Data_Analysis_Visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import itertools\n",
    "import scipy\n",
    "import sklearn\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    "import plotly.express as px\n",
    "\n",
    "from yellowbrick.features.pca import PCADecomposition\n",
    "from dateutil import parser\n",
    "from datetime import date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2240 entries, 0 to 2239\n",
      "Data columns (total 28 columns):\n",
      " #   Column               Non-Null Count  Dtype  \n",
      "---  ------               --------------  -----  \n",
      " 0   ID                   2240 non-null   int64  \n",
      " 1   Year_Birth           2240 non-null   int64  \n",
      " 2   Education            2240 non-null   object \n",
      " 3   Marital_Status       2240 non-null   object \n",
      " 4   Income               2216 non-null   float64\n",
      " 5   Kidhome              2240 non-null   int64  \n",
      " 6   Teenhome             2240 non-null   int64  \n",
      " 7   Dt_Customer          2240 non-null   object \n",
      " 8   Recency              2240 non-null   int64  \n",
      " 9   MntWines             2240 non-null   int64  \n",
      " 10  MntFruits            2240 non-null   int64  \n",
      " 11  MntMeatProducts      2240 non-null   int64  \n",
      " 12  MntFishProducts      2240 non-null   int64  \n",
      " 13  MntSweetProducts     2240 non-null   int64  \n",
      " 14  MntGoldProds         2240 non-null   int64  \n",
      " 15  NumDealsPurchases    2240 non-null   int64  \n",
      " 16  NumWebPurchases      2240 non-null   int64  \n",
      " 17  NumCatalogPurchases  2240 non-null   int64  \n",
      " 18  NumStorePurchases    2240 non-null   int64  \n",
      " 19  NumWebVisitsMonth    2240 non-null   int64  \n",
      " 20  AcceptedCmp3         2240 non-null   int64  \n",
      " 21  AcceptedCmp4         2240 non-null   int64  \n",
      " 22  AcceptedCmp5         2240 non-null   int64  \n",
      " 23  AcceptedCmp1         2240 non-null   int64  \n",
      " 24  AcceptedCmp2         2240 non-null   int64  \n",
      " 25  Response             2240 non-null   int64  \n",
      " 26  Complain             2240 non-null   int64  \n",
      " 27  Country              2240 non-null   object \n",
      "dtypes: float64(1), int64(23), object(4)\n",
      "memory usage: 490.1+ KB\n"
     ]
    }
   ],
   "source": [
    "rawData = pd.read_csv(\"./marketing_data.csv\")\n",
    "data = rawData\n",
    "\n",
    "data.rename(columns={' Income ':'Income'}, inplace=True)\n",
    "data['Income'] = data['Income'].str.replace(',', '').str.replace('$', '').astype(float)\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Covert categorial column to the correct column type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"Education\"] = data[\"Education\"].astype(\"category\")\n",
    "data[\"Marital_Status\"] = data[\"Marital_Status\"].astype(\"category\")\n",
    "data[\"Kidhome\"] = data[\"Kidhome\"].astype(\"category\")\n",
    "data[\"Teenhome\"] = data[\"Teenhome\"].astype(\"category\")\n",
    "data[\"Complain\"] = data[\"Complain\"].astype(\"category\")\n",
    "data[\"Country\"] = data[\"Country\"].astype(\"category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2240 entries, 0 to 2239\n",
      "Data columns (total 28 columns):\n",
      " #   Column               Non-Null Count  Dtype   \n",
      "---  ------               --------------  -----   \n",
      " 0   ID                   2240 non-null   int64   \n",
      " 1   Year_Birth           2240 non-null   int64   \n",
      " 2   Education            2240 non-null   category\n",
      " 3   Marital_Status       2240 non-null   category\n",
      " 4   Income               2216 non-null   float64 \n",
      " 5   Kidhome              2240 non-null   category\n",
      " 6   Teenhome             2240 non-null   category\n",
      " 7   Dt_Customer          2240 non-null   object  \n",
      " 8   Recency              2240 non-null   int64   \n",
      " 9   MntWines             2240 non-null   int64   \n",
      " 10  MntFruits            2240 non-null   int64   \n",
      " 11  MntMeatProducts      2240 non-null   int64   \n",
      " 12  MntFishProducts      2240 non-null   int64   \n",
      " 13  MntSweetProducts     2240 non-null   int64   \n",
      " 14  MntGoldProds         2240 non-null   int64   \n",
      " 15  NumDealsPurchases    2240 non-null   int64   \n",
      " 16  NumWebPurchases      2240 non-null   int64   \n",
      " 17  NumCatalogPurchases  2240 non-null   int64   \n",
      " 18  NumStorePurchases    2240 non-null   int64   \n",
      " 19  NumWebVisitsMonth    2240 non-null   int64   \n",
      " 20  AcceptedCmp3         2240 non-null   int64   \n",
      " 21  AcceptedCmp4         2240 non-null   int64   \n",
      " 22  AcceptedCmp5         2240 non-null   int64   \n",
      " 23  AcceptedCmp1         2240 non-null   int64   \n",
      " 24  AcceptedCmp2         2240 non-null   int64   \n",
      " 25  Response             2240 non-null   int64   \n",
      " 26  Complain             2240 non-null   category\n",
      " 27  Country              2240 non-null   category\n",
      "dtypes: category(6), float64(1), int64(20), object(1)\n",
      "memory usage: 399.5+ KB\n",
      "ID                      0\n",
      "Year_Birth              0\n",
      "Education               0\n",
      "Marital_Status          0\n",
      "Income                 24\n",
      "Kidhome                 0\n",
      "Teenhome                0\n",
      "Dt_Customer             0\n",
      "Recency                 0\n",
      "MntWines                0\n",
      "MntFruits               0\n",
      "MntMeatProducts         0\n",
      "MntFishProducts         0\n",
      "MntSweetProducts        0\n",
      "MntGoldProds            0\n",
      "NumDealsPurchases       0\n",
      "NumWebPurchases         0\n",
      "NumCatalogPurchases     0\n",
      "NumStorePurchases       0\n",
      "NumWebVisitsMonth       0\n",
      "AcceptedCmp3            0\n",
      "AcceptedCmp4            0\n",
      "AcceptedCmp5            0\n",
      "AcceptedCmp1            0\n",
      "AcceptedCmp2            0\n",
      "Response                0\n",
      "Complain                0\n",
      "Country                 0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "data.info()\n",
    "print(data.isnull().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 24 null values for income column, imputed with mean value\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"Income\"].mean()\n",
