D42 探索性資料分析(EDA)_從資料中生成特徵 6.從資料中產生特徵_作業.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 今天的作業\n",
    "在鐵達尼資料集中，今天我們專注觀察變數之間的相關性，以Titanic_train.csv 中，首先將有遺失值的數值刪除，我們取 Titanic_train.csv 的年齡資料，試著將課堂中所學的方法應用上去。\n",
    "\n",
    "* Q1: 產生一個新的變數(Age_above65_) Age>=65為 'Y'，其餘為'N'。  \n",
    "* Q2: 添加女性和男性，產生一個新的變數(Age_above65_female)，女性或Age>=65為'Y'，其餘為'N'。  \n",
    "*  Q3: 透過昨天課程的內容，驗證產生的兩個新變數，哪一個和目標變數(Survived_cate)的相關性較高?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1558,
     "status": "ok",
     "timestamp": 1578021044012,
     "user": {
      "displayName": "Mora chen",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mB40f7sDArbZ5_DYq02nNcnLD0Ryaf7AhsASSQeLQ=s64",
      "userId": "03171203089166907199"
     },
     "user_tz": -480
    },
    "id": "yz28_IgkYdBW",
    "outputId": "a12f486c-18b3-4fb5-d06c-f162aebd9444"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.23.1\n"
     ]
    }
   ],
   "source": [
    "# library\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy import stats\n",
    "import math\n",
    "import statistics\n",
    "import seaborn as sns\n",
    "from IPython.display import display\n",
    "import sklearn\n",
    "print(sklearn.__version__)\n",
    "#如果只有 0.19 記得要更新至 最新版本\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "#顯示所有行\n",
    "pd.set_option('display.max_columns', None)\n",
    "#顯示所有列\n",
    "pd.set_option('display.max_rows', None)\n",
    "#顯示行設定\n",
    "pd.set_option('max_colwidth',100)\n",
    "\n",
    "import pingouin as pg\n",
    "import researchpy   \n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 讀入資料"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 891 entries, 0 to 890\n",
      "Data columns (total 12 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   PassengerId  891 non-null    int64  \n",
      " 1   Survived     891 non-null    int64  \n",
      " 2   Pclass       891 non-null    int64  \n",
      " 3   Name         891 non-null    object \n",
      " 4   Sex          891 non-null    object \n",
      " 5   Age          714 non-null    float64\n",
      " 6   SibSp        891 non-null    int64  \n",
      " 7   Parch        891 non-null    int64  \n",
      " 8   Ticket       891 non-null    object \n",
      " 9   Fare         891 non-null    float64\n",
      " 10  Cabin        204 non-null    object \n",
      " 11  Embarked     889 non-null    object \n",
      "dtypes: float64(2), int64(5), object(5)\n",
      "memory usage: 83.7+ KB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "df_train = pd.read_csv(\"Titanic_train.csv\")\n",
    "print(df_train.info())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 891 entries, 0 to 890\n",
      "Data columns (total 13 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   PassengerId    891 non-null    int64  \n",
      " 1   Survived       891 non-null    int64  \n",
      " 2   Pclass         891 non-null    int64  \n",
      " 3   Name           891 non-null    object \n",
      " 4   Sex            891 non-null    object \n",
      " 5   Age            714 non-null    float64\n",
      " 6   SibSp          891 non-null    int64  \n",
      " 7   Parch          891 non-null    int64  \n",
      " 8   Ticket         891 non-null    object \n",
      " 9   Fare           891 non-null    float64\n",
      " 10  Cabin          204 non-null    object \n",
      " 11  Embarked       889 non-null    object \n",
      " 12  Survived_cate  891 non-null    object \n",
      "dtypes: float64(2), int64(5), object(6)\n",
      "memory usage: 90.6+ KB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "#1.產稱一個新的變數 Survived_cate ，資料型態傳換成類別型態      \n",
    "#2.把題目中的 Survived 用 Survived_cate 來做分析    \n",
    "df_train['Survived_cate']=df_train['Survived']\n",
    "df_train['Survived_cate']=df_train['Survived_cate'].astype('object')\n",
    "print(df_train.info())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
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       "      <td>55.00</td>\n",
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       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
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       "      <th>18</th>\n",
       "      <td>31.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
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       "      <th>20</th>\n",
       "      <td>35.00</td>\n",
       "      <td>0</td>\n",
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       "      <th>21</th>\n",
       "      <td>34.00</td>\n",
       "      <td>1</td>\n",
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       "      <td>15.00</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>8.00</td>\n",
       "      <td>0</td>\n",
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       "      <td>38.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
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       "      <th>27</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "      <td>0</td>\n",
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       "      <td>66.00</td>\n",
       "      <td>0</td>\n",
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       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
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       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
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       "      <td>7.00</td>\n",
       "      <td>0</td>\n",
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       "      <th>51</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
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       "      <th>52</th>\n",
       "      <td>49.00</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>28.50</td>\n",
       "      <td>0</td>\n",
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       "      <th>58</th>\n",
       "      <td>5.00</td>\n",
       "      <td>1</td>\n",
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       "      <th>59</th>\n",
       "      <td>11.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "      <th>61</th>\n",
       "      <td>38.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
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       "      <th>62</th>\n",
       "      <td>45.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "      <th>63</th>\n",
       "      <td>4.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>29.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
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       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>17.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
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       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "      <th>70</th>\n",
       "      <td>32.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>16.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
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       "      <th>72</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "      <th>73</th>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "      <th>74</th>\n",
       "      <td>32.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
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       "      <th>75</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "      <th>78</th>\n",
       "      <td>0.83</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
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       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
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       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "      <td>29.00</td>\n",
       "      <td>1</td>\n",
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       "      <th>83</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>17.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>33.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
