGxcnV1Vc2aNR3aJocpUVFRt91vlSpVdOLECfn6+kqSZs2aJT8/v8wsHQAAAACABxrBC1SrVi3Fxsbq119/tS/bsGGDAgMDtXnzZl27ds2+fM2aNSpYsKAKFy582/1my5ZNgYGBstlsltQNAAAAAMCDjuAFKlasmIKCgrR27Vr7srVr16pp06YKDQ3VL7/84rC8Vq1a9udnz55V8+bNlT17dhUpUkTffPONQ9vkS43Wrl2rLl26KDo6WjabTTabTSNGjJAkxcXFaeDAgcqXL588PT1VqVIlh1oAAAAAAHhYEbxA0o1RL2vWrLE/X7NmjWrWrKnw8HD78qtXr2rz5s0OwcvIkSPVsmVL7dq1S08++aTatWun8+fPp9h/lSpVNHnyZPn4+OjEiRM6ceKEBg4cKEnq06ePNm3apAULFmjXrl167rnn1LBhQx04cCDVWuPi4hQTE+PwAAAAAADgQUTwAkk3gpfIyEglJCTo0qVL2r59u8LDw1WjRg376JNNmzYpLi7OIXjp3Lmz2rRpo7CwMI0ZM0axsbHasmVLiv1ny5ZNvr6+stlsCgwMVGBgoLy8vHTkyBHNnDlTixcvVvXq1VW4cGENHDhQ1apV08yZM1OtNSIiQr6+vvZHgQIFLHlNAAAAAAC4Vy5ZXQAeDDVr1tTly5e1detWXbhwQUWLFlVAQIDCw8PVpUsXXbt2TWvXrlWhQoVUsGBB+3ZlypSx/9vT01M+Pj46ffp0ho+7e/duJSYmqmjRog7L4+LilDNnzlS3GTp0qF555RX785iYGMIXAAAAAMADieAFkqSwsDDlz59fa9as0YULFxQeHi5Jyps3rwoUKKCff/5Za9asUe3atR22c3V1dXhus9mUlJSU4ePGxsbK2dlZ27Ztk7Ozs8M6Ly+vVLdxc3OTm5tbho8BAAAAAEBWIXiBXa1atbR27VpduHBBgwY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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#User story 2 , when dataset balancing is done , we can see different proportions\n",
    "U2_story = fd.groupby(['race', 'Salary<=50K'])['Salary<=50K'].count().unstack()\n",
    "ax = U2_story.plot(kind='barh',stacked=True, figsize=(12,6) , color=['green','red'])\n",
    "ax.set_xlabel('Number of People')\n",
    "ax.set_title('Number of People segregated by Race and Salary(>50K and <=50K)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "08a2960d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#User story 2 , when dataset balancing is done , we can see different proportions\n",
    "U2_storyb = fd_r.groupby(['race', 'Salary<=50K'])['Salary<=50K'].count().unstack()\n",
    "ax = U2_storyb.plot(kind='barh',stacked=True, figsize=(12,6) , color=['green','red'])\n",
    "ax.set_xlabel('Number of People')\n",
    "ax.set_title('Number of People segregated by Race and Salary(>50K and <=50K) after dataset balancing')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0323182c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#U3 story - we depicted capital gain vs education-num for both classes of people with Salary more than and less than 50K\n",
    "DM50K_r = fd_r[fd_r['Salary<=50K']== False]\n",
    "DLE50K_r = fd_r[fd_r['Salary<=50K']== True]\n",
    "#print(len(DM50K_r) , len(DLE50K_r))\n",
    "DM50K_r = DM50K_r.dropna()\n",
    "DLE50K_r = DLE50K_r.dropna()\n",
    "#print(len(DM50K_r) , len(DLE50K_r))\n",
    "DM50K_r['capital-gain'] = DM50K_r['capital-gain'].astype(int)\n",
    "DLE50K_r['capital-gain'] = DLE50K_r['capital-gain'].astype(int)\n",
    "DM50K_r['education-num'] = DM50K_r['education-num'].astype(int)\n",
    "DLE50K_r['education-num'] = DLE50K_r['education-num'].astype(int)\n",
    "plt.figure(figsize=(16,8))\n",
    "plt.scatter(DLE50K_r['education-num'],DLE50K_r['capital-gain'],color='blue',label='Salary<=50K')\n",
    "plt.scatter(DM50K_r['education-num'],DM50K_r['capital-gain'],color='orange',label='Salary>50K')\n",
    "plt.xlabel('years of education')\n",
    "plt.ylabel('capital-gain')\n",
    "plt.title('Scatter plot of Capital-gain vs Years of education for people with Salary>50K and <=50K')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "475990de",
   "metadata": {},
   "outputs": [],
   "source": [
    "#U4 story\n",
    "import plotly.express as px\n",
    "U4_data = fd_r[['marital-status','hours-per-week','education-num','Salary(<=50K or >50K)']].dropna(subset=['marital-status'])\n",
    "U4_data.head()\n",
    "U4_data['hours-per-week'] = U4_data['hours-per-week'].astype(int)\n",
    "U4_data['education-num'] = U4_data['education-num'].astype(int)\n",
    "g_d = U4_data.groupby(['marital-status', 'Salary(<=50K or >50K)']).agg({'education-num': 'mean', 'hours-per-week': 'mean','Salary(<=50K or >50K)':'count'}).unstack()\n",
    "g_d.rename(columns={'Salary(<=50K or >50K)': 'count'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8b338c78",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "U4_dt = DLE50K_r[['marital-status','hours-per-week','education-num']].dropna(subset=['marital-status'])\n",
    "U4_dt['hours-per-week'] = U4_dt['hours-per-week'].astype(int)\n",
    "U4_dt['education-num'] = U4_dt['education-num'].astype(int)\n",
    "\n",