    "data['Income'] = np.where(data[\"Income\"].isnull(), data[\"Income\"].mean(), data[\"Income\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data visualization by column against the target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize'] = [12, 8]\n",
    "plt.rcParams['figure.dpi'] = 100\n",
    "sns.set_theme(style=\"darkgrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reponse Rate column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Response', ylabel='count'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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drrrqqgwePDgf+tCHqrktAAAA2GG75DvyjY2NufTSS3PFFVdkxYoV6dWrV84999wMHz48STJ06NBMnDix5Xh9fX2mTZuWHj16JEnGjRuXLVu2ZPTo0Vm/fn2GDBmS66+/vnobAgAAgHZSU6lUKtUeYlezaNGiJMmAAQOqPMn26T3uumqPAEA7WPHDC97+JADgPeGddOgueWs9AAAA8NaEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQXaJkF+9enUaGxszf/78lrV77703w4cPz8c//vF85jOfyQ9+8IO8+eabLcePPfbYfOxjH0tDQ0PL1/PPP58k2bp1a66++uoceeSRaWhoyNixY/Pqq6/u9H0BAABAe6t6yC9YsCCjRo3KsmXLWtaefvrpXHzxxTn//PPzq1/9KtOmTcvtt9+e6dOnJ0nWrVuXF154IXPnzs3ChQtbvg466KAkydSpU/PII4/ktttuy0MPPZTOnTvn8ssvr8b2AAAAoF1VNeRnz56d8ePH54ILLmi1/pvf/CYnnXRSPv3pT6dDhw456KCD0tjYmCeeeCLJv4d+jx498sEPfvAtn3fWrFk588wzs99++6Vbt2657LLLMm/evCxfvvxd3xMAAAC8mzpW88WPOuqoHH/88enYsWOrmD/mmGNyzDHHtHy/adOm/OIXv8jxxx+fJFm0aFHq6upy8sknZ+nSpfngBz+Yc889N5/+9Kezdu3avPLKK+nfv3/L43v16pXu3bvn2WefTZ8+fdo0W6VSyYYNG9pppwDwzrkOAcD7R6VSSU1NTZvOrWrI77PPPm97zrp16/K1r30tnTt3zmmnnZYkqampyYABA3LhhRdm//33zz333JNzzz03t9xyS/bdd98kSZcuXVo9T+fOnbN+/fo2z9bc3JzFixe3fTMA0M5chwDg/aVTp05tOq+qIf92/u///b8577zzsvfee2fGjBnp1q1bkmTMmDGtzjvhhBNy99135957783ZZ5+dJNm4cWOrczZt2pSuXbu2+bVra2tTX1+/gzuolnnVHgCAdnDIIYdUewQAYCdpampq87m7bMj/8pe/zIUXXpgvfvGLueiii9Kx4/8f9eabb86hhx6aoUOHtqxt3rw5u+++e7p3757evXunqamp5fb61157LWvWrGl1u/3bqamp2eZdfQDYmVyHAOD9o6231Se7wKfWv5V/+Zd/ybhx43LppZfm61//equIT5Lf/va3+da3vpXly5dny5YtufXWW7Nw4cJ8/vOfT5KMGDEiU6dOzfLly7Nu3bpcddVVGTx4cD70oQ9VYzsAAADQbnbJd+T/9m//Nlu2bMnkyZMzefLklvVBgwblpptuysUXX5wOHTrkS1/6UtauXZv6+vr8+Mc/zgEHHJAkGTduXLZs2ZLRo0dn/fr1GTJkSK6//voq7QYAAADaT02lUqlUe4hdzaJFi5IkAwYMqPIk26f3uOuqPQIA7WDFDy94+5MAgPeEd9Khu+St9QAAAMBbE/IAAABQECEPAAAABRHyAAAAUBAhDwAAAAUR8gAAAFAQIQ8AAAAFEfIAAABQECEPAAAABRHyAAAAUBAhDwAAAAUR8gAAAFAQIQ8AAAAFEfIAAABQECEPAAAABRHyAAAAUBAhDwAAAAUR8gAAAFAQIQ8AAAAFEfIAAABQECEPAAAABRHyAAAAUBAhDwAAAAUR8gAAAFAQIQ8AAAAFEfIAAABQECEPAAAABRHyAAAAUBAhDwAAAAUR8gAAAFAQIQ8AAAAFEfIAAABQECEPAAAABRHyAAAAUBAhDwAAAAUR8gAAAFAQIQ8AAAAFEfIAAABQECEPAAAABRHyAAAAUBAhDwAAAAUR8gAAAFAQIQ8AAAAFEfIAAABQECEPAAAABRHyAAAAUBAhDwAAAAUR8gAAAFAQIQ8AAAAFEfIAAABQECEPAAAABRHyAAAAUBAhDwAAAAXZrpB/+eWXU6lUtlnfsmVLnnrqqR0eCgAAAHhr2xXyn/3sZ/P6669vs/7SSy/llFNO2eGhAAAAgLfWsa0nzpw5Mz/5yU+SJJVKJSNHjkyHDq3/HeB3v/td9t9///adEAAAAGjR5pAfMWJEXn/99VQqlfzwhz/MX/7lX6Zr166tzunatWv+4i/+ot2HBAAAAP5dm0O+rq4uX/3qV5MkNTU1+cpXvpK6urp3bTAAAABgW20O+f/sq1/9ajZu3Jgnn3wyzc3N23zw3Sc/+cl2GQ4AAABobbtC/he/+EUmTJiQdevWbRPxNTU1Wbx4cbsMBwAAALS2XSF/zTXX5BOf+ES+9rWvZY899mjvmQAAAIA/YLtC/sUXX8z111+f+vr69p4HAAAA+CO26+/I9+3bN6tXr27vWQAAAIC3sV3vyE+YMCGTJk3KBRdckAMPPDCdOnVqddzfkgcAAIB3x3aF/FlnnZUkOeecc1JTU9OyXqlUfNgdAAAAvIu2K+RnzJjR3nMAAAAAbbBdIT948OB2HWL16tUZNWpUvv3tb2fIkCFJkieffDLf/va309TUlJ49e2bs2LH5whe+0PKY2bNn58Ybb8xrr72WAw88MN/4xjfS0NCQJNm6dWuuueaa3Hnnndm4cWOOOOKIfOtb38oHPvCBdp0bAAAAdrbtCvlLL730jx6fMmVKm59rwYIFueSSS7Js2bKWtTfeeCNnnXVWzjvvvIwaNSpPPPFExo0bl4MPPjgDBw7M/PnzM2nSpEybNi0DBw7MzJkzM3bs2Dz44IOpq6vL1KlT88gjj+S2227LHnvskW984xu5/PLL8+Mf/3h7tgsAAAC7jO361PqXXnqp1de//uu/5qGHHso999yTDh3a/pSzZ8/O+PHjc8EFF7Rav++++9KjR4+MHj06HTt2zNChQ3P88cdn5syZSZJZs2bluOOOy6BBg1JbW5vTTjstPXv2zNy5c1uOn3nmmdlvv/3SrVu3XHbZZZk3b16WL1++PdsFAACAXcZ2vSP/93//99usVSqVTJw4MT179mzz8xx11FE5/vjj07Fjx1Yxv3Tp0vTv37/VufX19bn11luTJE1NTRk5cuQ2x5csWZK1a9fmlVdeafX4Xr16pXv37nn22WfTp0+fNs1WqVSyYcOGNu8FANqb6xAAvH/8/sPj22K7Qv6t1NTU5Iwzzsjo0aO3eYf9D9lnn33ecn39+vWpq6trtda5c+eW/6H5Y8fXr1+fJOnSpcs2x39/rC2am5t9+j4AVeU6BADvL//1T7v/Ie0W8kmycuXKdnn3oK6uLmvXrm21tmnTpnTt2rXl+KZNm7Y53rNnz5bA37hx4x98fFvU1tamvr5+e8bfBcyr9gAAtINDDjmk2iMAADtJU1NTm8/drpD/wQ9+sM3a2rVr87Of/SzDhg3bnqdspX///nnkkUdarTU1NaVfv35Jkn79+mXp0qXbHD/66KPTvXv39O7dO01NTS2317/22mtZs2bNNrfr/zE1NTXbvKsPADuT6xAAvH+09bb6ZDtD/vbbb99mrba2Np/61Kdy4YUXbs9TttLY2Jjvfve7mT59ekaPHp0FCxZkzpw5ufHGG5MkJ554YsaNG5djjz02gwYNysyZM7Nq1ao0NjYmSUaMGJGpU6dmwIAB6dmzZ6666qoMHjw4H/rQh3Z4NgAAAKim7Qr5//W//ld7z9FKz54985Of/CSTJ0/ODTfckL322iuXX355jjjiiCTJ0KFDM3HixFxxxRVZsWJF6uvrM23atPTo0SNJMm7cuGzZsiWjR4/O+vXrM2TIkFx//fXv6swAAACwM9RUKpXK9j74oYceyrPPPpuOHTumX79+OeKII7Lbbru153xVsWjRoiTJgAEDqjzJ9uk97rpqjwBAO1jxw7Z9eCwAUL530qHb9Y787373u5xxxhl5+umns+eee+bNN9/MunXr8tGPfjR/93d/lz333HN7nhYAAAB4Gx2250FXX311/u3f/i133XVXHn/88fzqV7/KHXfckc2bN+d73/tee88IAAAA/IftCvkHHngg3/zmN1t9CvxHPvKRfOMb38j999/fbsMBAAAArW1XyG/ZsiV77bXXNut777131q1bt8NDAQAAAG9tu0L+ox/9aH76059us/4P//APOeSQQ3Z4KAAAAOCtbdeH3Z1//vn58pe/nCeffDIf//jHU1NTk1/96ldZvHhxbrrppvaeEQAAAPgP2/WOfENDQ2bOnJnevXvn4Ycfzrx58/Lss89mxowZGTp0aHvPCAAAAPyH7Qr5p556KmeeeWb69OmTn/3sZ5k7d2723nvvfO1rX8vSpUvbe0YAAADgP2xXyP/3//7f8xd/8Re58MILW9YeeOCBHH300ZkyZUq7DQcAAAC0tl0h/8wzz+Sss85KbW1ty9puu+2WM888M//yL//SXrMBAAAA/8V2hXy3bt2ybNmybdZXrFiRzp077/BQAAAAwFvbrpA/5phjcsUVV+R//+//nXXr1mX9+vV57LHHcuWVV6axsbG9ZwQAAAD+w3b9+bmLLrooy5cvzxlnnJGampqW9cbGxlx88cXtNhwAAADQ2naFfF1dXX70ox/lX//1X/Pss8+mY8eOOeigg9K3b992Hg8AAAD4z7Yr5H+vb9++4h0AAAB2ou36HXkAAACgOoQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFKRjtQf4Q+66665MnDix1Vpzc3OS5Omnn87EiRNz2223pba2tuX4JZdcklGjRiVJZs+enRtvvDGvvfZaDjzwwHzjG99IQ0PDztsAAAAAvAt22ZA/4YQTcsIJJ7R8v2LFiowcOTITJkxIkixatCiTJk3K5z//+W0eO3/+/EyaNCnTpk3LwIEDM3PmzIwdOzYPPvhg6urqdtoeAAAAoL0VcWt9pVLJhAkT8md/9mcZPnx4Nm/enOeeey6HHXbYW54/a9asHHfccRk0aFBqa2tz2mmnpWfPnpk7d+5OnhwAAADa1y77jvx/duedd6apqSk33nhjkmTJkiXZsmVLbrjhhixYsCB77LFHRo4cmTFjxqRDhw5pamrKyJEjWz1HfX19lixZ0ubXrFQq2bBhQ7vuAwDeCdchAHj/qFQqqampadO5u3zIv/nmm5k6dWrOPvvsdOvWLUmydu3aDB48OKecckquvfbaLF68OOPGjUuHDh0yZsyYrF+/fptb6Dt37vyO/oeoubk5ixcvbte9AMA74ToEAO8vnTp1atN5u3zIz58/P6+++mpOPPHElrVhw4Zl2LBhLd8PHDgwp556aubOnZsxY8akrq4umzZtavU8mzZtSs+ePdv8urW1tamvr9/xDVTFvGoPAEA7OOSQQ6o9AgCwkzQ1NbX53F0+5O+99940NjamS5cuLWv3339/Vq5cmZNOOqllbfPmzencuXOSpF+/flm6dGmr52lqasrRRx/d5tetqalp9ZoAsLO5DgHA+0dbb6tPCviwuwULFuSTn/xkq7VKpZIpU6bk0UcfTaVSycKFCzNjxoyWPz134oknZs6cOXnsscfS3Nyc6dOnZ9WqVWlsbKzGFgAAAKDd7PLvyL/00kv5wAc+0GqtsbExl156aa644oqsWLEivXr1yrnnnpvhw4cnSYYOHZqJEye2HK+vr8+0adPSo0ePKuwAAAAA2k9NpVKpVHuIXc2iRYuSJAMGDKjyJNun97jrqj0CAO1gxQ8vqPYIAMBO8k46dJe/tR4AAAD4/4Q8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAUZJcO+blz5+bQQw9NQ0NDy9eECROSJE8++WS+8IUvpKGhIZ/5zGcya9asVo+dPXt2Ghsbc/jhh2fEiBFZuHBhNbYAAAAA7apjtQf4YxYtWpThw4dnypQprdbfeOONnHXWWTnvvPMyatSoPPHEExk3blwOPvjgDBw4MPPnz8+kSZMybdq0DBw4MDNnzszYsWPz4IMPpq6urkq7AQAAgB23S78jv2jRohx22GHbrN93333p0aNHRo8enY4dO2bo0KE5/vjjM3PmzCTJrFmzctxxx2XQoEGpra3Naaedlp49e2bu3Lk7ewsAAADQrnbZd+TffPPNPPPMM6mrq8tNN92UrVu35k//9E8zfvz4LF26NP379291fn19fW699dYkSVNTU0aOHLnN8SVLlrT59SuVSjZs2LDjGwGA7eQ6BADvH5VKJTU1NW06d5cN+dWrV+fQQw/NMccckxtuuCGvv/56vv71r2fChAnZZ599trlFvnPnzi3/w7N+/fo/erwtmpubs3jx4h3fCABsJ9chAHh/6dSpU5vO22VDvlevXi23yidJXV1dJkyYkC9+8YsZMWJENm3a1Or8TZs2pWvXri3nvtXxnj17tvn1a2trU19fvwM7qKZ51R4AgHZwyCGHVHsEAGAnaWpqavO5u2zIL1myJHfffXcuuuiiltsLNm/enA4dOmTgwIH5n//zf7Y6v6mpKf369UuS9OvXL0uXLt3m+NFHH93m16+pqUmXLl12cBcAsP1chwDg/aOtt9Unu/CH3fXo0SMzZ87MTTfdlC1btuTll1/Od7/73Xz+85/PMccck5UrV2b69Olpbm7OY489ljlz5rT8XvyJJ56YOXPm5LHHHktzc3OmT5+eVatWpbGxscq7AgAAgB2zy74jv+++++ZHP/pRrr322kydOjW77757jjvuuEyYMCG77757fvKTn2Ty5Mm54YYbstdee+Xyyy/PEUcckSQZOnRoJk6cmCuuuCIrVqxIfX19pk2blh49elR3UwAAALCDaiqVSqXaQ+xqFi1alCQZMGBAlSfZPr3HXVftEQBoByt+eEG1RwAAdpJ30qG77K31AAAAwLaEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABSkY7UHAADYVUz/+ZXVHgGAdnBa4zerPcK7yjvyAAAAUBAhDwAAAAUR8gAAAFAQIQ8AAAAFEfIAAABQECEPAAAABRHyAAAAUBAhDwAAAAUR8gAAAFAQIQ8AAAAFEfIAAABQECEPAAAABRHyAAAAUBAhDwAAAAUR8gAAAFAQIQ8AAAAFEfIAAABQECEPAAAABRHyAAAAUBAhDwAAAAXZpUN+yZIlOf300zN48OAMGzYsF198cVavXp0kmThxYg477LA0NDS0fP3TP/1Ty2Nnz56dxsbGHH744RkxYkQWLlxYrW0AAABAu9llQ37Tpk0ZM2ZMGhoa8vDDD+fuu+/OmjVr8jd/8zdJkkWLFmXSpElZuHBhy9eoUaOSJPPnz8+kSZPyne98J0888UROOOGEjB07Nhs3bqzmlgAAAGCH7bIh//LLL+cjH/lIxo0bl06dOqVnz54ZNWpUnnjiiWzevDnPPfdcDjvssLd87KxZs3Lcccdl0KBBqa2tzWmnnZaePXtm7ty5O3kXAAAA0L46VnuAP+TAAw/MTTfd1Grt3nvvzUc/+tEsWbIkW7ZsyQ033JAFCxZkjz32yMiRIzNmzJh06NAhTU1NGTlyZKvH1tfXZ8mSJW1+/Uqlkg0bNrTLXgBge7gOAcD2KfEaWqlUUlNT06Zzd9mQ/88qlUquv/76PPjgg7nllluycuXKDB48OKecckquvfbaLF68OOPGjUuHDh0yZsyYrF+/PnV1da2eo3Pnzu/oP2Zzc3MWL17c3lsBgDZzHQKA7VPqNbRTp05tOm+XD/l169bl0ksvzTPPPJNbbrklBx98cA4++OAMGzas5ZyBAwfm1FNPzdy5czNmzJjU1dVl06ZNrZ5n06ZN6dmzZ5tft7a2NvX19e22j51rXrUHAKAdHHLIIdUe4X1n0SM/q/YIALSDEq+hTU1NbT53lw75ZcuW5cwzz8z++++fW2+9NXvttVeS5P7778/KlStz0kkntZy7efPmdO7cOUnSr1+/LF26tNVzNTU15eijj27za9fU1KRLly7tsAsA2D6uQwCwfUq8hrb1tvpkF/6wuzfeeCOnnnpqPv7xj+fmm29uifjk32+1nzJlSh599NFUKpUsXLgwM2bMaPnU+hNPPDFz5szJY489lubm5kyfPj2rVq1KY2NjtbYDAAAA7WKXfUf+9ttvz8svv5x//ud/zj333NPq2MKFC3PppZfmiiuuyIoVK9KrV6+ce+65GT58eJJk6NChmThxYsvx+vr6TJs2LT169KjCTgAAAKD97LIhf/rpp+f000//g8dPOumkVrfW/1fDhw9vCXsAAAB4r9hlb60HAAAAtiXkAQAAoCBCHgAAAAoi5AEAAKAgQh4AAAAKIuQBAACgIEIeAAAACiLkAQAAoCBCHgAAAAoi5AEAAKAgQh4AAAAKIuQBAACgIEIeAAAACiLkAQAAoCBCHgAAAAoi5AEAAKAgQh4AAAAKIuQBAACgIEIeAAAACiLkAQAAoCBCHgAAAAoi5AEAAKAgQh4AAAAKIuQBAACgIEIeAAAACiLkAQAAoCBCHgAAAAoi5AEAAKAgQh4AAAAKIuQBAACgIEIeAAAACiLkAQAAoCBCHgAAAAoi5AEAAKAgQh4AAAAKIuQBAACgIEIeAAAACiLkAQAAoCBCHgAAAAoi5AEAAKAgQh4AAAAKIuQBAACgIEIeAAAACiLkAQAAoCBCHgAAAAoi5AEAAKAgQh4AAAAKIuQBAACgIEIeAAAACiLkAQAAoCBCHgAAAAoi5AEAAKAgQh4AAAAKIuQBAACgIEIeAAAACiLkAQAAoCBCHgAAAAoi5AEAAKAgQh4AAAAKIuQBAACgIEIeAAAACiLkAQAAoCBCHgAAAAoi5AEAAKAgQh4AAAAKIuQBAACgIO/ZkF+1alXOOeecfOITn8iQIUMyefLkbNmypdpjAQAAwA55z4b8+eefny5duuShhx7KrbfemkcffTTTp0+v9lgAAACwQ96TIf/iiy/m8ccfz4QJE1JXV5c+ffrknHPOycyZM6s9GgAAAOyQjtUe4N2wdOnS9OjRI717925ZO+igg/Lyyy/nd7/7Xfbcc88/+vjm5uZUKpU89dRT7/ao74qbv/DJao8AQDso9TpUsoO7f7raIwDQDkq8hjY3N6empqZN574nQ379+vWpq6trtfb77zds2PC2If/7H15bf4i7mgP27l7tEQCgSN3qelR7BADep2pqat7fId+lS5ds3Lix1drvv+/atevbPr6hoeFdmQsAAAB21Hvyd+T79euXNWvWZOXKlS1rzz//fPbdd9/sscceVZwMAAAAdsx7MuT79u2bQYMG5aqrrsq6deuyfPny3HjjjTnxxBOrPRoAAADskJpKpVKp9hDvhpUrV+bKK6/M/Pnz06FDh3zuc5/L+PHjs9tuu1V7NAAAANhu79mQBwAAgPei9+St9QAAAPBeJeQBAACgIEIeAAAACiLkAQAAoCBCHijKqlWrcs455+QTn/hEhgwZksmTJ2fLli3VHgsAirB69eo0NjZm/vz51R4F2AFCHijK+eefny5duuShhx7KrbfemkcffTTTp0+v9lgAsMtbsGBBRo0alWXLllV7FGAHCXmgGC+++GIef/zxTJgwIXV1denTp0/OOeeczJw5s9qjAcAubfbs2Rk/fnwuuOCCao8CtAMhDxRj6dKl6dGjR3r37t2ydtBBB+Xll1/O7373uypOBgC7tqOOOio///nP81d/9VfVHgVoB0IeKMb69etTV1fXau3332/YsKEaIwFAEfbZZ5907Nix2mMA7UTIA8Xo0qVLNm7c2Grt99937dq1GiMBAMBOJ+SBYvTr1y9r1qzJypUrW9aef/757Lvvvtljjz2qOBkAAOw8Qh4oRt++fTNo0KBcddVVWbduXZYvX54bb7wxJ554YrVHAwCAnUbIA0W54YYbsmXLlnz2s5/NF7/4xXzqU5/KOeecU+2xAABgp6mpVCqVag8BAAAAtI135AEAAKAgQh4AAAAKIuQBAACgIEIeAAAACiLkAQAAoCBCHgAAAAoi5AEAAKAgHas9AADQfk455ZQ8/vjjrdZqa2vzgQ98IJ/97Gdz0UUXpXPnzlWaDgBoD0IeAN5jjj322Fx22WUt32/YsCEPP/xwpkyZkq1bt+ab3/xmFacDAHaUkAeA95jOnTtnn332abV2wAEH5Omnn87PfvYzIQ8AhRPyAPA+sfvuu6dDh3//eJzNmzfn+9//fu66666sW7cu/fr1y3nnnZejjjoqSbJ169Zce+21ufvuu7Nq1ar8yZ/8SU499dT89V//dZLkkksuyebNm9OrV6/cdttt6dSpU4YPH54LL7wwnTp1SpL89re/zfe+9708+uijWb9+fQYNGpSLL744Bx98cMtzbN26Nb169codd9yRDRs2ZNiwYfnWt77V8g8Rd9xxR6ZNm5Zly5alR48e+cu//MtMmDCh5TX+z//5P/ne976XRYsWZa+99sqnP/3pXHTRRenWrdtO/dkCwM7kw+4A4D1uy5Yt+cUvfpE777wzw4cPT5Jceumleeihh/Ld7343s2fPzrHHHpuzzz47v/jFL5Ik//AP/5B77rkn1113Xe69996cfPLJueKKK/KrX/2q5Xnvu+++vPzyy/npT3+ab3/727njjjsyefLkJMm6devy13/911mxYkWmTp2af/zHf0yXLl1y8skn5+WXX255jn/+53/OmjVrcsstt+QHP/hBFixYkOuuuy5JsmTJklx++eU599xzc++99+aqq67KnXfemZtuuqnl+GmnnZZhw4blrrvuyjXXXJNnnnkmZ5xxRiqVys740QJAVXhHHgDeY+bMmZN777235ftNmzZl//33z1e+8pWcffbZefHFF3P33Xfn1ltvzYABA5Ikp59+epYsWZKbb745f/Znf5Zly5alS5cu6dOnT/bZZ5+cfPLJOfDAA/PhD3+45Xm7d++e7373u6mrq0v//v3z6quvZvLkyZkwYULuuuuuvP7667n99tuz1157JUmuueaa/Pmf/3lmzpyZCRMmJEm6deuWK6+8MrW1tTnooIMyfPjw/PKXv0ySvPTSS6mpqcmf/MmfZP/998/++++fm2++ueXd9ptvvjlDhw7NOeeckyTp27dvvve97+XP//zP8/jjj2fIkCHv/g8bAKpAyAPAe8xnPvOZjB8/Pm+++WaefPLJTJkyJUceeWTOPvvsdOzYMb/+9a+TJF/+8pdbPa65uTl77rlnkmT06NG5//77c/TRR+ewww7LsGHDcuyxx2bvvfduOX/AgAGpq6tr+b6hoSHNzc154YUX8txzz6Vv374tEZ/8+639AwcOzLPPPtuydsABB6S2trbl+z322CPNzc1Jkk996lNpaGjIyJEj07dv3xx55JH57Gc/m8MOOyxJ8utf/zovvvhiGhoatvkZPP/880IegPcsIQ8A7zFdu3bNAQcckCT58Ic/nH333Tenn356dtttt1xxxRUtt53PnDkzXbt2bfXY3/8Ofd++fXPffffl8ccfzyOPPJIHHnggf/u3f5spU6bk85//fJK0CvAkefPNN5Mku+22WyqVSmpqaraZbevWrenY8f//78fvf9f9rey+++6ZMWNGfv3rX+fhhx/Oww8/nH/8x3/M5z73uUyZMiVvvvlmjj/++Jx99tnbPPY//wMCALzX+B15AHiPO+KII3L66afnpz/9aebNm5d+/folSV599dUccMABLV+33357brvttiTJjBkzct9992XYsGG5+OKLM2fOnAwdOjRz585ted5nnnkmW7dubfl+4cKFqaury4c//OH0798/L7zwQlatWtVy/N/+7d/y9NNPp76+vk1z//KXv8wPfvCDHHrooTnrrLMyY8aMnHfeeS0z9OvXL0uXLm21h61bt2bKlCn57W9/u8M/NwDYVQl5AHgf+NrXvpa+fftm4sSJ2X///fPpT386EydOzAMPPJDly5fn5ptvzo9+9KP06dMnSbJq1apceeWVeeCBB/Kb3/wm8+bNy69//etWt7H/5je/yRVXXJHnn38+P//5z3PDDTfk5JNPTl1dXY4//vjsueeeOf/88/PUU09lyZIlmTBhQjZs2JBRo0a1aeaOHTvmhz/8YaZPn57ly5dn0aJFefDBB1tmOOOMM7J48eJ885vfTFNTU5588smMHz8+L7zwQvr27dvuP0MA2FW4tR4A3gd23333TJo0KV/+8pdz3XXXtXxNnDgxb7zxRvr06ZNJkyZl5MiRSZKvfvWr2bJlSyZNmpSVK1dmn332yZe+9KX8t//231qe8/DDD09NTU1GjhyZPffcM1/+8pczduzYJMmee+6ZW265JVdffXVOO+20JMmgQYPy05/+tOUfC97OsGHDMnny5PzkJz/Jddddl86dO+dP//RPc8kll7S8/k033ZTvf//7GTFiROrq6nLEEUfk61//+h+9ZR8ASldT8fdZAIB36JJLLslvfvOb/P3f/321RwGA9x231gMAAEBBhDwAAAAUxK31AAAAUBDvyAMAAEBBhDwAAAAURMgDAABAQYQ8AAAAFETIAwAAQEGEPAAAABREyAMAAEBBhDwAAAAURMgDAABAQf4fFwgM3VkFGeUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"Response\", data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Numeric columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Income"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"Income\"] = np.where(data[\"Income\"].isnull(), 0, data[\"Income\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  2.,   6.,  22.,  74., 397., 946., 784.,   8.,   0.,   1.]),\n",
