Solution/Day_39_Solution.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"6.從資料中產生特徵_作業解答.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"}},"cells":[{"cell_type":"markdown","metadata":{"id":"JkRk_jT1NqUC"},"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","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":34},"id":"yz28_IgkYdBW","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},"outputId":"a12f486c-18b3-4fb5-d06c-f162aebd9444"},"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"," "],"execution_count":null,"outputs":[{"output_type":"stream","text":["0.23.1\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"mGEZdv6JNqUG"},"source":["## 讀入資料"]},{"cell_type":"code","metadata":{"id":"zGBwKpIINqUH","outputId":"b8824392-0e91-4460-b1b5-a05de5f88fff"},"source":["df_train = pd.read_csv(\"Titanic_train.csv\")\n","print(df_train.info())"],"execution_count":null,"outputs":[{"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"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"i73ub82KNqUI","outputId":"0576c875-d008-4449-8ad9-dd165004fc8e"},"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())"],"execution_count":null,"outputs":[{"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"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"HSsM_aCJNqUI","outputId":"cd44479d-f7ae-40a9-faa8-92ff693c6d72"},"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)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Age</th>\n","      <th>Survived_cate</th>\n","      <th>Sex</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>22.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>38.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>26.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>35.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>35.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>54.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>2.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>27.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>14.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>4.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>58.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>20.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>39.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>14.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>55.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>2.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>31.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>20</th>\n","      <td>35.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>34.00</td>\n","      <td>1</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>22</th>\n","      <td>15.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>23</th>\n","      <td>28.00</td>\n","      <td>1</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>24</th>\n","      <td>8.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>25</th>\n","      <td>38.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>27</th>\n","      <td>19.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>30</th>\n","      <td>40.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>33</th>\n","      <td>66.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>34</th>\n","      <td>28.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>35</th>\n","      <td>42.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>37</th>\n","      <td>21.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>38</th>\n","      <td>18.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>39</th>\n","      <td>14.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>40</th>\n","      <td>40.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>41</th>\n","      <td>27.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>43</th>\n","      <td>3.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>44</th>\n","      <td>19.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>49</th>\n","      <td>18.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>50</th>\n","      <td>7.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>51</th>\n","      <td>21.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>52</th>\n","      <td>49.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>53</th>\n","      <td>29.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>54</th>\n","      <td>65.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>56</th>\n","      <td>21.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>57</th>\n","      <td>28.50</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>58</th>\n","      <td>5.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>59</th>\n","      <td>11.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>60</th>\n","      <td>22.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>61</th>\n","      <td>38.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>62</th>\n","      <td>45.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>63</th>\n","      <td>4.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>66</th>\n","      <td>29.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <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","    </tr>\n","    <tr>\n","      <th>69</th>\n","      <td>26.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>70</th>\n","      <td>32.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>71</th>\n","      <td>16.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>72</th>\n","      <td>21.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>73</th>\n","      <td>26.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>74</th>\n","      <td>32.00</td>\n","      <td>1</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>75</th>\n","      <td>25.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>78</th>\n","      <td>0.83</td>\n","      <td>1</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>79</th>\n","      <td>30.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>80</th>\n","      <td>22.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>81</th>\n","      <td>29.00</td>\n","      <td>1</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>83</th>\n","      <td>28.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <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","    </tr>\n","    <tr>\n","      <th>86</th>\n","      <td>16.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>88</th>\n","      <td>23.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","    </tr>\n","    <tr>\n","      <th>89</th>\n","      <td>24.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <tr>\n","      <th>90</th>\n","      <td>29.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","    </tr>\n","    <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","      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<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  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\n","complete_data['Age_above65']=complete_data['Age'].apply(age_map1)\n","\n","display(complete_data)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Age</th>\n","      <th>Survived_cate</th>\n","      <th>Sex</th>\n","      <th>Age_above65</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>22.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>38.00</td>\n","      <td>1</td>\n","      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<td>21.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>862</th>\n","      <td>48.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>864</th>\n","      <td>24.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>865</th>\n","      <td>42.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>866</th>\n","      <td>27.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>867</th>\n","      <td>31.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>869</th>\n","      <td>4.00</td>\n","      <td>1</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>870</th>\n","      <td>26.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>871</th>\n","      <td>47.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>872</th>\n","      <td>33.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>873</th>\n","      <td>47.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>874</th>\n","      <td>28.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>875</th>\n","      <td>15.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>876</th>\n","      <td>20.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>877</th>\n","      <td>19.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>879</th>\n","      <td>56.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>880</th>\n","      <td>25.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>881</th>\n","      <td>33.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>882</th>\n","      <td>22.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>883</th>\n","      <td>28.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>884</th>\n","      <td>25.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>885</th>\n","      <td>39.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>886</th>\n","      <td>27.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>887</th>\n","      <td>19.