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DataWhale-动手数据分析-Task01：数据加载及探索性数据分析

part1 ：数据加载

1.1 载入数据

1.1.1 任务一：导入numpy和pandas
1.1.2 任务二：载入数据
【提示1】相对路径载入报错时，尝试使用os.getcwd()查看当前工作目录。
【思考2】知道数据加载的方法后，试试pd.read_csv()和pd.read_table()的不同，
如果想让他们效果一样，需要怎么做？了解一下'.tsv'和'.csv'的不同，如何加载这两个数据集？
1.1.3 任务三：每1000行为一个数据模块，逐块读取
【思考】什么是逐块读取？为什么要逐块读取呢？
1.1.4 任务四：将表头改成中文，索引改为乘客ID [对于某些英文资料，我们可以通过翻译来更直观的熟悉我们的数据]

1.2 初步观察

1.2.1 任务一：查看数据的基本信息
1.2.2 任务二：观察表格前10行的数据和后15行的数据
1.2.4 任务三：判断数据是否为空，为空的地方返回True，其余地方返回False

1.3 保存数据

1.3.1 任务一：将你加载并做出改变的数据，在工作目录下保存为一个新文件train_chinese.csv

part2 ：pandas基础

1.4 知道你的数据叫什么

1.4.1 任务一：pandas中有两个数据类型DateFrame和Series，通过查找简单了解他们。然后自己写一个关于这两个数据类型的小例子[开放题]
1.4.2 任务二：根据上节课的方法载入"train.csv"文件
1.4.3 任务三：查看DataFrame数据的每列的项
1.4.4任务四：查看"cabin"这列的所有项 [有多种方法]
1.4.5 任务五：加载文件"test_1.csv"，然后对比"train.csv"，看看有哪些多出的列，然后将多出的列删除
1.4.6 任务六：将['PassengerId','Name','Age','Ticket']这几个列元素隐藏，只观察其他几个列元素

1.5 筛选的逻辑

1.5.1 任务一：我们以"Age"为筛选条件，显示年龄在10岁以下的乘客信息。
1.5.2 任务二：以"Age"为条件，将年龄在10岁以上和50岁以下的乘客信息显示出来，并将这个数据命名为midage
1.5.3 任务三：将midage的数据中第100行的"Pclass"和"Sex"的数据显示出来
1.5.4 任务四：使用loc方法将midage的数据中第100，105，108行的"Pclass"，"Name"和"Sex"的数据显示出来
1.5.5 任务五：使用iloc方法将midage的数据中第100，105，108行的"Pclass"，"Name"和"Sex"的数据显示出来

part3 ：探索性数据分析

1.6 了解你的数据吗？

1.6.1 任务一：利用Pandas对示例数据进行排序，要求升序
1.6.2 任务二：对泰坦尼克号数据（trian.csv）按票价和年龄两列进行综合排序（降序排列），从数据中你能发现什么
1.6.3 任务三：利用Pandas进行算术计算，计算两个DataFrame数据相加结果
1.6.4 任务四：通过泰坦尼克号数据如何计算出在船上最大的家族有多少人？
1.6.5 任务五：学会使用Pandas describe()函数查看数据基本统计信息
1.6.6 任务六：分别看看泰坦尼克号数据集中票价、父母子女这列数据的基本统计数据，你能发现什么？

part4：总结

part1 ：数据加载

1.1 载入数据

数据集下载 https://www.kaggle.com/c/titanic/overview

1.1.1 任务一：导入numpy和pandas

import numpy as np
import pandas as pd

1.1.2 任务二：载入数据

(1) 使用相对路径载入数据
(2) 使用绝对路径载入数据

df = pd.read_csv('train.csv')
df.head(3)  # 相对路径

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Ticket	Fare	Cabin	Embarked
0	1	0	3	Braund, Mr. Owen Harris	male	22.0	1	A/5 21171	7.2500	NaN	S
1	2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	PC 17599	71.2833	C85	C
2	3	1	3	Heikkinen, Miss. Laina	female	26.0	0	STON/O2. 3101282	7.9250	NaN	S

df = pd.read_csv('C:\\Users\\Administrator\\00\\1having_study\\hands-on-data-analysis-master\\第一单元项目集合\\train.csv')  # 绝对路径
df.head(3)

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Ticket	Fare	Cabin	Embarked
0	1	0	3	Braund, Mr. Owen Harris	male	22.0	1	A/5 21171	7.2500	NaN	S
1	2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	PC 17599	71.2833	C85	C
2	3	1	3	Heikkinen, Miss. Laina	female	26.0	0	STON/O2. 3101282	7.9250	NaN	S

【提示1】相对路径载入报错时，尝试使用os.getcwd()查看当前工作目录。

import os
os.getcwd()  # 获取当前目录

'C:\\Users\\Administrator\\00\\1having_study\\hands-on-data-analysis-master\\第一单元项目集合'

【思考2】知道数据加载的方法后，试试pd.read_csv()和pd.read_table()的不同，

如果想让他们效果一样，需要怎么做？了解一下’.tsv’和’.csv’的不同，如何加载这两个数据集？

pd.read_csv()的默认分隔符是逗号(’,’)，pd.read_table()的默认分隔符是制表符(‘\t’)

pd.read_csv('train.csv')   # 不用指定分隔符
pd.read_table('train.csv',sep=',').head(2)  # 指定分隔符为‘,’

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Parch	Ticket	Fare	Cabin	Embarked
0	1	0	3	Braund, Mr. Owen Harris	male	22.0	1	0	A/5 21171	7.2500	NaN	S
1	2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	0	PC 17599	71.2833	C85	C

TSV是Tab-separated values的缩写，即制表符分隔值;CSV是Comma-separated values的缩写，即逗号分隔值。
从名称上即可知道，TSV是用制表符（Tab,’\t’）作为字段值的分隔符；CSV是用半角逗号（’,’）作为字段值的分隔符；IANA规定的标准TSV格式，字段值之中是不允许出现制表符的。
Python的csv模块准确的讲应该叫做dsv模块，因为它实际上是支持范式的分隔符分隔值文件（DSV，delimiter-separated values）的。delimiter参数值默认为半角逗号，即默认将被处理文件视为CSV。当delimiter=’\t’时，被处理文件就是TSV。
参考链接：https://blog.csdn.net/ARPOSPF/article/details/80407370

1.1.3 任务三：每1000行为一个数据模块，逐块读取

chunker = pd.read_csv('train.csv', chunksize=10)

chunker.get_chunk(2)   # 依次获取两行

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Parch	Ticket	Fare	Cabin	Embarked
22	23	1	3	McGowan, Miss. Anna "Annie"	female	15	0	0	330923	8.0292	NaN	Q
23	24	1	1	Sloper, Mr. William Thompson	male	28	0	0	113788	35.5000	A6	S

【思考】什么是逐块读取？为什么要逐块读取呢？

逐块读取就是指把数据分成好几块依次读取
在数据量过大的时候，可能会报出MemoryError的错误，所以需要分块读取数据

print(chunker)

for chunk in chunker:
    print(chunk)

   PassengerId  Survived  Pclass  \
0            1         0       3   
1            2         1       1   
2            3         1       3   
3            4         1       1   
4            5         0       3   
5            6         0       3   
6            7         0       1   
7            8         0       3   
8            9         1       3   
9           10         1       2   

                                                Name     Sex   Age  SibSp  \
0                            Braund, Mr. Owen Harris    male  22.0      1   
1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   
2                             Heikkinen, Miss. Laina  female  26.0      0   
3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   
4                           Allen, Mr. William Henry    male  35.0      0   
5                                   Moran, Mr. James    male   NaN      0   
6                            McCarthy, Mr. Timothy J    male  54.0      0   
7                     Palsson, Master. Gosta Leonard    male   2.0      3   
8  Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)  female  27.0      0   
9                Nasser, Mrs. Nicholas (Adele Achem)  female  14.0      1   

   Parch            Ticket     Fare Cabin Embarked  
0      0         A/5 21171   7.2500   NaN        S  
1      0          PC 17599  71.2833   C85        C  
2      0  STON/O2. 3101282   7.9250   NaN        S  
3      0            113803  53.1000  C123        S  
4      0            373450   8.0500   NaN        S  
5      0            330877   8.4583   NaN        Q  
6      0             17463  51.8625   E46        S  
7      1            349909  21.0750   NaN        S  
8      2            347742  11.1333   NaN        S  
9      0            237736  30.0708   NaN        C  
    PassengerId  Survived  Pclass  \
10           11         1       3   
11           12         1       1   
12           13         0       3   
13           14         0       3   
14           15         0       3   
15           16         1       2   
16           17         0       3   
17           18         1       2   
18           19         0       3   
19           20         1       3   

                                                 Name     Sex   Age  SibSp  \
10                    Sandstrom, Miss. Marguerite Rut  female   4.0      1   
11                           Bonnell, Miss. Elizabeth  female  58.0      0   
12                     Saundercock, Mr. William Henry    male  20.0      0   
13                        Andersson, Mr. Anders Johan    male  39.0      1   
14               Vestrom, Miss. Hulda Amanda Adolfina  female  14.0      0   
15                   Hewlett, Mrs. (Mary D Kingcome)   female  55.0      0   
16                               Rice, Master. Eugene    male   2.0      4   
17                       Williams, Mr. Charles Eugene    male   NaN      0   
18  Vander Planke, Mrs. Julius (Emelia Maria Vande...  female  31.0      1   
19                            Masselmani, Mrs. Fatima  female   NaN      0   

    Parch     Ticket     Fare Cabin Embarked  
10      1    PP 9549  16.7000    G6        S  
11      0     113783  26.5500  C103        S  
12      0  A/5. 2151   8.0500   NaN        S  
13      5     347082  31.2750   NaN        S  
14      0     350406   7.8542   NaN        S  
15      0     248706  16.0000   NaN        S  
16      1     382652  29.1250   NaN        Q  
17      0     244373  13.0000   NaN        S  
18      0     345763  18.0000   NaN        S  
19      0       2649   7.2250   NaN        C  
    PassengerId  Survived  Pclass  \
20           21         0       2   
21           22         1       2   
22           23         1       3   
23           24         1       1   
24           25         0       3   
25           26         1       3   
26           27         0       3   
27           28         0       1   
28           29         1       3   
29           30         0       3   

                                                 Name     Sex   Age  SibSp  \
20                               Fynney, Mr. Joseph J    male  35.0      0   
21                              Beesley, Mr. Lawrence    male  34.0      0   
22                        McGowan, Miss. Anna "Annie"  female  15.0      0   
23                       Sloper, Mr. William Thompson    male  28.0      0   
24                      Palsson, Miss. Torborg Danira  female   8.0      3   
25  Asplund, Mrs. Carl Oscar (Selma Augusta Emilia...  female  38.0      1   
26                            Emir, Mr. Farred Chehab    male   NaN      0   
27                     Fortune, Mr. Charles Alexander    male  19.0      3   
28                      O'Dwyer, Miss. Ellen "Nellie"  female   NaN      0   
29                                Todoroff, Mr. Lalio    male   NaN      0   

    Parch  Ticket      Fare        Cabin Embarked  
20      0  239865   26.0000          NaN        S  
21      0  248698   13.0000          D56        S  
22      0  330923    8.0292          NaN        Q  
23      0  113788   35.5000           A6        S  
24      1  349909   21.0750          NaN        S  
25      5  347077   31.3875          NaN        S  
26      0    2631    7.2250          NaN        C  
27      2   19950  263.0000  C23 C25 C27        S  
28      0  330959    7.8792          NaN        Q  
29      0  349216    7.8958          NaN        S  
    PassengerId  Survived  Pclass  \
30           31         0       1   
31           32         1       1   
32           33         1       3   
33           34         0       2   
34           35         0       1   
35           36         0       1   
36           37         1       3   
37           38         0       3   
38           39         0       3   
39           40         1       3   

                                              Name     Sex   Age  SibSp  \
30                        Uruchurtu, Don. Manuel E    male  40.0      0   
31  Spencer, Mrs. William Augustus (Marie Eugenie)  female   NaN      1   
32                        Glynn, Miss. Mary Agatha  female   NaN      0   
33                           Wheadon, Mr. Edward H    male  66.0      0   
34                         Meyer, Mr. Edgar Joseph    male  28.0      1   
35                  Holverson, Mr. Alexander Oskar    male  42.0      1   
36                                Mamee, Mr. Hanna    male   NaN      0   
37                        Cann, Mr. Ernest Charles    male  21.0      0   
38              Vander Planke, Miss. Augusta Maria  female  18.0      2   
39                     Nicola-Yarred, Miss. Jamila  female  14.0      1   

    Parch      Ticket      Fare Cabin Embarked  
30      0    PC 17601   27.7208   NaN        C  
31      0    PC 17569  146.5208   B78        C  
32      0      335677    7.7500   NaN        Q  
33      0  C.A. 24579   10.5000   NaN        S  
34      0    PC 17604   82.1708   NaN        C  
35      0      113789   52.0000   NaN        S  
36      0        2677    7.2292   NaN        C  
37      0  A./5. 2152    8.0500   NaN        S  
38      0      345764   18.0000   NaN        S  
39      0        2651   11.2417   NaN        C  
    PassengerId  Survived  Pclass  \
40           41         0       3   
41           42         0       2   
42           43         0       3   
43           44         1       2   
44           45         1       3   
45           46         0       3   
46           47         0       3   
47           48         1       3   
48           49         0       3   
49           50         0       3   