       " array([3.23829707, 3.49685826, 3.75541945, 4.01398063, 4.27254182,\n",
       "        4.53110301, 4.7896642 , 5.04822539, 5.30678658, 5.56534777,\n",
       "        5.82390896]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(np.log10(data[\"Income\"] + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Response 1')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AgAIEawAAAChAsAYAAIACBGsAAAAoQLAGAACAAgRrAAAAKECwBgAAgAIEawAAAChAsAYAAIACBGsAAAAoQLAGAACAAgRrAAAAKECwBgAAgAIEawAAAChAsAYAAIACBGsAAAAoQLAGAACAAgRrAAAAKECwBgAAgAIEawAAAChAsAYAAIACBGsAAAAoQLAGAACAAgRrAAAAKECwBgAAgAIEawAAAChAsAYAAIACBGsAAAAoQLAGAACAAqorXQDAHxpy8a0VruDh512699rz+7kOAAAGCmesAQAAoIBeB+snn3wyl1xySSZMmJCTTz45H/nIR/L4448nSTZv3pyZM2emqakpkyZNysqVK3s8dvXq1Wlpacm4ceMybdq0bNq0qW/2AgAAACqk18H6Yx/7WPbs2ZO77rord999d4YMGZIrr7wyu3btyty5czN16tRs3Lgxra2tWbRoUbZs2ZIk2bBhQxYuXJjFixdn48aNOe+883LBBReko6Ojz3cKAAAA+kuvgvVPf/rTbN68OYsXL86rX/3qHHHEEVm4cGE++clPZt26dRkxYkRmzZqV6urqNDc3Z/LkyVm+fHmSZOXKlTnnnHMyfvz41NTUZPbs2amvr88dd9xxUHYMAAAA+kOvbl62ZcuWNDQ05J/+6Z/yta99LR0dHfnTP/3TXHrppdm+fXtGjx7dY3xDQ0NWrVqVJGlra8v06dMPWL9t27ayt18qlbJnz57elDzgPHcG35n8F6dP5dOrvvFKf+8pl+Opp1KplKqqqkqXAQBUWK+C9a5du/Kzn/0sJ5xwQlavXp3Ozs5ccsklufTSS3PkkUemrq6ux/ihQ4d2fxjdvXv3i64vR1dXV7Zu3dqbkges9vb2SpcwIOhT+fSqmMHy3lMux9N+tbW1lS4BAKiwXgXr5z48XHHFFTn88MNzxBFH5OMf/3je9a53Zdq0aens7OwxvrOzM8OHD0+S1NXVPe/6+vr6srdfU1OThoaG3pQ84HR0dKS9vT2jRo064IsI9tOn8j1/r57/T0rxwsaMGVPpEg4JXns9tbW1VboEAOAQ0Ktg3dDQkH379qWrqyuHH354kmTfvn1Jnv3Q+dWvfrXH+La2tjQ2NiZJGhsbs3379gPWn3HGGWVvv6qqKsOGDetNyQNWXV3doNnXIvSpfHpVjN715Hh6lsvAAYCklzcvO/XUU/Pa1742l19+eXbv3p0nnngi1113Xc4888yce+652bFjR5YtW5aurq6sX78+a9as6f696hkzZmTNmjVZv359urq6smzZsuzcuTMtLS0HZccAAACgP/QqWNfU1OTWW2/NkCFDctZZZ+Wss87KMccck89+9rOpr6/P0qVLs3bt2kyYMCHz58/P/PnzM3HixCRJc3NzFixYkKuuuiqnnHJKvv3tb+emm27KiBEjDsZ+AQAAQL/o1aXgSXL00Ufnuuuue951Y8eOzYoVK17wsVOmTMmUKVN6u0kAAAA4ZPXqjDUAAADQk2ANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gBArzz55JO55JJLMmHChJx88sn5yEc+kscffzxJsnnz5sycOTNNTU2ZNGlSVq5cWeFqAeDgE6wBgF752Mc+lj179uSuu+7K3XffnSFDhuTKK6/Mrl27Mnfu3EydOjUbN25Ma2trFi1alC1btlS6ZAA4qKorXQAAMHD89Kc/zebNm/OjH/0oRxxxRJJk4cKF+e1vf5t169ZlxIgRmTVrVpKkubk5kydPzvLly3PiiSdWsmwAOKicsQYAyrZly5Y0NDTkn/7pn9LS0pLTTz89V199dY466qhs3749o0eP7jG+oaEh27Ztq1C1ANA/nLEGAMq2a9eu/OxnP8sJJ5yQ1atXp7OzM5dcckkuvfTSHHnkkamrq+sxfujQodmzZ0/Zz18qlXo1fqDr6Ojo8d/BTC/204v99IKXq6/mklKplKqqqpccJ1gDAGWrra1NklxxxRU5/PDDc8QRR+TjH/943vWud2XatGnp7OzsMb6zszPDhw8v+/m7urqydevWPq15IGhvb690CYcMvdhPL/bTC3qrL+eS5+a+FyNYAwBla2hoyL59+9LV1ZXDDz88SbJv374kyZgxY/LVr361x/i2trY0NjaW/fw1NTVpaGjou4IPcR0dHWlvb8+oUaMOONs/2OjFfnqxn1485+FKFzDgjBkzpk+ep62traxxgjUAULZTTz01r33ta3P55Zdn0aJF+f3vf5/rrrsuZ555Zs4999wsWbIky5Yty6xZs/LjH/84a9asyfXXX1/281dVVWXYsGEHcQ8OTXV1dYNyv5+PXuynF/vpBb3VV8dLOZeBJ25eBgD0Qk1NTW699dYMGTIkZ511Vs4666wcc8wx+exnP5v6+vosXbo0a9euzYQJEzJ//vzMnz8/EydOrHTZAHBQOWMNAPTK0Ucfneuuu+55140dOzYrVqzo54oAoLKcsQYAAIACBGsAAAAoQLAGAACAAgRrAAAAKECwBgAAgAIEawAAAChAsAYAAIACBGsAAAAoQLAGAACAAgRrAAAAKECwBgAAgAIEawAAAChAsAYAAIACBGsAAAAooNfB+o477sjxxx+fpqam7n/z5s1LkmzevDkzZ85MU1NTJk2alJUrV/Z47OrVq9PS0pJx48Zl2rRp2bRpU9/sBQAAAFRIdW8f8OCDD2bKlClZtGhRj+W7du3K3Llzc9FFF+Xd7353Nm7cmAsvvDBvetObcuKJJ2bDhg1ZuHBhbrrpppx44olZvnx5Lrjggtx9992pq6vrsx0CAACA/tTrM9YPPvhgTjjhhAOWr1u3LiNGjMisWbNSXV2d5ubmTJ48OcuXL0+SrFy5Muecc07Gjx+fmpqazJ49O/X19bnjjjuK7wUAAABUSK+C9b59+/LQQw/l+9//ft72trfljDPOyJVXXpldu3Zl+/btGT16dI/xDQ0N2bZtW5Kkra3tRdcDAADAQNSrS8GfeOKJHH/88TnrrLOyZMmS/O53v8ull16aefPm5aijjjrgku6hQ4dmz549SZLdu3e/6PpylEqlXo0fiDo6Onr8l+enT+XTq77xSn/vKZfjqadSqZSqqqpKlwEAVFivgvWRRx7ZfWl3ktTV1WXevHl517velWnTpqWzs7PH+M7OzgwfPrx77POtr6+vL3v7XV1d2bp1a29KHrDa29srXcKAoE/l06tiBst7T7kcT/vV1tZWugQAoMJ6Fay3bduW22+/PRdffHH3N/TPPPNMDjvssJx44on58pe/3GN8W1tbGhsbkySNjY3Zvn37AevPOOOMsrdfU1OThoaG3pQ84HR0dKS9vT2jRo1yU7cXoU/le/5ePVzRmgaiMWPGVLqEQ4LXXk9tbW2VLgEAOAT0KliPGDEiy5cvzx/90R9lzpw5efzxx3PNNdfkne98Z84666xce+21WbZsWWbNmpUf//jHWbNmTa6//vokyYwZM3LhhRfm7LPPzvjx47N8+fLs3LkzLS0tZW+/qqoqw4YN690eDlB1dXWDZl+L0Kfy6VUxeteT4+lZLgMHAJJeButjjjkmN954Y/7u7/4uN9xwQw4//PCcc845mTdvXg4//PAsXbo0ra2tWbJkSUaOHJn58+dn4sSJSZLm5uYsWLAgV111VR577LE0NDTkpptuyogRIw7GfgEAAEC/6PXfsT7llFOyYsWK5103duzYF1yXJFOmTMmUKVN6u0kAAAA4ZPX671gDAAAA+wnWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUEB1pQsAAAAGjyEX3/oyHvVwn9fx/9t77fkHfRu8cjljDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABVRXugAAAIBKG3LxrZUugQHMGWsAAAAoQLAGAACAAl5WsN67d2/OP//8XHbZZd3LNm/enJkzZ6apqSmTJk3KypUrezxm9erVaWlpybhx4zJt2rRs2rSpWOUAAABwCHhZwfoLX/hCHnjgge6fd+3alblz52bq1KnZuHFjWltbs2jRomzZsiVJsmHDhixcuDCLFy/Oxo0bc9555+WCCy5IR0dH3+wFAAAAVEivg/V9992XdevW5R3veEf3snXr1mXEiBGZNWtWqqur09zcnMmTJ2f58uVJkpUrV+acc87J+PHjU1NTk9mzZ6e+vj533HFH3+0JAAAAVECv7gq+c+fOXHHFFbn++uuzbNmy7uXbt2/P6NGje4xtaGjIqlWrkiRtbW2ZPn36Aeu3bdvWq2JLpVL27NnTq8cMNM+dxXc2/8XpU/n0qm+80t97yuV46qlUKqWqqqrSZQAAFVZ2sN63b1/mzZuXOXPm5Ljjjuuxbvfu3amrq+uxbOjQod0fRF9qfbm6urqydevWXj1moGpvb690CQOCPpVPr4oZLO895XI87VdbW1vpEgCACis7WN94442pra3N+eeff8C6urq6PPXUUz2WdXZ2Zvjw4d3rOzs7D1hfX1/fq2JramrS0NDQq8cMNB0dHWlvb8+oUaMO+DKC/fSpfM/fq4crWtNANGbMmEqXcEjw2uupra2t0iUAAIeAsoP1t771rTz++OM56aSTkqQ7KH/3u9/NJZdcknvvvbfH+La2tjQ2NiZJGhsbs3379gPWn3HGGb0qtqqqKsOGDevVYwaqurq6QbOvRehT+fSqGL3ryfH0LJeBAwBJL25etnbt2vzkJz/JAw88kAceeCDnnntuzj333DzwwANpaWnJjh07smzZsnR1dWX9+vVZs2ZN9+9Vz5gxI2vWrMn69evT1dWVZcuWZefOnWlpaTloOwYAAAD9oVc3L3sh9fX1Wbp0aVpbW7NkyZKMHDky8+fPz8SJE5Mkzc3NWbBgQa666qo89thjaWhoyE033ZQRI0b0xeYBAACgYl52sF68eHGPn8eOHZsVK1a84PgpU6ZkypQpL3dzAAAAcEjq9d+xBgAAAPYTrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoA6LW9e/fm/PPPz2WXXda9bPPmzZk5c2aampoyadKkrFy5soIVAkD/EawBgF77whe+kAceeKD75127dmXu3LmZOnVqNm7cmNbW1ixatChbtmypYJUA0D8EawCgV+67776sW7cu73jHO7qXrVu3LiNGjMisWbNSXV2d5ubmTJ48OcuXL69gpQDQP6orXQAAMHDs3LkzV1xxRa6//vosW7ase/n27dszevToHmMbGhqyatWqXj1/qVTKnj17+qLUAaGjo6PHfwczvdhPL6C4vppLSqVSqqqqXnKcYA0H0ZCLb610CX/g4UoXAAxw+/bty7x58zJnzpwcd9xxPdbt3r07dXV1PZYNHTq01x9surq6snXr1sK1DjTt7e2VLuGQoRf76QW8fH05l9TW1r7kGMEaACjLjTfemNra2px//vkHrKurq8tTTz3VY1lnZ2eGDx/eq23U1NSkoaGhUJ0DSUdHR9rb2zNq1KgDvpgYbPRiv1d+L3zZz8E3ZsyYPnmetra2ssYJ1gBAWb71rW/l8ccfz0knnZTk2eCcJN/97ndzySWX5N577+0xvq2tLY2Njb3aRlVVVYYNG9Y3BQ8gdXV1g3K/n49e7KcX8PL11WunnMvAEzcvAwDKtHbt2vzkJz/JAw88kAceeCDnnntuzj333DzwwANpaWnJjh07smzZsnR1dWX9+vVZs2ZNpk+fXumyAeCgE6wBgMLq6+uzdOnSrF27NhMmTMj8+fMzf/78TJw4sdKlAcBB51JwAOBlWbx4cY+fx44dmxUrVlSoGgCoHGesAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACggF4H6/vuuy8zZ87MW97ylpx22mlZuHBhOjs7kySbN2/OzJkz09TUlEmTJmXlypU9Hrt69eq0tLRk3LhxmTZtWjZt2tQ3ewEAAAAV0qtg/cQTT+RDH/pQ3vOe9+SBBx7I6tWrc//99+cf//Efs2vXrsydOzdTp07Nxo0b09ramkWLFmXLli1Jkg0bNmThwoVZvHhxNm7cmPPOOy8XXHBBOjo6DsqOAQAAQH/oVbAeOXJkfvSjH2XatGmpqqrKk