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>889</th>\n","      <td>26.00</td>\n","      <td>1</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>890</th>\n","      <td>32.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["       Age Survived_cate     Sex Age_above65\n","0    22.00             0    male           N\n","1    38.00             1  female           N\n","2    26.00             1  female           N\n","3    35.00             1  female           N\n","4    35.00             0    male           N\n","6    54.00             0    male           N\n","7     2.00             0    male           N\n","8    27.00             1  female           N\n","9    14.00             1  female           N\n","10    4.00             1  female           N\n","11   58.00             1  female           N\n","12   20.00             0    male           N\n","13   39.00             0    male           N\n","14   14.00             0  female           N\n","15   55.00             1  female           N\n","16    2.00             0    male           N\n","18   31.00             0  female           N\n","20   35.00             0    male           N\n","21   34.00             1    male           N\n","22   15.00             1  female           N\n","23   28.00             1    male           N\n","24    8.00             0  female           N\n","25   38.00             1  female           N\n","27   19.00             0    male           N\n","30   40.00             0    male           N\n","33   66.00             0    male           Y\n","34   28.00             0    male           N\n","35   42.00             0    male           N\n","37   21.00             0    male           N\n","38   18.00             0  female           N\n","39   14.00             1  female           N\n","40   40.00             0  female           N\n","41   27.00             0  female           N\n","43    3.00             1  female           N\n","44   19.00             1  female           N\n","49   18.00             0  female           N\n","50    7.00             0    male           N\n","51   21.00             0    male           N\n","52   49.00             1  female           N\n","53   29.00             1  female           N\n","54   65.00             0    male           Y\n","56   21.00             1  female           N\n","57   28.50             0    male           N\n","58    5.00             1  female           N\n","59   11.00             0    male           N\n","60   22.00             0    male           N\n","61   38.00             1  female           N\n","62   45.00             0    male           N\n","63    4.00             0    male           N\n","66   29.00             1  female           N\n","67   19.00             0    male           N\n","68   17.00             1  female           N\n","69   26.00             0    male           N\n","70   32.00             0    male           N\n","71   16.00             0  female           N\n","72   21.00             0    male           N\n","73   26.00             0    male           N\n","74   32.00             1    male           N\n","75   25.00             0    male           N\n","78    0.83             1    male           N\n","79   30.00             1  female           N\n","80   22.00             0    male           N\n","81   29.00             1    male           N\n","83   28.00             0    male           N\n","84   17.00             1  female           N\n","85   33.00             1  female           N\n","86   16.00             0    male           N\n","88   23.00             1  female           N\n","89   24.00             0    male           N\n","90   29.00             0    male           N\n","91   20.00             0    male           N\n","92   46.00             0    male           N\n","93   26.00             0    male           N\n","94   59.00             0    male           N\n","96   71.00             0    male           Y\n","97   23.00             1    male           N\n","98   34.00             1  female           N\n","99   34.00             0    male           N\n","100  28.00             0  female           N\n","102  21.00             0    male           N\n","103  33.00             0    male           N\n","104  37.00             0    male           N\n","105  28.00             0    male           N\n","106  21.00             1  female           N\n","108  38.00             0    male           N\n","110  47.00             0    male           N\n","111  14.50             0  female           N\n","112  22.00             0    male           N\n","113  20.00             0  female           N\n","114  17.00             0  female           N\n","115  21.00             0    male           N\n","116  70.50             0    male           Y\n","117  29.00             0    male           N\n","118  24.00             0    male           N\n","119   2.00             0  female           N\n","120  21.00             0    male           N\n","122  32.50             0    male           N\n","123  32.50             1  female           N\n","124  54.00             0    male           N\n","125  12.00             1    male           N\n","127  24.00             1    male           N\n","129  45.00             0    male           N\n","130  33.00             0    male           N\n","131  20.00             0    male           N\n","132  47.00             0  female           N\n","133  29.00             1  female           N\n","134  25.00             0    male           N\n","135  23.00             0    male           N\n","136  19.00             1  female           N\n","137  37.00             0    male           N\n","138  16.00             0    male           N\n","139  24.00             0    male           N\n","141  22.00             1  female           N\n","142  24.00             1  female           N\n","143  19.00             0    male           N\n","144  18.00             0    male           N\n","145  19.00             0    male           N\n","146  27.00             1    male           N\n","147   9.00             0  female           N\n","148  36.50             0    male           N\n","149  42.00             0    male           N\n","150  51.00             0    male           N\n","151  22.00             1  female           N\n","152  55.50             0    male           N\n","153  40.50             0    male           N\n","155  51.00             0    male           N\n","156  16.00             1  female           N\n","157  30.00             0    male           N\n","160  44.00             0    male           N\n","161  40.00             1  female           N\n","162  26.00             0    male           N\n","163  17.00             0    male           N\n","164   1.00             0    male           N\n","165   9.00             1    male           N\n","167  45.00             0  female           N\n","169  28.00             0    male           N\n","170  61.00             0    male           N\n","171   4.00             0    male           N\n","172   1.00             1  female           N\n","173  21.00             0    male           N\n","174  56.00             0    male           N\n","175  18.00             0    male           N\n","177  50.00             0  female           N\n","178  30.00             0    male           N\n","179  36.00             0    male           N\n","182   9.00             0    male           N\n","183   1.00             1    male           N\n","184   4.00             1  female           N\n","187  45.00             1    male           N\n","188  40.00             0    male           N\n","189  36.00             0    male           N\n","190  32.00             1  female           N\n","191  19.00             0    male           N\n","192  19.00             1  female           N\n","193   3.00             1    male           N\n","194  44.00             1  female           N\n","195  58.00             1  female           N\n","197  42.00             0    male           N\n","199  24.00             0  female           N\n","200  28.00             0    male           N\n","202  34.00             0    male           N\n","203  45.50             0    male           N\n","204  18.00             1    male           N\n","205   2.00             0  female           N\n","206  32.00             0    male           N\n","207  26.00             1    male           N\n","208  16.00             1  female           N\n","209  40.00             1    male           N\n","210  24.00             0    male           N\n","211  35.00             1  female           N\n","212  22.00             0    male           N\n","213  30.00             0    male           N\n","215  31.00             1  female           N\n","216  27.00             1  female           N\n","217  42.00             0    male           N\n","218  32.00             1  female           N\n","219  30.00             0    male           N\n","220  16.00             1    male           N\n","221  27.00             0    male           N\n","222  51.00             0    male           N\n","224  38.00             1    male           N\n","225  22.00             0    male           N\n","226  19.00             1    male           N\n","227  20.50             0    male           N\n","228  18.00             0    male           N\n","230  35.00             