    "U4_dtm = DM50K_r[['marital-status','hours-per-week','education-num']].dropna(subset=['marital-status'])\n",
    "U4_dtm['hours-per-week'] = U4_dtm['hours-per-week'].astype(int)\n",
    "U4_dtm['education-num'] = U4_dtm['education-num'].astype(int)\n",
    "\n",
    "\n",
    "g_d = U4_dt.groupby(['marital-status']).agg({'education-num': 'mean', 'hours-per-week': 'mean','marital-status':'count'})\n",
    "#print(g_d['marital-status'])\n",
    "g_d1 = U4_dtm.groupby(['marital-status']).agg({'education-num': 'mean', 'hours-per-week': 'mean','marital-status':'count'})\n",
    "\n",
    "g_d.rename(columns={'marital-status': 'count'}, inplace=True)\n",
    "g_d1.rename(columns={'marital-status': 'count'}, inplace=True)\n",
    "\n",
    "#print(g_d,g_d1)\n",
    "colors = {'Divorced': '#e6194B', \n",
    "          'Married-AF-spouse': '#3cb44b', \n",
    "          'Married-civ-spouse': '#ffe119', \n",
    "          'Married-spouse-absent': '#4363d8', \n",
    "          'Never-married': '#f58231', \n",
    "          'Separated': '#911eb4', \n",
    "          'Widowed': '#42d4f4'}\n",
    "labels = list(colors.keys())\n",
    "colors1 = {'Divorced': '#b80f0a', \n",
    "          'Married-AF-spouse': '#007cbe', \n",
    "          'Married-civ-spouse': '#f49d37', \n",
    "          'Married-spouse-absent': '#6b1b7f', \n",
    "          'Never-married': '#f0a14b', \n",
    "          'Separated': '#6e5f98', \n",
    "          'Widowed': '#5ebe7d'}\n",
    "labels1 = list(colors1.keys())\n",
    "\n",
    "fig, (ax,ax1) = plt.subplots(2,1,figsize=(10, 10))\n",
    "for index , row in g_d.iterrows():\n",
    "    ax.scatter(row['hours-per-week'],row['education-num']  , s=row['count']*0.7 ,color = colors[index] , alpha=.75 ,label=index)\n",
    "    ax.text(row['hours-per-week'],row['education-num'] , index, ha='center', va='center', fontsize=7)\n",
    "ax.set_xlabel('hours per week')\n",
    "ax.set_ylabel('education num')\n",
    "ax.set_title('Marital Status Bubble Chart for Salary<=50K')\n",
    "\n",
    "\n",
    "for index1 , row1 in g_d1.iterrows():\n",
    "    ax1.scatter(row1['hours-per-week'],row1['education-num']  , s=row1['count']*0.7 ,color = colors1[index1] , alpha=.75 ,label=index1)\n",
    "    ax1.text(row1['hours-per-week'],row1['education-num'] , index1, ha='center', va='center', fontsize=9)\n",
    "ax1.set_xlabel('hours per week')\n",
    "ax1.set_ylabel('education num')\n",
    "ax1.set_title('Marital Status Bubble Chart for Salary>50K')\n",
    "#ax.legend(title='Marital Status', labels=labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "44795bad",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "U5_dt = Data_LE50K[['Salary(<=50K or >50K)' , 'workclass', 'hours-per-week','education-num','age']].copy()\n",
    "#U5_dt = U5_dt.replace(np.nan,0)\n",
    "U5_dt['hours-per-week'] = U5_dt['hours-per-week'].astype(int)\n",
    "U5_dt['education-num'] = U5_dt['education-num'].astype(int)\n",
    "U5_dt['age'] = U5_dt['age'].astype(int)\n",
    "U5_dt = U5_dt.dropna(subset=['workclass'])\n",
    "g_5d = U5_dt.groupby(['workclass']).agg({'Salary(<=50K or >50K)':'count','hours-per-week':'mean','age':'mean'})\n",
    "g_5d.rename(columns={'Salary(<=50K or >50K)': 'count'}, inplace=True)\n",
    "#print(g_d['marital-status'])\n",
    "fig, bx = plt.subplots(figsize=(10, 10))\n",
    "for indx , rw in g_5d.iterrows():\n",
    "    bx.scatter(rw['hours-per-week'] , rw['age'] ,label =indx)\n",
    "plt.legend()\n",
    "plt.xlabel('hours-per-week')\n",
    "plt.ylabel('Age')\n",
    "plt.title('Scatter plot depicting average hours-per-week and average age in each workclass who have Salary<=50K')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9d2f544a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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USJLmFRVpaXGxahobFRccrLFZWUo4zBVyi7Zv18Jt21TT0KCs6GiNycqyrigDAAAAAAA4lVol/HrppZeOWP7+++9br0eMGKG1a9d6lBtjrNfp6eke7yWpffv2mj59+g9u59mkbWSklu/Yoer/PUttZ3W1BqelWeFXTFCQft6rlwL8/PRVUZHey8vTLX36tKhnTWmplhQX69pu3RTs768P8vM1Z9MmjcrMPKXLAwAAAAAAIJ0Gtz3i9GCTlBMbq9WlpVpdWqrsmBjZDirPiY1VsNMph92uwamp2lldrbrGxhb1LCsp0TmpqYoICJC/w6HBqalau2vXKVsOAAAAAACAg50Wtz3i9NAlLk6fFBZKks7PzJT7oCvqlhYXa+G2bdpXV2cNq2lslOuQHxWoqKvTRwUFmllQYA1zH3JlHgAAAAAAwKlC+AVLcliYahoarNdbKyokSXtrajSrsFCTundXYmiomtxuPTZ/fovbTSUpzOXS8LZtlRMbe0rbDgAAAAAA4A3hFzyM79y5xbD6