08+md///vcZOXJk1q1blxEjRmTWrFmprq5Oc3NzJk+enOXLlydJVq5cmXPOOSfjx49PTU1NZs+enfr6+txxxx0HZccAAACgP1T39gFHHHFEkuStb31rHnvssZx00kmZNm1aPv/5z2f06NE9xjY0NGTVqlVJkra2tkyfPv2A9du2bSt726VSKXv27OltyQPKc2fwncl/cfpEf3ulv/eUy2uvp1KplKqqqkqXAQBUWK+D9XPWrVuXXbt25ZOf/GQuuuiiHH300amrq+sxZujQod0fRnfv3v2i68vR1dWVrVu3vtySB5T29vZKlzAg6BP9ZbC895TLa2+/2traSpcAAFTYyw7WQ4cOzdChQzNv3rzMnDkz559/fp566qkeYzo7OzN8+PAkSV1dXfdNzv5wfX19fdnbrKmpSUNDw8steUDo6OhIe3t7Ro0adcAXEew3cPr0cKULoI+MGTOm0iUcEgbOa69/tLW1VboEAOAQ0Ktg/ZOf/CSXX355brvttu5v6J955pnuwHvvvff2GN/W1pbGxsYkSWNjY7Zv337A+jPOOKPs7VdVVWXYsGG9KXnAqqurGzT7WoQ+0V8cZz157T3LZeAAQNLLm5e96U1vSmdnZ6699to888wz+fWvf52rr746M2bMyFlnnZUdO3Zk2bJl6erqyvr167NmzZru36ueMWNG1qxZk/Xr16erqyvLli3Lzp0709LSclB2DAAAAPpDr85YDx8+PDfffHM++9nP5rTTTsurXvWqTJ48ORdeeGFqa2uzdOnStLa2ZsmSJRk5cmTmz5+fiRMnJkmam5uzYMGCXHXVVXnsscfS0NCQm266KSNGjDgY+wUAAAD9ote/Y93Q0JClS5c+77qxY8dmxYoVL/jYKVOmZMqUKb3dJAAAAByyenUpOAAAANCTYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABVRXugAAAKDvDbn41kqXAIOGM9YAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFBAr4L1tm3bMmfOnJxyyik57bTTcskll+SJJ55IkmzevDkzZ85MU1NTJk2alJUrV/Z47OrVq9PS0pJx48Zl2rRp2bRpU9/tBQAAAFRI2cG6s7MzH/jAB9LU1JR77rknt99+e5588slcfvnl2bVrV+bOnZupU6dm48aNaW1tzaJFi7Jly5YkyYYNG7Jw4cIsXrw4GzduzHnnnZcLLrggHR0dB23HAAAAoD+UHawfffTRHHfccbnwwgtTW1ub+vr6vPvd787GjRuzbt26jBgxIrNmzUp1dXWam5szefLkLF++PEmycuXKnHPOORk/fnxqamoye/bs1NfX54477jhoOwYAAAD9obrcgW94wxty880391h255135s1vfnO2b9+e0aNH91jX0NCQVatWJUna2toyffr0A9Zv27atV8WWSqXs2bOnV48ZaJ47i+9s/ovTJ/rbK/29p1xeez2VSqVUVVVVugwAoMLKDtZ/qFQq5fOf/3zuvvvufOUrX8ktt9ySurq6HmOGDh3a/UF09+7dL7q+XF1dXdm6devLKXnAaW9vr3QJA4I+0V8Gy3tPubz29qutra10CQBAhfU6WD/99NP51Kc+lYceeihf+cpX8qY3vSl1dXV56qmneozr7OzM8OHDkyR1dXXp7Ow8YH19fX2vtl1TU5OGhobeljygdHR0pL29PaNGjTrgywj2Gzh9erjSBdBHxowZU+kSDgkD57XXP9ra2ipdAgBwCOhVsP7lL3+ZD37wgzn22GOzatWqjBw5MkkyevTo3HvvvT3GtrW1pbGxMUnS2NiY7du3H7D+jDPO6FWxVVVVGTZsWK8eM1DV1dUNmn0tQp/oL46znrz2nuUycAAg6cXNy3bt2pX3v//9ectb3pIvfelL3aE6SVpaWrJjx44sW7YsXV1dWb9+fdasWdP9e9UzZszImjVrsn79+nR1dWXZsmXZuXNnWlpa+n6PAAAAoB+Vfcb6G9/4Rh599NF85zvfydq1a3us27RpU5YuXZrW1tYsWbIkI0eOzPz58zNx4sQkSXNzcxYsWJCrrroqjz32WBoaGnLTTTdlxIgRfbozAAAA0N/KDtZz5szJnDlzXnD92LFjs2LFihdcP2XKlEyZMqV31QEAAMAhruxLwQEAAIADCdYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gBA2bZt25Y5c+bklFNOyWmnnZZLLrkkTzzxRJJk8+bNmTlzZpqamjJp0qSsXLmywtUCQP8QrAGAsnR2duYDH/hAmpqacs899+T222/Pk08+mcsvvzy7du3K3LlzM3Xq1GzcuDGtra1ZtGhRtmzZUumyAeCgE6wBgLI8+uijOe6443LhhRemtrY29fX1efe7352NGzdm3bp1GTFiRGbNmpXq6uo0Nzdn8uTJWb58eaXLBoCDrrrSBQAAA8Mb3vCG3HzzzT2W3XnnnXnzm9+c7du3Z/To0T3WNTQ0ZNWqVb3aRqlUyp49ewrXOlB0dHT0+O9gphf76QUU11dzSalUSlVV1UuOE6wBgF4rlUr5/Oc/n7vvvjtf+cpXcsstt6Surq7HmKFDh/b6g01XV1e2bt3al6UOCO3t7ZUu4ZAx0HpxylcfPojPfjCfG17Z+nIuqa2tfckxgjUA0CtPP/10PvWpT+Whhx7KV77ylbzpTW9KXV1dnnrqqR7jOjs7M3z48F49d01NTRoaGvqy3ENaR0dH2tvbM2rUqAO+mBhsBm4vhF84FI0ZM6ZPnqetra2scYI1AFC2X/7yl/ngBz+YY489NqtWrcrIkSOTJKNHj869997bY2xbW1saGxt79fxVVVUZNmxYn9U7UNTV1Q3K/X4+egH0hb56HynnMvDEzcsAgDLt2rUr73//+/OWt7wlX/rSl7pDdZK0tLRkx44dWbZsWbq6urJ+/fqsWbMm06dPr2DFANA/nLEGAMryjW98I48++mi+853vZO3atT3Wbdq0KUuXLk1ra2uWLFmSkSNHZv78+Zk4cWKFqgWA/iNYAwBlmTNnTubMmfOC68eOHZsVK1b0Y0UAcGhwKTgAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAS87WD/xxBNpaWnJhg0bupdt3rw5M2fOTFNTUyZNmpSVK1f2eMzq1avT0tKScePGZdq0adm0adPLrxwAAAAOAS8rWP/4xz/Ou9/97vzyl7/sXrZr167MnTs3U6dOzcaNG9Pa2ppFixZly5YtSZINGzZk4cKFWbx4cTZu3JjzzjsvF1xwQTo6OvpmTwAAAKACeh2sV69enU9+8pP5xCc+0WP5unXrMmLEiMyaNSvV1dVpbm7O5MmTs3z58iTJypUrc84552T8+PGpqanJ7NmzU19fnzvuuKNv9gQAAAAqoLq3Dzj99NMzefLkVFdX9wjX27dvz+jRo3uMbWhoyKpVq5IkbW1tmT59+gHrt23bVva2S6VS9uzZ09uSB5TnzuA7k//i9In+9kp/7ymX115PpVIpVVVVlS4DAKiwXgfro4466nmX7969O3V1dT2WDR06tPvD6EutL0dXV1e2bt3ay4oHpvb29kqXMCDoE/1lsLz3lMtrb7/a2tpKlwAAVFivg/ULqaury1NPPdVjWWdnZ4YPH969vrOz84D19fX1ZW+jpqYmDQ0NxYs9hHV0dKS9vT2jRo064IsI9hs4fXq40gXQR8aMGVPpEg4JA+e11z/a2toqXQIAcAjos2A9evTo3HvvvT2WtbW1pbGxMUnS2NiY7du3H7D+jDPOKHsbVVVVGTZsWPFiB4C6urpBs69F6BP9xXHWk9fes1wGDgAkffh3rFtaWrJjx44sW7YsXV1dWb9+fdasWdP9e9UzZszImjVrsn79+nR1dWXZsmXZuXNnWlpa+qoEAAAA6Hd9dsa6vr4+S5cuTWtra5YsWZKRI0dm/vz5mThxYpKkubk5CxYsyFVXXZXHHnssDQ0NuemmmzJixIi+KgEAAAD6XaFg/bOf/azHz2PHjs2KFStecPyUKVMyZcqUIpsEAACAQ0qfXQoOAAAAg5FgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAVUV7oAAAB4KUMuvrXSJQC8IGesAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAqornQBUNSQi2+tdAkAAMAg5ow1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAHVlS4AAIBDw5CLb610CUkernQBAL3mjDUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABRQXekCAAAOhiEX31rpEl7Q3mvPr3QJAPQhZ6wBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAdwWnbIfm3VUfrnQBAADAIOeMNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAH+3BZAGQ7NPzf3rL3Xnl/pEgAABrV+PWO9c+fOfOQjH8lJJ52UCRMmpLW1Nf/5n//ZnyUAAAeRuR6Awahfz1h//OMfz9FHH50f/vCH2bFjRy644IIsW7YsH/jAB/qzjEPeKV99OMnDlS4DAHrNXA/AYNRvZ6x/8Ytf5P7778+8efNSV1eX1772tfnIRz6S5cuX91cJAMBBZK4HYLDqtzPW27dvz4gRI3L00Ud3L3vjG9+YRx99NP/3//7fvPrVr+6vUpIc2r8vCQAD0aE21wNAf+m3YL179+7U1dX1WPbcz3v27HnJybarqyulUilbtmzpk3pWn9fQJ88DUGl99b5YjlKplOTZAFVVVfWiY9t/t7s/Suq1UfXD++y5urq6XrIPg4m5vnzP7WNvXlP94VDuGUBv9NVcUu5c32/BetiwYeno6Oix7Lmfhw9/6Q85z+1MX006rx95RJ88D8BgUlVVldra2rLGDob32aqqqkMiDB0qzPW915vXVH8YCD0D6E/lzvX9FqwbGxvz5JNPZseOHTnyyCOTJI888kiOOeaYvOpVr3rJxzc1NR3sEgGAAsz1AAxW/XbzslGjRmX8+PH57Gc/m6effjq/+tWvcv3112fGjBn9VQIAcBCZ6wEYrKpKz/1yTz/YsWNHPv3pT2fDhg057LDDMnXq1Hzyk5/MkCFD+qsEAOAgMtcDMBj1a7AGAACAV5p+uxQcAAAAXokEawAAAChAsAYAAIACBGsAAAAoQLAGAACAAgTrCrjvvvsyc+bMvOUtb8lpp52WhQsXprOz83nHfuADH8jYsWPT1NTU/e8HP/hBP1dcWXv37s3555+fyy677AXH/PM//3MmT56ccePG5eyzz87dd9/djxUeGsrp02A/nu64444cf/zxPfZ/3rx5zzt2MB9TvenTYD+moDfMZ/uV04uvfe1rOeuss9LU1JSzzjory5cv78cK+085vXjOv/7rv+ZP/uRPsmHDhn6orP+V04v7778/M2fOTFNTU9761rfmxhtv7McK+0c5ffjyl7+cSZMm5S1veUsmT56cO++8sx8r7B8D7nNbiX61c+fO0tixY0tf//rXS3v37i099thjpXPPPbf093//9887fsKECaUNGzb0c5WHls9//vOl4447rnTppZc+7/qf//znpbFjx5buuuuuUldXV+nb3/526cQTTyz9x3/8Rz9XWlkv1adSyfG0ePHi0mWXXfaS4wb7MVVun0olxxT0hvlsv5fqxV133VU66aSTSps2bSrt27ev9JOf/KR00kknldauXdvPlR585czfpVKptGfPntK5555bGj16dGn9+vX9VF3/eqletLW1lf7kT/6k9I1vfKO0b9++0tatW0unnHJK6Tvf+U4/V3pwvVQfvv/975eam5tLjzzySKlUKpXWrl1bOu6440q/+tWv+rPMg26gfW5zxrqfjRw5Mj/60Y8ybdq0VFVV5cknn8zvf//7jBw58oCxv/rVr7Jr164cf/zxFaj00HDfffdl3bp1ecc73vGCY1avXp2TTjopZ555Zqqrq/Pnf/7nOfnkk/O///f/7sdKK6ucPjmekgcffDAnnHDCS44b7MdUuX1yTEH5zGf7ldOLxx57LB/84Aczbty4VFVVpampKRMmTMjGjRv7sdKDr5xePOdv//Zvc+aZZ/ZDVZVRTi+++tWv5u1vf3ve+c53pqqqKscdd1xWrFiR8ePH92OlB1c5ffi3f/u3lEql7n9DhgxJTU1Nqqur+7HSg2+gfW4TrCvgiCOOSJK89a1vzeTJk3PUUUdl2rRpB4x78MEHM3z48HziE5/IxIkTc+6552bVqlX9XW7F7Ny5M1dccUWuvfba1NXVveC4tra2jB49useyhoaGbNu27WCXeEgot0+D/Xjat29fHnrooXz/+9/P2972tpxxxhm58sors2vXrgPGDuZjqjd9GuzHFJTLfLZfub2YNWtW5s6d2+NxGzduLOtD9kBRbi+S5Jvf/GZ+8Ytf5KMf/Wg/Vde/yu3Fli1b8prXvCZ//dd/nQkTJuTss8/O/fffn6OOOqofqz14yu3DOeeckyOPPDJ//ud/nje/+c35q7/6qyxevDjHHHNMP1Z7cA3Ez22CdQWtW7cuP/jBD3LYYYfloosuOmD9M888k3HjxuUTn/hEfvjDH+ayyy5La2trvvOd71Sg2v61b9++zJs3L3PmzMlxxx33omN37959wJvP0KFDs2fPnoNZ4iGhN30azMdTkjzxxBM5/vjjc9ZZZ+WOO+7IihUr0t7e/ry/qzOYj6ne9GmwH1NQDvPZfr3pxR/67W9/mw9+8IM54YQTcu655x7ECvtPb3rxyCOP5Lrrrsu1116bIUOG9FOF/ac3vdi1a1duueWWnHfeebn33nvz6U9/OldffXXWrl3bT9UePL3pQ1dXV4477risXLky//Iv/5JPf/rTueKKK/Kzn/2sn6o9+Abi5zbBuoKGDh2ao48+OvPmzcsPf/jDA76BmTp1am6++eYcf/zxqampyemnn56pU6cOig+tN954Y2pra3P++ee/5Ni6uroDbv7W2dmZ4cOHH6zyDhm96dNgPp6S5Mgjj8zy5cszY8aM1NXV5dhjj828efPygx/8IE8//XSPsYP5mOpNnwb7MQXlMJ/t15tePOdf/uVfMmPGjLz+9a/PDTfc8Iq51LXcXvz+97/PJz7xiVx++eU59thj+6m6/tWb46K2tjZvf/vb82d/9meprq7OySefnClTprwi5p3e9GHhwoVpbGzMiSeemNra2kyfPj3jxo3L6tWr+6HS/jEQP7e9Mt6dBpCf/OQnufzyy3PbbbeltrY2ybNnfWpqag74pmXVqlUZPnx4zj777O5lzzzzTA4//PB+rbkSvvWtb+Xxxx/PSSedlCTdL5bvfve7eeCBB3qMHT16dB566KEey9ra2l5Rl4u9kN70aTAfT0mybdu23H777bn44otTVVWV5Nn9P+yww7pfi88ZzMdUb/o02I8pKIf5bL/e9CJ59j3mM5/5TC666KL8xV/8Rb/WerCV24sHH3ww7e3tueKKK3LFFVd0L//whz+cKVOm5KqrrurXug+G3hwXb3zjG/PMM8/0WLZ3796USqX+KfYg6k0fHn300QPeF6qrq1NTU9M/xfaDAfm5rV9vlUbp6aefLr31rW8tffazny39/ve/L/37v/97acaMGaUFCxYcMPZ//a//VWpubi499NBDpb1795buvvvu0oknnljauHFj/xdeYZdeeumL3iFy7NixpW9/+9vddwIcO3Zs6d/+7d/6ucrKe7E+Dfbj6Te/+U1p3LhxpX/8x38sdXV1lX7961+X3vWud5Uuv/zyA8YO5mOqN30a7McUvBzms/1erBdr164tvfnNby794Ac/6OeqKuPFevH/eyXfFbxUevFe/OhHPyodf/zxpW9+85ulffv2le6///7SuHHjSt/97nf7ucqD78X6cN1115UmTJhQ+ulPf1rau3dv6Tvf+U5p7NixpYcffrifqzx4BuLnNpeC97Phw4fn5ptvzvbt23Paaafl/PPPz6mnnprLL788SdLU1JTbbrstSfL+978/733ve/PRj340TU1N+dznPperr766+5uswewP+/TGN74x//AP/5Abb7wxJ598cq6//vr8z//5P/P617++wlVWnuNpv2OOOSY33nhjvve97+WUU07J9OnTM3bs2PzN3/xNEsfUc3rTp8F+TEFf8N6z3x/24gtf+EL27t2biy66qMffsH3uveiV7g97Mdj9YS+am5tz/fXX55Zbbsn48ePzqU99Kpdeemne/va3V7jKg+8P+/DRj340s2bNysc+9rGcfPLJ+cd//Mf8wz/8Q8aMGVPhKvvOQPzcVlUqvQKunQAAAIAKccYaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAACqiudAHwSnT++efn/vvv77GspqYmf/zHf5y3v/3tufjiizN06NAKVXfouO+++3LNNdekra0txxxzTD7ykY9k6tSplS4LAMpivu+dn//853nnO9+Z22+/Pa95zWsqXQ70KcEaDpKzzz47V1xxRffPe/bsyT333JNFixZl7969+Zu/+ZsKVld5jzzySD70oQ/lL//yL/O5z30ud999dy6//PIcffTRaW5urnR5AFAW8315fvazn+VDH/pQOjo6Kl0KHBSCNRwkQ4cOzVFHHdVj2ete97r89Kc/zbe//e1BP9F++ctfznHHHZe/+qu/SpK84Q1vyMMPP5ybb75ZsAZgwDDfv7QbbrghX/ziF/PGN74xv/nNbypdDhwUgjX0s8MPPzyHHbb/9gbPPPNM/v7v/z633XZbnn766TQ2Nuaiiy7K6aefniTZu3dv/u7v/i633357du7cmde85jV5//vfn/e85z1JkssuuyzPPPNMjjzyyHz9619PbW1tpkyZkr/+679ObW1tkuQ3v/lNrr322tx3333ZvXt3xo8fn0suuSRvetObup9j7969OfLII/PNb34ze/bsyWmnnZa//du/7f6w8M1vfjM33XRTfvnLX2bEiBH5b//tv2XevHnd2/jJT36Sa6+9Ng8++GBGjhyZt73tbbn44otzxBFHPG8fHnjggZx55pk9lk2cODGtra0plUqpqqrqw64DQP8y3+/3wx/+MNdcc03+6I/+KO973/v6vtlwCHDzMugn//mf/5nvf//7+da3vpUpU6Z0L//Upz7VPeGsXr06Z599dj784Q/n+9//fpLkq1/9atauXZvrrrsud955Z9773vfmqquuygMPPND9HOvWrcujjz6ar33ta/nMZz6Tb37zm2ltbU2SPP3003nPe96Txx57LDfccENWrFiRYcOG5b3vfW8effTR7uf4zne+kyeffDJf+cpX8oUvfCE//vGPc9111yVJtm3blvnz5+djH/tY7rzzznz2s5/Nt771rdx8883d62fPnp3TTjstt912Wz73uc/loYceyl/8xV+kVCo9bz/+4z/+I8ccc0yPZX/8x3+cjo6O/O53vyvecACoAPP9gb761a/mHe94R5/1GA5FzljDQbJmzZrceeed3T93dnbm2GOPzV/+5V/mwx/+cJLkF7/4RW6//fasWrUqY8eOTZLMmTMn27Zty5e+9KX82Z/9WX75y19m2LBhee1rX5ujjjoq733ve/OGN7whr3/967uf+4/+6I9yzTXXpK6uLqNHj87jjz+e1tbWzJs3L7fddlt+97vf5Rvf+EZGjhyZJPnc5z6XM888M8uXL8+8efOSJEcccUQ+/elPp6amJm984xszZcqU/PM//3OS5N///d9TVVWV17zmNTn22GNz7LHH5ktf+lL3t9Nf+tKX0tzcnI985CNJklGjRuXaa6/NmWeemfvvvz8TJkw4oD+dnZ3d334/57mfn3nmmeL/AwCgH5jvX3y+h8FCsIaDZNKkSfnkJz+Zffv2ZfPmzVm0aFFOPfXUfPjDH0519bMvvYcffjhJDrgsqqurK69+9auTJLNmzcp3v/vdnHHGGTnhhBNy2mmn5eyzz85/+S//pXv82LFjU1dX1/1zU1NTurq68vOf/zz/+q//mlGjRnVPssmzl6edeOKJ+dnPfta97HWve11qamq6f37Vq16Vrq6uJMmf/umfpqmpKdOnT8+oUaNy6qmn5u1vf3tOOOGE7v34xS9+kaampgP68MgjjzzvRHv44YcfEKCf+/kP9wUADmXm+2e90HwPg4VgDQfJ8OHD87rXvS5J8vrXvz7HHHNM5syZkyFDhuSqq65Kku7LppYvX57hw4f3ePxzv5c1atSorFu3Lvfff3/uvffefO9738sXv/jFLFq0KO985zuTpMcEmST79u1LkgwZMuQFf19579693RN+kgPOHv+hww8/PLfccksefvjh3HPPPbnnnnuyYsWKTJ06NYsWLcq+ffsyefLk7m/m/9AfTvB/6L/+1/+axx9/vMeyxx9/PMOGDcurXvWqF6wFAA4l5vtnvdB8D4OF37GGfjJx4sTMmTMnX/va1/KDH/wgSdLY2Jjk2UD5ute9rvvfN77xjXz9619Pktxyyy1Zt25dTjvttFxyySVZs2ZNmpubc8cdd3Q/90MPPZS9e/d2/7xp06bU1dXl9a9/fUaPHp2f//zn2blzZ/f63//+9/npT3+ahoaGsmr/53/+53zhC1/I8ccfn7lz5+aWW27JRRdd1F1DY2Njtm/f3mMf9u7dm0WLFr3g3T9POumkA/7253333Ze3vOUtPW72AgADifkeBiefXqEf/dVf/VVGjRqVBQsWZPfu3WlsbMzb3va2LFiwIN/73vfyq1/9Kl/60pdy44035rWvfW2SZOfOnfn0pz+d733ve/n1r3+dH/zgB3n44Yd7XIb161//OldddVUeeeSR3HXXXVmyZEne+973pq6uLpMnT86rX/3qfPzjH8+WLVuybdu2zJs3L3v27Mm73/3usuqurq7OP/zDP2TZsmX51a9+lQcffDB33313dw1/8Rd/ka1bt+Zv/uZv0tbWls2bN+eTn/xkfv7zn2fUqFHP+5znn39+tmzZks997nN55JFHsnTp0tx55535wAc+UKzJAFBh5nsYfFwKDv3o8MMPz8KFC/O+970v1113XebPn5/rrrsu1113XRYsWJBdu3blta99bRYuXJjp06cnST760Y/mP//zP7Nw4cLs2LEjRx11VP77f//v+dCHPtT9vOPGjUtVVVWmT5+eV7/61Xnf+96XCy64IEny6le/Ol/5yldy9dVXZ/bs2UmS8ePH52tf+1r3ZP5STjvttLS2tmbp0qW57rrrMnTo0Lz1rW/NZZdd1r39m2++OX//93+fadOmpa6uLhMnTsyll176gpecNTY25vrrr88111yTL3/5y3nNa16Ta665xt+wBmDAM9/D4FNVerF74wOHvMsuuyy//vWvc+utt1a6FADgIDHfw6HNpeAAAABQgGANAAAABbgUHAAAAApwxhoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAACvh/xmySJ0iHHiYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "incomeData = data[[\"Income\",\"Response\"]]\n",
    "response0 = incomeData[incomeData[\"Response\"]==0]\n",
    "response1 = incomeData[incomeData[\"Response\"]==1]\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "\n",
    "axs[0].hist(np.log10(response0[\"Income\"] + 1))\n",
    "axs[0].set_xlabel('Response 0')\n",
    "axs[1].hist(np.log10(response1[\"Income\"] + 1))\n",
    "axs[1].set_xlabel('Response 1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Convert DT_Customer from string to number of year loyality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "convertedDate = pd.to_datetime(data[\"Dt_Customer\"], infer_datetime_format=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "mostRecentDate = convertedDate.max()\n",
    "daysDiff = mostRecentDate - convertedDate\n",
    "daysDiff = daysDiff.dt.days\n",
    "data[\"yearsLoyality\"] = daysDiff // 365"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        0\n",
       "1        0\n",
       "2        0\n",
       "3        8\n",
       "4        9\n",
       "        ..\n",
       "2235    10\n",
       "2236     1\n",
       "2237     2\n",
       "2238     1\n",
       "2239     5\n",
       "Name: yearsLoyality, Length: 2240, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"yearsLoyality\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1364.,   79.,   76.,  177.,   56.,   56.,  158.,   84.,   81.,\n",
       "         109.]),\n",