1  female           N\n","231  29.00             0    male           N\n","232  59.00             0    male           N\n","233   5.00             1  female           N\n","234  24.00             0    male           N\n","236  44.00             0    male           N\n","237   8.00             1  female           N\n","238  19.00             0    male           N\n","239  33.00             0    male           N\n","242  29.00             0    male           N\n","243  22.00             0    male           N\n","244  30.00             0    male           N\n","245  44.00             0    male           N\n","246  25.00             0  female           N\n","247  24.00             1  female           N\n","248  37.00             1    male           N\n","249  54.00             0    male           N\n","251  29.00             0  female           N\n","252  62.00             0    male           N\n","253  30.00             0    male           N\n","254  41.00             0  female           N\n","255  29.00             1  female           N\n","257  30.00             1  female           N\n","258  35.00             1  female           N\n","259  50.00             1  female           N\n","261   3.00             1    male           N\n","262  52.00             0    male           N\n","263  40.00             0    male           N\n","265  36.00             0    male           N\n","266  16.00             0    male           N\n","267  25.00             1    male           N\n","268  58.00             1  female           N\n","269  35.00             1  female           N\n","271  25.00             1    male           N\n","272  41.00             1  female           N\n","273  37.00             0    male           N\n","275  63.00             1  female           N\n","276  45.00             0  female           N\n","278   7.00             0    male           N\n","279  35.00             1  female           N\n","280  65.00             0    male           Y\n","281  28.00             0    male           N\n","282  16.00             0    male           N\n","283  19.00             1    male           N\n","285  33.00             0    male           N\n","286  30.00             1    male           N\n","287  22.00             0    male           N\n","288  42.00             1    male           N\n","289  22.00             1  female           N\n","290  26.00             1  female           N\n","291  19.00             1  female           N\n","292  36.00             0    male           N\n","293  24.00             0  female           N\n","294  24.00             0    male           N\n","296  23.50             0    male           N\n","297   2.00             0  female           N\n","299  50.00             1  female           N\n","302  19.00             0    male           N\n","305   0.92             1    male           N\n","307  17.00             1  female           N\n","308  30.00             0    male           N\n","309  30.00             1  female           N\n","310  24.00             1  female           N\n","311  18.00             1  female           N\n","312  26.00             0  female           N\n","313  28.00             0    male           N\n","314  43.00             0    male           N\n","315  26.00             1  female           N\n","316  24.00             1  female           N\n","317  54.00             0    male           N\n","318  31.00             1  female           N\n","319  40.00             1  female           N\n","320  22.00             0    male           N\n","321  27.00             0    male           N\n","322  30.00             1  female           N\n","323  22.00             1  female           N\n","325  36.00             1  female           N\n","326  61.00             0    male           N\n","327  36.00             1  female           N\n","328  31.00             1  female           N\n","329  16.00             1  female           N\n","331  45.50             0    male           N\n","332  38.00             0    male           N\n","333  16.00             0    male           N\n","336  29.00             0    male           N\n","337  41.00             1  female           N\n","338  45.00             1    male           N\n","339  45.00             0    male           N\n","340   2.00             1    male           N\n","341  24.00             1  female           N\n","342  28.00             0    male           N\n","343  25.00             0    male           N\n","344  36.00             0    male           N\n","345  24.00             1  female           N\n","346  40.00             1  female           N\n","348   3.00             1    male           N\n","349  42.00             0    male           N\n","350  23.00             0    male           N\n","352  15.00             0    male           N\n","353  25.00             0    male           N\n","355  28.00             0    male           N\n","356  22.00             1  female           N\n","357  38.00             0  female           N\n","360  40.00             0    male           N\n","361  29.00             0    male           N\n","362  45.00             0  female           N\n","363  35.00             0    male           N\n","365  30.00             0    male           N\n","366  60.00             1  female           N\n","369  24.00             1  female           N\n","370  25.00             1    male           N\n","371  18.00             0    male           N\n","372  19.00             0    male           N\n","373  22.00             0    male           N\n","374   3.00             0  female           N\n","376  22.00             1  female           N\n","377  27.00             0    male           N\n","378  20.00             0    male           N\n","379  19.00             0    male           N\n","380  42.00             1  female           N\n","381   1.00             1  female           N\n","382  32.00             0    male           N\n","383  35.00             1  female           N\n","385  18.00             0    male           N\n","386   1.00             0    male           N\n","387  36.00             1  female           N\n","389  17.00             1  female           N\n","390  36.00             1    male           N\n","391  21.00             1    male           N\n","392  28.00             0    male           N\n","393  23.00             1  female           N\n","394  24.00             1  female           N\n","395  22.00             0    male           N\n","396  31.00             0  female           N\n","397  46.00             0    male           N\n","398  23.00             0    male           N\n","399  28.00             1  female           N\n","400  39.00             1    male           N\n","401  26.00             0    male           N\n","402  21.00             0  female           N\n","403  28.00             0    male           N\n","404  20.00             0  female           N\n","405  34.00             0    male           N\n","406  51.00             0    male           N\n","407   3.00             1    male           N\n","408  21.00             0    male           N\n","412  33.00             1  female           N\n","414  44.00             1    male           N\n","416  34.00             1  female           N\n","417  18.00             1  female           N\n","418  30.00             0    male           N\n","419  10.00             0  female           N\n","421  21.00             0    male           N\n","422  29.00             0    male           N\n","423  28.00             0  female           N\n","424  18.00             0    male           N\n","426  28.00             1  female           N\n","427  19.00             1  female           N\n","429  32.00             1    male           N\n","430  28.00             1    male           N\n","432  42.00             1  female           N\n","433  17.00             0    male           N\n","434  50.00             0    male           N\n","435  14.00             1  female           N\n","436  21.00             0  female           N\n","437  24.00             1  female           N\n","438  64.00             0    male           N\n","439  31.00             0    male           N\n","440  45.00             1  female           N\n","441  20.00             0    male           N\n","442  25.00             0    male           N\n","443  28.00             1  female           N\n","445   4.00             1    male           N\n","446  13.00             1  female           N\n","447  34.00             1    male           N\n","448   5.00             1  female           N\n","449  52.00             1    male           N\n","450  36.00             0    male           N\n","452  30.00             0    male           N\n","453  49.00             1    male           N\n","455  29.00             1    male           N\n","456  65.00             0    male           Y\n","458  50.00             1  female           N\n","460  48.00             1    male           N\n","461  34.00             0    male           N\n","462  47.00             0    male           N\n","463  48.00             0    male           N\n","465  38.00             0    male           N\n","467  56.00             0    male           N\n","469   0.75             1  female           N\n","471  38.00             0    male           N\n","472  