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       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>16.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>23.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
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       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
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       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>46.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>59.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>71.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>23.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>34.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>34.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>33.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>37.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>21.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>38.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>47.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>14.50</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>17.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>70.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>32.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>32.50</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>54.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>12.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>45.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>33.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>47.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>29.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>23.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>19.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>37.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>16.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>22.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>27.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>9.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>36.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>42.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>51.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>22.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>55.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>40.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>51.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>16.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>44.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>40.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>17.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>9.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>45.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>61.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>4.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>56.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>50.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>36.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>9.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>4.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>45.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>40.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>36.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>32.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>19.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>3.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>44.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>58.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>42.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>34.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>45.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>18.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>32.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>26.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>16.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>40.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>35.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>31.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>27.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>42.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>32.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>16.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>27.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>51.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>38.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>19.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>20.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>35.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>59.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>5.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>44.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>8.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>33.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>44.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>37.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>54.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>62.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>41.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>29.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>35.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>50.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>3.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>52.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>40.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>36.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>16.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>25.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>58.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>35.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>25.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>41.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>37.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>63.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>45.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>7.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>35.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>65.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>16.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>19.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>33.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>42.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>22.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>26.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>19.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>36.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>23.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>50.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>0.92</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>17.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>18.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>43.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>26.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>54.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>31.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>40.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>27.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>22.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>36.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>61.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>36.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>31.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>16.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>45.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>38.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>16.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>41.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>45.