       " array([ 0. ,  1.3,  2.6,  3.9,  5.2,  6.5,  7.8,  9.1, 10.4, 11.7, 13. ]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data[\"yearsLoyality\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Categorial columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Kid home"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(x=\"Kidhome\", hue=\"Response\", data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>Response</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kidhome</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.041667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.122358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.171694</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Response\n",
       "Kidhome          \n",
       "2        0.041667\n",
       "1        0.122358\n",
       "0        0.171694"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(rawData[[\"Kidhome\", \"Response\"]].groupby(['Kidhome']).sum()/rawData[[\"Kidhome\", \"Response\"]].groupby(['Kidhome']).count()).sort_values('Response')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Teen home"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(x=\"Teenhome\", hue=\"Response\", data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Response</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Teenhome</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.089320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.096154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.204663</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Response\n",
       "Teenhome          \n",
       "1         0.089320\n",
       "2         0.096154\n",
       "0         0.204663"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(rawData[[\"Teenhome\", \"Response\"]].groupby(['Teenhome']).sum()/rawData[[\"Teenhome\", \"Response\"]].groupby(['Teenhome']).count()).sort_values('Response')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Marital Status"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(x=\"Marital_Status\", hue=\"Response\", data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "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>Response</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Marital_Status</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Together</th>\n",
       "      <td>0.103448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Married</th>\n",
       "      <td>0.113426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Divorced</th>\n",
       "      <td>0.206897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Single</th>\n",
       "      <td>0.220833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Widow</th>\n",
       "      <td>0.246753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alone</th>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Absurd</th>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOLO</th>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Response\n",
       "Marital_Status          \n",
       "Together        0.103448\n",
       "Married         0.113426\n",
       "Divorced        0.206897\n",
       "Single          0.220833\n",
       "Widow           0.246753\n",
       "Alone           0.333333\n",
       "Absurd          0.500000\n",
       "YOLO            0.500000"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check what marital status is more likely to respond\n",
    "(rawData[[\"Marital_Status\", \"Response\"]].groupby(['Marital_Status']).sum()/rawData[[\"Marital_Status\", \"Response\"]].groupby(['Marital_Status']).count()).sort_values('Response')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Education"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(x=\"Education\", hue=\"Response\" , data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "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>Response</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Education</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Basic</th>\n",
       "      <td>0.037037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2n Cycle</th>\n",
       "      <td>0.108374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Graduation</th>\n",
       "      <td>0.134871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Master</th>\n",
       "      <td>0.154054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PhD</th>\n",
       "      <td>0.207819</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Response\n",
       "Education           \n",
       "Basic       0.037037\n",
       "2n Cycle    0.108374\n",
       "Graduation  0.134871\n",
       "Master      0.154054\n",
       "PhD         0.207819"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check what education level is more likely to respond\n",
    "(rawData[[\"Education\", \"Response\"]].groupby(['Education']).sum()/rawData[[\"Education\", \"Response\"]].groupby(['Education']).count()).sort_values('Response')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### year_birth / age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Response 1')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[\"age\"] = mostRecentDate.year - data[\"Year_Birth\"]\n",
    "\n",
    "yearData = data[[\"age\",\"Response\"]]\n",
    "response0 = yearData[yearData[\"Response\"]==0]\n",
    "response1 = yearData[yearData[\"Response\"]==1]\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "\n",
    "axs[0].hist(response0[\"age\"])\n",
    "axs[0].set_xlabel('Response 0')\n",
    "axs[0].hist(response1[\"age\"])\n",
    "axs[0].set_xlabel('Response 1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(x=\"Country\", hue=\"Response\", data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "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>Response</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IND</th>\n",
       "      <td>0.087838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US</th>\n",
       "      <td>0.119266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GER</th>\n",
       "      <td>0.141667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CA</th>\n",
       "      <td>0.141791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUS</th>\n",
       "      <td>0.143750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SA</th>\n",
       "      <td>0.154303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SP</th>\n",
       "      <td>0.160731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ME</th>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Response\n",
       "Country          \n",
       "IND      0.087838\n",
       "US       0.119266\n",
       "GER      0.141667\n",
       "CA       0.141791\n",
       "AUS      0.143750\n",
       "SA       0.154303\n",
       "SP       0.160731\n",
       "ME       0.666667"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check what education level is more likely to respond\n",