33.00             1  female           N\n","473  23.00             1  female           N\n","474  22.00             0  female           N\n","476  34.00             0    male           N\n","477  29.00             0    male           N\n","478  22.00             0    male           N\n","479   2.00             1  female           N\n","480   9.00             0    male           N\n","482  50.00             0    male           N\n","483  63.00             1  female           N\n","484  25.00             1    male           N\n","486  35.00             1  female           N\n","487  58.00             0    male           N\n","488  30.00             0    male           N\n","489   9.00             1    male           N\n","491  21.00             0    male           N\n","492  55.00             0    male           N\n","493  71.00             0    male           Y\n","494  21.00             0    male           N\n","496  54.00             1  female           N\n","498  25.00             0  female           N\n","499  24.00             0    male           N\n","500  17.00             0    male           N\n","501  21.00             0  female           N\n","503  37.00             0  female           N\n","504  16.00             1  female           N\n","505  18.00             0    male           N\n","506  33.00             1  female           N\n","508  28.00             0    male           N\n","509  26.00             1    male           N\n","510  29.00             1    male           N\n","512  36.00             1    male           N\n","513  54.00             1  female           N\n","514  24.00             0    male           N\n","515  47.00             0    male           N\n","516  34.00             1  female           N\n","518  36.00             1  female           N\n","519  32.00             0    male           N\n","520  30.00             1  female           N\n","521  22.00             0    male           N\n","523  44.00             1  female           N\n","525  40.50             0    male           N\n","526  50.00             1  female           N\n","528  39.00             0    male           N\n","529  23.00             0    male           N\n","530   2.00             1  female           N\n","532  17.00             0    male           N\n","534  30.00             0  female           N\n","535   7.00             1  female           N\n","536  45.00             0    male           N\n","537  30.00             1  female           N\n","539  22.00             1  female           N\n","540  36.00             1  female           N\n","541   9.00             0  female           N\n","542  11.00             0  female           N\n","543  32.00             1    male           N\n","544  50.00             0    male           N\n","545  64.00             0    male           N\n","546  19.00             1  female           N\n","548  33.00             0    male           N\n","549   8.00             1    male           N\n","550  17.00             1    male           N\n","551  27.00             0    male           N\n","553  22.00             1    male           N\n","554  22.00             1  female           N\n","555  62.00             0    male           N\n","556  48.00             1  female           N\n","558  39.00             1  female           N\n","559  36.00             1  female           N\n","561  40.00             0    male           N\n","562  28.00             0    male           N\n","565  24.00             0    male           N\n","566  19.00             0    male           N\n","567  29.00             0  female           N\n","569  32.00             1    male           N\n","570  62.00             1    male           N\n","571  53.00             1  female           N\n","572  36.00             1    male           N\n","574  16.00             0    male           N\n","575  19.00             0    male           N\n","576  34.00             1  female           N\n","577  39.00             1  female           N\n","579  32.00             1    male           N\n","580  25.00             1  female           N\n","581  39.00             1  female           N\n","582  54.00             0    male           N\n","583  36.00             0    male           N\n","585  18.00             1  female           N\n","586  47.00             0    male           N\n","587  60.00             1    male           N\n","588  22.00             0    male           N\n","590  35.00             0    male           N\n","591  52.00             1  female           N\n","592  47.00             0    male           N\n","594  37.00             0    male           N\n","595  36.00             0    male           N\n","597  49.00             0    male           N\n","599  49.00             1    male           N\n","600  24.00             1  female           N\n","603  44.00             0    male           N\n","604  35.00             1    male           N\n","605  36.00             0    male           N\n","606  30.00             0    male           N\n","607  27.00             1    male           N\n","608  22.00             1  female           N\n","609  40.00             1  female           N\n","610  39.00             0  female           N\n","614  35.00             0    male           N\n","615  24.00             1  female           N\n","616  34.00             0    male           N\n","617  26.00             0  female           N\n","618   4.00             1  female           N\n","619  26.00             0    male           N\n","620  27.00             0    male           N\n","621  42.00             1    male           N\n","622  20.00             1    male           N\n","623  21.00             0    male           N\n","624  21.00             0    male           N\n","625  61.00             0    male           N\n","626  57.00             0    male           N\n","627  21.00             1  female           N\n","628  26.00             0    male           N\n","630  80.00             1    male           Y\n","631  51.00             0    male           N\n","632  32.00             1    male           N\n","634   9.00             0  female           N\n","635  28.00             1  female           N\n","636  32.00             0    male           N\n","637  31.00             0    male           N\n","638  41.00             0  female           N\n","640  20.00             0    male           N\n","641  24.00             1  female           N\n","642   2.00             0  female           N\n","644   0.75             1  female           N\n","645  48.00             1    male           N\n","646  19.00             0    male           N\n","647  56.00             1    male           N\n","649  23.00             1  female           N\n","651  18.00             1  female           N\n","652  21.00             0    male           N\n","654  18.00             0  female           N\n","655  24.00             0    male           N\n","657  32.00             0  female           N\n","658  23.00             0    male           N\n","659  58.00             0    male           N\n","660  50.00             1    male           N\n","661  40.00             0    male           N\n","662  47.00             0    male           N\n","663  36.00             0    male           N\n","664  20.00             1    male           N\n","665  32.00             0    male           N\n","666  25.00             0    male           N\n","668  43.00             0    male           N\n","670  40.00             1  female           N\n","671  31.00             0    male           N\n","672  70.00             0    male           Y\n","673  31.00             1    male           N\n","675  18.00             0    male           N\n","676  24.50             0    male           N\n","677  18.00             1  female           N\n","678  43.00             0  female           N\n","679  36.00             1    male           N\n","681  27.00             1    male           N\n","682  20.00             0    male           N\n","683  14.00             0    male           N\n","684  60.00             0    male           N\n","685  25.00             0    male           N\n","686  14.00             0    male           N\n","687  19.00             0    male           N\n","688  18.00             0    male           N\n","689  15.00             1  female           N\n","690  31.00             1    male           N\n","691   4.00             1  female           N\n","693  25.00             0    male           N\n","694  60.00             0    male           N\n","695  52.00             0    male           N\n","696  44.00             0    male           N\n","698  49.00             0    male           N\n","699  42.00             0    male           N\n","700  18.00             1  female           N\n","701  35.00             1    male           N\n","702  18.00             0  female           N\n","703  25.00             0    male           N\n","704  26.00             0    male           N\n","705  39.00             0    male           N\n","706  45.00             1  female           N\n","707  42.00             1    male           N\n","708  22.00             1  female           N\n","710  24.00             1  female           N\n","712  48.00             1    male           N\n","713  29.00             0    male           