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>45.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>2.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>36.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>40.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>3.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>42.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>23.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>15.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>22.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>38.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>40.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>45.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>35.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>60.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>25.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>3.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>22.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>27.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>42.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>32.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>35.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>36.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>17.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>36.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>21.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>23.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>31.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>46.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>23.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>28.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>39.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>34.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>51.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>3.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>33.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>44.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>34.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>18.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>28.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>19.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>32.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>28.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>42.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>17.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>50.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>14.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>64.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>31.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>45.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>28.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>4.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>13.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>34.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>5.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>52.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>36.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>49.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>29.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>65.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>50.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>48.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>34.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>47.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>48.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>38.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>56.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>0.75</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>38.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>33.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>23.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>34.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>2.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>9.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>50.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>63.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>25.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>35.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>58.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>9.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>55.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>71.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>54.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>17.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>37.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>16.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>33.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>26.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>29.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>36.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>54.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>47.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>34.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>36.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>32.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>44.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>40.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>50.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>39.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>23.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>2.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>17.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>7.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>45.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>22.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>36.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>9.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>11.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>32.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>50.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>64.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>19.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>33.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>8.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>17.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>27.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>22.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>22.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>62.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>48.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>39.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>36.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>40.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>32.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>62.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>53.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>36.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>16.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>34.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>39.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>32.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>25.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>39.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>54.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>36.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>18.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>47.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>60.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>35.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>52.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>47.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>37.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>36.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>49.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>49.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>44.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>35.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>36.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>27.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>22.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>40.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>39.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>35.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>34.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617</th>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>4.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>27.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>42.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>20.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>61.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626</th>\n",