    "(rawData[[\"Country\", \"Response\"]].groupby(['Country']).sum()/rawData[[\"Country\", \"Response\"]].groupby(['Country']).count()).sort_values('Response')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlation Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corData = data.drop(columns=[\"Year_Birth\", \"Education\", \"Marital_Status\", \"Dt_Customer\", \"Country\"])\n",
    "corMatrix = corData.corr()\n",
    "sns.heatmap(corMatrix, annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mnt columns analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "response0 = data[data[\"Response\"]==0]\n",
    "response1 = data[data[\"Response\"]==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([107.,  35.,  38.,  29.,  28.,  26.,  29.,  23.,  14.,   5.]),\n",
       " array([   9. ,  155.4,  301.8,  448.2,  594.6,  741. ,  887.4, 1033.8,\n",
       "        1180.2, 1326.6, 1473. ]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "totalSpend = response1[\"MntFruits\"] + response1[\"MntMeatProducts\"] + response1[\"MntFishProducts\"] + response1[\"MntSweetProducts\"] + response1[\"MntGoldProds\"] \n",
    "plt.hist(totalSpend)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The graph excluded wine product, because wine product is signifantly more expensive than others"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'MntGoldProds')"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 3)\n",
    "\n",
    "axs[0,0].hist(response1[\"MntWines\"])\n",
    "axs[0,0].set_xlabel(\"MntWines\")\n",
    "axs[0,1].hist(response1[\"MntFruits\"])\n",
    "axs[0,1].set_xlabel('MntFruits')\n",
    "axs[0,2].hist(response1[\"MntMeatProducts\"])\n",
    "axs[0,2].set_xlabel('MntMeatProducts')\n",
    "axs[1,0].hist(response1[\"MntFishProducts\"])\n",
    "axs[1,0].set_xlabel('MntFishProducts')\n",
    "axs[1,1].hist(response1[\"MntSweetProducts\"])\n",
    "axs[1,1].set_xlabel('MntSweetProducts')\n",
    "axs[1,2].hist(response1[\"MntGoldProds\"])\n",
    "axs[1,2].set_xlabel('MntGoldProds')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### purchase habit analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\tommy\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [\"NumDealsPurchases\", \"NumWebPurchases\", \"NumCatalogPurchases\", \"NumStorePurchases\"]\n",
    "y = [response1[\"NumDealsPurchases\"].sum(), response1[\"NumWebPurchases\"].sum(), response1[\"NumCatalogPurchases\"].sum(), response1[\"NumStorePurchases\"].sum()]\n",
    "\n",
    "sns.barplot(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([78., 41., 42., 39., 31., 25., 23., 21., 12., 22.]),\n",
       " array([ 2. ,  3.1,  4.2,  5.3,  6.4,  7.5,  8.6,  9.7, 10.8, 11.9, 13. ]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2)\n",
    "\n",
    "axs[0,0].hist(response1[\"NumDealsPurchases\"])\n",
    "axs[0,0].set_xlabel(\"NumDealsPurchases\")\n",
    "axs[0,1].hist(response1[\"NumWebPurchases\"])\n",
    "axs[0,1].set_xlabel('NumWebPurchases')\n",
    "axs[1,0].hist(response1[\"NumCatalogPurchases\"])\n",
    "axs[1,0].set_xlabel('NumCatalogPurchases')\n",
    "axs[1,1].hist(response1[\"NumStorePurchases\"])\n",
    "axs[1,1].set_xlabel('NumStorePurchases')\n",
    "axs[1,1].hist(response1[\"NumStorePurchases\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### number of visits per month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(x=\"NumWebVisitsMonth\", hue=\"Response\", data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>Response</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumWebVisitsMonth</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.088968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.114504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.119266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.141176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.160976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.196078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.198020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.349398</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Response\n",
       "NumWebVisitsMonth          \n",
       "0                  0.000000\n",
       "13                 0.000000\n",
       "14                 0.000000\n",
       "17                 0.000000\n",
       "19                 0.000000\n",
       "20                 0.000000\n",
       "5                  0.088968\n",
       "7                  0.114504\n",
       "4                  0.119266\n",
       "6                  0.141176\n",
       "3                  0.160976\n",
       "8                  0.166667\n",
       "1                  0.196078\n",
       "2                  0.198020\n",
       "10                 0.333333\n",
       "9                  0.349398"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(rawData[[\"NumWebVisitsMonth\", \"Response\"]].groupby(['NumWebVisitsMonth']).sum()/rawData[[\"NumWebVisitsMonth\", \"Response\"]].groupby(['NumWebVisitsMonth']).count()).sort_values('Response')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Acceptted Campaign"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\tommy\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [\"AcceptedCmp1\", \"AcceptedCmp2\", \"AcceptedCmp3\", \"AcceptedCmp4\", \"AcceptedCmp5\"]\n",
    "y = [response1[\"AcceptedCmp1\"].sum(), response1[\"AcceptedCmp2\"].sum(), response1[\"AcceptedCmp3\"].sum(), response1[\"AcceptedCmp4\"].sum(), response1[\"AcceptedCmp5\"].sum()]\n",
    "\n",
    "sns.barplot(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### total campaign accepted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-107-67ca4690f0eb>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  response1[\"totalCmp\"] = response1[\"AcceptedCmp1\"] +response1[\"AcceptedCmp2\"] +response1[\"AcceptedCmp3\"] +response1[\"AcceptedCmp4\"] + response1[\"AcceptedCmp5\"]\n",
      "C:\\Users\\tommy\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='totalCmp', ylabel='count'>"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "response1[\"totalCmp\"] = response1[\"AcceptedCmp1\"] +response1[\"AcceptedCmp2\"] +response1[\"AcceptedCmp3\"] +response1[\"AcceptedCmp4\"] + response1[\"AcceptedCmp5\"]\n",
    "sns.countplot(response1[\"totalCmp\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### complain\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\tommy\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Complain', ylabel='count'>"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(response1[\"Complain\"])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}