N\n","714  52.00             0    male           N\n","715  19.00             0    male           N\n","716  38.00             1  female           N\n","717  27.00             1  female           N\n","719  33.00             0    male           N\n","720   6.00             1  female           N\n","721  17.00             0    male           N\n","722  34.00             0    male           N\n","723  50.00             0    male           N\n","724  27.00             1    male           N\n","725  20.00             0    male           N\n","726  30.00             1  female           N\n","728  25.00             0    male           N\n","729  25.00             0  female           N\n","730  29.00             1  female           N\n","731  11.00             0    male           N\n","733  23.00             0    male           N\n","734  23.00             0    male           N\n","735  28.50             0    male           N\n","736  48.00             0  female           N\n","737  35.00             1    male           N\n","741  36.00             0    male           N\n","742  21.00             1  female           N\n","743  24.00             0    male           N\n","744  31.00             1    male           N\n","745  70.00             0    male           Y\n","746  16.00             0    male           N\n","747  30.00             1  female           N\n","748  19.00             0    male           N\n","749  31.00             0    male           N\n","750   4.00             1  female           N\n","751   6.00             1    male           N\n","752  33.00             0    male           N\n","753  23.00             0    male           N\n","754  48.00             1  female           N\n","755   0.67             1    male           N\n","756  28.00             0    male           N\n","757  18.00             0    male           N\n","758  34.00             0    male           N\n","759  33.00             1  female           N\n","761  41.00             0    male           N\n","762  20.00             1    male           N\n","763  36.00             1  female           N\n","764  16.00             0    male           N\n","765  51.00             1  female           N\n","767  30.50             0  female           N\n","769  32.00             0    male           N\n","770  24.00             0    male           N\n","771  48.00             0    male           N\n","772  57.00             0  female           N\n","774  54.00             1  female           N\n","775  18.00             0    male           N\n","777   5.00             1  female           N\n","779  43.00             1  female           N\n","780  13.00             1  female           N\n","781  17.00             1  female           N\n","782  29.00             0    male           N\n","784  25.00             0    male           N\n","785  25.00             0    male           N\n","786  18.00             1  female           N\n","787   8.00             0    male           N\n","788   1.00             1    male           N\n","789  46.00             0    male           N\n","791  16.00             0    male           N\n","794  25.00             0    male           N\n","795  39.00             0    male           N\n","796  49.00             1  female           N\n","797  31.00             1  female           N\n","798  30.00             0    male           N\n","799  30.00             0  female           N\n","800  34.00             0    male           N\n","801  31.00             1  female           N\n","802  11.00             1    male           N\n","803   0.42             1    male           N\n","804  27.00             1    male           N\n","805  31.00             0    male           N\n","806  39.00             0    male           N\n","807  18.00             0  female           N\n","808  39.00             0    male           N\n","809  33.00             1  female           N\n","810  26.00             0    male           N\n","811  39.00             0    male           N\n","812  35.00             0    male           N\n","813   6.00             0  female           N\n","814  30.50             0    male           N\n","816  23.00             0  female           N\n","817  31.00             0    male           N\n","818  43.00             0    male           N\n","819  10.00             0    male           N\n","820  52.00             1  female           N\n","821  27.00             1  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N\n","850   4.00             0    male           N\n","851  74.00             0    male           Y\n","852   9.00             0  female           N\n","853  16.00             1  female           N\n","854  44.00             0  female           N\n","855  18.00             1  female           N\n","856  45.00             1  female           N\n","857  51.00             1    male           N\n","858  24.00             1  female           N\n","860  41.00             0    male           N\n","861  21.00             0    male           N\n","862  48.00             1  female           N\n","864  24.00             0    male           N\n","865  42.00             1  female           N\n","866  27.00             1  female           N\n","867  31.00             0    male           N\n","869   4.00             1    male           N\n","870  26.00             0    male           N\n","871  47.00             1  female           N\n","872  33.00             0    male           N\n","873  47.00             0    male           N\n","874  28.00             1  female           N\n","875  15.00             1  female           N\n","876  20.00             0    male           N\n","877  19.00             0    male           N\n","879  56.00             1  female           N\n","880  25.00             1  female           N\n","881  33.00             0    male           N\n","882  22.00             0  female           N\n","883  28.00             0    male           N\n","884  25.00             0    male           N\n","885  39.00             0  female           N\n","886  27.00             0    male           N\n","887  19.00             1  female           N\n","889  26.00             1    male           N\n","890  32.00             0    male           N"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"hlSZadKhNqUK"},"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":"code","metadata":{"id":"CWFZaNfYNqUK","outputId":"8ba72ede-f8a1-4ea1-e87b-e311dd0ca23e"},"source":["def age_map2(row): \n","    if (row.Sex=='female'):\n","        return('Y')\n","    else: \n","        if(row.Age>=65):\n","            return('Y')\n","        else:\n","            return('N')\n","    \n","    \n","complete_data['Age_above65_female']=complete_data[['Age','Sex']].apply(age_map2,axis=1)\n","display(complete_data)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Age</th>\n","      <th>Survived_cate</th>\n","      <th>Sex</th>\n","      <th>Age_above65</th>\n","      <th>Age_above65_female</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>22.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>38.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>26.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>35.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>35.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>54.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>2.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>27.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>14.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>4.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>58.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>20.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>39.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>14.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>55.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>2.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>31.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>20</th>\n","      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<td>N</td>\n","    </tr>\n","    <tr>\n","      <th>829</th>\n","      <td>62.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>830</th>\n","      <td>15.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>831</th>\n","      <td>0.83</td>\n","      <td>1</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>833</th>\n","      <td>23.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>834</th>\n","      <td>18.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>835</th>\n","      <td>39.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>836</th>\n","      <td>21.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>838</th>\n","      <td>32.00</td>\n","      <td>1</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>840</th>\n","      <td>20.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>841</th>\n","      <td>16.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>842</th>\n","      <td>30.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>843</th>\n","      <td>34.50</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>844</th>\n","      <td>17.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>845</th>\n","      <td>42.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>847</th>\n","      <td>35.