       "      <td>57.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>21.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628</th>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>80.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>51.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632</th>\n",
       "      <td>32.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634</th>\n",
       "      <td>9.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>28.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>32.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>31.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>41.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640</th>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>0.75</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645</th>\n",
       "      <td>48.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647</th>\n",
       "      <td>56.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649</th>\n",
       "      <td>23.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>18.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>32.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>23.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>58.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>50.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>40.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>47.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>36.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>20.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>32.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>43.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>40.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>31.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>70.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>31.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>24.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>18.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>43.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>36.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>27.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>14.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>60.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>14.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>15.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>31.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>4.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>60.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>52.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>44.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>49.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>42.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>18.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>35.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705</th>\n",
       "      <td>39.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706</th>\n",
       "      <td>45.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707</th>\n",
       "      <td>42.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>708</th>\n",
       "      <td>22.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>710</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>48.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>713</th>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>714</th>\n",
       "      <td>52.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>715</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>716</th>\n",
       "      <td>38.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>27.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>33.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>6.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>17.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>34.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>50.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>27.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>29.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>11.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>23.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>23.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>28.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>48.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>35.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>36.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>21.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>31.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>70.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>16.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>31.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>4.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>6.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>33.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>23.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>48.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>0.67</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>34.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>33.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>41.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>20.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>36.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>16.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>51.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>30.50</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>32.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>770</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>48.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>57.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>54.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>5.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>43.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>13.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>17.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>785</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>18.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>8.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>46.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>791</th>\n",