                                                 Name     Sex   Age  SibSp  \
40     Ahlin, Mrs. Johan (Johanna Persdotter Larsson)  female  40.0      1   
41  Turpin, Mrs. William John Robert (Dorothy Ann ...  female  27.0      1   
42                                Kraeff, Mr. Theodor    male   NaN      0   
43           Laroche, Miss. Simonne Marie Anne Andree  female   3.0      1   
44                      Devaney, Miss. Margaret Delia  female  19.0      0   
45                           Rogers, Mr. William John    male   NaN      0   
46                                  Lennon, Mr. Denis    male   NaN      1   
47                          O'Driscoll, Miss. Bridget  female   NaN      0   
48                                Samaan, Mr. Youssef    male   NaN      2   
49      Arnold-Franchi, Mrs. Josef (Josefine Franchi)  female  18.0      1   

    Parch           Ticket     Fare  Cabin Embarked  
40      0             7546   9.4750    NaN        S  
41      0            11668  21.0000    NaN        S  
42      0           349253   7.8958    NaN        C  
43      2    SC/Paris 2123  41.5792    NaN        C  
44      0           330958   7.8792    NaN        Q  
45      0  S.C./A.4. 23567   8.0500    NaN        S  
46      0           370371  15.5000    NaN        Q  
47      0            14311   7.7500    NaN        Q  
48      0             2662  21.6792    NaN        C  
49      0           349237  17.8000    NaN        S  
    PassengerId  Survived  Pclass  \
50           51         0       3   
51           52         0       3   
52           53         1       1   
53           54         1       2   
54           55         0       1   
55           56         1       1   
56           57         1       2   
57           58         0       3   
58           59         1       2   
59           60         0       3   

                                                 Name     Sex   Age  SibSp  \
50                         Panula, Master. Juha Niilo    male   7.0      4   
51                       Nosworthy, Mr. Richard Cater    male  21.0      0   
52           Harper, Mrs. Henry Sleeper (Myna Haxtun)  female  49.0      1   
53  Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkin...  female  29.0      1   
54                     Ostby, Mr. Engelhart Cornelius    male  65.0      0   
55                                  Woolner, Mr. Hugh    male   NaN      0   
56                                  Rugg, Miss. Emily  female  21.0      0   
57                                Novel, Mr. Mansouer    male  28.5      0   
58                       West, Miss. Constance Mirium  female   5.0      1   
59                 Goodwin, Master. William Frederick    male  11.0      5   

    Parch      Ticket     Fare Cabin Embarked  
50      1     3101295  39.6875   NaN        S  
51      0  A/4. 39886   7.8000   NaN        S  
52      0    PC 17572  76.7292   D33        C  
53      0        2926  26.0000   NaN        S  
54      1      113509  61.9792   B30        C  
55      0       19947  35.5000   C52        S  
56      0  C.A. 31026  10.5000   NaN        S  
57      0        2697   7.2292   NaN        C  
58      2  C.A. 34651  27.7500   NaN        S  
59      2     CA 2144  46.9000   NaN        S  
    PassengerId  Survived  Pclass                             Name     Sex  \
60           61         0       3            Sirayanian, Mr. Orsen    male   
61           62         1       1              Icard, Miss. Amelie  female   
62           63         0       1      Harris, Mr. Henry Birkhardt    male   
63           64         0       3            Skoog, Master. Harald    male   
64           65         0       1            Stewart, Mr. Albert A    male   
65           66         1       3         Moubarek, Master. Gerios    male   
66           67         1       2     Nye, Mrs. (Elizabeth Ramell)  female   
67           68         0       3         Crease, Mr. Ernest James    male   
68           69         1       3  Andersson, Miss. Erna Alexandra  female   
69           70         0       3                Kink, Mr. Vincenz    male   

     Age  SibSp  Parch      Ticket     Fare Cabin Embarked  
60  22.0      0      0        2669   7.2292   NaN        C  
61  38.0      0      0      113572  80.0000   B28      NaN  
62  45.0      1      0       36973  83.4750   C83        S  
63   4.0      3      2      347088  27.9000   NaN        S  
64   NaN      0      0    PC 17605  27.7208   NaN        C  
65   NaN      1      1        2661  15.2458   NaN        C  
66  29.0      0      0  C.A. 29395  10.5000   F33        S  
67  19.0      0      0   S.P. 3464   8.1583   NaN        S  
68  17.0      4      2     3101281   7.9250   NaN        S  
69  26.0      2      0      315151   8.6625   NaN        S  
    PassengerId  Survived  Pclass                           Name     Sex  \
70           71         0       2     Jenkin, Mr. Stephen Curnow    male   
71           72         0       3     Goodwin, Miss. Lillian Amy  female   
72           73         0       2           Hood, Mr. Ambrose Jr    male   
73           74         0       3    Chronopoulos, Mr. Apostolos    male   
74           75         1       3                  Bing, Mr. Lee    male   
75           76         0       3        Moen, Mr. Sigurd Hansen    male   
76           77         0       3              Staneff, Mr. Ivan    male   
77           78         0       3       Moutal, Mr. Rahamin Haim    male   
78           79         1       2  Caldwell, Master. Alden Gates    male   
79           80         1       3       Dowdell, Miss. Elizabeth  female   

      Age  SibSp  Parch        Ticket     Fare  Cabin Embarked  
70  32.00      0      0    C.A. 33111  10.5000    NaN        S  
71  16.00      5      2       CA 2144  46.9000    NaN        S  
72  21.00      0      0  S.O.C. 14879  73.5000    NaN        S  
73  26.00      1      0          2680  14.4542    NaN        C  
74  32.00      0      0          1601  56.4958    NaN        S  
75  25.00      0      0        348123   7.6500  F G73        S  
76    NaN      0      0        349208   7.8958    NaN        S  
77    NaN      0      0        374746   8.0500    NaN        S  
78   0.83      0      2        248738  29.0000    NaN        S  
79  30.00      0      0        364516  12.4750    NaN        S  
    PassengerId  Survived  Pclass  \
80           81         0       3   
81           82         1       3   
82           83         1       3   
83           84         0       1   
84           85         1       2   
85           86         1       3   
86           87         0       3   
87           88         0       3   
88           89         1       1   
89           90         0       3   

                                                 Name     Sex   Age  SibSp  \
80                               Waelens, Mr. Achille    male  22.0      0   
81                        Sheerlinck, Mr. Jan Baptist    male  29.0      0   
82                     McDermott, Miss. Brigdet Delia  female   NaN      0   
83                            Carrau, Mr. Francisco M    male  28.0      0   
84                                Ilett, Miss. Bertha  female  17.0      0   
85  Backstrom, Mrs. Karl Alfred (Maria Mathilda Gu...  female  33.0      3   
86                             Ford, Mr. William Neal    male  16.0      1   
87                      Slocovski, Mr. Selman Francis    male   NaN      0   
88                         Fortune, Miss. Mabel Helen  female  23.0      3   
89                             Celotti, Mr. Francesco    male  24.0      0   

    Parch           Ticket      Fare        Cabin Embarked  
80      0           345767    9.0000          NaN        S  
81      0           345779    9.5000          NaN        S  
82      0           330932    7.7875          NaN        Q  
83      0           113059   47.1000          NaN        S  
84      0       SO/C 14885   10.5000          NaN        S  
85      0          3101278   15.8500          NaN        S  
86      3       W./C. 6608   34.3750          NaN        S  
87      0  SOTON/OQ 392086    8.0500          NaN        S  
88      2            19950  263.0000  C23 C25 C27        S  
89      0           343275    8.0500          NaN        S  
    PassengerId  Survived  Pclass                                  Name  \
90           91         0       3                  Christmann, Mr. Emil   
91           92         0       3            Andreasson, Mr. Paul Edvin   
92           93         0       1           Chaffee, Mr. Herbert Fuller   
93           94         0       3               Dean, Mr. Bertram Frank   
94           95         0       3                     Coxon, Mr. Daniel   
95           96         0       3           Shorney, Mr. Charles Joseph   
96           97         0       1             Goldschmidt, Mr. George B   
97           98         1       1       Greenfield, Mr. William Bertram   
98           99         1       2  Doling, Mrs. John T (Ada Julia Bone)   
99          100         0       2                     Kantor, Mr. Sinai   

       Sex   Age  SibSp  Parch       Ticket     Fare    Cabin Embarked  
90    male  29.0      0      0       343276   8.0500      NaN        S  
91    male  20.0      0      0       347466   7.8542      NaN        S  
92    male  46.0      1      0  W.E.P. 5734  61.1750      E31        S  
93    male  26.0      1      2    C.A. 2315  20.5750      NaN        S  
94    male  59.0      0      0       364500   7.2500      NaN        S  
95    male   NaN      0      0       374910   8.0500      NaN        S  
96    male  71.0      0      0     PC 17754  34.6542       A5        C  
97    male  23.0      0      1     PC 17759  63.3583  D10 D12        C  
98  female  34.0      0      1       231919  23.0000      NaN        S  
99    male  34.0      1      0       244367  26.0000      NaN        S  
     PassengerId  Survived  Pclass                              Name     Sex  \
100          101         0       3           Petranec, Miss. Matilda  female   
101          102         0       3  Petroff, Mr. Pastcho ("Pentcho")    male   
102          103         0       1         White, Mr. Richard Frasar    male   
103          104         0       3        Johansson, Mr. Gustaf Joel    male   
104          105         0       3    Gustafsson, Mr. Anders Vilhelm    male   
105          106         0       3             Mionoff, Mr. Stoytcho    male   
106          107         1       3  Salkjelsvik, Miss. Anna Kristine  female   
107          108         1       3            Moss, Mr. Albert Johan    male   
108          109         0       3                   Rekic, Mr. Tido    male   
109          110         1       3               Moran, Miss. Bertha  female   

      Age  SibSp  Parch   Ticket     Fare Cabin Embarked  
100  28.0      0      0   349245   7.8958   NaN        S  
101   NaN      0      0   349215   7.8958   NaN        S  
102  21.0      0      1    35281  77.2875   D26        S  
103  33.0      0      0     7540   8.6542   NaN        S  
104  37.0      2      0  3101276   7.9250   NaN        S  
105  28.0      0      0   349207   7.8958   NaN        S  
106  21.0      0      0   343120   7.6500   NaN        S  
107   NaN      0      0   312991   7.7750   NaN        S  
108  38.0      0      0   349249   7.8958   NaN        S  
109   NaN      1      0   371110  24.1500   NaN        Q  
     PassengerId  Survived  Pclass                               Name     Sex  \
110          111         0       1     Porter, Mr. Walter Chamberlain    male   
111          112         0       3               Zabour, Miss. Hileni  female   
112          113         0       3             Barton, Mr. David John    male   
113          114         0       3            Jussila, Miss. Katriina  female   
114          115         0       3              Attalah, Miss. Malake  female   
115          116         0       3              Pekoniemi, Mr. Edvard    male   
116          117         0       3               Connors, Mr. Patrick    male   
117          118         0       2    Turpin, Mr. William John Robert    male   
118          119         0       1           Baxter, Mr. Quigg Edmond    male   
119          120         0       3  Andersson, Miss. Ellis Anna Maria  female   

      Age  SibSp  Parch             Ticket      Fare    Cabin Embarked  
110  47.0      0      0             110465   52.0000     C110        S  
111  14.5      1      0               2665   14.4542      NaN        C  
112  22.0      0      0             324669    8.0500      NaN        S  
113  20.0      1      0               4136    9.8250      NaN        S  
114  17.0      0      0               2627   14.4583      NaN        C  
115  21.0      0      0  STON/O 2. 3101294    7.9250      NaN        S  
116  70.5      0      0             370369    7.7500      NaN        Q  
117  29.0      1      0              11668   21.0000      NaN        S  
118  24.0      0      1           PC 17558  247.5208  B58 B60        C  
119   2.0      4      2             347082   31.2750      NaN        S  
     PassengerId  Survived  Pclass                          Name     Sex  \
120          121         0       2   Hickman, Mr. Stanley George    male   
121          122         0       3    Moore, Mr. Leonard Charles    male   
122          123         0       2          Nasser, Mr. Nicholas    male   
123          124         1       2           Webber, Miss. Susan  female   
124          125         0       1   White, Mr. Percival Wayland    male   
125          126         1       3  Nicola-Yarred, Master. Elias    male   
126          127         0       3           McMahon, Mr. Martin    male   
127          128         1       3     Madsen, Mr. Fridtjof Arne    male   
128          129         1       3             Peter, Miss. Anna  female   
129          130         0       3            Ekstrom, Mr. Johan    male   

      Age  SibSp  Parch        Ticket     Fare  Cabin Embarked  
120  21.0      2      0  S.O.C. 14879  73.5000    NaN        S  
121   NaN      0      0     A4. 54510   8.0500    NaN        S  
122  32.5      1      0        237736  30.0708    NaN        C  
123  32.5      0      0         27267  13.0000   E101        S  
124  54.0      0      1         35281  77.2875    D26        S  
125  12.0      1      0          2651  11.2417    NaN        C  
126   NaN      0      0        370372   7.7500    NaN        Q  
127  24.0      0      0       C 17369   7.1417    NaN        S  
128   NaN      1      1          2668  22.3583  F E69        C  
129  45.0      0      0        347061   6.9750    NaN        S  
     PassengerId  Survived  Pclass  \
130          131         0       3   
131          132         0       3   
132          133         0       3   
133          134         1       2   
134          135         0       2   
135          136         0       2   
136          137         1       1   
137          138         0       1   
138          139         0       3   
139          140         0       1   

                                               Name     Sex  Age  SibSp  \
130                            Drazenoic, Mr. Jozef    male   33      0   
131                  Coelho, Mr. Domingos Fernandeo    male   20      0   
132  Robins, Mrs. Alexander A (Grace Charity Laury)  female   47      1   
133   Weisz, Mrs. Leopold (Mathilde Francoise Pede)  female   29      1   
134                  Sobey, Mr. Samuel James Hayden    male   25      0   
135                              Richard, Mr. Emile    male   23      0   
136                    Newsom, Miss. Helen Monypeny  female   19      0   
137                     Futrelle, Mr. Jacques Heath    male   37      1   
138                             Osen, Mr. Olaf Elon    male   16      0   
139                              Giglio, Mr. Victor    male   24      0   