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>848</th>\n","      <td>28.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>850</th>\n","      <td>4.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>851</th>\n","      <td>74.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>Y</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>852</th>\n","      <td>9.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>853</th>\n","      <td>16.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>854</th>\n","      <td>44.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>855</th>\n","      <td>18.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>856</th>\n","      <td>45.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>857</th>\n","      <td>51.00</td>\n","      <td>1</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>858</th>\n","      <td>24.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>860</th>\n","      <td>41.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>861</th>\n","      <td>21.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>862</th>\n","      <td>48.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>864</th>\n","      <td>24.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>865</th>\n","      <td>42.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>866</th>\n","      <td>27.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>867</th>\n","      <td>31.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>869</th>\n","      <td>4.00</td>\n","      <td>1</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>870</th>\n","      <td>26.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>871</th>\n","      <td>47.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>872</th>\n","      <td>33.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>873</th>\n","      <td>47.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>874</th>\n","      <td>28.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>875</th>\n","      <td>15.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>876</th>\n","      <td>20.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>877</th>\n","      <td>19.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>879</th>\n","      <td>56.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>880</th>\n","      <td>25.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>881</th>\n","      <td>33.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>882</th>\n","      <td>22.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>883</th>\n","      <td>28.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>884</th>\n","      <td>25.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>885</th>\n","      <td>39.00</td>\n","      <td>0</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>886</th>\n","      <td>27.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>887</th>\n","      <td>19.00</td>\n","      <td>1</td>\n","      <td>female</td>\n","      <td>N</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>889</th>\n","      <td>26.00</td>\n","      <td>1</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>890</th>\n","      <td>32.00</td>\n","      <td>0</td>\n","      <td>male</td>\n","      <td>N</td>\n","      <td>N</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["       Age Survived_cate     Sex Age_above65 Age_above65_female\n","0    22.00             0    male           N                  N\n","1    38.00             1  female           N                  Y\n","2    26.00             1  female           N                  Y\n","3    35.00             1  female           N                  Y\n","4    35.00             0    male           N                  N\n","6    54.00             0    male           N                  N\n","7     2.00             0    male           N                  N\n","8    27.00             1  female           N                  Y\n","9    14.00             1  female           N                  Y\n","10    4.00             1  female           N                  Y\n","11   58.00             1  female           N                  Y\n","12   20.00             0    male           N                  N\n","13   39.00             0    male           N                  N\n","14   14.00             0  female           N                  Y\n","15   55.00             1  female           N                  Y\n","16    2.00             0    male           N                  N\n","18   31.00             0  female           N                  Y\n","20   35.00             0    male           N                  N\n","21   34.00             1    male           N                  N\n","22   15.00             1  female           N                  Y\n","23   28.00             1    male           N                  N\n","24    8.00             0  female           N                  Y\n","25   38.00             1  female           N                  Y\n","27   19.00             0    male           N                  N\n","30   40.00             0    male           N                  N\n","33   66.00             0    male           Y                  Y\n","34   28.00             0    male           N                  N\n","35   42.00             0    male           N                  N\n","37   21.00             0    male           N                  N\n","38   18.00             0  female           N                  Y\n","39   14.00             1  female           N                  Y\n","40   40.00             0  female           N                  Y\n","41   27.00             0  female           N                  Y\n","43    3.00             1  female           N                  Y\n","44   19.00             1  female           N                  Y\n","49   18.00             0  female           N                  Y\n","50    7.00             0    male           N                  N\n","51   21.00             0    male           N                  N\n","52   49.00             1  female           N                  Y\n","53   29.00             1  female           N                  Y\n","54   65.00             0    male           Y                  Y\n","56   21.00             1  female           N                  Y\n","57   28.50             0    male           N                  N\n","58    5.00             1  female           N                  Y\n","59   11.00             0    male           N                  N\n","60   22.00             0    male           N                  N\n","61   38.00             1  female           N                  Y\n","62   45.00             0    male           N                  N\n","63    4.00             0    male           N                  N\n","66   29.00             1  female           N                  Y\n","67   19.00             0    male           N                  N\n","68   17.00             1  female           N                  Y\n","69   26.00             0    male           N                  N\n","70   32.00             0    male           N                  N\n","71   16.00             0  female           N                  Y\n","72   21.00             0    male           N                  N\n","73   26.00             0    male           N                  N\n","74   32.00             1    male           N                  N\n","75   25.00             0    male           N                  N\n","78    0.83             1    male           N                  N\n","79   30.00             1  female           N                  Y\n","80   22.00             0    male           N                  N\n","81   29.00             1    male           N                  N\n","83   28.00             0    male           N                  N\n","84   17.00             1  female           N                  Y\n","85   33.00             1  female           N                  Y\n","86   16.00             0    male           N                  N\n","88   23.00             1  female           N                  Y\n","89   24.00             0    male           N                  N\n","90   29.00             0    male           N                  N\n","91   20.00             0    male           N                  N\n","92   46.00             0    male           N                  N\n","93   26.00             0    male           N                  N\n","94   59.00             0    male           N                  N\n","96   71.00             0    male           Y                  Y\n","97   23.00             1    male           N                  N\n","98   34.00             1  female           N                  Y\n","99   34.00             0    male           N                  N\n","100  28.00             0  female           N                  Y\n","102  21.00             0    male           N                  N\n","103  33.00             0    male           N                  N\n","104  37.00             0    male           N                  N\n","105  28.00             0    male           N                  N\n","106  21.00             1  female           N                  Y\n","108  38.00             0    male           N                  N\n","110  47.00             0    male           N                  N\n","111  14.50             0  female           N                  Y\n","112  22.00             0    male           