       "      <td>16.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>39.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>49.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>31.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>30.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>34.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>31.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>11.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>0.42</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>27.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>31.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>39.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>39.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>33.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>39.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>35.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>6.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>30.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>23.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>31.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>43.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>52.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>27.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>38.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>27.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>62.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>15.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>0.83</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>23.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>18.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>39.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>32.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>16.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>842</th>\n",
       "      <td>30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>34.50</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>17.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>42.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>35.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>4.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>74.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>9.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>853</th>\n",
       "      <td>16.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>854</th>\n",
       "      <td>44.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>855</th>\n",
       "      <td>18.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>856</th>\n",
       "      <td>45.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>51.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>24.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>41.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>21.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>48.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>24.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>42.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>27.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>31.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>4.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>26.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>47.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>33.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>47.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>28.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>875</th>\n",
       "      <td>15.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>19.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>56.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880</th>\n",
       "      <td>25.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>33.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>22.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>28.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>884</th>\n",
       "      <td>25.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>39.00</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>27.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>19.00</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>26.00</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>32.00</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Age Survived_cate     Sex\n",
       "0    22.00             0    male\n",
       "1    38.00             1  female\n",
       "2    26.00             1  female\n",
       "3    35.00             1  female\n",
       "4    35.00             0    male\n",
       "6    54.00             0    male\n",
       "7     2.00             0    male\n",
       "8    27.00             1  female\n",
       "9    14.00             1  female\n",
       "10    4.00             1  female\n",
       "11   58.00             1  female\n",
       "12   20.00             0    male\n",
       "13   39.00             0    male\n",
       "14   14.00             0  female\n",
       "15   55.00             1  female\n",
       "16    2.00             0    male\n",
       "18   31.00             0  female\n",
       "20   35.00             0    male\n",
       "21   34.00             1    male\n",
       "22   15.00             1  female\n",
       "23   28.00             1    male\n",
       "24    8.00             0  female\n",
       "25   38.00             1  female\n",
       "27   19.00             0    male\n",
       "30   40.00             0    male\n",
       "33   66.00             0    male\n",
       "34   28.00             0    male\n",
       "35   42.00             0    male\n",
       "37   21.00             0    male\n",
       "38   18.00             0  female\n",
       "39   14.00             1  female\n",
       "40   40.00             0  female\n",
       "41   27.00             0  female\n",
       "43    3.00             1  female\n",
       "44   19.00             1  female\n",
       "49   18.00             0  female\n",
       "50    7.00             0    male\n",
       "51   21.00             0    male\n",
       "52   49.00             1  female\n",
       "53   29.00             1  female\n",
       "54   65.00             0    male\n",
       "56   21.00             1  female\n",
       "57   28.50             0    male\n",
       "58    5.00             1  female\n",
       "59   11.00             0    male\n",
       "60   22.00             0    male\n",
       "61   38.00             1  female\n",
       "62   45.00             0    male\n",
       "63    4.00             0    male\n",
       "66   29.00             1  female\n",
       "67   19.00             0    male\n",
       "68   17.00             1  female\n",
       "69   26.00             0    male\n",
       "70   32.00             0    male\n",
       "71   16.00             0  female\n",
       "72   21.00             0    male\n",
       "73   26.00             0    male\n",
       "74   32.00             1    male\n",
       "75   25.00             0    male\n",
       "78    0.83             1    male\n",
       "79   30.00             1  female\n",
       "80   22.00             0    male\n",
       "81   29.00             1    male\n",
       "83   28.00             0    male\n",
       "84   17.00             1  female\n",
       "85   33.00             1  female\n",
       "86   16.00             0    male\n",
       "88   23.00             1  female\n",
       "89   24.00             0    male\n",
       "90   29.00             0    male\n",
       "91   20.00             0    male\n",
       "92   46.00             0    male\n",
       "93   26.00             0    male\n",
       "94   59.00             0    male\n",
       "96   71.00             0    male\n",
       "97   23.00             1    male\n",
       "98   34.00             1  female\n",
       "99   34.00             0    male\n",
       "100  28.00             0  female\n",
       "102  21.00             0    male\n",
       "103  33.00             0    male\n",
       "104  37.00             0    male\n",
       "105  28.00             0    male\n",
       "106  21.00             1  female\n",
       "108  38.00             0    male\n",
       "110  47.00             0    male\n",
       "111  14.50             0  female\n",
       "112  22.00             0    male\n",
       "113  20.00             0  female\n",
       "114  17.00             0  female\n",
       "115  21.00             0    male\n",
       "116  70.50             0    male\n",
       "117  29.00             0    male\n",