     Parch              Ticket     Fare Cabin Embarked  
130      0              349241   7.8958   NaN        C  
131      0  SOTON/O.Q. 3101307   7.0500   NaN        S  
132      0           A/5. 3337  14.5000   NaN        S  
133      0              228414  26.0000   NaN        S  
134      0          C.A. 29178  13.0000   NaN        S  
135      0       SC/PARIS 2133  15.0458   NaN        C  
136      2               11752  26.2833   D47        S  
137      0              113803  53.1000  C123        S  
138      0                7534   9.2167   NaN        S  
139      0            PC 17593  79.2000   B86        C  
     PassengerId  Survived  Pclass  \
140          141         0       3   
141          142         1       3   
142          143         1       3   
143          144         0       3   
144          145         0       2   
145          146         0       2   
146          147         1       3   
147          148         0       3   
148          149         0       2   
149          150         0       2   

                                                  Name     Sex   Age  SibSp  \
140                      Boulos, Mrs. Joseph (Sultana)  female   NaN      0   
141                           Nysten, Miss. Anna Sofia  female  22.0      0   
142  Hakkarainen, Mrs. Pekka Pietari (Elin Matilda ...  female  24.0      1   
143                                Burke, Mr. Jeremiah    male  19.0      0   
144                         Andrew, Mr. Edgardo Samuel    male  18.0      0   
145                       Nicholls, Mr. Joseph Charles    male  19.0      1   
146       Andersson, Mr. August Edvard ("Wennerstrom")    male  27.0      0   
147                   Ford, Miss. Robina Maggie "Ruby"  female   9.0      2   
148           Navratil, Mr. Michel ("Louis M Hoffman")    male  36.5      0   
149                  Byles, Rev. Thomas Roussel Davids    male  42.0      0   

     Parch            Ticket     Fare Cabin Embarked  
140      2              2678  15.2458   NaN        C  
141      0            347081   7.7500   NaN        S  
142      0  STON/O2. 3101279  15.8500   NaN        S  
143      0            365222   6.7500   NaN        Q  
144      0            231945  11.5000   NaN        S  
145      1        C.A. 33112  36.7500   NaN        S  
146      0            350043   7.7958   NaN        S  
147      2        W./C. 6608  34.3750   NaN        S  
148      2            230080  26.0000    F2        S  
149      0            244310  13.0000   NaN        S  
     PassengerId  Survived  Pclass                               Name     Sex  \
150          151         0       2         Bateman, Rev. Robert James    male   
151          152         1       1  Pears, Mrs. Thomas (Edith Wearne)  female   
152          153         0       3                   Meo, Mr. Alfonzo    male   
153          154         0       3    van Billiard, Mr. Austin Blyler    male   
154          155         0       3              Olsen, Mr. Ole Martin    male   
155          156         0       1        Williams, Mr. Charles Duane    male   
156          157         1       3   Gilnagh, Miss. Katherine "Katie"  female   
157          158         0       3                    Corn, Mr. Harry    male   
158          159         0       3                Smiljanic, Mr. Mile    male   
159          160         0       3         Sage, Master. Thomas Henry    male   

      Age  SibSp  Parch           Ticket     Fare Cabin Embarked  
150  51.0      0      0      S.O.P. 1166  12.5250   NaN        S  
151  22.0      1      0           113776  66.6000    C2        S  
152  55.5      0      0       A.5. 11206   8.0500   NaN        S  
153  40.5      0      2         A/5. 851  14.5000   NaN        S  
154   NaN      0      0        Fa 265302   7.3125   NaN        S  
155  51.0      0      1         PC 17597  61.3792   NaN        C  
156  16.0      0      0            35851   7.7333   NaN        Q  
157  30.0      0      0  SOTON/OQ 392090   8.0500   NaN        S  
158   NaN      0      0           315037   8.6625   NaN        S  
159   NaN      8      2         CA. 2343  69.5500   NaN        S  
     PassengerId  Survived  Pclass  \
160          161         0       3   
161          162         1       2   
162          163         0       3   
163          164         0       3   
164          165         0       3   
165          166         1       3   
166          167         1       1   
167          168         0       3   
168          169         0       1   
169          170         0       3   

                                                  Name     Sex   Age  SibSp  \
160                           Cribb, Mr. John Hatfield    male  44.0      0   
161  Watt, Mrs. James (Elizabeth "Bessie" Inglis Mi...  female  40.0      0   
162                         Bengtsson, Mr. John Viktor    male  26.0      0   
163                                    Calic, Mr. Jovo    male  17.0      0   
164                       Panula, Master. Eino Viljami    male   1.0      4   
165    Goldsmith, Master. Frank John William "Frankie"    male   9.0      0   
166             Chibnall, Mrs. (Edith Martha Bowerman)  female   NaN      0   
167    Skoog, Mrs. William (Anna Bernhardina Karlsson)  female  45.0      1   
168                                Baumann, Mr. John D    male   NaN      0   
169                                      Ling, Mr. Lee    male  28.0      0   

     Parch      Ticket     Fare Cabin Embarked  
160      1      371362  16.1000   NaN        S  
161      0  C.A. 33595  15.7500   NaN        S  
162      0      347068   7.7750   NaN        S  
163      0      315093   8.6625   NaN        S  
164      1     3101295  39.6875   NaN        S  
165      2      363291  20.5250   NaN        S  
166      1      113505  55.0000   E33        S  
167      4      347088  27.9000   NaN        S  
168      0    PC 17318  25.9250   NaN        S  
169      0        1601  56.4958   NaN        S  
     PassengerId  Survived  Pclass                           Name     Sex  \
170          171         0       1      Van der hoef, Mr. Wyckoff    male   
171          172         0       3           Rice, Master. Arthur    male   
172          173         1       3   Johnson, Miss. Eleanor Ileen  female   
173          174         0       3      Sivola, Mr. Antti Wilhelm    male   
174          175         0       1        Smith, Mr. James Clinch    male   
175          176         0       3         Klasen, Mr. Klas Albin    male   
176          177         0       3  Lefebre, Master. Henry Forbes    male   
177          178         0       1     Isham, Miss. Ann Elizabeth  female   
178          179         0       2             Hale, Mr. Reginald    male   
179          180         0       3            Leonard, Mr. Lionel    male   

      Age  SibSp  Parch             Ticket     Fare Cabin Embarked  
170  61.0      0      0             111240  33.5000   B19        S  
171   4.0      4      1             382652  29.1250   NaN        Q  
172   1.0      1      1             347742  11.1333   NaN        S  
173  21.0      0      0  STON/O 2. 3101280   7.9250   NaN        S  
174  56.0      0      0              17764  30.6958    A7        C  
175  18.0      1      1             350404   7.8542   NaN        S  
176   NaN      3      1               4133  25.4667   NaN        S  
177  50.0      0      0           PC 17595  28.7125   C49        C  
178  30.0      0      0             250653  13.0000   NaN        S  
179  36.0      0      0               LINE   0.0000   NaN        S  
     PassengerId  Survived  Pclass  \
180          181         0       3   
181          182         0       2   
182          183         0       3   
183          184         1       2   
184          185         1       3   
185          186         0       1   
186          187         1       3   
187          188         1       1   
188          189         0       3   
189          190         0       3   

                                                Name     Sex   Age  SibSp  \
180                     Sage, Miss. Constance Gladys  female   NaN      8   
181                                 Pernot, Mr. Rene    male   NaN      0   
182            Asplund, Master. Clarence Gustaf Hugo    male   9.0      4   
183                        Becker, Master. Richard F    male   1.0      2   
184              Kink-Heilmann, Miss. Luise Gretchen  female   4.0      0   
185                            Rood, Mr. Hugh Roscoe    male   NaN      0   
186  O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey)  female   NaN      1   
187    Romaine, Mr. Charles Hallace ("Mr C Rolmane")    male  45.0      0   
188                                 Bourke, Mr. John    male  40.0      1   
189                              Turcin, Mr. Stjepan    male  36.0      0   

     Parch         Ticket     Fare Cabin Embarked  
180      2       CA. 2343  69.5500   NaN        S  
181      0  SC/PARIS 2131  15.0500   NaN        C  
182      2         347077  31.3875   NaN        S  
183      1         230136  39.0000    F4        S  
184      2         315153  22.0250   NaN        S  
185      0         113767  50.0000   A32        S  
186      0         370365  15.5000   NaN        Q  
187      0         111428  26.5500   NaN        S  
188      1         364849  15.5000   NaN        Q  
189      0         349247   7.8958   NaN        S  
     PassengerId  Survived  Pclass  \
190          191         1       2   
191          192         0       2   
192          193         1       3   
193          194         1       2   
194          195         1       1   
195          196         1       1   
196          197         0       3   
197          198         0       3   
198          199         1       3   
199          200         0       2   

                                                Name     Sex   Age  SibSp  \
190                              Pinsky, Mrs. (Rosa)  female  32.0      0   
191                            Carbines, Mr. William    male  19.0      0   
192  Andersen-Jensen, Miss. Carla Christine Nielsine  female  19.0      1   
193                       Navratil, Master. Michel M    male   3.0      1   
194        Brown, Mrs. James Joseph (Margaret Tobin)  female  44.0      0   
195                             Lurette, Miss. Elise  female  58.0      0   
196                              Mernagh, Mr. Robert    male   NaN      0   
197                 Olsen, Mr. Karl Siegwart Andreas    male  42.0      0   
198                 Madigan, Miss. Margaret "Maggie"  female   NaN      0   
199           Yrois, Miss. Henriette ("Mrs Harbeck")  female  24.0      0   

     Parch    Ticket      Fare Cabin Embarked  
190      0    234604   13.0000   NaN        S  
191      0     28424   13.0000   NaN        S  
192      0    350046    7.8542   NaN        S  
193      1    230080   26.0000    F2        S  
194      0  PC 17610   27.7208    B4        C  
195      0  PC 17569  146.5208   B80        C  
196      0    368703    7.7500   NaN        Q  
197      1      4579    8.4042   NaN        S  
198      0    370370    7.7500   NaN        Q  
199      0    248747   13.0000   NaN        S  
     PassengerId  Survived  Pclass                            Name     Sex  \
200          201         0       3  Vande Walle, Mr. Nestor Cyriel    male   
201          202         0       3             Sage, Mr. Frederick    male   
202          203         0       3      Johanson, Mr. Jakob Alfred    male   
203          204         0       3            Youseff, Mr. Gerious    male   
204          205         1       3        Cohen, Mr. Gurshon "Gus"    male   
205          206         0       3      Strom, Miss. Telma Matilda  female   
206          207         0       3      Backstrom, Mr. Karl Alfred    male   
207          208         1       3     Albimona, Mr. Nassef Cassem    male   
208          209         1       3       Carr, Miss. Helen "Ellen"  female   
209          210         1       1                Blank, Mr. Henry    male   

      Age  SibSp  Parch    Ticket     Fare Cabin Embarked  
200  28.0      0      0    345770   9.5000   NaN        S  
201   NaN      8      2  CA. 2343  69.5500   NaN        S  
202  34.0      0      0   3101264   6.4958   NaN        S  
203  45.5      0      0      2628   7.2250   NaN        C  
204  18.0      0      0  A/5 3540   8.0500   NaN        S  
205   2.0      0      1    347054  10.4625    G6        S  
206  32.0      1      0   3101278  15.8500   NaN        S  
207  26.0      0      0      2699  18.7875   NaN        C  
208  16.0      0      0    367231   7.7500   NaN        Q  
209  40.0      0      0    112277  31.0000   A31        C  
     PassengerId  Survived  Pclass                          Name     Sex  \
210          211         0       3                Ali, Mr. Ahmed    male   
211          212         1       2    Cameron, Miss. Clear Annie  female   
212          213         0       3        Perkin, Mr. John Henry    male   
213          214         0       2   Givard, Mr. Hans Kristensen    male   
214          215         0       3           Kiernan, Mr. Philip    male   
215          216         1       1       Newell, Miss. Madeleine  female   
216          217         1       3        Honkanen, Miss. Eliina  female   
217          218         0       2  Jacobsohn, Mr. Sidney Samuel    male   
218          219         1       1         Bazzani, Miss. Albina  female   
219          220         0       2            Harris, Mr. Walter    male   

      Age  SibSp  Parch              Ticket      Fare Cabin Embarked  
210  24.0      0      0  SOTON/O.Q. 3101311    7.0500   NaN        S  
211  35.0      0      0        F.C.C. 13528   21.0000   NaN        S  
212  22.0      0      0           A/5 21174    7.2500   NaN        S  
213  30.0      0      0              250646   13.0000   NaN        S  
214   NaN      1      0              367229    7.7500   NaN        Q  
215  31.0      1      0               35273  113.2750   D36        C  
216  27.0      0      0    STON/O2. 3101283    7.9250   NaN        S  
217  42.0      1      0              243847   27.0000   NaN        S  
218  32.0      0      0               11813   76.2917   D15        C  
219  30.0      0      0           W/C 14208   10.5000   NaN        S  
     PassengerId  Survived  Pclass                             Name     Sex  \
220          221         1       3   Sunderland, Mr. Victor Francis    male   
221          222         0       2             Bracken, Mr. James H    male   
222          223         0       3          Green, Mr. George Henry    male   
223          224         0       3             Nenkoff, Mr. Christo    male   
224          225         1       1     Hoyt, Mr. Frederick Maxfield    male   
225          226         0       3     Berglund, Mr. Karl Ivar Sven    male   
226          227         1       2        Mellors, Mr. William John    male   
227          228         0       3  Lovell, Mr. John Hall ("Henry")    male   
228          229         0       2        Fahlstrom, Mr. Arne Jonas    male   
229          230         0       3          Lefebre, Miss. Mathilde  female   