pibZbDYFO51yG6M5mzcfdvoeCQmaX1SkhJAQRQUGqrKuTjuqqtQ+OvokthoAAAAAAMA7wi94iAsObjEsPiREvRIT9c/Fi+XvcGhIWpocNpuXqaUu8fGqbWzUtNxcVdbXK8TpVO+kJMIvAAAAAADQKgi/oLsHDPA6PCU83CoblZnp8YuNfZKTrdfX9ejhMV2f5GSPcgAAAAAAgNbCrz0CAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBnEX4BAAAAAADAZxF+AQAAAAAAwGcRfgEAAAAAAMBn+bV2AwAAAAAAAPDjmrzpH16H5+Xl6bmc109xa1oXV34BAAAAAADAZxF+AQAAAAAAwGdx2yMAAAAAAICPeXjYvV6Hl1btPsUtaX1c+QUAAAAAAACfRfgFAAAAAAAAn0X4BQAAAAAAAJ9F+AUAAAAAAACfRfgFAAAAAAAAn0X4BQAAAAAAAJ9F+AUAAAAAAACfRfgFAAAAAAAAn0X4BQAAAAAAAJ9F+AUAAAAAAACfRfgFAAAAAAAAn0X4BQAAAAAAAJ9F+AUAAAAAAACfRfgFAAAAAAAAn0X4BQAAAAAAcJJMmzZNX616/bin27l3k2Ys/PtJaNHZx6+1GwAAAAAAAHCm+fbbp9TQUC3JJj8/l2JjO6mx8bfy8/OMWq6++mrN/E9h6zQSkrjyCwAAAAAA4IR07foznXvub9W9+3XatWuNpkyZ4lHe2NjYSi07/Z3KdUP4BQAAAAAA8AMEBUUrPDxVzz77rDIzMzV58mTFxMRo8uTJeumll/TlipclSd+t+0CrNs/1mPbDhX/TrvKiw9a9evNcvfv1H/Xht0+pZM/3V5Bt3bpVF1xwgSIjI5WTk6MPPvjAKhs6dKhW7lhrvZ+z6Rt9sG62JKm8rkKS1KdPH8XHx+vXv/61Nd4777yjTp06KSoqShdeeKFKS0u9tsntduuOO+5QTEyMIiIi1KdPH5WVlUmStmzZojFjxig6OlrZ2dmaNWuWNV16err+/Oc/Kzs7W5mZmbrxxhv18MMPe9SdkZGhr7/++rDr40QQfgEAAAAAAPwA+/eXqaJii+666y5t3rxZDodDJSUleuCBBzzGS43rrC2la6z3u/dtkzFuxYSneq23urZcdrufLhn4a+WkDdai/BlW2YQJE9SpUyft2LFDzz33nK655hoVFh799srvti2XJC1atEgbN27UFVdcYb2/66679Oabb2rnzp3q2LGjbr31Vq91fPrpp/rmm2+0ceNG7d69W//+978VEBAgt9utcePGadSoUdq5c6defPFF/exnP9POnTutaadPn665c+cqLy9P48eP13//+1+rbNGiRWpoaNCgQYOOuhzHg/ALAAAAAADgBKxaNU3z5z+u3NzXlJDQXRkZGXK5XPq///s/+fv7KzAw0GP8+Mi2qmuoVkX1gSuqtpSuUUpsjmw2m9f6/RxOZacMlN3uUHp8V+2vq1B5ebm2bt2qJUuW6Pe//71cLpeGDh2qsWPH6u233z5qm+3/i4LKysoUHBysvn37SpJefPFF3XrrrerSpYv8/f31u9/9Th988IHX2xP9/f1VWVmpdevWyW63q2fPngoJCdGiRYtUU1OjO+64Q35+fhowYICGDBmiTz75xJr2zjvvVHx8vAIDAzV8+HDt2rVLa9YcCAT/+9//6oorrjjs+jhRhF8AAAAAAAAnoEuXqzV48P3q3/8uZWSMkN1uV0JCQouH3jez2+xKic1RUelqGWO0ZddapcZ1liTNXPSs3p73mN6e95iqa8slSS7/INlsB6IbP4dTklRVVaXi4mLFxsZ6hGtpaWkqLi4+apsHpfWWJF188cXq0aOHZsw4cDXZli1b9NhjjykiIkIRERFKSUmRn5+fduzYoZtvvlkhISEKCQnRtGnTdN555+nmm2/Wz3/+cyUmJuree+9VQ0ODtmzZok2bNll1REREaNasWSopKbHm36ZNG+u1w+HQ5ZdfrrfeekvGGL399tsaP378sa7+Y8avPQIAAAAAAPxIjnbVUlpcZy3Kn6GkqPay2WyKCTsQBo3pe5vHeFU1ew9bR1JSknbt2qXa2loFBARIOhBedenSRZIUHBysRneDNX51w37rdZBfkCTp66+/1vr163XllVdq7969Sk5O1iOPPKJ77rmnxfz+9a9/6V//+pfHsLvvvlt333239eyxzp07q3379srOzlZubu5h237o+hk/frx+8Ytf6Pzzz5fdble/fv0OO+2J4sovAAAAAACAUyQ2PFWNTfXK3fSlUmM7nVAdKSkp6tmzpyZPnqz6+nrNmzdPM2bM0OWXXy5J6tatm/LK1qvR3aiSylKt3VVgTVu4Z7OkAyFURESEbDabbDabrrvuOj3zzDNauXKlJGnPnj0eD9E/2JIlS7R48WI1NjYqNDRU/v7+cjgc6tevn9xut/75z3+qvr5e9fX1mj9/vrZs2XLYZRk8eLAqKyv1wAMP6Morrzyh9XE0hF8AAAAAAACniO1/tz7uLN+k1LgTC78k6c0339TKlSsVFxenX/ziF3r55ZfVvn17SQeuymp0N+nPC57TZxvnqXNcB2u60updkqRevXrplltu0RtvvCGXy6WBAwfqiSee0LXXXquwsDD17NlTCxYs8DrviooKXX/99YqIiFCHDh00aNAgXXXVVfLz89PMmTM1e/ZsJScnKykpSY899pjcbvdhl8Nut+uKK67Ql19+edLCL257BAAAAAAAOE4DBtzdYtjQoUNb/OLipEmT9OnLRR7DerU/X73an3/E+uMj22pc/zs9hk0Y+pD1zKzU1FTNmjXL67SxsbGa1N17kDQwpY9W7FyjpUuXKjs726Ps0ksv1aWXXnrEdknSeeedp1WrVnktS0tL0/vvv++1bPPmzV6H/+1vf9Pf/va3o873RHHlFwAAAAAAAHwW4RcAAAAAAAB8FuEXAAAAAAAAfBbhFwAAAAAAAHwW4RcAAAAAAMBZZsaMGa3dhFOG8AsAAAAAAOAMkp6eruDgYFVXV1vD9u/fr9DQUKWnp7dew05ThF8AAAAAAABnmOTkZL3//vvW+w8++ECJiYmt16DTGOEXAAAAAADAGWbChAmaNm2a9f61117T1Vdfbb2fV/Sdnvr2ef1h/j/0n2Wva0fVrsPW9eyzz6p9+/aKiYnRxIkTPa4o8wWEXwAAAAAAAGeY4cOHa9WqVdq1a5d27dql3NxcjRgxwiqPCYrSz3tdo/sG3aqMyDS9l/eJ13refvtt/etf/9Lnn3+urVu3qqGhQZMnTz5Vi3FKEH4BAAAAAACcYRwOhy6//HK99dZbeuutt3TZZZfJ4XBY5Tmx7RXsDJLD7tDg1H7aWb1LdY31Lep54YUXdP/99ystLU2BgYH6v//7P73zzjunclFOOr/WbgAAAAAAAACO39VXX6077rhDxhg9/fTTampqssqWFudq4bZl2ldXKckmSapprG1Rx5YtW/SLX/xCt956qzWsoaHhpLf9VOLKLwAAAAAAgDNQ7969tWfPHu3du1d9+vSxhm/evFmzCufo4o6jdd85v9S9A38hSTLGtKgjOTlZL7/8ssrLy60/nvkFAAAAAACA08L06dM1ffp0j2FVVVWy2WwKdgbJbdyas/mbw05//fXX6w9/+IM2bNggSSopKdGsWbNOaptPNW57BAAAAAAAOEPl5OS0GNa5c2f1Suyqfy5+Wf4Ofw1J6y+HzeFl6gO/GlleXq4xY8aouLhYCQkJuvnmmzV69OiT3fRThvALAAAAAADgDLJ582avw/v372+VjcocqlGZQ62yPsndJUmlVbslSePGjbPKbrnlFt1yyy0no6mnBW57BAAAAAAAgM8i/AIAAAAAAIDPIvwCAAAAAACAzyL8AgAAAAAAgM8i/AIAAAAAAIDPIvwCAAAAAACAzyL8AgAAAAAAgM8i/AIAAAAAAIDPIvwCAAAAAACAzyL8AgAAAAAAgM8i/AIAAAAAAIDPIvwCAAAAAACAzyL8AgAAAAAAgM8i/AIAAAAAAIDPIvwCAAAAAACAzyL8AgAAAAAAgM/ya+0GnI6ampokSXtqalq5JThT5eXltRhWWlHVCi05u3ndDrt9fzt4W+7dpb6/3GcSb9tIkirYTjhG3vahKvYfn+R9W1e0QktOHe/LvLsVWnJsvLZ3d2krtOTM53VdVpzadem1DVVsTxy7w/bzfsT96HDzOFRplfdj556acknfZx9nA5sxxrR2I043H330kcaNG9fazQAAAAAAADgpZsyYobFjx7Z2M04Jwi8v6uvr9emnnyo9PV0Oh6O1m3PaqaqqUt++fbVo0SKFhIS0dnNwkrG9Txzr7sfF+jz7sM3hDfvFqeWL69sXl+lYnS3LfrYsZ2tiHf/4fsg6PZZpDx4nMDBQmzdv1k9+8hM5nc4fo/mnPcIvHLd9+/YpPDxcFRUVCgsLa+3m4CRje5841t2Pi/V59mGbwxv2i1PLF9e3Ly7TsTpblv1sWc7WxDr+8f2QdXos057t24wH3gMAAAAAAMBnEX4BAAAAAADAZxF+4bi5XC5NnjxZLpertZuCU4DtfeJYdz8u1ufZh20Ob9gvTi1fXN++uEzH6mxZ9rNlOVsT6/jH90PW6bFMe7ZvM575BQAAAAAAAJ/FlV8AAAAAAADwWYRfAAAAAAAA8FmEXwAAAAAAAPBZhF8+4KGHHlL37t1P+XwnTZqkiy+++AfX82O3/6WXXlJERMSPVh/OHEfbl2w2m95//31J0ubNm2Wz2TyGnQ58Yf996KGHFB8ff9qt22Ynso7T09P1t7/97aS050ziC/vn0QwdOlR33XVXazcDR3A27Ifw7nDbfu7cubLZbCovL//R5rVjxw6NHDlSwcHB1jyP57x26LiH9lG8tflMP/6c6HZore8y+N7p3nc7nNO1vcfbbzyW48OhzvTjRWsg/DpNffvtt3I4HBozZkxrN+Wku/fee/XFF1+0djNO2KRJk6wQ5eC/0aNHt3bTTjuHC0x/rE7rmb4vnWoH77tOp1OZmZn6/e9/r8bGxhOuMy8vTw8//LD+/e9/q6SkROeff/6P2OIfx/jx41VQUPCD6jhdO1vHauvWrbr++uuVlJQkp9OptLQ03Xnnndq9e7c1ztka+E2fPl2PPPJIazfDp+3atUu33HKLUlNT5XK5lJCQoFGjRmnBggWt3bRj4u2cf/DfQw891NpN/NGlp6erb9++Xpe3sLDwlLXjcMfvgQMHqqSkROHh4cdVX/N58Oabb25RdsEFF+jzzz/XqFGjrHn+mOc1b20+nY8/x7Lfn+h2OJlO5/P18bZtx44duv3225WRkSGXy6WUlBSNGzfuB/d9vfXdzpQ+QHN7T0afdtKkSTr33HM99vNjrXvx4sX6+c9/7rXM23Y/Wd9h0tPTW3xW27Rp86PP50zh19oNgHcvvPCCbr/9dr3wwgsqLi5WUlJSazfpR2eMUVNTk0JCQhQSEtLazflBRo8eralTp3oMO1t/QrY1tNa+VF9fL6fTecrmdzI077t1dXX6+OOPddttt8nf31/333+/x3jelrWhoUH+/v4ewzZs2CBJuuiii2Sz2U5u409QYGCgAgMDW7sZrWbjxo0aMGCAsrKy9MYbb6ht27Zas2aNfv3rX+uTTz7RwoULFRUVdUrb5G1f+rEd6+f1VC/72eiyyy5TfX29Xn75ZWVkZGjnzp364osvPMLX01lJSYn1+q233tKDDz6o/Px8a9jB56Hm85Of35nZ5T70c+OtvxMbG3tcdTY1Nclms8luP/7/wR/u+O10OpWQkHDc9UlSSkqK3nzzTT311FNW3bW1tVq9erWCg4MVFhamuLg4STrheXjjrc2n8/HnWPb7H7IdziYn0n/cvHmzBg0apIiICP3lL39Rly5d1NDQoNmzZ+u2227TunXrWkxzrOfWH7Pvdqr7xgfvb976tHa7XQ888MAJt7GoqEjZ2dkqKCjQkiVLFBkZ6bW/3Hysd7vdcjqdx31cPJnfYX7/+9/rpptust47HI4TruvgfeqHHMtPdJ4/mMFpp7Ky0oSEhJh169aZ8ePHm8cee8yj/PHHHzdxcXEmJCTEXH/99ea+++4z3bp1s8onTpxoLrroIvPYY4+ZuLg4Ex4ebh5++GHT0NBg7r33XhMZGWmSk5PNiy++eNS2rF692owZM8aEhoaakJAQc84555jCwkKP+TRramoyf/jDH0x6eroJCAgwXbt2NW+//bZVPmfOHCPJfPzxx6Znz57G39/fzJkzx0yePNmj/cYY88ILL5icnBzjdDpNQkKCue2226yyJ5980nTu3NkEBQWZNm3amFtuucVUVlZa5VOnTjXh4eHHsKZ/HIeuh4PNmTPH+Pv7m3nz5lnD/vSnP5nY2FizY8cOY4wxW7ZsMVdccYUJDw83kZGR5sILLzSbNm3yqOdI6+NQmzZtMpLMW2+9Zc455xwTEBBgevfubfLz882iRYtMr169THBwsBk9erQpLS21plu0aJEZMWKEiY6ONmFhYebcc881S5cu9ahbkpkyZYq5+OKLTWBgoMnMzDQffPCBVd7Y2Giuv/56ax/Iysoyf/vb3zzW1YUXXmhuv/12Ex4ebqKiosxvfvMb85Of/MRIMnv37jVlZWVm/PjxJiwszNhsNmOz2UxKSorHvtStWzcjyVx22WXG4XAYSWbixIke+1JBQYHp3r27sdvtxuFwmKCgICPJPPHEEx7rSZJ57733jDHGrFq1yowePdoEBwebuLg4c80115hdu3ZZ8x0yZIi57bbbzJ133mmio6PN0KFDjdvtNpMnTzYpKSnG6XSaxMREc/vttx92+xhjzN69e83Pf/5zExcXZ1wul+nUqZOZMWOGMcb7/vv++++bHj16GJfLZdq2bWseeugh09DQYJUf62di1qxZpmPHjiY4ONiMGjXKXHnllR777pQpU0xQUJCx2WwmLCzMdO3a1Tz66KMmMTHRtGnTxkgyf/7zn014eLiRZIKDg82ECRPM6NGjTUREhPHz87PWafOfNytWrDBDhw41ISEhJjQ01PTs2dMsXrzYo63vvfeeyczMNC6Xy/zkJz8xW7ZsOa51cjzruLCw0Fx44YUmLi7OBAcHm969e5vPPvvMY35paWnmqaeesl4fvIxpaWlm06ZNxmazWcvR7KmnnjKpqammqanJ67poDaNHjzZt2rQx+/fv9xheUlJigoKCzM0332yGDBnidVsebl8qLi72qGvKlCmmY8eOxuVymQ4dOphnn33WKmv+7L355pvm3HPPNS6Xy0ydOrVFOzdv3mzGjh1rIiIiTFBQkMnJyTEzZ860yk/k8zphwgRz5ZVXesynvr7eREdHm5dfftma7s4777TKa2trzW9+8xvTpk0b43Q6Tbt27cx//vOfY24HPO3du9dIMnPnzj3sOCdynj/SMeFEjtPH6tC2HK6vc6zHmccee8xcd911JiQkxKSkpJh///vfVnldXZ257bbbTEJCgnG5XCY1NdX84Q9/sMolmeeee86MHj3aBAQEmLZt23qcO40xJjc31wwbNswEBASYqKgoc9NNN3ms2+Y+TfOxPz09/bDHg2YHb6+wsDATHR1tnn32WZOSkmKCg4PNsGHDTHh4uJk4caJ1zv7Vr35l0tLSzCOPPGJ+9rOfmaCgIBMYGGhcLpcJDg42SUlJJigoyHTp0sW88847RpLJy8vzWN9//etfTUREhOnWrZu5//77jSQTGhpqxo8fb5577jnrWNW+fXvjcDiMw+EwcXFx5q9//asZMmSIuf32203Hjh2Nn5+fcTgcZsyYMebaa681F110kYmJifFY3okTJ5pPPvnESDJBQUEmKirKnH/++eaaa67x2B733Xef+elPf2oiIyOt88O5555rAgMDTWRkpGnbtq155ZVXTFpamgkODjaSrPPb1KlTjcPhMBdffLF1fA0ICDD/7//9P499onl9NvehLrvsMpOUlHTEfqQ3zz33nMnIyDD+/v4mKyvLvPLKKx7lR9qfvH0Gp0yZYlJTU40k0759e/Pss896nDPatWtnHA6H8fPzM4GBgaZXr15m4cKFZs6cOSYpKcnYbDZrH2jejv/v//0/061bN/Ovf/3LtGnTxgQGBporrrjClJeXG2OMefbZZ01mZqa1DW02m9VPTktLs7ZD85+/v7+ZPHnyMX9mms9Xb7zxhhkwYIDVnzj0+DV37lzTp08fq59+3333efRJvJ2PvPUljuT88883ycnJpqqqqkXZ3r17PZZn3LhxJigoyEyePPmoffPJkye3+Hwf7TN/sOa+95QpU0x6erqx2WxWm2644QYTExNjQkNDzbBhw8yKFStaTHe4bWvMsX83ee+998zEiRPNyJEjPfoXNpvNtGvXzutxzZgjHw+9rZcbbrjBGHPgu1vzvuXn52f8/PyM3W430dHRJiAgwPzyl780AQEBxmazWeNkZGSYSZMmWcOa/6Kjo40xxtxyyy0mNDTUBAcHm4iICGu8zz//3PTq1csEBgaawMBAY7fbTUJCgnniiSdM9+7dTXh4uDVuRESEmTJlirVumvffe++91xhz4Fx43333WW1KTEw0gwYNMiEhIUaSsdlsJigoyOp39e3b10gyPXv2tPr4drvdPP/889b3gubhY8aMseb7+uuvm4CAAGsZw8LCzMcff2yV//GPf/SYZ0JCgtW/89ZH/Pvf/24CAgI86jDGmOnTp5uQkBBTXV192P3zUIRfp6EXXnjB9O7d2xhjzIwZM0y7du2M2+02xhjz1ltvGZfLZf7zn/+YdevWmd/+9rcmNDS0RfgVGhpqbrvtNrNu3TrzwgsvGElm1KhR5rHHHjMFBQXmkUceMf7+/mbr1q2Hbce2bdtMVFSUufTSS83ixYtNfn6+efHFF826deus+Rz8xfnRRx81HTt2NLNmzTIbNmwwU6dONS6XyzpBNHcIu3btaj799FNTWFhodu/e3SL8eu6550xAQID529/+ZgU2zV86jTnwZfLLL780mzZtMl988YXp0KGDueWWW6zy0yn8MsaYX//61yYtLc2Ul5ebZcuWGafTaQVG9fX1Jjs721x//fUmNzfXrF271lx11VWmQ4cOpq6uzhhz9PVxqOaDRvO2WLt2renfv7/p1auXGTp0qPn666/NsmXLTGZmprn55put6b744gvz6quvmry8PLN27Vpzww03mPj4eLNv3z5rHEmmTZs25vXXXzfr1683d9xxhwkJCTG7d++2lufBBx80ixcvNhs3bjSvvfaaCQoKMm+99Za1rrKzs01UVJSZPn26ycvLMzfffLMVTO3du9ds27bNjB492qSnp5upU6eaBx980NjtduPv72/tS83hV3x8vJk6dar5y1/+Ymw2m7nmmmtMt27dTFNTk+ncubPp2bOnefTRR80rr7xisrOzjSQTHh5u9u3b1yL82rt3r4mNjTX333+/ycvLM8uWLTMjR440w4YNs5Z/yJAhJiQkxPz6178269atM+vWrTNvv/22dVAvKioy3333nXn++ecPu32amppM//79TadOncynn35qNmzYYGbMmGEd0A/df+fNm2fCwsLMSy+9ZDZs2GA+/fRTk56ebh566CFrnGP5TPj7+5sRI0aYxYsXm6VLl5rs7GzTtm1ba9997bXXTGJiounTp4/p3LmzGTp0qJFkBg4caFavXm1mz55tJBmHw2H69etnPvnkE/Pf//7XBAYGmsTERJObm2tyc3PNnXfeaSSZkpISU1JS4nUddOrUyVxzzTUmLy/PFBQUmP/+979Wh6i5rb179zbffPONWbJkienbt68ZOHDgMa+T413HK1asMP/617/MqlWrTEFBgXnggQdMQECAKSoqssY5OPwqLS01kszUqVNNSUmJFSKPHDnS3HrrrR7L2rVrV/Pggw8edn841Xbv3m1sNpvHF+aD3XTTTSYyMtKUlZWZNm3amN///vce2/Jw+9JVV11l1dG8L7377rtm48aN5t133zVRUVHmpZdeMsZ8f4xKT0+3xjk0PDPGmDFjxpiRI0ea3Nxcaxt+9dVXxhhzwp/Xjz76yAQGBnp82Z8xY4YJDAy0jnWHhl9XXnmlSUlJMdOnTzcbNmwwn3/+uXnzzTePuR3w1NDQYEJCQsxdd91lamtrvY5zvOf5ox0Tjvc4fTwOF34d2tc51uNMVFSUefbZZ8369evN448/bux2u9Xv+stf/mJSUlLMvHnzzObNm838+fPN66+/bk3f/EVqypQpJj8/3zzwwAPG4XCYtWvXGmOMqaqqMomJiebSSy81q1atMl988YVp27atmThxolXHxIkTTUhIiPnZz35mVq9ebVavXm12795t2rRpY7p3725GjRrV4th+8Pa69tprjc1mMxkZGWbNmjXmww8/tEKJxMRE8/rrr5vHHnvMSDIJCQkmKirKPPfccyY7O9skJCSY4OBg079/f5ORkWH69OljLr74YpOdnW169eplHnjgAY/13atXLzN48GATEhJiBg8ebCSZmTNnmoSEBDN27FjrWHXRRReZxMREk5qaai644AJzySWXmNDQUDNgwADjdDpN3759zX333WeSk5NNWFiYueiii8zgwYNNx44dTVJSkrnyyitNeXm5FcI999xzZvny5SYnJ8fqm2zevNnMnj3bxMXFmcGDB5v58+cbSSYqKso89NBDZv369dYXybFjx5pVq1aZv//970aSueeee6x9qfkffs3HV39/f+N0Oq19ovnL/T/+8Q+Tl5dnbrrpJmO3201qauph+5HeTJ8+3fj7+5tnn33W5OfnmyeffNI4HA7z5ZdfHtP+dOh+33zcf/jhh40k88orr5ioqChzww03GH9/fzN06FCTnJxsevToYdLS0sy4cePMW2+9ZebNm2fCw8PNgAEDTHBwsBk5cqR59NFHzdtvv20SEhLMOeecY4KDg83w4cPN8uXLzVdffWUyMzPNVVddZRYvXmwcDoe57rrrjMvlMvfee6/57W9/a/WTm8PVg8/XnTp1ahF+Hekz03y+atOmjXnnnXfM2rVrzY033mhCQ0NNWVmZMebA96WgoCBz6623mry8PPPee++ZmJgYj/l4Ox8dri/hzdHO3QcvT1xcnHnxxRfNhg0bTFFR0VH75pWVlWbq1Kkefbfmz/yhfQBvJk+ebP1TfdmyZWblypXGGGNGjBhhxo0bZxYvXmwKCgrMr371KxMdHW19Z2ieztu2bXas300ODb+a+xcjRowwXbp08XpcO9rxsLKy0vTu3duEhYWZK6+80vTs2dNkZGSYuro6k52dbeLi4qxgx+FwmJCQEDN37lzTu3dvK/gZOXKkufPOO43dbjc2m808/fTTZuHChUaSCQgIMAEBAWbjxo1m7969JigoyMTFxZm8vDyzePFiK1Tq16+fmTt3rrnyyiuNJJOUlGSFds3h0eTJk80bb7xhkpOTjc1msz7Hh4Zfb7/9tgkNDbXCpT/96U/GZrNZ+3f37t2NJHPjjTeawsJC88c//tFIMi6Xy/z+978399xzj7HZbMbpdBq73W5uvfVWs2TJEisvMMaY4uJiY7PZjN1uN7/4xS/MzJkzzSWXXGKcTqcpKCgwr732mnG5XKZr167m448/Ns8995wJDQ01999/v0ebD+0jXn755eaaa67x2Pcuu+yyFsOOhvDrNDRw4EArkW9oaDAxMTFmzpw5xhhjBgwY0OLLVb9+/VqEX2lpaR5XGnTo0MEMHjzYet/Y2GiCg4PNG2+8cdh23H///aZt27amvr7ea/nBoU9tba0JCgoy33zzjcc4N9xwg5kwYYIx5vsO4fvvv+8xzqHhV1JSkvntb3972HYd6u2337ZSc2NaJ/xyOBwmODjY46/5ir26ujrTvXt3c+WVV5qcnBxz0003WdO++uqrpkOHDla42Tx+YGCgmT17tjHm+NdH80Hj4CsT3njjDSPJfPHFF9awxx9/3HTo0OGw9TQ1NZnQ0FDrahljDpxgHnjgAet9VVWVkWQ++eSTw9Zz2223mcsuu8wYc2BdSTJOp9NjXTX/x2Lv3r1e96UxY8aYzp07W/tSc/h18L7Up08fM2jQINOtWzcze/Zs4+fnZ7Zv326VN//HNiAgwMyYMaNF+PXII4+Yn/zkJx5t37p1q5Fk8vPzjTEHOi89evTwGOfJJ580WVlZh/2cHGr27NnGbrdbdR7q0P33vPPOa9HZefXVV01iYuJh5+HtMyHJumrTmAP/LQ0ICLA+wxkZGeb++++3OpDNHYV+/foZY77fr4KCgjz+65iWlmZsNpt1JeN77713xP8QGmNMaGioFYR4W35JZuHChdawvLw8I8l89913x7ROjncde9OpUyfzj3/8w2M5Dw6dm/ebg7311lsmMjLS+kK/dOlSY7PZjuk/8KdKc6fr0LY3++tf/2okmZ07d7ZYZmMOvy/Fx8db79u1a+fxhdwYYx555BEzYMAAY8z3+9LB/3n2pkuXLh4h76H1ncjntfmcevAVDhMmTDDjx4+33h8cfuXn5xtJLa7QOZ52oKV33nnHREZGmoCAADNw4EBz//33W1+YvDnaef5ox4TjPU4fj8OFX4f2dbzxdpw5uCPvdrtNXFyc+ec//2mMMeb22283w4cP9+gzHEySxz+1jDnQR2wODp9//nkTGRnpcQyfOXOmsdvt1jF84sSJJj4+vkVwkpaWZvr06dOiv3P55Zd7jDd58mTjdDpNVFSUNaxz585Gklm2bJk1rEOHDiYiIsJcc8015tNPPzUOh8MsWbLESDK/+93vzJo1a4wk6x+4Dz/8sGnXrp21vps/m7fddpsJCgoyM2fOtPoRv/71r01GRoaRZFasWGH8/f3N22+/bR2rysvLTVBQkAkKCjK9evUyF110kSktLTUul8skJSWZkSNHmoCAADN69GiTkpLiEQ4efPy88cYbjSSTm5trjDHm3//+twkNDbW+3B/aZ2q+Ou3dd981xny/rzT/w7v5+Dpp0iRrmqioKBMQEGC9b77zo3mfePnll42fn5+58MILrXEO7Ud6M3DgQI/+qDHGXHHFFeaCCy7wWNbD7U+H7vfNx/3mZdq7d6955JFHTLt27Ywk8+ijj1rr5uBzxu7du4104Mq6oKAgj1Dj17/+tUlOTjYOh8Ns27bNGv7JJ58Yu91u/vOf/5iwsDCTkJDgtZ/cfA47eJt169atRfh1pM9M8/nqj3/8o1Xe0NBg2rRpY/70pz8ZY4z5v//7vxZ9+WeffdaEhIRY38W8nY+a53+48/HBvvvuOyPJTJ8+/YjjSTJ33XXXUes7uG9ujPe+m7c+gDeTJ082/v7+HuHd/PnzTVhYWIt/cLRr1866mnXy5MmH3baHC9sO993k0PDrqaeeMp999plHn/bQ49qxHA9jY2NN586drTtXYmJizP3332/atGlj/P39jSQzbNgwEx8fbwICAszs2bPNkCFDjNPpNOHh4eapp54yjY2NJigoyLhcLqvv0fz9Y8SIEcYYY31WDv4+fP755xtJ5qWXXjKVlZXG39/f2O12I8nU1NSYa665xkgynTt39ljvkszo0aONMd/vv35+fiY4ONg4nU5r3nPmzDEDBw40qamp5rrrrjNFRUXG4XCYsWPHWseBV1991esxymazmeHDh1vzvfPOO633H330kZEOXGXZfEWiMQfO0/fff79p166dSUlJ8ejfHUsf8b333vO4yquiosIEBAQc8TuoNzzw/jSTn5+vRYsWacKECZIkPz8/jR8/Xi+88IKkAw8k7Nevn8c0AwYMaFFPp06dPO6/jY+PV5cuXaz3DodD0dHRKi0tlSSdf/751r3GnTp1kiStWLFCgwcPPqZ7bAsLC7V//36NHDnSqickJESvvPKKdR95s969ex+2ntLSUhUXF+u888477Diff/65zjvvPCUnJys0NFQ/+9nPtHv3bu3fv/+o7TxZhg0bphUrVnj8NT881el0atq0aXr33XdVW1urp556yppu5cqVKiwsVGhoqLXOoqKiVFtbqw0bNhx1fdx8880e6/tgXbt2tV7Hx8dLksc+EB8fb21/Sdq5c6duuukmtW/fXuHh4QoLC1NVVZW2bNly2Hqbn4VxcD3PPvusevXqpdjYWIWEhOj555+36qivr5ckTZ061WNd9erVy5o+Pz9f+/fv16BBg6wHM86cOVNr1qw54r6UmJio6upqSQc+JykpKXI4HNYyXXnllZIOPMfj0GWSDmyLOXPmeKzPjh07SpLHfA9uqyRdccUVqqmpUUZGhm666Sa999571gMw//CHP3jUt2XLFq1YsUJt2rRRVlZWizZ4s3LlSv3+97/3qOemm25SSUmJtc8fy2ciKChI7dq181hftbW1+uijjxQSEqKNGzfq8ccfV1NTk5577jlNmzZN1dXV2rRpk0d7OnTooODgYOv9PffcI2OMzjvvPE2ePFmbN2/2GP/gdjd/Ju655x7deOONGjFihP74xz+22K5+fn7q06eP9b5jx46KiIhQXl7eMa2T413HVVVVuvfee5Wdna2IiAiFhIQoLy/P635yJBdffLEcDofee+89SQd+lWzYsGFKT08/rnpOhQN9rxPjbV9qPgZUV1drw4YNuuGGGzy2z6OPPnrEz2+nTp2scZsfJn3HHXfo0Ucf1aBBgzR58mTl5uZa45/o59XPz09XXnmlpk2bZrX3gw8+0NVXX+11WVesWCGHw6EhQ4Z4LT/WdsDTZZddpuLiYn344YcaPXq05s6dq549e+qll16SdPzn+aMdE450nD5ZDu3rHOtx5uBzrM1mU0JCgvX5mjRpklasWKEOHTrojjvu0Kefftpivof2CQcMGGAdO/Py8tStWzePY/igQYPkdrs9nt3UpUuXwz4P5+D+jtvt1syZMxUYGKjk5GQlJyfr8ccfV0NDg/bs2WNtr7CwMNntdo9fMouPj5fb7VbXrl2tc3bPnj2t+efk5CgiIkJ79+6VJJ1zzjnavHmz9bmaNm2aevbsqZiYGKWnpysoKMiqOzExUZWVldawhoYG9e3b1zpWhYeHKzMzU/v371dsbKwKCgrUtm1bNTY2qqSkRBs2bNCYMWNaPLt1/fr1kg70vcLCwqzjyOjRo3XHHXdoxowZ6tGjh8dzuw7enk6nU3a7XVVVVR717tq1y3ptt9s9HhbvcDhUW1srSaqoqFBpaalH/23VqlVqamrSzJkzvfYj58+f7/G5aG5zXl6eBg0a5NGOQYMGWftKsyPtT9XV1QoJCVFwcLB13G8+frdp00aPPvqodu3apaCgIG3fvt1aNwefM6KiojRp0iS99tprstvtevHFF61nizX361JTUzV37lxrGS6//HK53W4lJSUpOTlZO3bs0Hfffadp06ad0HeBIy2jt3H8/PzUu3dvj8/VgAEDPJ6VNWjQIFVVVWnbtm3WsEPPR8fjeM7Z3r5nHalvfjy89ekkKS0tzeMZVytXrlRVVZWio6M9ptm0aZPHuTE1NVXJycnW+wEDBngcj471u0mzL7/8UpL0m9/8Rueff77Gjx9v/QDJoce1ox0P8/PzVVZWZj0cfubMmSovL9cf//hHbdu2TU1NTZKkefPmadeuXaqrq9OGDRvU0NCg+vp6BQQESDrwGY6JiVHPnj2tz1+z5u/0zzzzjDZs2KCVK1fKbrcrJCTEevh9c7+qoaFB/fv3l3Tg+3LzM97Wrl1rPW9v8ODBkqTZs2frN7/5jXJycqx5ffzxx/r888+t5xf+5S9/UW5uri699FK9+eabGjp0qJqamjRr1ix98sknCgkJ0fXXXy9JWrZsmcc2N8YoOTnZOr48//zz+vLLL/XMM89Y66WhoUExMTFyuVwKDg7WV199pfz8fG3YsEE7d+7UQw89JIfDIafTqUceeeSoecEFF1wgf39/ffjhh5Kkd999V2FhYRoxYoTXfeFwzsynb/qwF154QY2NjR4PuDfGyOVy6Zlnnjnmeg4NrGw2m9dhbrdbkvSf//xHNTU1HtMezwOhm0/kM2fO9DiISS0f/H7wQeZQR5vn5s2bNXbsWN1yyy167LHHFBUVpa+//lo33HCD6uvrPTo/p1JwcLAyMzMPW/7NN99Ikvbs2aM9e/ZY66Cqqkq9evVqcTCUDjxA9mgPEPz973+ve++912vZwdu7+YR86LDm7S9JEydO1O7du/X3v/9daWlpcrlcGjBggBVYeav30HrefPNN3XvvvXryySc1YMAAhYaG6i9/+Yu+++47j2natGnjsb6aTxCS9O9//1uSdP/996t///4KCgrSo48+Kj8/P7344ose9Ry8L9lsthadg4OXKSoqymrTocskHdgW48aN05/+9KcWZYmJiV7nKR14UG5+fr4+//xzffbZZ7r11lv1l7/8RV999ZVuvvlmK3STpKSkpON+0HpVVZUefvhhXXrppS3KAgICjvkz4W27SQe+yDzyyCMaMGCAXn75ZQ0cOFDSgY5DZWWlnn/+eY/pDn1I5sSJE3XnnXdq1KhRWrVqlXVSarZixQrrdVhYmKQDP+d81VVXaebMmfrkk080efJkvfnmm7rkkkt+lHVyvOv43nvv1WeffaYnnnhCmZmZCgwM1OWXX+51PzkSp9Opa6+9VlOnTtWll16q119/XX//+9+Pq46TLTMzUzabTXl5eV7Xd15eniIjI4/4oFZv+1LzZ6/5XDBlypQW/6g5dN85+LP08ccfq6GhQdL354Ebb7xRo0aN0syZM/Xpp5/q8ccf15NPPqnbb7/9hD+vknT11VdryJAhKi0t1WeffabAwMDD/jrv0falY20HWgoICNDIkSM1cuRI/e53v9ONN96oyZMna+jQocd9nj/aMeFIx+mT9UMLh+57x3qcOdI5tmfPntq0aZM++eQTff7557ryyis1YsQIvfPOOye17YeWNZ+/c3NztW3bNo0aNUpjx47Vddddp2nTpun999/Xtm3brO3V/EDkg8OB5uPG0foqzaKiojR8+HAtXLhQkvT666/rlltu0b59+w67zo50rDpYenq6PvzwQ82ZM0d33HGHSkpK9I9//KPF+W/cuHGSpFtvvVVXXHGF3G63OnfurAkTJqiiokKffvqpdZ5r5m1ZDu57Hfr+WB42fvA+UVVVpYiICPXs2VP/+te/PMaLjY2V0+n0OA83/zP0xxAUFKSlS5eqrKxMAwYM0JQpUyRJ11xzjebNm6ewsDC99957euyxxzyOpYduh6lTp8rpdGrGjBl666239MADD+izzz7zGO/CCy+0zimVlZXq2bOngoKCtGDBAkVFRSk6OloPPvigHnroIS1evFgRERGy2+0ttnfzeaY1HOlzdTTt27eXzWbz+lD7o83nWPvmx8Jbn87bPKuqqpSYmKi5c+e2qCMiIuKY53es302a9e/fXwsWLNAHH