       "118  24.00             0    male\n",
       "119   2.00             0  female\n",
       "120  21.00             0    male\n",
       "122  32.50             0    male\n",
       "123  32.50             1  female\n",
       "124  54.00             0    male\n",
       "125  12.00             1    male\n",
       "127  24.00             1    male\n",
       "129  45.00             0    male\n",
       "130  33.00             0    male\n",
       "131  20.00             0    male\n",
       "132  47.00             0  female\n",
       "133  29.00             1  female\n",
       "134  25.00             0    male\n",
       "135  23.00             0    male\n",
       "136  19.00             1  female\n",
       "137  37.00             0    male\n",
       "138  16.00             0    male\n",
       "139  24.00             0    male\n",
       "141  22.00             1  female\n",
       "142  24.00             1  female\n",
       "143  19.00             0    male\n",
       "144  18.00             0    male\n",
       "145  19.00             0    male\n",
       "146  27.00             1    male\n",
       "147   9.00             0  female\n",
       "148  36.50             0    male\n",
       "149  42.00             0    male\n",
       "150  51.00             0    male\n",
       "151  22.00             1  female\n",
       "152  55.50             0    male\n",
       "153  40.50             0    male\n",
       "155  51.00             0    male\n",
       "156  16.00             1  female\n",
       "157  30.00             0    male\n",
       "160  44.00             0    male\n",
       "161  40.00             1  female\n",
       "162  26.00             0    male\n",
       "163  17.00             0    male\n",
       "164   1.00             0    male\n",
       "165   9.00             1    male\n",
       "167  45.00             0  female\n",
       "169  28.00             0    male\n",
       "170  61.00             0    male\n",
       "171   4.00             0    male\n",
       "172   1.00             1  female\n",
       "173  21.00             0    male\n",
       "174  56.00             0    male\n",
       "175  18.00             0    male\n",
       "177  50.00             0  female\n",
       "178  30.00             0    male\n",
       "179  36.00             0    male\n",
       "182   9.00             0    male\n",
       "183   1.00             1    male\n",
       "184   4.00             1  female\n",
       "187  45.00             1    male\n",
       "188  40.00             0    male\n",
       "189  36.00             0    male\n",
       "190  32.00             1  female\n",
       "191  19.00             0    male\n",
       "192  19.00             1  female\n",
       "193   3.00             1    male\n",
       "194  44.00             1  female\n",
       "195  58.00             1  female\n",
       "197  42.00             0    male\n",
       "199  24.00             0  female\n",
       "200  28.00             0    male\n",
       "202  34.00             0    male\n",
       "203  45.50             0    male\n",
       "204  18.00             1    male\n",
       "205   2.00             0  female\n",
       "206  32.00             0    male\n",
       "207  26.00             1    male\n",
       "208  16.00             1  female\n",
       "209  40.00             1    male\n",
       "210  24.00             0    male\n",
       "211  35.00             1  female\n",
       "212  22.00             0    male\n",
       "213  30.00             0    male\n",
       "215  31.00             1  female\n",
       "216  27.00             1  female\n",
       "217  42.00             0    male\n",
       "218  32.00             1  female\n",
       "219  30.00             0    male\n",
       "220  16.00             1    male\n",
       "221  27.00             0    male\n",
       "222  51.00             0    male\n",
       "224  38.00             1    male\n",
       "225  22.00             0    male\n",
       "226  19.00             1    male\n",
       "227  20.50             0    male\n",
       "228  18.00             0    male\n",
       "230  35.00             1  female\n",
       "231  29.00             0    male\n",
       "232  59.00             0    male\n",
       "233   5.00             1  female\n",
       "234  24.00             0    male\n",
       "236  44.00             0    male\n",
       "237   8.00             1  female\n",
       "238  19.00             0    male\n",
       "239  33.00             0    male\n",
       "242  29.00             0    male\n",
       "243  22.00             0    male\n",
       "244  30.00             0    male\n",
       "245  44.00             0    male\n",
       "246  25.00             0  female\n",
       "247  24.00             1  female\n",
       "248  37.00             1    male\n",
       "249  54.00             0    male\n",
       "251  29.00             0  female\n",
       "252  62.00             0    male\n",
       "253  30.00             0    male\n",
       "254  41.00             0  female\n",
       "255  29.00             1  female\n",
       "257  30.00             1  female\n",
       "258  35.00             1  female\n",
       "259  50.00             1  female\n",
       "261   3.00             1    male\n",
       "262  52.00             0    male\n",
       "263  40.00             0    male\n",
       "265  36.00             0    male\n",
       "266  16.00             0    male\n",
       "267  25.00             1    male\n",
       "268  58.00             1  female\n",
       "269  35.00             1  female\n",
       "271  25.00             1    male\n",
       "272  41.00             1  female\n",
       "273  37.00             0    male\n",
       "275  63.00             1  female\n",
       "276  45.00             0  female\n",
       "278   7.00             0    male\n",
       "279  35.00             1  female\n",
       "280  65.00             0    male\n",
       "281  28.00             0    male\n",
       "282  16.00             0    male\n",
       "283  19.00             1    male\n",
       "285  33.00             0    male\n",
       "286  30.00             1    male\n",
       "287  22.00             0    male\n",
       "288  42.00             1    male\n",
       "289  22.00             1  female\n",
       "290  26.00             1  female\n",
       "291  19.00             1  female\n",
       "292  36.00             0    male\n",
       "293  24.00             0  female\n",
       "294  24.00             0    male\n",
       "296  23.50             0    male\n",
       "297   2.00             0  female\n",
       "299  50.00             1  female\n",
       "302  19.00             0    male\n",
       "305   0.92             1    male\n",
       "307  17.00             1  female\n",
       "308  30.00             0    male\n",
       "309  30.00             1  female\n",
       "310  24.00             1  female\n",
       "311  18.00             1  female\n",
       "312  26.00             0  female\n",
       "313  28.00             0    male\n",
       "314  43.00             0    male\n",
       "315  26.00             1  female\n",
       "316  24.00             1  female\n",
       "317  54.00             0    male\n",
       "318  31.00             1  female\n",
       "319  40.00             1  female\n",
       "320  22.00             0    male\n",
       "321  27.00             0    male\n",
       "322  30.00             1  female\n",
       "323  22.00             1  female\n",
       "325  36.00             1  female\n",
       "326  61.00             0    male\n",
       "327  36.00             1  female\n",
       "328  31.00             1  female\n",
       "329  16.00             1  female\n",
       "331  45.50             0    male\n",
       "332  38.00             0    male\n",
       "333  16.00             0    male\n",
       "336  29.00             0    male\n",
       "337  41.00             1  female\n",
       "338  45.00             1    male\n",