      Age  SibSp  Parch           Ticket     Fare Cabin Embarked  
220  16.0      0      0  SOTON/OQ 392089   8.0500   NaN        S  
221  27.0      0      0           220367  13.0000   NaN        S  
222  51.0      0      0            21440   8.0500   NaN        S  
223   NaN      0      0           349234   7.8958   NaN        S  
224  38.0      1      0            19943  90.0000   C93        S  
225  22.0      0      0          PP 4348   9.3500   NaN        S  
226  19.0      0      0        SW/PP 751  10.5000   NaN        S  
227  20.5      0      0        A/5 21173   7.2500   NaN        S  
228  18.0      0      0           236171  13.0000   NaN        S  
229   NaN      3      1             4133  25.4667   NaN        S  
     PassengerId  Survived  Pclass  \
230          231         1       1   
231          232         0       3   
232          233         0       2   
233          234         1       3   
234          235         0       2   
235          236         0       3   
236          237         0       2   
237          238         1       2   
238          239         0       2   
239          240         0       2   

                                             Name     Sex   Age  SibSp  Parch  \
230  Harris, Mrs. Henry Birkhardt (Irene Wallach)  female  35.0      1      0   
231                      Larsson, Mr. Bengt Edvin    male  29.0      0      0   
232                     Sjostedt, Mr. Ernst Adolf    male  59.0      0      0   
233                Asplund, Miss. Lillian Gertrud  female   5.0      4      2   
234             Leyson, Mr. Robert William Norman    male  24.0      0      0   
235                  Harknett, Miss. Alice Phoebe  female   NaN      0      0   
236                             Hold, Mr. Stephen    male  44.0      1      0   
237              Collyer, Miss. Marjorie "Lottie"  female   8.0      0      2   
238               Pengelly, Mr. Frederick William    male  19.0      0      0   
239                        Hunt, Mr. George Henry    male  33.0      0      0   

         Ticket     Fare Cabin Embarked  
230       36973  83.4750   C83        S  
231      347067   7.7750   NaN        S  
232      237442  13.5000   NaN        S  
233      347077  31.3875   NaN        S  
234  C.A. 29566  10.5000   NaN        S  
235  W./C. 6609   7.5500   NaN        S  
236       26707  26.0000   NaN        S  
237  C.A. 31921  26.2500   NaN        S  
238       28665  10.5000   NaN        S  
239  SCO/W 1585  12.2750   NaN        S  
     PassengerId  Survived  Pclass                                   Name  \
240          241         0       3                  Zabour, Miss. Thamine   
241          242         1       3         Murphy, Miss. Katherine "Kate"   
242          243         0       2        Coleridge, Mr. Reginald Charles   
243          244         0       3          Maenpaa, Mr. Matti Alexanteri   
244          245         0       3                   Attalah, Mr. Sleiman   
245          246         0       1            Minahan, Dr. William Edward   
246          247         0       3  Lindahl, Miss. Agda Thorilda Viktoria   
247          248         1       2        Hamalainen, Mrs. William (Anna)   
248          249         1       1          Beckwith, Mr. Richard Leonard   
249          250         0       2          Carter, Rev. Ernest Courtenay   

        Sex   Age  SibSp  Parch             Ticket     Fare Cabin Embarked  
240  female   NaN      1      0               2665  14.4542   NaN        C  
241  female   NaN      1      0             367230  15.5000   NaN        Q  
242    male  29.0      0      0        W./C. 14263  10.5000   NaN        S  
243    male  22.0      0      0  STON/O 2. 3101275   7.1250   NaN        S  
244    male  30.0      0      0               2694   7.2250   NaN        C  
245    male  44.0      2      0              19928  90.0000   C78        Q  
246  female  25.0      0      0             347071   7.7750   NaN        S  
247  female  24.0      0      2             250649  14.5000   NaN        S  
248    male  37.0      1      1              11751  52.5542   D35        S  
249    male  54.0      1      0             244252  26.0000   NaN        S  
     PassengerId  Survived  Pclass  \
250          251         0       3   
251          252         0       3   
252          253         0       1   
253          254         0       3   
254          255         0       3   
255          256         1       3   
256          257         1       1   
257          258         1       1   
258          259         1       1   
259          260         1       2   

                                           Name     Sex   Age  SibSp  Parch  \
250                      Reed, Mr. James George    male   NaN      0      0   
251  Strom, Mrs. Wilhelm (Elna Matilda Persson)  female  29.0      1      1   
252                   Stead, Mr. William Thomas    male  62.0      0      0   
253                    Lobb, Mr. William Arthur    male  30.0      1      0   
254    Rosblom, Mrs. Viktor (Helena Wilhelmina)  female  41.0      0      2   
255     Touma, Mrs. Darwis (Hanne Youssef Razi)  female  29.0      0      2   
256              Thorne, Mrs. Gertrude Maybelle  female   NaN      0      0   
257                        Cherry, Miss. Gladys  female  30.0      0      0   
258                            Ward, Miss. Anna  female  35.0      0      0   
259                 Parrish, Mrs. (Lutie Davis)  female  50.0      0      1   

        Ticket      Fare Cabin Embarked  
250     362316    7.2500   NaN        S  
251     347054   10.4625    G6        S  
252     113514   26.5500   C87        S  
253  A/5. 3336   16.1000   NaN        S  
254     370129   20.2125   NaN        S  
255       2650   15.2458   NaN        C  
256   PC 17585   79.2000   NaN        C  
257     110152   86.5000   B77        S  
258   PC 17755  512.3292   NaN        C  
259     230433   26.0000   NaN        S  
     PassengerId  Survived  Pclass  \
260          261         0       3   
261          262         1       3   
262          263         0       1   
263          264         0       1   
264          265         0       3   
265          266         0       2   
266          267         0       3   
267          268         1       3   
268          269         1       1   
269          270         1       1   

                                              Name     Sex   Age  SibSp  \
260                              Smith, Mr. Thomas    male   NaN      0   
261              Asplund, Master. Edvin Rojj Felix    male   3.0      4   
262                              Taussig, Mr. Emil    male  52.0      1   
263                          Harrison, Mr. William    male  40.0      0   
264                             Henry, Miss. Delia  female   NaN      0   
265                              Reeves, Mr. David    male  36.0      0   
266                      Panula, Mr. Ernesti Arvid    male  16.0      4   
267                       Persson, Mr. Ernst Ulrik    male  25.0      1   
268  Graham, Mrs. William Thompson (Edith Junkins)  female  58.0      0   
269                         Bissette, Miss. Amelia  female  35.0      0   

     Parch      Ticket      Fare Cabin Embarked  
260      0      384461    7.7500   NaN        Q  
261      2      347077   31.3875   NaN        S  
262      1      110413   79.6500   E67        S  
263      0      112059    0.0000   B94        S  
264      0      382649    7.7500   NaN        Q  
265      0  C.A. 17248   10.5000   NaN        S  
266      1     3101295   39.6875   NaN        S  
267      0      347083    7.7750   NaN        S  
268      1    PC 17582  153.4625  C125        S  
269      0    PC 17760  135.6333   C99        S  
     PassengerId  Survived  Pclass                                       Name  \
270          271         0       1                      Cairns, Mr. Alexander   
271          272         1       3               Tornquist, Mr. William Henry   
272          273         1       2  Mellinger, Mrs. (Elizabeth Anne Maidment)   
273          274         0       1                      Natsch, Mr. Charles H   
274          275         1       3                 Healy, Miss. Hanora "Nora"   
275          276         1       1          Andrews, Miss. Kornelia Theodosia   
276          277         0       3          Lindblom, Miss. Augusta Charlotta   
277          278         0       2                Parkes, Mr. Francis "Frank"   
278          279         0       3                         Rice, Master. Eric   
279          280         1       3           Abbott, Mrs. Stanton (Rosa Hunt)   

        Sex   Age  SibSp  Parch     Ticket     Fare Cabin Embarked  
270    male   NaN      0      0     113798  31.0000   NaN        S  
271    male  25.0      0      0       LINE   0.0000   NaN        S  
272  female  41.0      0      1     250644  19.5000   NaN        S  
273    male  37.0      0      1   PC 17596  29.7000  C118        C  
274  female   NaN      0      0     370375   7.7500   NaN        Q  
275  female  63.0      1      0      13502  77.9583    D7        S  
276  female  45.0      0      0     347073   7.7500   NaN        S  
277    male   NaN      0      0     239853   0.0000   NaN        S  
278    male   7.0      4      1     382652  29.1250   NaN        Q  
279  female  35.0      1      1  C.A. 2673  20.2500   NaN        S  
     PassengerId  Survived  Pclass                              Name     Sex  \
280          281         0       3                  Duane, Mr. Frank    male   
281          282         0       3  Olsson, Mr. Nils Johan Goransson    male   
282          283         0       3         de Pelsmaeker, Mr. Alfons    male   
283          284         1       3        Dorking, Mr. Edward Arthur    male   
284          285         0       1        Smith, Mr. Richard William    male   
285          286         0       3               Stankovic, Mr. Ivan    male   
286          287         1       3           de Mulder, Mr. Theodore    male   
287          288         0       3              Naidenoff, Mr. Penko    male   
288          289         1       2              Hosono, Mr. Masabumi    male   
289          290         1       3              Connolly, Miss. Kate  female   

      Age  SibSp  Parch      Ticket     Fare Cabin Embarked  
280  65.0      0      0      336439   7.7500   NaN        Q  
281  28.0      0      0      347464   7.8542   NaN        S  
282  16.0      0      0      345778   9.5000   NaN        S  
283  19.0      0      0  A/5. 10482   8.0500   NaN        S  
284   NaN      0      0      113056  26.0000   A19        S  
285  33.0      0      0      349239   8.6625   NaN        C  
286  30.0      0      0      345774   9.5000   NaN        S  
287  22.0      0      0      349206   7.8958   NaN        S  
288  42.0      0      0      237798  13.0000   NaN        S  
289  22.0      0      0      370373   7.7500   NaN        Q  
     PassengerId  Survived  Pclass  \
290          291         1       1   
291          292         1       1   
292          293         0       2   
293          294         0       3   
294          295         0       3   
295          296         0       1   
296          297         0       3   
297          298         0       1   
298          299         1       1   
299          300         1       1   

                                                Name     Sex   Age  SibSp  \
290                     Barber, Miss. Ellen "Nellie"  female  26.0      0   
291          Bishop, Mrs. Dickinson H (Helen Walton)  female  19.0      1   
292                           Levy, Mr. Rene Jacques    male  36.0      0   
293                              Haas, Miss. Aloisia  female  24.0      0   
294                                 Mineff, Mr. Ivan    male  24.0      0   
295                                Lewy, Mr. Ervin G    male   NaN      0   
296                               Hanna, Mr. Mansour    male  23.5      0   
297                     Allison, Miss. Helen Loraine  female   2.0      1   
298                            Saalfeld, Mr. Adolphe    male   NaN      0   
299  Baxter, Mrs. James (Helene DeLaudeniere Chaput)  female  50.0      0   

     Parch         Ticket      Fare    Cabin Embarked  
290      0          19877   78.8500      NaN        S  
291      0          11967   91.0792      B49        C  
292      0  SC/Paris 2163   12.8750        D        C  
293      0         349236    8.8500      NaN        S  
294      0         349233    7.8958      NaN        S  
295      0       PC 17612   27.7208      NaN        C  
296      0           2693    7.2292      NaN        C  
297      2         113781  151.5500  C22 C26        S  
298      0          19988   30.5000     C106        S  
299      1       PC 17558  247.5208  B58 B60        C  
     PassengerId  Survived  Pclass  \
300          301         1       3   
301          302         1       3   
302          303         0       3   
303          304         1       2   
304          305         0       3   
305          306         1       1   
306          307         1       1   
307          308         1       1   
308          309         0       2   
309          310         1       1   

                                                  Name     Sex    Age  SibSp  \
300           Kelly, Miss. Anna Katherine "Annie Kate"  female    NaN      0   
301                                 McCoy, Mr. Bernard    male    NaN      2   
302                    Johnson, Mr. William Cahoone Jr    male  19.00      0   
303                                Keane, Miss. Nora A  female    NaN      0   
304                  Williams, Mr. Howard Hugh "Harry"    male    NaN      0   
305                     Allison, Master. Hudson Trevor    male   0.92      1   
306                            Fleming, Miss. Margaret  female    NaN      0   
307  Penasco y Castellana, Mrs. Victor de Satode (M...  female  17.00      1   
308                                Abelson, Mr. Samuel    male  30.00      1   
309                     Francatelli, Miss. Laura Mabel  female  30.00      0   

     Parch     Ticket      Fare    Cabin Embarked  
300      0       9234    7.7500      NaN        Q  
301      0     367226   23.2500      NaN        Q  
302      0       LINE    0.0000      NaN        S  
303      0     226593   12.3500     E101        Q  
304      0   A/5 2466    8.0500      NaN        S  
305      2     113781  151.5500  C22 C26        S  
306      0      17421  110.8833      NaN        C  
307      0   PC 17758  108.9000      C65        C  
308      0  P/PP 3381   24.0000      NaN        C  
309      0   PC 17485   56.9292      E36        C  
     PassengerId  Survived  Pclass  \
310          311         1       1   
311          312         1       1   
312          313         0       2   
313          314         0       3   
314          315         0       2   
315          316         1       3   
316          317         1       2   
317          318         0       2   
318          319         1       1   
319          320         1       1   