N                  N\n","113  20.00             0  female           N                  Y\n","114  17.00             0  female           N                  Y\n","115  21.00             0    male           N                  N\n","116  70.50             0    male           Y                  Y\n","117  29.00             0    male           N                  N\n","118  24.00             0    male           N                  N\n","119   2.00             0  female           N                  Y\n","120  21.00             0    male           N                  N\n","122  32.50             0    male           N                  N\n","123  32.50             1  female           N                  Y\n","124  54.00             0    male           N                  N\n","125  12.00             1    male           N                  N\n","127  24.00             1    male           N                  N\n","129  45.00             0    male           N                  N\n","130  33.00             0    male           N                  N\n","131  20.00             0    male           N                  N\n","132  47.00             0  female           N                  Y\n","133  29.00             1  female           N                  Y\n","134  25.00             0    male           N                  N\n","135  23.00             0    male           N                  N\n","136  19.00             1  female           N                  Y\n","137  37.00             0    male           N                  N\n","138  16.00             0    male           N                  N\n","139  24.00             0    male           N                  N\n","141  22.00             1  female           N                  Y\n","142  24.00             1  female           N                  Y\n","143  19.00             0    male           N                  N\n","144  18.00             0    male           N                  N\n","145  19.00             0    male           N                  N\n","146  27.00             1    male           N                  N\n","147   9.00             0  female           N                  Y\n","148  36.50             0    male           N                  N\n","149  42.00             0    male           N                  N\n","150  51.00             0    male           N                  N\n","151  22.00             1  female           N                  Y\n","152  55.50             0    male           N                  N\n","153  40.50             0    male           N                  N\n","155  51.00             0    male           N                  N\n","156  16.00             1  female           N                  Y\n","157  30.00             0    male           N                  N\n","160  44.00             0    male           N                  N\n","161  40.00             1  female           N                  Y\n","162  26.00             0    male           N                  N\n","163  17.00             0    male           N                  N\n","164   1.00             0    male           N                  N\n","165   9.00             1    male           N                  N\n","167  45.00             0  female           N                  Y\n","169  28.00             0    male           N                  N\n","170  61.00             0    male           N                  N\n","171   4.00             0    male           N                  N\n","172   1.00             1  female           N                  Y\n","173  21.00             0    male           N                  N\n","174  56.00             0    male           N                  N\n","175  18.00             0    male           N                  N\n","177  50.00             0  female           N                  Y\n","178  30.00             0    male           N                  N\n","179  36.00             0    male           N                  N\n","182   9.00             0    male           N                  N\n","183   1.00             1    male           N                  N\n","184   4.00             1  female           N                  Y\n","187  45.00             1    male           N                  N\n","188  40.00             0    male           N                  N\n","189  36.00             0    male           N                  N\n","190  32.00             1  female           N                  Y\n","191  19.00             0    male           N                  N\n","192  19.00             1  female           N                  Y\n","193   3.00             1    male           N                  N\n","194  44.00             1  female           N                  Y\n","195  58.00             1  female           N                  Y\n","197  42.00             0    male           N                  N\n","199  24.00             0  female           N                  Y\n","200  28.00             0    male           N                  N\n","202  34.00             0    male           N                  N\n","203  45.50             0    male           N                  N\n","204  18.00             1    male           N                  N\n","205   2.00             0  female           N                  Y\n","206  32.00             0    male           N                  N\n","207  26.00             1    male           N                  N\n","208  16.00             1  female           N                  Y\n","209  40.00             1    male           N                  N\n","210  24.00             0    male           N                  N\n","211  35.00             1  female           N                  Y\n","212  22.00             0    male           N                  N\n","213  30.00             0    male           N                  N\n","215  31.00             1  female           N                  Y\n","216  27.00             1  female           N                  Y\n","217  42.00             0    male           N                  N\n","218  32.00             1  female           N                  Y\n","219  30.00             0    male           N                  N\n","220  16.00             1    male           N                  N\n","221  27.00             0    male           N                  N\n","222  51.00             0    male           N                  N\n","224  38.00             1    male           N                  N\n","225  22.00             0    male           N                  N\n","226  19.00             1    male           N                  N\n","227  20.50             0    male           N                  N\n","228  18.00             0    male           N                  N\n","230  35.00             1  female           N                  Y\n","231  29.00             0    male           N                  N\n","232  59.00             0    male           N                  N\n","233   5.00             1  female           N                  Y\n","234  24.00             0    male           N                  N\n","236  44.00             0    male           N                  N\n","237   8.00             1  female           N                  Y\n","238  19.00             0    male           N                  N\n","239  33.00             0    male           N                  N\n","242  29.00             0    male           N                  N\n","243  22.00             0    male           N                  N\n","244  30.00             0    male           N                  N\n","245  44.00             0    male           N                  N\n","246  25.00             0  female           N                  Y\n","247  24.00             1  female           N                  Y\n","248  37.00             1    male           N                  N\n","249  54.00             0    male           N                  N\n","251  29.00             0  female           N                  Y\n","252  62.00             0    male           N                  N\n","253  30.00             0    male           N                  N\n","254  41.00             0  female           N                  Y\n","255  29.00             1  female           N                  Y\n","257  30.00             1  female           N                  Y\n","258  35.00             1  female           N                  Y\n","259  50.00             1  female           N                  Y\n","261   3.00             1    male           N                  N\n","262  52.00             0    male           N                  N\n","263  40.00             0    male           N                  N\n","265  36.00             0    male           N                  N\n","266  16.00             0    male           N                  N\n","267  25.00             1    male           N                  N\n","268  58.00             1  female           N                  Y\n","269  35.00             1  female           N                  Y\n","271  25.00             1    male           N                  N\n","272  41.00             1  female           N                  Y\n","273  37.00             0    male           N                  N\n","275  63.00             1  female           N                  Y\n","276  45.00             0  female           N                  Y\n","278   7.00             0    male           N                  N\n","279  35.00             1  female           N                  Y\n","280  