       "339  45.00             0    male\n",
       "340   2.00             1    male\n",
       "341  24.00             1  female\n",
       "342  28.00             0    male\n",
       "343  25.00             0    male\n",
       "344  36.00             0    male\n",
       "345  24.00             1  female\n",
       "346  40.00             1  female\n",
       "348   3.00             1    male\n",
       "349  42.00             0    male\n",
       "350  23.00             0    male\n",
       "352  15.00             0    male\n",
       "353  25.00             0    male\n",
       "355  28.00             0    male\n",
       "356  22.00             1  female\n",
       "357  38.00             0  female\n",
       "360  40.00             0    male\n",
       "361  29.00             0    male\n",
       "362  45.00             0  female\n",
       "363  35.00             0    male\n",
       "365  30.00             0    male\n",
       "366  60.00             1  female\n",
       "369  24.00             1  female\n",
       "370  25.00             1    male\n",
       "371  18.00             0    male\n",
       "372  19.00             0    male\n",
       "373  22.00             0    male\n",
       "374   3.00             0  female\n",
       "376  22.00             1  female\n",
       "377  27.00             0    male\n",
       "378  20.00             0    male\n",
       "379  19.00             0    male\n",
       "380  42.00             1  female\n",
       "381   1.00             1  female\n",
       "382  32.00             0    male\n",
       "383  35.00             1  female\n",
       "385  18.00             0    male\n",
       "386   1.00             0    male\n",
       "387  36.00             1  female\n",
       "389  17.00             1  female\n",
       "390  36.00             1    male\n",
       "391  21.00             1    male\n",
       "392  28.00             0    male\n",
       "393  23.00             1  female\n",
       "394  24.00             1  female\n",
       "395  22.00             0    male\n",
       "396  31.00             0  female\n",
       "397  46.00             0    male\n",
       "398  23.00             0    male\n",
       "399  28.00             1  female\n",
       "400  39.00             1    male\n",
       "401  26.00             0    male\n",
       "402  21.00             0  female\n",
       "403  28.00             0    male\n",
       "404  20.00             0  female\n",
       "405  34.00             0    male\n",
       "406  51.00             0    male\n",
       "407   3.00             1    male\n",
       "408  21.00             0    male\n",
       "412  33.00             1  female\n",
       "414  44.00             1    male\n",
       "416  34.00             1  female\n",
       "417  18.00             1  female\n",
       "418  30.00             0    male\n",
       "419  10.00             0  female\n",
       "421  21.00             0    male\n",
       "422  29.00             0    male\n",
       "423  28.00             0  female\n",
       "424  18.00             0    male\n",
       "426  28.00             1  female\n",
       "427  19.00             1  female\n",
       "429  32.00             1    male\n",
       "430  28.00             1    male\n",
       "432  42.00             1  female\n",
       "433  17.00             0    male\n",
       "434  50.00             0    male\n",
       "435  14.00             1  female\n",
       "436  21.00             0  female\n",
       "437  24.00             1  female\n",
       "438  64.00             0    male\n",
       "439  31.00             0    male\n",
       "440  45.00             1  female\n",
       "441  20.00             0    male\n",
       "442  25.00             0    male\n",
       "443  28.00             1  female\n",
       "445   4.00             1    male\n",
       "446  13.00             1  female\n",
       "447  34.00             1    male\n",
       "448   5.00             1  female\n",
       "449  52.00             1    male\n",
       "450  36.00             0    male\n",
       "452  30.00             0    male\n",
       "453  49.00             1    male\n",
       "455  29.00             1    male\n",
       "456  65.00             0    male\n",
       "458  50.00             1  female\n",
       "460  48.00             1    male\n",
       "461  34.00             0    male\n",
       "462  47.00             0    male\n",
       "463  48.00             0    male\n",
       "465  38.00             0    male\n",
       "467  56.00             0    male\n",
       "469   0.75             1  female\n",
       "471  38.00             0    male\n",
       "472  33.00             1  female\n",
       "473  23.00             1  female\n",
       "474  22.00             0  female\n",
       "476  34.00             0    male\n",
       "477  29.00             0    male\n",
       "478  22.00             0    male\n",
       "479   2.00             1  female\n",
       "480   9.00             0    male\n",
       "482  50.00             0    male\n",
       "483  63.00             1  female\n",
       "484  25.00             1    male\n",
       "486  35.00             1  female\n",
       "487  58.00             0    male\n",
       "488  30.00             0    male\n",
       "489   9.00             1    male\n",
       "491  21.00             0    male\n",
       "492  55.00             0    male\n",
       "493  71.00             0    male\n",
       "494  21.00             0    male\n",
       "496  54.00             1  female\n",
       "498  25.00             0  female\n",
       "499  24.00             0    male\n",
       "500  17.00             0    male\n",
       "501  21.00             0  female\n",
       "503  37.00             0  female\n",
       "504  16.00             1  female\n",
       "505  18.00             0    male\n",
       "506  33.00             1  female\n",
       "508  28.00             0    male\n",
       "509  26.00             1    male\n",
       "510  29.00             1    male\n",
       "512  36.00             1    male\n",
       "513  54.00             1  female\n",
       "514  24.00             0    male\n",
       "515  47.00             0    male\n",
       "516  34.00             1  female\n",
       "518  36.00             1  female\n",
       "519  32.00             0    male\n",
       "520  30.00             1  female\n",
       "521  22.00             0    male\n",
       "523  44.00             1  female\n",
       "525  40.50             0    male\n",
       "526  50.00             1  female\n",
       "528  39.00             0    male\n",
       "529  23.00             0    male\n",
       "530   2.00             1  female\n",
       "532  17.00             0    male\n",
       "534  30.00             0  female\n",
       "535   7.00             1  female\n",
       "536  45.00             0    male\n",
       "537  30.00             1  female\n",
       "539  22.00             1  female\n",
       "540  36.00             1  female\n",
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       "879  56.00             1  female\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#我們先把遺失值刪除\n",
    "## 取出資料後，把遺失值刪除\n",
    "complete_data=df_train[['Age','Survived_cate','Sex']].dropna()\n",
    "display(complete_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q1: 產生一個新的變數(Age_above65_) Age>=65為 'Y'，其餘為'N'。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q2: 添加女性和男性，產生一個新的變數(Age_above65_female)，女性或Age>=65為'Y'，其餘為'N'。\n",
    "* 暗示: 觀看下面影片找答案，https://www.youtube.com/watch?v=X2d-wUt5azY"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q3: 透過昨天課程的內容，驗證產生的兩個新變數，哪一個和目標變數(Survived_cate)的相關性較高?\n",
    "* 提示:    \n",
    "  首先觀察一下這些變數的資料型態後，再來想要以哪一種判斷倆倆的相關性。     "
   ]
  }
 ],
 "metadata": {
  "colab": {
   "name": "Day33.YOLO 細節理解 - 網路輸出的後處理_HW.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
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 },
 "nbformat": 4,
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}