                                                  Name     Sex  Age  SibSp  \
310                     Hays, Miss. Margaret Bechstein  female   24      0   
311                         Ryerson, Miss. Emily Borie  female   18      2   
312              Lahtinen, Mrs. William (Anna Sylfven)  female   26      1   
313                             Hendekovic, Mr. Ignjac    male   28      0   
314                                 Hart, Mr. Benjamin    male   43      1   
315                    Nilsson, Miss. Helmina Josefina  female   26      0   
316                Kantor, Mrs. Sinai (Miriam Sternin)  female   24      1   
317                               Moraweck, Dr. Ernest    male   54      0   
318                           Wick, Miss. Mary Natalie  female   31      0   
319  Spedden, Mrs. Frederic Oakley (Margaretta Corn...  female   40      1   

     Parch        Ticket      Fare            Cabin Embarked  
310      0         11767   83.1583              C54        C  
311      2      PC 17608  262.3750  B57 B59 B63 B66        C  
312      1        250651   26.0000              NaN        S  
313      0        349243    7.8958              NaN        S  
314      1  F.C.C. 13529   26.2500              NaN        S  
315      0        347470    7.8542              NaN        S  
316      0        244367   26.0000              NaN        S  
317      0         29011   14.0000              NaN        S  
318      2         36928  164.8667               C7        S  
319      1         16966  134.5000              E34        C  
     PassengerId  Survived  Pclass  \
320          321         0       3   
321          322         0       3   
322          323         1       2   
323          324         1       2   
324          325         0       3   
325          326         1       1   
326          327         0       3   
327          328         1       2   
328          329         1       3   
329          330         1       1   

                                                  Name     Sex   Age  SibSp  \
320                                 Dennis, Mr. Samuel    male  22.0      0   
321                                   Danoff, Mr. Yoto    male  27.0      0   
322                          Slayter, Miss. Hilda Mary  female  30.0      0   
323  Caldwell, Mrs. Albert Francis (Sylvia Mae Harb...  female  22.0      1   
324                           Sage, Mr. George John Jr    male   NaN      8   
325                           Young, Miss. Marie Grice  female  36.0      0   
326                          Nysveen, Mr. Johan Hansen    male  61.0      0   
327                            Ball, Mrs. (Ada E Hall)  female  36.0      0   
328     Goldsmith, Mrs. Frank John (Emily Alice Brown)  female  31.0      1   
329                       Hippach, Miss. Jean Gertrude  female  16.0      0   

     Parch     Ticket      Fare Cabin Embarked  
320      0  A/5 21172    7.2500   NaN        S  
321      0     349219    7.8958   NaN        S  
322      0     234818   12.3500   NaN        Q  
323      1     248738   29.0000   NaN        S  
324      2   CA. 2343   69.5500   NaN        S  
325      0   PC 17760  135.6333   C32        C  
326      0     345364    6.2375   NaN        S  
327      0      28551   13.0000     D        S  
328      1     363291   20.5250   NaN        S  
329      1     111361   57.9792   B18        C  
     PassengerId  Survived  Pclass  \
330          331         1       3   
331          332         0       1   
332          333         0       1   
333          334         0       3   
334          335         1       1   
335          336         0       3   
336          337         0       1   
337          338         1       1   
338          339         1       3   
339          340         0       1   

                                                  Name     Sex   Age  SibSp  \
330                                 McCoy, Miss. Agnes  female   NaN      2   
331                                Partner, Mr. Austen    male  45.5      0   
332                          Graham, Mr. George Edward    male  38.0      0   
333                    Vander Planke, Mr. Leo Edmondus    male  16.0      2   
334  Frauenthal, Mrs. Henry William (Clara Heinshei...  female   NaN      1   
335                                 Denkoff, Mr. Mitto    male   NaN      0   
336                          Pears, Mr. Thomas Clinton    male  29.0      1   
337                    Burns, Miss. Elizabeth Margaret  female  41.0      0   
338                              Dahl, Mr. Karl Edwart    male  45.0      0   
339                       Blackwell, Mr. Stephen Weart    male  45.0      0   

     Parch    Ticket      Fare Cabin Embarked  
330      0    367226   23.2500   NaN        Q  
331      0    113043   28.5000  C124        S  
332      1  PC 17582  153.4625   C91        S  
333      0    345764   18.0000   NaN        S  
334      0  PC 17611  133.6500   NaN        S  
335      0    349225    7.8958   NaN        S  
336      0    113776   66.6000    C2        S  
337      0     16966  134.5000   E40        C  
338      0      7598    8.0500   NaN        S  
339      0    113784   35.5000     T        S  
     PassengerId  Survived  Pclass  \
340          341         1       2   
341          342         1       1   
342          343         0       2   
343          344         0       2   
344          345         0       2   
345          346         1       2   
346          347         1       2   
347          348         1       3   
348          349         1       3   
349          350         0       3   

                                           Name     Sex   Age  SibSp  Parch  \
340              Navratil, Master. Edmond Roger    male   2.0      1      1   
341              Fortune, Miss. Alice Elizabeth  female  24.0      3      2   
342                  Collander, Mr. Erik Gustaf    male  28.0      0      0   
343  Sedgwick, Mr. Charles Frederick Waddington    male  25.0      0      0   
344                     Fox, Mr. Stanley Hubert    male  36.0      0      0   
345               Brown, Miss. Amelia "Mildred"  female  24.0      0      0   
346                   Smith, Miss. Marion Elsie  female  40.0      0      0   
347   Davison, Mrs. Thomas Henry (Mary E Finck)  female   NaN      1      0   
348      Coutts, Master. William Loch "William"    male   3.0      1      1   
349                            Dimic, Mr. Jovan    male  42.0      0      0   

         Ticket      Fare        Cabin Embarked  
340      230080   26.0000           F2        S  
341       19950  263.0000  C23 C25 C27        S  
342      248740   13.0000          NaN        S  
343      244361   13.0000          NaN        S  
344      229236   13.0000          NaN        S  
345      248733   13.0000          F33        S  
346       31418   13.0000          NaN        S  
347      386525   16.1000          NaN        S  
348  C.A. 37671   15.9000          NaN        S  
349      315088    8.6625          NaN        S  
     PassengerId  Survived  Pclass                                    Name  \
350          351         0       3                  Odahl, Mr. Nils Martin   
351          352         0       1  Williams-Lambert, Mr. Fletcher Fellows   
352          353         0       3                      Elias, Mr. Tannous   
353          354         0       3               Arnold-Franchi, Mr. Josef   
354          355         0       3                       Yousif, Mr. Wazli   
355          356         0       3             Vanden Steen, Mr. Leo Peter   
356          357         1       1             Bowerman, Miss. Elsie Edith   
357          358         0       2               Funk, Miss. Annie Clemmer   
358          359         1       3                    McGovern, Miss. Mary   
359          360         1       3       Mockler, Miss. Helen Mary "Ellie"   

        Sex   Age  SibSp  Parch  Ticket     Fare Cabin Embarked  
350    male  23.0      0      0    7267   9.2250   NaN        S  
351    male   NaN      0      0  113510  35.0000  C128        S  
352    male  15.0      1      1    2695   7.2292   NaN        C  
353    male  25.0      1      0  349237  17.8000   NaN        S  
354    male   NaN      0      0    2647   7.2250   NaN        C  
355    male  28.0      0      0  345783   9.5000   NaN        S  
356  female  22.0      0      1  113505  55.0000   E33        S  
357  female  38.0      0      0  237671  13.0000   NaN        S  
358  female   NaN      0      0  330931   7.8792   NaN        Q  
359  female   NaN      0      0  330980   7.8792   NaN        Q  
     PassengerId  Survived  Pclass  \
360          361         0       3   
361          362         0       2   
362          363         0       3   
363          364         0       3   
364          365         0       3   
365          366         0       3   
366          367         1       1   
367          368         1       3   
368          369         1       3   
369          370         1       1   

                                                 Name     Sex   Age  SibSp  \
360                                Skoog, Mr. Wilhelm    male  40.0      1   
361                         del Carlo, Mr. Sebastiano    male  29.0      1   
362                   Barbara, Mrs. (Catherine David)  female  45.0      0   
363                                   Asim, Mr. Adola    male  35.0      0   
364                               O'Brien, Mr. Thomas    male   NaN      1   
365                    Adahl, Mr. Mauritz Nils Martin    male  30.0      0   
366  Warren, Mrs. Frank Manley (Anna Sophia Atkinson)  female  60.0      1   
367                    Moussa, Mrs. (Mantoura Boulos)  female   NaN      0   
368                               Jermyn, Miss. Annie  female   NaN      0   
369                     Aubart, Mme. Leontine Pauline  female  24.0      0   

     Parch              Ticket     Fare Cabin Embarked  
360      4              347088  27.9000   NaN        S  
361      0       SC/PARIS 2167  27.7208   NaN        C  
362      1                2691  14.4542   NaN        C  
363      0  SOTON/O.Q. 3101310   7.0500   NaN        S  
364      0              370365  15.5000   NaN        Q  
365      0              C 7076   7.2500   NaN        S  
366      0              110813  75.2500   D37        C  
367      0                2626   7.2292   NaN        C  
368      0               14313   7.7500   NaN        Q  
369      0            PC 17477  69.3000   B35        C  
     PassengerId  Survived  Pclass                                   Name  \
370          371         1       1            Harder, Mr. George Achilles   
371          372         0       3              Wiklund, Mr. Jakob Alfred   
372          373         0       3             Beavan, Mr. William Thomas   
373          374         0       1                    Ringhini, Mr. Sante   
374          375         0       3             Palsson, Miss. Stina Viola   
375          376         1       1  Meyer, Mrs. Edgar Joseph (Leila Saks)   
376          377         1       3        Landergren, Miss. Aurora Adelia   
377          378         0       1              Widener, Mr. Harry Elkins   
378          379         0       3                    Betros, Mr. Tannous   
379          380         0       3            Gustafsson, Mr. Karl Gideon   

        Sex   Age  SibSp  Parch    Ticket      Fare Cabin Embarked  
370    male  25.0      1      0     11765   55.4417   E50        C  
371    male  18.0      1      0   3101267    6.4958   NaN        S  
372    male  19.0      0      0    323951    8.0500   NaN        S  
373    male  22.0      0      0  PC 17760  135.6333   NaN        C  
374  female   3.0      3      1    349909   21.0750   NaN        S  
375  female   NaN      1      0  PC 17604   82.1708   NaN        C  
376  female  22.0      0      0    C 7077    7.2500   NaN        S  
377    male  27.0      0      2    113503  211.5000   C82        C  
378    male  20.0      0      0      2648    4.0125   NaN        C  
379    male  19.0      0      0    347069    7.7750   NaN        S  
     PassengerId  Survived  Pclass  \
380          381         1       1   
381          382         1       3   
382          383         0       3   
383          384         1       1   
384          385         0       3   
385          386         0       2   
386          387         0       3   
387          388         1       2   
388          389         0       3   
389          390         1       2   

                                                  Name     Sex   Age  SibSp  \
380                              Bidois, Miss. Rosalie  female  42.0      0   
381                        Nakid, Miss. Maria ("Mary")  female   1.0      0   
382                                 Tikkanen, Mr. Juho    male  32.0      0   
383  Holverson, Mrs. Alexander Oskar (Mary Aline To...  female  35.0      1   
384                             Plotcharsky, Mr. Vasil    male   NaN      0   
385                          Davies, Mr. Charles Henry    male  18.0      0   
386                    Goodwin, Master. Sidney Leonard    male   1.0      5   
387                                   Buss, Miss. Kate  female  36.0      0   
388                               Sadlier, Mr. Matthew    male   NaN      0   
389                              Lehmann, Miss. Bertha  female  17.0      0   

     Parch             Ticket      Fare  Cabin Embarked  
380      0           PC 17757  227.5250    NaN        C  
381      2               2653   15.7417    NaN        C  
382      0  STON/O 2. 3101293    7.9250    NaN        S  
383      0             113789   52.0000    NaN        S  
384      0             349227    7.8958    NaN        S  
385      0       S.O.C. 14879   73.5000    NaN        S  
386      2            CA 2144   46.9000    NaN        S  
387      0              27849   13.0000    NaN        S  
388      0             367655    7.7292    NaN        Q  
389      0            SC 1748   12.0000    NaN        C  
     PassengerId  Survived  Pclass  \
390          391         1       1   
391          392         1       3   
392          393         0       3   
393          394         1       1   
394          395         1       3   
395          396         0       3   
396          397         0       3   
397          398         0       2   
398          399         0       2   
399          400         1       2   

                                                  Name     Sex  Age  SibSp  \
390                         Carter, Mr. William Ernest    male   36      1   
391                             Jansson, Mr. Carl Olof    male   21      0   
392                       Gustafsson, Mr. Johan Birger    male   28      2   
393                             Newell, Miss. Marjorie  female   23      1   
394  Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengt...  female   24      0   
395                                Johansson, Mr. Erik    male   22      0   
396                                Olsson, Miss. Elina  female   31      0   
397                            McKane, Mr. Peter David    male   46      0   
398                                   Pain, Dr. Alfred    male   23      0   
399                   Trout, Mrs. William H (Jessie L)  female   28      0   

     Parch   Ticket      Fare    Cabin Embarked  
390      2   113760  120.0000  B96 B98        S  
391      0   350034    7.7958      NaN        S  
392      0  3101277    7.9250      NaN        S  
393      0    35273  113.2750      D36        C  
394      2  PP 9549   16.7000       G6        S  
395      0   350052    7.7958      NaN        S  
396      0   350407    7.8542      NaN        S  
397      0    28403   26.0000      NaN        S  
398      0   244278   10.5000      NaN        S  
399      0   240929   12.6500      NaN        S  
     PassengerId  Survived  Pclass                               Name     Sex  \
400          401         1       3                 Niskanen, Mr. Juha    male   
401          402         0       3                    Adams, Mr. John    male   
402          403         0       3           Jussila, Miss. Mari Aina  female   
403          404         0       3     Hakkarainen, Mr. Pekka Pietari    male   
404          405         0       3            Oreskovic, Miss. Marija  female   
405          406         0       2                 Gale, Mr. Shadrach    male   
406          407         0       3   Widegren, Mr. Carl/Charles Peter    male   
407          408         1       2     Richards, Master. William Rowe    male   
408          409         0       3  Birkeland, Mr. Hans Martin Monsen    male   
409          410         0       3                 Lefebre, Miss. Ida  female   