3ygkSNHevzQyPGu/xdeeEHGGM2ePVvSge/jzceyrl276le/+pWuueYanX/++aqtrdU///lPxcbG6vXXX29Rl81mU58+ffTcc895XDDQ/A+B7OxshYSEyBijF198UcnJyfruu+90zTXXaMeOHVYAPmzYMH3zzTdyu92qqqqSzWbTgAED9NJLL6m8vFwVFRWaPn26PvzwQ917770aO3ashgwZomuvvVYDBw6Un5+fFi9ebK3L6upqzZgxQ4WFhXr00UetY0hwcLCWL1+uBx98UG+88YYee+wxXX755Xr33Xf16KOPyuFwqF+/furdu7e1T4wYMUL79u1TRUWFJOmuu+5SY2OjPvvsM+3atUsfffSRYmJiNH36dL344otKTU3VnDlz9PXXX2vOnDm65ZZbPNbZodvL6XTq8ssv1+uvv66f/vSnev311zV+/Pjj/jEZrvw6jTQ2NuqVV17Rk08+6XFVzMqVK5WUlKQ33nhD2dnZLQ5WzR2BHyI5OVmZmZnKzMxUWlqapAP/rZo/f/4xnShycnLkcrm0ZcsWq57mv5SUlGNuR2hoqNLT0w/7U69Lly6V2+3Wk08+qf79+ysrK0vFxcXHXH9r2LBhg+6++27ry+DEiRM9OrLr169XXFxci/UWHh5+1PVx6HQ/xIIFC3THHXfoggsuUKdOneRyuVRWVnbcdQwcOFC33nqrevTooczMTI8k3+l0yuVyafHixdawpqYm67+p0oFforPb7erYsaPGjRunYcOGafv27QoODj7mfSk7O1tbt27V/PnzrWVqPhhXVlZ6naZnz55as2aN0tPTW2yLo50wAwMDNW7cOD399NOaO3euvv32W61atUpRUVEe9fj5+alr167atm2b159qP1y78vPzW7QpMzNTdrv9B38mgoOD1b9/fyUlJamoqMiqOywsTMHBwWrbtq3H+AUFBdYVdtKBbW632/Wb3/xG06dP10UXXeQx/sHtbf5vkyRlZWXp7rvv1qeffqpLL73U49fDGhsbtWTJEut9fn6+ysvLlZ2dfUzr5HjX8YIFCzRp0iRdcskl6tKlixISElpcwXYof39/679bB7vxxhv1+eef67nnnlNjY6PXL+OtKTo6WiNHjtRzzz1n/cOj2Y4dOzRt2jSNHz/e+jlvb8t4JPHx8UpKStLGjRtbbJtD96WDpaWlWeMd/A+UlJQU3XzzzZo+fbp+9atfWV+ufsjndeDAgUpJSdFbb72ladOm6YorrjhsANKlSxe53W599dVXXst/SDvgKScnR9XV1Sd0TDvaMUE6/HH6VDmR44w3YWFhGj9+vKZMmaK33npL7777rvbs2WOVH9onXLhwoXXszM7O1sqVK70ewzt06HDE+TqdzhZBQmZmpnbv3i1jjP75z3+qf//+io6OPu6r6prP2Vu3brWGrV27VuXl5Wrfvr017Oqrr9Z3332npqYmbdy4UT/96U+PWndGRob8/f09+h0VFRXasGGDgoKCVFZWJqfTqczMTE2cOFENDQ0yxmjUqFEe9ezevdu6GqVr167Kzs72uCptypQpuv3221VWVnbSrvoMDw9XfHy8x9VN3bt3V0VFhVwul9d+ZGBgoMew0NBQSQfW+YIFCzzqX7BggceVItKR9yebzabMzEyrD7Fx40br+J2RkaHMzEzrHyldu3bVihUrPPbVgyUmJiouLk7ffPONOnfu7BEgbNmyRZWVldYylJaWWvtsZGSkdfzNzc3V5s2brat/YmNjVVJSYp2v9+3b1+Jq9qMto7dxGhsbtXTpUo/P1bfffuvx+ViwYIFCQ0Otq4YO53B9iUNFRUVp1KhRevbZZz0+v83Ky8sPO+3R+uaH460PcLg+3aF69uypHTt2yM/Pr8V+GRMTY423ZcsWj+P7woULPY5Hx/vdpPmfI4mJiUcNRY50PGzXrp1eeeUV9evXT4MHD7a+j+Tm5ioqKkr5+flWiBcaGmr9UyA8PFwOh0OhoaFWYNWsbdu2Vt+jOeRubuPAgQNVXl6ukJAQDRkyxKMv9MEHH1jHnoP/+dO5c2cZY1RRUaHMzEz17t1b5513nnbt2qVu3bopLi7OuovC4XBY82qu64477lD37t21YcMG7dixQ3fddZeMMcrIyFBtba0yMzM1bNgwSQeu0MvMzFR8fLwcDod69Oihb7/91uP4ct111+ndd9+1frV57Nix+sc//qE1a9YoMDBQy5cvV5cuXaxjxeDBg/Xggw/q008/1b333qvp06cfcXtJB84Bs2bN0po1a/Tll18e9qr9IyH8Oo189NFH2rt3r2644QZ17tzZ4++yyy7TCy+8oDvvvFMvvviipk6dqoKCAk2ePFlr1qw5Ke355S9/qX379umnP/2plixZovXr1+vVV1/1uDS+WWhoqO69917dfffdevnll7VhwwYtW7ZM//jHP/Tyyy8f13wfeughPfnkk3r66ae1fv16qx7pwEG3oaFB//jHP7Rx40a9+uqrLf7T1Rrq6uq0Y8cOj7+ysjI1NTXpmmuu0ahRo3Tddddp6tSpys3N1ZNPPinpwIc4JiZGF110kebPn69NmzZp7ty5uuOOO6xLpY+0Pn5M7du316uvvqq8vDx99913uvrqq4/7Cpr27dtryZIlmj17tgoKCvS73/3Oo8MpHegQPf7449bB/M477/QIpJr/+/HLX/5Sjz/+uCZMmKDi4mJt3LjxmPelESNGKCsrSw6HQ88995xeffVV3XXXXZJ02Fs5brvtNu3Zs0cTJkzQ4sWLtWHDBs2ePVvXXXfdETsmL730kl544QWtXr1aGzdu1GuvvabAwEArRD7UkCFDdO655+qyyy7TZ599Zv0Xf9asWV7Hf/DBB/XKK6/o4Ycf1po1a5SXl6c333zT+tnmH+sz8fDDD+vxxx/X008/rYKCAu3du1dbtmzRX//6V4/xnE6nJk6cqNWrV2vOnDm66qqrNHz4cO3fv1/Lli076pfJmpoa/fKXv9TcuXNVVFSkBQsWaPHixR4dTX9/f91+++367rvvtHTpUk2aNEn9+/dX3759j2mdHO86bt++vaZPn279s+Gqq65q8Z/5QzWH0jt27LC+AEkH9t/+/fvrvvvu04QJE477M3QqPPPMM6qrq9OoUaM0b948bd26VbNmzdLIkSOVnJysxx57TNKBZZw3b562b99+XEH4ofvSqlWrNHXq1Bb70tHcddddmj17tjZt2qRly5Zpzpw51n5yop/XZldddZX+9a9/6bPPPjti5yk9PV0TJ07U9ddfr/fff986Rv/3v//9UdpxNtq9e7eGDx+u1157Tbm5udq0aZPefvtt/fnPf9ZFF110Qse0ox0Tjvc4fTKcyHHmUH/961/1xhtvaN26dSooKND/b+/+Y6Ku/ziAP++AO47k4OROj2NMIAp0JWRClBMyQbe2EDV/pKGRY804NrMJpi1S659m0AjUalPK6RZ0Uc1aQ60mW2zUYMQK8NY4dJO0jNFU0ILn9w/6vHd3HIj0NZK9Hpv/gAefe/+61+fN5/161dXVwW63+zxJUVdXh8OHD6sYsbm5GU6nE8BIzBEaGuqzhhcXFyM/P/+mTwTFxcXh4sWLGBwc9FkP/Purra1N3fxMVHZ2Nu6//341F91uNzZt2oSsrCyfY4OrVq3C4OAgrl27hiVLlvickhhLeHg4Nm/ejB07dqjPpy1btqhjmO3t7ejt7UVXVxe2b9+OsLAwLF26dNSTqhaLBVFRUQCA3t5efPXVV9iwYQMAqD+2XL58GUFBQSgoKFAbS01NTWhqarql9hhPcXExLl68iM7OTnR1daGlpQUA0NzcPGYcGciOHTtQU1ODgwcPwu12o7y8HB9//PGo0wTjjSdv2rrvcrkAAD/++COOHDminpp56qmnYLfbkZeXp44LulwuuFwuvPTSSzh//jxu3LiBhoYGuN1un5hAG7NtbW3qj5pr167F999/j8rKShQUFGD//v0oKCjA8PAwhoaG8Pbbb+Oxxx7D0aNHMXv2bNTW1mLdunWj+nWi77G6uhr19fXo7OxEUVER+vr61JGw559/HufPn0dxcTE6Ozvx6aefoqysDNu3b7/pCY6xYolAqqurMTQ0hPT0dLhcLrjdbnR0dKCysjJgChzNRGLzsa5tMjEAMDKnH374YeTl5aGhoQEejwfffvstdu/e7fPHzbH61m63q2v/p/cmYxlvPfzuu+/Q19eHZcuWwePxQK/XIzQ0FElJSXj66acxNDSE3bt3Axh5yu23337zmXMZGRno7+/HmTNn4Ha7cePGDZw5c0bFHtpGaV9fH/r6+lBUVISBgQH09PSoWKK5uRkA1H1jcnKyOgWmHckERubarl27cPLkSTz77LP46KOP1Dw2mUwwGAw4ffo0Ojo6sHPnTjz33HMAgAsXLqgHJyorK3Hu3DnMnTsXZ8+exezZs9Hd3a02IXft2oXGxkb8+uuv+Ouvv2CxWHD8+HGUlZWho6MD7e3tuHLlClpaWlBdXY2ZM2ciPz8f77zzDg4dOoRLly7hhx9+wOeff449e/Zg79692Lp1K06fPo0PP/wQtbW1N50rAJCZmQm73Y6NGzciPj5+1AmDCbmlDGHitvJOMOdPS3TY1tbG119/nVarlTNmzODmzZtZUlIyKuG9f/VB/+pV5MQSGba1tXHZsmUMCwtjeHg4Fy9ezJ9//jng7xkeHuZbb73FpKQkhoSE0Gazcfny5ao6l3cSTG/+Ce9J8tChQ+rn+JckLy8vZ3R0NE0mE5cvX84PPvjA5+dORcJ7AKP+JSUlcc+ePYyOjlYVYUjS5XLRYDCo6na9vb3ctGkTrVYrjUYjExISWFhYyP7+fvWa8drDn5YosLW1VX0tUNv7t1NLS4uqUHLPPfewrq5uQkm+IyIieOTIEZIjhQ+eeeYZRkREMDIyklu3blVlqrW2ys3NpdPppNlspsViYWlpqSqp3NfXx8uXL3PFihU0Go0MCgqiXq+n0WjkrFmz1FjSEt57v58VK1YwJSVF/a6uri6mpqZSp9NRp9PR4XAQAG02GysqKkYlvCfJs2fPcuXKlYyMjKTJZGJycjK3bdumkpgGmkf19fV86KGHaDabVZWqU6dOjdk/5EiC14KCAlUS+b777uOJEycC9gtJfvnll3zkkUdoMploNpuZnp7uU6lsMnNCS27qPYePHTvG1NRUGgwGGgwGRkVFqeSqWnvV1tb6lIWeN28e4+PjaTQaabPZVF+O5fr161y/fj1jY2NpMBjocDjodDo5MDDgc60ul4sJCQk0Go3Mzs72qYg2kTa5lTbu7u7mkiVLaDKZGBsby6qqqlF97T8XPvvsM1Ve3b88uZagubm5ecx2mGoej0clgA0JCWFsbCyLi4t91qqmpibOnz+fRqNR9el4Y8mb91iyWCzMzMwcNZa816hAnE4n7777bjW28vPzfa5vMvNV89NPPxEYKS3vnzzc/3UDAwN84YUXGB0dTYPBwMTERB4+fHjC1yF8DQ4OcufOnVywYAEjIiIYFhbGpKQkvvzyy7x27RrJya1p460Jk1mnJ2qshPf+sc5k1hnSN0H3u+++y9TUVN511100m81cunSpTxJ5AKyurmZOTg6NRiPj4uJURTeNViVMW8MLCwt9qp+OVcG6qamJFotFJVz25t1fWjJj7zZYtGgRg4ODfV6TlZXF8PBw9X57enqYm5urCtOsWbOGv/zyy6j1Ii0tjQDUHNRiSO92r6ioYFRUlOqXP/74gxs2bFBrWXl5OdPT01lSUsLk5GQGBwereGTNmjVcv349yZG4wjvh/cmTJ1Ui5/nz5/PFF18k/q6EpvXHiRMnuHr1aprNZgJgYmKiKtZSVlZGvV6vYibtmmNjY0mOjKWgoCCfMWGz2XzaWyvaoa2tpaWlfOKJJxgXFzduHBnIgQMHmJCQwJCQEN57770+hUDI8cdToDl47NgxJiYmEgAjIyOZmZlJp9Op/p/H4+Hq1atVhe+FCxfyiy++YF5eHmfMmEGdTsc5c+bwlVde4dDQECsqKhgREcGUlBQeOHCADoeDoaGhfPLJJ/n777+zsbGRWVlZtFgsDAkJUXGjFif39/dz3bp1DAsLY3BwsKoc7p/wfrw5o42/48ePMz09nQaDgfPmzfOpikmS33zzDdPS0mgwGGi321laWso///xTfX+sz6PxYolALly4wKKiIs6ZM4cGg4ExMTHMzc1VhdECxek3i83JwJ/jgWKAQALdx5Ej8664uJgOh0PFGRs3buS5c+d8XheobzW3cm/infDeP74Ya10baz3U7skvXbrEnJwcVXnx66+/Vvfk2lqk1+sZFham5pzW1zNnzqTNZmNISAiDgoK4ePFiFXtolSL1er3qd22uaLGEto4+8MADBEYq2T7++OMEQKvVyjfeeIMLFiygxWJRhcMMBsOoIiQOh4NxcXE0mUyMj49ncnKyWmczMjKYkZGhkvfr9Xra7XbGxMSoe07tvVqtVjWPCgsLefToURXnWa1Wrlq1SlW0XbhwoZrnwEhFzJUrV6riIDk5OSr5vk6n46xZs/j++++TvHmMWFJSQgCTrqSu+3vQCCHElBgeHsbcuXOxdu1a7Nu3b6ovR0yxmpoabNu2bdxH+P/r9u3bh7q6Op8E7UIIcbvpdDrU19cjLy9vqi/lP+3q1auIiYnBm2++iS1btqiv34nxyO285v/CeHr11VfxySef+OSa+n+62Xv0eDyIj49Ha2urT8EG8c/d7r4VIhBJeC+E+Ff19PSgoaEBWVlZuH79OqqqqtDd3a2ODwhxp7py5Qo8Hg+qqqrw2muvTfXlCCGEANDa2orOzk6kp6ejv78fe/fuBTCSl+i99967o+IRiaGEEGLyJOeXEOJfpdfrUVNTg7S0NCxatAjt7e04derUqOSiQtxpnE4nHnzwQTz66KMqF4gQQoipt3//fqSkpCA7OxtXr15FY2MjrFbrHRePSAwlhBCTJ8cehRBCCCGEEEIIIcS0JU9+CSGEEEIIIYQQQohpSza/hBBCCCGEEEIIIcS0JZtfQgghhBBCCCGEEGLaks0vIYQQQgghhBBCCDFtyeaXEEIIIYQQQgghhJi2ZPNLCCGEEEIIIYQQQkxbsvklhBBCCCGEEEIIIaYt2fwSQgghhBBCCCGEENOWbH4JIYQQQgghhBBCiGnrf2IrqswLyP3zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1400x1400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#User story 6\n",
    "from statsmodels.graphics.mosaicplot import mosaic\n",
    "fig, ax = plt.subplots(figsize=(14, 14))\n",
    "mosaic(Data_LE50K, ['occupation', 'sex'], title=' Mosaic plot depicting Occupation by Sex for Salary<=50K', ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "246317f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1400x1400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#User story 6 -continued\n",
    "fig, ax = plt.subplots(figsize=(14, 14))\n",
    "mosaic(Data_M50K, ['occupation', 'sex'], title=' Mosaic plot depicting Occupation by Sex for Salary>50K', ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "dc318352",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#User story 7\n",
    "import seaborn as sns\n",
    "DLE50K_r['hours-per-week'] = DLE50K_r['hours-per-week'].astype(int)\n",
    "DM50K_r['hours-per-week'] = DM50K_r['hours-per-week'].astype(int)\n",
    "\n",
    "sns.heatmap(DM50K_r[['capital-gain','education-num','hours-per-week']].corr() , annot=True , cmap='coolwarm')\n",
    "plt.title('Heatmap of people with Salary>50K')\n",
    "plt.show()\n",
    "sns.heatmap(DLE50K_r[['capital-gain','education-num','hours-per-week']].corr() , annot=True , cmap='coolwarm')\n",
    "plt.title('Heatmap of people with Salary<=50K')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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