65.00             0    male           Y                  Y\n","281  28.00             0    male           N                  N\n","282  16.00             0    male           N                  N\n","283  19.00             1    male           N                  N\n","285  33.00             0    male           N                  N\n","286  30.00             1    male           N                  N\n","287  22.00             0    male           N                  N\n","288  42.00             1    male           N                  N\n","289  22.00             1  female           N                  Y\n","290  26.00             1  female           N                  Y\n","291  19.00             1  female           N                  Y\n","292  36.00             0    male           N                  N\n","293  24.00             0  female           N                  Y\n","294  24.00             0    male           N                  N\n","296  23.50             0    male           N                  N\n","297   2.00             0  female           N                  Y\n","299  50.00             1  female           N                  Y\n","302  19.00             0    male           N                  N\n","305   0.92             1    male           N                  N\n","307  17.00             1  female           N                  Y\n","308  30.00             0    male           N                  N\n","309  30.00             1  female           N                  Y\n","310  24.00             1  female           N                  Y\n","311  18.00             1  female           N                  Y\n","312  26.00             0  female           N                  Y\n","313  28.00             0    male           N                  N\n","314  43.00             0    male           N                  N\n","315  26.00             1  female           N                  Y\n","316  24.00             1  female           N                  Y\n","317  54.00             0    male           N                  N\n","318  31.00             1  female           N         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N                  N\n","784  25.00             0    male           N                  N\n","785  25.00             0    male           N                  N\n","786  18.00             1  female           N                  Y\n","787   8.00             0    male           N                  N\n","788   1.00             1    male           N                  N\n","789  46.00             0    male           N                  N\n","791  16.00             0    male           N                  N\n","794  25.00             0    male           N                  N\n","795  39.00             0    male           N                  N\n","796  49.00             1  female           N                  Y\n","797  31.00             1  female           N                  Y\n","798  30.00             0    male           N                  N\n","799  30.00             0  female           N                  Y\n","800  34.00             0    male           N                  N\n","801  31.00             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         Y\n","836  21.00             0    male           N                  N\n","838  32.00             1    male           N                  N\n","840  20.00             0    male           N                  N\n","841  16.00             0    male           N                  N\n","842  30.00             1  female           N                  Y\n","843  34.50             0    male           N                  N\n","844  17.00             0    male           N                  N\n","845  42.00             0    male           N                  N\n","847  35.00             0    male           N                  N\n","848  28.00             0    male           N                  N\n","850   4.00             0    male           N                  N\n","851  74.00             0    male           Y                  Y\n","852   9.00             0  female           N                  Y\n","853  16.00             1  female           N                  Y\n","854  44.00             0  female           N                  Y\n","855  18.00             1  female           N                  Y\n","856  45.00             1  female           N                  Y\n","857  51.00             1    male           N                  N\n","858  24.00             1  female           N                  Y\n","860  41.00             0    male           N                  N\n","861  21.00             0    male           N                  N\n","862  48.00             1  female           N                  Y\n","864  24.00             0    male           N                  N\n","865  42.00             1  female           N                  Y\n","866  27.00             1  female           N                  Y\n","867  31.00             0    male           N                  N\n","869   4.00             1    male           N                  N\n","870  26.00             0    male           N                  N\n","871  47.00             1  female           N                  Y\n","872  33.00             0    male           N                  N\n","873  47.00             0    male           N                  N\n","874  28.00             1  female           N                  Y\n","875  15.00             1  female           N                  Y\n","876  20.00             0    male           N                  N\n","877  19.00             0    male           N                  N\n","879  56.00             1  female           N                  Y\n","880  25.00             1  female           N                  Y\n","881  33.00             0    male           N                  N\n","882  22.00             0  female           N                  Y\n","883  28.00             0    male           N                  N\n","884  25.00             0    male           N                  N\n","885  39.00             0  female           N                  Y\n","886  27.00             0    male           N                  N\n","887  19.00             1  female           N                  Y\n","889  26.00             1    male           N                  N\n","890  32.00             0    male           N                  N"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"y0if8VccNqUL"},"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。     "]},{"cell_type":"code","metadata":{"id":"Z2Ii9lk2NqUL","outputId":"d925359f-f9c8-481b-938b-af3718a7c8eb"},"source":["#Age_above65\n","contTable = pd.crosstab(complete_data['Age_above65'], complete_data['Survived_cate'])\n","contTable\n","df = min(contTable.shape[0], contTable.shape[1]) - 1\n","df\n","crosstab, res = researchpy.crosstab(complete_data['Survived_cate'], complete_data['Age_above65'], test='chi-square')\n","#print(res)\n","print(\"Cramer's value is\",res.loc[2,'results'])\n","def judgment_CramerV(df,V):\n","    if df == 1:\n","        if V < 0.10:\n","            qual = 'negligible'\n","        elif V < 0.30:\n","            qual = 'small'\n","        elif V < 0.50:\n","            qual = 'medium'\n","        else:\n","            qual = 'large'\n","    elif df == 2:\n","        if V < 0.07:\n","            qual = 'negligible'\n","        elif V < 0.21:\n","            qual = 'small'\n","        elif V < 0.35:\n","            qual = 'medium'\n","        else:\n","            qual = 'large'\n","    elif df == 3:\n","        if V < 0.06:\n","            qual = 'negligible'\n","        elif V < 0.17:\n","            qual = 'small'\n","        elif V < 0.29:\n","            qual = 'medium'\n","        else:\n","            qual = 'large'\n","    elif df == 4:\n","        if V < 0.05:\n","            qual = 'negligible'\n","        elif V < 0.15:\n","            qual = 'small'\n","        elif V < 0.25:\n","            qual = 'medium'\n","        else:\n","            qual = 'large'\n","    else:\n","        if V < 0.05:\n","            qual = 'negligible'\n","        elif V < 0.13:\n","            qual = 'small'\n","        elif V < 0.22:\n","            qual = 'medium'\n","        else:\n","            qual = 'large'\n","    return(qual)\n","\n","judgment_CramerV(df,res.loc[2,'results'])"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Cramer's value is 0.0803\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["'negligible'"]},"metadata":{"tags":[]},"execution_count":128}]},{"cell_type":"code","metadata":{"id":"uEbsbSEANqUM","outputId":"f3912b61-6806-4891-c89d-dcadfe97a4dd"},"source":["#Age_above65_female\n","contTable = pd.crosstab(complete_data['Age_above65_female'], complete_data['Survived_cate'])\n","contTable\n","df = min(contTable.shape[0], contTable.shape[1]) - 1\n","df\n","crosstab, res = researchpy.crosstab(complete_data['Survived_cate'], complete_data['Age_above65_female'], test='chi-square')\n","#print(res)\n","print(\"Cramer's value is\",res.loc[2,'results'])\n","\n","\n","judgment_CramerV(df,res.loc[2,'results'])"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Cramer's value is 0.514\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["'large'"]},"metadata":{"tags":[]},"execution_count":129}]},{"cell_type":"markdown","metadata":{"id":"0PBewThbNqUM"},"source":["### Age_above65_female 相關性較高"]}]}