      Age  SibSp  Parch             Ticket     Fare  Cabin Embarked  
400  39.0      0      0  STON/O 2. 3101289   7.9250    NaN        S  
401  26.0      0      0             341826   8.0500    NaN        S  
402  21.0      1      0               4137   9.8250    NaN        S  
403  28.0      1      0   STON/O2. 3101279  15.8500    NaN        S  
404  20.0      0      0             315096   8.6625    NaN        S  
405  34.0      1      0              28664  21.0000    NaN        S  
406  51.0      0      0             347064   7.7500    NaN        S  
407   3.0      1      1              29106  18.7500    NaN        S  
408  21.0      0      0             312992   7.7750    NaN        S  
409   NaN      3      1               4133  25.4667    NaN        S  
     PassengerId  Survived  Pclass  \
410          411         0       3   
411          412         0       3   
412          413         1       1   
413          414         0       2   
414          415         1       3   
415          416         0       3   
416          417         1       2   
417          418         1       2   
418          419         0       2   
419          420         0       3   

                                                Name     Sex   Age  SibSp  \
410                               Sdycoff, Mr. Todor    male   NaN      0   
411                                  Hart, Mr. Henry    male   NaN      0   
412                           Minahan, Miss. Daisy E  female  33.0      1   
413                   Cunningham, Mr. Alfred Fleming    male   NaN      0   
414                        Sundman, Mr. Johan Julian    male  44.0      0   
415          Meek, Mrs. Thomas (Annie Louise Rowley)  female   NaN      0   
416  Drew, Mrs. James Vivian (Lulu Thorne Christian)  female  34.0      1   
417                    Silven, Miss. Lyyli Karoliina  female  18.0      0   
418                       Matthews, Mr. William John    male  30.0      0   
419                        Van Impe, Miss. Catharina  female  10.0      0   

     Parch             Ticket     Fare Cabin Embarked  
410      0             349222   7.8958   NaN        S  
411      0             394140   6.8583   NaN        Q  
412      0              19928  90.0000   C78        Q  
413      0             239853   0.0000   NaN        S  
414      0  STON/O 2. 3101269   7.9250   NaN        S  
415      0             343095   8.0500   NaN        S  
416      1              28220  32.5000   NaN        S  
417      2             250652  13.0000   NaN        S  
418      0              28228  13.0000   NaN        S  
419      2             345773  24.1500   NaN        S  
     PassengerId  Survived  Pclass  \
420          421         0       3   
421          422         0       3   
422          423         0       3   
423          424         0       3   
424          425         0       3   
425          426         0       3   
426          427         1       2   
427          428         1       2   
428          429         0       3   
429          430         1       3   

                                                  Name     Sex   Age  SibSp  \
420                             Gheorgheff, Mr. Stanio    male   NaN      0   
421                                Charters, Mr. David    male  21.0      0   
422                                 Zimmerman, Mr. Leo    male  29.0      0   
423  Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria ...  female  28.0      1   
424                        Rosblom, Mr. Viktor Richard    male  18.0      1   
425                             Wiseman, Mr. Phillippe    male   NaN      0   
426        Clarke, Mrs. Charles V (Ada Maria Winfield)  female  28.0      1   
427  Phillips, Miss. Kate Florence ("Mrs Kate Louis...  female  19.0      0   
428                                   Flynn, Mr. James    male   NaN      0   
429                 Pickard, Mr. Berk (Berk Trembisky)    male  32.0      0   

     Parch             Ticket     Fare Cabin Embarked  
420      0             349254   7.8958   NaN        C  
421      0         A/5. 13032   7.7333   NaN        Q  
422      0             315082   7.8750   NaN        S  
423      1             347080  14.4000   NaN        S  
424      1             370129  20.2125   NaN        S  
425      0         A/4. 34244   7.2500   NaN        S  
426      0               2003  26.0000   NaN        S  
427      0             250655  26.0000   NaN        S  
428      0             364851   7.7500   NaN        Q  
429      0  SOTON/O.Q. 392078   8.0500   E10        S  
     PassengerId  Survived  Pclass  \
430          431         1       1   
431          432         1       3   
432          433         1       2   
433          434         0       3   
434          435         0       1   
435          436         1       1   
436          437         0       3   
437          438         1       2   
438          439         0       1   
439          440         0       2   

                                                  Name     Sex   Age  SibSp  \
430          Bjornstrom-Steffansson, Mr. Mauritz Hakan    male  28.0      0   
431  Thorneycroft, Mrs. Percival (Florence Kate White)  female   NaN      1   
432  Louch, Mrs. Charles Alexander (Alice Adelaide ...  female  42.0      1   
433                         Kallio, Mr. Nikolai Erland    male  17.0      0   
434                          Silvey, Mr. William Baird    male  50.0      1   
435                          Carter, Miss. Lucile Polk  female  14.0      1   
436               Ford, Miss. Doolina Margaret "Daisy"  female  21.0      2   
437              Richards, Mrs. Sidney (Emily Hocking)  female  24.0      2   
438                                  Fortune, Mr. Mark    male  64.0      1   
439             Kvillner, Mr. Johan Henrik Johannesson    male  31.0      0   

     Parch             Ticket     Fare        Cabin Embarked  
430      0             110564   26.550          C52        S  
431      0             376564   16.100          NaN        S  
432      0         SC/AH 3085   26.000          NaN        S  
433      0  STON/O 2. 3101274    7.125          NaN        S  
434      0              13507   55.900          E44        S  
435      2             113760  120.000      B96 B98        S  
436      2         W./C. 6608   34.375          NaN        S  
437      3              29106   18.750          NaN        S  
438      4              19950  263.000  C23 C25 C27        S  
439      0         C.A. 18723   10.500          NaN        S  
     PassengerId  Survived  Pclass  \
440          441         1       2   
441          442         0       3   
442          443         0       3   
443          444         1       2   
444          445         1       3   
445          446         1       1   
446          447         1       2   
447          448         1       1   
448          449         1       3   
449          450         1       1   

                                            Name     Sex   Age  SibSp  Parch  \
440  Hart, Mrs. Benjamin (Esther Ada Bloomfield)  female  45.0      1      1   
441                              Hampe, Mr. Leon    male  20.0      0      0   
442                    Petterson, Mr. Johan Emil    male  25.0      1      0   
443                    Reynaldo, Ms. Encarnacion  female  28.0      0      0   
444            Johannesen-Bratthammer, Mr. Bernt    male   NaN      0      0   
445                    Dodge, Master. Washington    male   4.0      0      2   
446            Mellinger, Miss. Madeleine Violet  female  13.0      0      1   
447                  Seward, Mr. Frederic Kimber    male  34.0      0      0   
448               Baclini, Miss. Marie Catherine  female   5.0      2      1   
449               Peuchen, Major. Arthur Godfrey    male  52.0      0      0   

           Ticket     Fare Cabin Embarked  
440  F.C.C. 13529  26.2500   NaN        S  
441        345769   9.5000   NaN        S  
442        347076   7.7750   NaN        S  
443        230434  13.0000   NaN        S  
444         65306   8.1125   NaN        S  
445         33638  81.8583   A34        S  
446        250644  19.5000   NaN        S  
447        113794  26.5500   NaN        S  
448          2666  19.2583   NaN        C  
449        113786  30.5000  C104        S  
     PassengerId  Survived  Pclass                               Name     Sex  \
450          451         0       2              West, Mr. Edwy Arthur    male   
451          452         0       3    Hagland, Mr. Ingvald Olai Olsen    male   
452          453         0       1    Foreman, Mr. Benjamin Laventall    male   
453          454         1       1           Goldenberg, Mr. Samuel L    male   
454          455         0       3                Peduzzi, Mr. Joseph    male   
455          456         1       3                 Jalsevac, Mr. Ivan    male   
456          457         0       1          Millet, Mr. Francis Davis    male   
457          458         1       1  Kenyon, Mrs. Frederick R (Marion)  female   
458          459         1       2                Toomey, Miss. Ellen  female   
459          460         0       3              O'Connor, Mr. Maurice    male   

      Age  SibSp  Parch        Ticket     Fare Cabin Embarked  
450  36.0      1      2    C.A. 34651  27.7500   NaN        S  
451   NaN      1      0         65303  19.9667   NaN        S  
452  30.0      0      0        113051  27.7500  C111        C  
453  49.0      1      0         17453  89.1042   C92        C  
454   NaN      0      0      A/5 2817   8.0500   NaN        S  
455  29.0      0      0        349240   7.8958   NaN        C  
456  65.0      0      0         13509  26.5500   E38        S  
457   NaN      1      0         17464  51.8625   D21        S  
458  50.0      0      0  F.C.C. 13531  10.5000   NaN        S  
459   NaN      0      0        371060   7.7500   NaN        Q  
     PassengerId  Survived  Pclass                             Name     Sex  \
460          461         1       1              Anderson, Mr. Harry    male   
461          462         0       3              Morley, Mr. William    male   
462          463         0       1                Gee, Mr. Arthur H    male   
463          464         0       2     Milling, Mr. Jacob Christian    male   
464          465         0       3               Maisner, Mr. Simon    male   
465          466         0       3  Goncalves, Mr. Manuel Estanslas    male   
466          467         0       2            Campbell, Mr. William    male   
467          468         0       1       Smart, Mr. John Montgomery    male   
468          469         0       3               Scanlan, Mr. James    male   
469          470         1       3    Baclini, Miss. Helene Barbara  female   

       Age  SibSp  Parch              Ticket     Fare Cabin Embarked  
460  48.00      0      0               19952  26.5500   E12        S  
461  34.00      0      0              364506   8.0500   NaN        S  
462  47.00      0      0              111320  38.5000   E63        S  
463  48.00      0      0              234360  13.0000   NaN        S  
464    NaN      0      0            A/S 2816   8.0500   NaN        S  
465  38.00      0      0  SOTON/O.Q. 3101306   7.0500   NaN        S  
466    NaN      0      0              239853   0.0000   NaN        S  
467  56.00      0      0              113792  26.5500   NaN        S  
468    NaN      0      0               36209   7.7250   NaN        Q  
469   0.75      2      1                2666  19.2583   NaN        C  
     PassengerId  Survived  Pclass  \
470          471         0       3   
471          472         0       3   
472          473         1       2   
473          474         1       2   
474          475         0       3   
475          476         0       1   
476          477         0       2   
477          478         0       3   
478          479         0       3   
479          480         1       3   

                                             Name     Sex   Age  SibSp  Parch  \
470                             Keefe, Mr. Arthur    male   NaN      0      0   
471                               Cacic, Mr. Luka    male  38.0      0      0   
472       West, Mrs. Edwy Arthur (Ada Mary Worth)  female  33.0      1      2   
473  Jerwan, Mrs. Amin S (Marie Marthe Thuillard)  female  23.0      0      0   
474                   Strandberg, Miss. Ida Sofia  female  22.0      0      0   
475                   Clifford, Mr. George Quincy    male   NaN      0      0   
476                       Renouf, Mr. Peter Henry    male  34.0      1      0   
477                     Braund, Mr. Lewis Richard    male  29.0      1      0   
478                     Karlsson, Mr. Nils August    male  22.0      0      0   
479                      Hirvonen, Miss. Hildur E  female   2.0      0      1   

              Ticket     Fare Cabin Embarked  
470           323592   7.2500   NaN        S  
471           315089   8.6625   NaN        S  
472       C.A. 34651  27.7500   NaN        S  
473  SC/AH Basle 541  13.7917     D        C  
474             7553   9.8375   NaN        S  
475           110465  52.0000   A14        S  
476            31027  21.0000   NaN        S  
477             3460   7.0458   NaN        S  
478           350060   7.5208   NaN        S  
479          3101298  12.2875   NaN        S  
     PassengerId  Survived  Pclass  \
480          481         0       3   
481          482         0       2   
482          483         0       3   
483          484         1       3   
484          485         1       1   
485          486         0       3   
486          487         1       1   
487          488         0       1   
488          489         0       3   
489          490         1       3   

                                                Name     Sex   Age  SibSp  \
480                   Goodwin, Master. Harold Victor    male   9.0      5   
481                 Frost, Mr. Anthony Wood "Archie"    male   NaN      0   
482                         Rouse, Mr. Richard Henry    male  50.0      0   
483                           Turkula, Mrs. (Hedwig)  female  63.0      0   
484                          Bishop, Mr. Dickinson H    male  25.0      1   
485                           Lefebre, Miss. Jeannie  female   NaN      3   
486  Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)  female  35.0      1   
487                          Kent, Mr. Edward Austin    male  58.0      0   
488                    Somerton, Mr. Francis William    male  30.0      0   
489            Coutts, Master. Eden Leslie "Neville"    male   9.0      1   

     Parch      Ticket     Fare Cabin Embarked  
480      2     CA 2144  46.9000   NaN        S  
481      0      239854   0.0000   NaN        S  
482      0    A/5 3594   8.0500   NaN        S  
483      0        4134   9.5875   NaN        S  
484      0       11967  91.0792   B49        C  
485      1        4133  25.4667   NaN        S  
486      0       19943  90.0000   C93        S  
487      0       11771  29.7000   B37        C  
488      0  A.5. 18509   8.0500   NaN        S  
489      1  C.A. 37671  15.9000   NaN        S  
     PassengerId  Survived  Pclass  \
490          491         0       3   
491          492         0       3   
492          493         0       1   
493          494         0       1   
494          495         0       3   
495          496         0       3   
496          497         1       1   
497          498         0       3   
498          499         0       1   
499          500         0       3   

                                                Name     Sex   Age  SibSp  \
490             Hagland, Mr. Konrad Mathias Reiersen    male   NaN      1   
491                              Windelov, Mr. Einar    male  21.0      0   
492                       Molson, Mr. Harry Markland    male  55.0      0   
493                          Artagaveytia, Mr. Ramon    male  71.0      0   
494                       Stanley, Mr. Edward Roland    male  21.0      0   
495                            Yousseff, Mr. Gerious    male   NaN      0   
496                   Eustis, Miss. Elizabeth Mussey  female  54.0      1   
497                  Shellard, Mr. Frederick William    male   NaN      0   
498  Allison, Mrs. Hudson J C (Bessie Waldo Daniels)  female  25.0      1   
499                               Svensson, Mr. Olof    male  24.0      0   

     Parch            Ticket      Fare    Cabin Embarked  
490      0             65304   19.9667      NaN        S  
491      0  SOTON/OQ 3101317    7.2500      NaN        S  
492      0            113787   30.5000      C30        S  
493      0          PC 17609   49.5042      NaN        C  
494      0         A/4 45380    8.0500      NaN        S  
495      0              2627   14.4583      NaN        C  
496      0             36947   78.2667      D20        C  
497      0         C.A. 6212   15.1000      NaN        S  
498      2            113781  151.5500  C22 C26        S  
499      0            350035    7.7958      NaN        S  
     PassengerId  Survived  Pclass  \
500          501         0       3   
501          502         0       3   
502          503         0       3   
503          504         0       3   
504          505         1       1   
505          506         0       1   
506          507         1       2   
507          508         1       1   
508          509         0       3   
509          510         1       3   

                                              Name     Sex   Age  SibSp  \
500                               Calic, Mr. Petar    male  17.0      0   
501                            Canavan, Miss. Mary  female  21.0      0   
502                 O'Sullivan, Miss. Bridget Mary  female   NaN      0   
503                 Laitinen, Miss. Kristina Sofia  female  37.0      0   
504                          Maioni, Miss. Roberta  female  16.0      0   
505     Penasco y Castellana, Mr. Victor de Satode    male  18.0      1   
506  Quick, Mrs. Frederick Charles (Jane Richards)  female  33.0      0   
507  Bradley, Mr. George ("George Arthur Brayton")    male   NaN      0   
508                       Olsen, Mr. Henry Margido    male  28.0      0   
509                                 Lang, Mr. Fang    male  26.0      0   

     Parch    Ticket      Fare Cabin Embarked  
500      0    315086    8.6625   NaN        S  
501      0    364846    7.7500   NaN        Q  
502      0    330909    7.6292   NaN        Q  
503      0      4135    9.5875   NaN        S  
504      0    110152   86.5000   B79        S  
505      0  PC 17758  108.9000   C65        C  
506      2     26360   26.0000   NaN        S  
507      0    111427   26.5500   NaN        S  
508      0    C 4001   22.5250   NaN        S  
509      0      1601   56.4958   NaN        S  
     PassengerId  Survived  Pclass  \
510          511         1       3   
511          512         0       3   
512          513         1       1   
513          514         1       1   
514          515         0       3   
515          516         0       1   
516          517         1       2   
517          518         0       3   
518          519         1       2   
519          520         0       3   

                                                  Name     Sex   Age  SibSp  \
510                           Daly, Mr. Eugene Patrick    male  29.0      0   
511                                  Webber, Mr. James    male   NaN      0   
512                          McGough, Mr. James Robert    male  36.0      0   
513     Rothschild, Mrs. Martin (Elizabeth L. Barrett)  female  54.0      1   
514                                  Coleff, Mr. Satio    male  24.0      0   
515                       Walker, Mr. William Anderson    male  47.0      0   
516                       Lemore, Mrs. (Amelia Milley)  female  34.0      0   
517                                  Ryan, Mr. Patrick    male   NaN      0   
518  Angle, Mrs. William A (Florence "Mary" Agnes H...  female  36.0      1   
519                                Pavlovic, Mr. Stefo    male  32.0      0   

     Parch            Ticket     Fare Cabin Embarked  
510      0            382651   7.7500   NaN        Q  
511      0  SOTON/OQ 3101316   8.0500   NaN        S  
512      0          PC 17473  26.2875   E25        S  
513      0          PC 17603  59.4000   NaN        C  
514      0            349209   7.4958   NaN        S  
515      0             36967  34.0208   D46        S  
516      0        C.A. 34260  10.5000   F33        S  
517      0            371110  24.1500   NaN        Q  
518      0            226875  26.0000   NaN        S  
519      0            349242   7.8958   NaN        S  
     PassengerId  Survived  Pclass  \
520          521         1       1   
521          522         0       3   
522          523         0       3   
523          524         1       1   
524          525         0       3   
525          526         0       3   
526          527         1       2   
527          528         0       1   
528          529         0       3   
529          530         0       2   

                                                Name     Sex   Age  SibSp  \
520                            Perreault, Miss. Anne  female  30.0      0   
521                                  Vovk, Mr. Janko    male  22.0      0   
522                               Lahoud, Mr. Sarkis    male   NaN      0   
523  Hippach, Mrs. Louis Albert (Ida Sophia Fischer)  female  44.0      0   
524                                Kassem, Mr. Fared    male   NaN      0   
525                               Farrell, Mr. James    male  40.5      0   
526                             Ridsdale, Miss. Lucy  female  50.0      0   
527                               Farthing, Mr. John    male   NaN      0   
528                        Salonen, Mr. Johan Werner    male  39.0      0   
529                      Hocking, Mr. Richard George    male  23.0      2   

     Parch       Ticket      Fare Cabin Embarked  
520      0        12749   93.5000   B73        S  
521      0       349252    7.8958   NaN        S  
522      0         2624    7.2250   NaN        C  
523      1       111361   57.9792   B18        C  
524      0         2700    7.2292   NaN        C  
525      0       367232    7.7500   NaN        Q  
526      0  W./C. 14258   10.5000   NaN        S  
527      0     PC 17483  221.7792   C95        S  
528      0      3101296    7.9250   NaN        S  
529      1        29104   11.5000   NaN        S  
     PassengerId  Survived  Pclass                                    Name  \
530          531         1       2                Quick, Miss. Phyllis May   
531          532         0       3                       Toufik, Mr. Nakli   
532          533         0       3                    Elias, Mr. Joseph Jr   
533          534         1       3  Peter, Mrs. Catherine (Catherine Rizk)   
534          535         0       3                     Cacic, Miss. Marija   
535          536         1       2                  Hart, Miss. Eva Miriam   
536          537         0       1       Butt, Major. Archibald Willingham   
537          538         1       1                     LeRoy, Miss. Bertha   
538          539         0       3                Risien, Mr. Samuel Beard   
539          540         1       1      Frolicher, Miss. Hedwig Margaritha   

        Sex   Age  SibSp  Parch        Ticket      Fare Cabin Embarked  
530  female   2.0      1      1         26360   26.0000   NaN        S  
531    male   NaN      0      0          2641    7.2292   NaN        C  
532    male  17.0      1      1          2690    7.2292   NaN        C  
533  female   NaN      0      2          2668   22.3583   NaN        C  
534  female  30.0      0      0        315084    8.6625   NaN        S  
535  female   7.0      0      2  F.C.C. 13529   26.2500   NaN        S  
536    male  45.0      0      0        113050   26.5500   B38        S  
537  female  30.0      0      0      PC 17761  106.4250   NaN        C  
538    male   NaN      0      0        364498   14.5000   NaN        S  
539  female  22.0      0      2         13568   49.5000   B39        C  
     PassengerId  Survived  Pclass                                  Name  \
540          541         1       1               Crosby, Miss. Harriet R   
541          542         0       3  Andersson, Miss. Ingeborg Constanzia   
542          543         0       3     Andersson, Miss. Sigrid Elisabeth   
543          544         1       2                     Beane, Mr. Edward   
544          545         0       1            Douglas, Mr. Walter Donald   
545          546         0       1          Nicholson, Mr. Arthur Ernest   
546          547         1       2     Beane, Mrs. Edward (Ethel Clarke)   
547          548         1       2            Padro y Manent, Mr. Julian   
548          549         0       3             Goldsmith, Mr. Frank John   
549          550         1       2        Davies, Master. John Morgan Jr   

        Sex   Age  SibSp  Parch         Ticket      Fare Cabin Embarked  
540  female  36.0      0      2      WE/P 5735   71.0000   B22        S  
541  female   9.0      4      2         347082   31.2750   NaN        S  
542  female  11.0      4      2         347082   31.2750   NaN        S  
543    male  32.0      1      0           2908   26.0000   NaN        S  
544    male  50.0      1      0       PC 17761  106.4250   C86        C  
545    male  64.0      0      0            693   26.0000   NaN        S  
546  female  19.0      1      0           2908   26.0000   NaN        S  
547    male   NaN      0      0  SC/PARIS 2146   13.8625   NaN        C  
548    male  33.0      1      1         363291   20.5250   NaN        S  
549    male   8.0      1      1     C.A. 33112   36.7500   NaN        S  
     PassengerId  Survived  Pclass  \
550          551         1       1   
551          552         0       2   
552          553         0       3   
553          554         1       3   
554          555         1       3   
555          556         0       1   
556          557         1       1   
557          558         0       1   
558          559         1       1   
559          560         1       3   

                                                  Name     Sex   Age  SibSp  \
550                        Thayer, Mr. John Borland Jr    male  17.0      0   
551                        Sharp, Mr. Percival James R    male  27.0      0   
552                               O'Brien, Mr. Timothy    male   NaN      0   
553                  Leeni, Mr. Fahim ("Philip Zenni")    male  22.0      0   
554                                 Ohman, Miss. Velin  female  22.0      0   
555                                 Wright, Mr. George    male  62.0      0   
556  Duff Gordon, Lady. (Lucille Christiana Sutherl...  female  48.0      1   
557                                Robbins, Mr. Victor    male   NaN      0   
558             Taussig, Mrs. Emil (Tillie Mandelbaum)  female  39.0      1   
559       de Messemaeker, Mrs. Guillaume Joseph (Emma)  female  36.0      1   

     Parch    Ticket      Fare Cabin Embarked  
550      2     17421  110.8833   C70        C  
551      0    244358   26.0000   NaN        S  
552      0    330979    7.8292   NaN        Q  
553      0      2620    7.2250   NaN        C  
554      0    347085    7.7750   NaN        S  
555      0    113807   26.5500   NaN        S  
556      0     11755   39.6000   A16        C  
557      0  PC 17757  227.5250   NaN        C  
558      1    110413   79.6500   E67        S  
559      0    345572   17.4000   NaN        S  
     PassengerId  Survived  Pclass  \
560          561         0       3   
561          562         0       3   
562          563         0       2   
563          564         0       3   
564          565         0       3   
565          566         0       3   
566          567         0       3   
567          568         0       3   
568          569         0       3   
569          570         1       3   

                                            Name     Sex   Age  SibSp  Parch  \
560                     Morrow, Mr. Thomas Rowan    male   NaN      0      0   
561                            Sivic, Mr. Husein    male  40.0      0      0   
562                   Norman, Mr. Robert Douglas    male  28.0      0      0   
563                            Simmons, Mr. John    male   NaN      0      0   
564               Meanwell, Miss. (Marion Ogden)  female   NaN      0      0   
565                         Davies, Mr. Alfred J    male  24.0      2      0   
566                         Stoytcheff, Mr. Ilia    male  19.0      0      0   
567  Palsson, Mrs. Nils (Alma Cornelia Berglund)  female  29.0      0      4   
568                          Doharr, Mr. Tannous    male   NaN      0      0   
569                            Jonsson, Mr. Carl    male  32.0      0      0   

                Ticket     Fare  Cabin Embarked  
560             372622   7.7500    NaN        Q  
561             349251   7.8958    NaN        S  
562             218629  13.5000    NaN        S  
563    SOTON/OQ 392082   8.0500    NaN        S  
564  SOTON/O.Q. 392087   8.0500    NaN        S  
565          A/4 48871  24.1500    NaN        S  
566             349205   7.8958    NaN        S  
567             349909  21.0750    NaN        S  
568               2686   7.2292    NaN        C  
569             350417   7.8542    NaN        S  
     PassengerId  Survived  Pclass  \
570          571         1       2   
571          572         1       1   
572          573         1       1   
573          574         1       3   
574          575         0       3   
575          576         0       3   
576          577         1       2   
577          578         1       1   
578          579         0       3   
579          580         1       3   

                                              Name     Sex   Age  SibSp  \
570                             Harris, Mr. George    male  62.0      0   
571  Appleton, Mrs. Edward Dale (Charlotte Lamson)  female  53.0      2   
572               Flynn, Mr. John Irwin ("Irving")    male  36.0      0   
573                              Kelly, Miss. Mary  female   NaN      0   
574                   Rush, Mr. Alfred George John    male  16.0      0   
575                           Patchett, Mr. George    male  19.0      0   
576                           Garside, Miss. Ethel  female  34.0      0   
577      Silvey, Mrs. William Baird (Alice Munger)  female  39.0      1   
578               Caram, Mrs. Joseph (Maria Elias)  female   NaN      1   
579                            Jussila, Mr. Eiriik    male  32.0      0   

     Parch             Ticket     Fare Cabin Embarked  
570      0        S.W./PP 752  10.5000   NaN        S  
571      0              11769  51.4792  C101        S  
572      0           PC 17474  26.3875   E25        S  
573      0              14312   7.7500   NaN        Q  
574      0         A/4. 20589   8.0500   NaN        S  
575      0             358585  14.5000   NaN        S  
576      0             243880  13.0000   NaN        S  
577      0              13507  55.9000   E44        S  
578      0               2689  14.4583   NaN        C  
579      0  STON/O 2. 3101286   7.9250   NaN        S  
     PassengerId  Survived  Pclass  \
580          581         1       2   
581          582         1       1   
582          583         0       2   
583          584         0       1   
584          585         0       3   
585          586         1       1   
586          587         0       2   
587          588         1       1   
588          589         0       3   
589          590         0       3   

                                                  Name     Sex   Age  SibSp  \
580                        Christy, Miss. Julie Rachel  female  25.0      1   
581  Thayer, Mrs. John Borland (Marian Longstreth M...  female  39.0      1   
582                         Downton, Mr. William James    male  54.0      0   
583                                Ross, Mr. John Hugo    male  36.0      0   
584                                Paulner, Mr. Uscher    male   NaN      0   
585                                Taussig, Miss. Ruth  female  18.0      0   
586                            Jarvis, Mr. John Denzil    male  47.0      0   
587                   Frolicher-Stehli, Mr. Maxmillian    male  60.0      1   
588                              Gilinski, Mr. Eliezer    male  22.0      0   
589                                Murdlin, Mr. Joseph    male   NaN      0   

     Parch      Ticket      Fare Cabin Embarked  
580      1      237789   30.0000   NaN        S  
581      1       17421  110.8833   C68        C  
582      0       28403   26.0000   NaN        S  
583      0       13049   40.1250   A10        C  
584      0        3411    8.7125   NaN        C  
585      2      110413   79.6500   E68        S  
586      0      237565   15.0000   NaN        S  
587      1       13567   79.2000   B41        C  
588      0       14973    8.0500   NaN        S  
589      0  A./5. 3235    8.0500   NaN        S  
     PassengerId  Survived  Pclass  \
590          591         0       3   
591          592         1       1   
592          593         0       3   
593          594         0       3   
594          595         0       2   
595          596         0       3   
596          597         1       2   
597          598         0       3   
598          599         0       3   
599          600         1       1   

                                                Name     Sex   Age  SibSp  \
590                             Rintamaki, Mr. Matti    male  35.0      0   
591  Stephenson, Mrs. Walter Bertram (Martha Eustis)  female  52.0      1   
592                       Elsbury, Mr. William James    male  47.0      0   
593                               Bourke, Miss. Mary  female   NaN      0   
594                          Chapman, Mr. John Henry    male  37.0      1   
595                      Van Impe, Mr. Jean Baptiste    male  36.0      1   
596                       Leitch, Miss. Jessie Wills  female   NaN      0   
597                              Johnson, Mr. Alfred    male  49.0      0   
598                                Boulos, Mr. Hanna    male   NaN      0   
599     Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")    male  49.0      1   

     Parch             Ticket     Fare Cabin Embarked  
590      0  STON/O 2. 3101273   7.1250   NaN        S  
591      0              36947  78.2667   D20        C  
592      0           A/5 3902   7.2500   NaN        S  
593      2             364848   7.7500   NaN        Q  
594      0        SC/AH 29037  26.0000   NaN        S  
595      1             345773  24.1500   NaN        S  
596      0             248727  33.0000   NaN        S  
597      0               LINE   0.0000   NaN        S  
598      0               2664   7.2250   NaN        C  
599      0           PC 17485  56.9292   A20        C  
     PassengerId  Survived  Pclass  \
600          601         1       2   
601          602         0       3   
602          603         0       1   
603          604         0       3   
604          605         1       1   
605          606         0       3   
606          607         0       3   
607          608         1       1   
608          609         1       2   
609          610         1       1   

                                                  Name     Sex   Age  SibSp  \
600  Jacobsohn, Mrs. Sidney Samuel (Amy Frances Chr...  female  24.0      2   
601                               Slabenoff, Mr. Petco    male   NaN      0   
602                          Harrington, Mr. Charles H    male   NaN      0   
603                          Torber, Mr. Ernst William    male  44.0      0   
604                    Homer, Mr. Harry ("Mr E Haven")    male  35.0      0   
605                      Lindell, Mr. Edvard Bengtsson    male  36.0      1   
606                                  Karaic, Mr. Milan    male  30.0      0   
607                        Daniel, Mr. Robert Williams    male  27.0      0   
608  Laroche, Mrs. Joseph (Juliette Marie Louise La...  female  22.0      1   
609                          Shutes, Miss. Elizabeth W  female  40.0      0   

     Parch         Ticket      Fare Cabin Embarked  
600      1         243847   27.0000   NaN        S  
601      0         349214    7.8958   NaN        S  
602      0         113796   42.4000   NaN        S  
603      0         364511    8.0500   NaN        S  
604      0         111426   26.5500   NaN        C  
605      0         349910   15.5500   NaN        S  
606      0         349246    7.8958   NaN        S  
607      0         113804   30.5000   NaN        S  
608      2  SC/Paris 2123   41.5792   NaN        C  
609      0       PC 17582  153.4625  C125        S  
     PassengerId  Survived  Pclass  \
610          611         0       3   
611          612         0       3   
612          613         1       3   
613          614         0       3   
614          615         0       3   
615          616         1       2   
616          617         0       3   
617          618         0       3   
618          619         1       2   
619          620         0       2   

                                                  Name     Sex   Age  SibSp  \
610  Andersson, Mrs. Anders Johan (Alfrida Konstant...  female  39.0      1   
611                              Jardin, Mr. Jose Neto    male   NaN      0   
612                        Murphy, Miss. Margaret Jane  female   NaN      1   
613                                   Horgan, Mr. John    male   NaN      0   
614                    Brocklebank, Mr. William Alfred    male  35.0      0   
615                                Herman, Miss. Alice  female  24.0      1   
616                          Danbom, Mr. Ernst Gilbert    male  34.0      1   
617    Lobb, Mrs. William Arthur (Cordelia K Stanlick)  female  26.0      1   
618                        Becker, Miss. Marion Louise  female   4.0      2   
619                                Gavey, Mr. Lawrence    male  26.0      0   

     Parch              Ticket    Fare Cabin Embarked  
610      5              347082  31.275   NaN        S  
611      0  SOTON/O.Q. 3101305   7.050   NaN        S  
612      0              367230  15.500   NaN        Q  
613      0              370377   7.750   NaN        Q  
614      0              364512   8.050   NaN        S  
615      2              220845  65.000   NaN        S  
616      1              347080  14.400   NaN        S  
617      0           A/5. 3336  16.100   NaN        S  
618      1              230136  39.000    F4        S  
619      0               31028  10.500   NaN        S  
     PassengerId  Survived  Pclass                            Name     Sex  \
620          621         0       3             Yasbeck, Mr. Antoni    male   
621          622         1       1    Kimball, Mr. Edwin Nelson Jr    male   
622          623         1       3                Nakid, Mr. Sahid    male   
623          624         0       3     Hansen, Mr. Henry Damsgaard    male   
624          625         0       3     Bowen, Mr. David John "Dai"    male   
625          626         0       1           Sutton, Mr. Frederick    male   
626          627         0       2  Kirkland, Rev. Charles Leonard    male   
627          628         1       1   Longley, Miss. Gretchen Fiske  female   
628          629         0       3       Bostandyeff, Mr. Guentcho    male   
629          630         0       3        O'Connell, Mr. Patrick D    male   

      Age  SibSp  Parch  Ticket     Fare Cabin Embarked  
620  27.0      1      0    2659  14.4542   NaN        C  
621  42.0      1      0   11753  52.5542   D19        S  
622  20.0      1      1    2653  15.7417   NaN        C  
623  21.0      0      0  350029   7.8542   NaN        S  
624  21.0      0      0   54636  16.1000   NaN        S  
625  61.0      0      0   36963  32.3208   D50        S  
626  57.0      0      0  219533  12.3500   NaN        Q  
627  21.0      0      0   13502  77.9583    D9        S  
628  26.0      0      0  349224   7.8958   NaN        S  
629   NaN      0      0  334912   7.7333   NaN        Q  
     PassengerId  Survived  Pclass                                    Name  \
630          631         1       1    Barkworth, Mr. Algernon Henry Wilson   
631          632         0       3             Lundahl, Mr. Johan Svensson   
632          633         1       1               Stahelin-Maeglin, Dr. Max   
633          634         0       1           Parr, Mr. William Henry Marsh   
634          635         0       3                      Skoog, Miss. Mabel   
635          636         1       2                       Davis, Miss. Mary   
636          637         0       3              Leinonen, Mr. Antti Gustaf   
637          638         0       2                     Collyer, Mr. Harvey   
638          639         0       3  Panula, Mrs. Juha (Maria Emilia Ojala)   
639          640         0       3              Thorneycroft, Mr. Percival   

        Sex   Age  SibSp  Parch             Ticket     Fare Cabin Embarked  
630    male  80.0      0      0              27042  30.0000   A23        S  
631    male  51.0      0      0             347743   7.0542   NaN        S  
632    male  32.0      0      0              13214  30.5000   B50        C  
633    male   NaN      0      0             112052   0.0000   NaN        S  
634  female   9.0      3      2             347088  27.9000   NaN        S  
635  female  28.0      0      0             237668  13.0000   NaN        S  
636    male  32.0      0      0  STON/O 2. 3101292   7.9250   NaN        S  
637    male  31.0      1      1         C.A. 31921  26.2500   NaN        S  
638  female  41.0      0      5            3101295  39.6875   NaN        S  
639    male   NaN      1      0             376564  16.1000   NaN        S  
     PassengerId  Survived  Pclass                                 Name  \
640          641         0       3               Jensen, Mr. Hans Peder   
641          642         1       1                 Sagesser, Mlle. Emma   
642          643         0       3        Skoog, Miss. Margit Elizabeth   
643          644         1       3                      Foo, Mr. Choong   
644          645         1       3               Baclini, Miss. Eugenie   
645          646         1       1            Harper, Mr. Henry Sleeper   
646          647         0       3                    Cor, Mr. Liudevit   
647          648         1       1  Simonius-Blumer, Col. Oberst Alfons   
648          649         0       3                   Willey, Mr. Edward   
649          650         1       3      Stanley, Miss. Amy Zillah Elsie   

        Sex    Age  SibSp  Parch         Ticket     Fare Cabin Embarked  
640    male  20.00      0      0         350050   7.8542   NaN        S  
641  female  24.00      0      0       PC 17477  69.3000   B35        C  
642  female   2.00      3      2         347088  27.9000   NaN        S  
643    male    NaN      0      0           1601  56.4958   NaN        S  
644  female   0.75      2      1           2666  19.2583   NaN        C  
645    male  48.00      1      0       PC 17572  76.7292   D33        C  
646    male  19.00      0      0         349231   7.8958   NaN        S  
647    male  56.00      0      0          13213  35.5000   A26        C  
648    male    NaN      0      0  S.O./P.P. 751   7.5500   NaN        S  
649  female  23.00      0      0       CA. 2314   7.5500   NaN        S  
     PassengerId  Survived  Pclass                            Name     Sex  \
650          651         0       3               Mitkoff, Mr. Mito    male   
651          652         1       2             Doling, Miss. Elsie  female   
652          653         0       3  Kalvik, Mr. Johannes Halvorsen    male   
653          654         1       3   O'Leary, Miss. Hanora "Norah"  female   
654          655         0       3    Hegarty, Miss. Hanora "Nora"  female   
655          656         0       2       Hickman, Mr. Leonard Mark    male   
656          657         0       3           Radeff, Mr. Alexander    male   
657          658         0       3   Bourke, Mrs. John (Catherine)  female   
658          659         0       2    Eitemiller, Mr. George Floyd    male   
659          660         0       1      Newell, Mr. Arthur Webster    male   

      Age  SibSp  Parch        Ticket      Fare Cabin Embarked  
650   NaN      0      0        349221    7.8958   NaN        S  
651  18.0      0      1        231919   23.0000   NaN        S  
652  21.0      0      0          8475    8.4333   NaN        S  
653   NaN      0      0        330919    7.8292   NaN        Q  
654  18.0      0      0        365226    6.7500   NaN        Q  
655  24.0      2      0  S.O.C. 14879   73.5000   NaN        S  
656   NaN      0      0        349223    7.8958   NaN        S  
657  32.0      1      1        364849   15.5000   NaN        Q  
658  23.0      0      0         29751   13.0000   NaN        S  
659  58.0      0      2         35273  113.2750   D48        C  
     PassengerId  Survived  Pclass  \
660          661         1       1   
661          662         0       3   
662          663         0       1   
663          664         0       3   
664          665         1       3   
665          666         0       2   
666          667         0       2   
667          668         0       3   
668          669         0       3   
669          670         1       1   

                                                  Name     Sex   Age  SibSp  \
660                      Frauenthal, Dr. Henry William    male  50.0      2   
661                                  Badt, Mr. Mohamed    male  40.0      0   
662                         Colley, Mr. Edward Pomeroy    male  47.0      0   
663                                   Coleff, Mr. Peju    male  36.0      0   
664                        Lindqvist, Mr. Eino William    male  20.0      1   
665                                 Hickman, Mr. Lewis    male  32.0      2   
666                        Butler, Mr. Reginald Fenton    male  25.0      0   
667                         Rommetvedt, Mr. Knud Paust    male   NaN      0   
668                                    Cook, Mr. Jacob    male  43.0      0   
669  Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)  female   NaN      1   

     Parch             Ticket      Fare Cabin Embarked  
660      0           PC 17611  133.6500   NaN        S  
661      0               2623    7.2250   NaN        C  
662      0               5727   25.5875   E58        S  
663      0             349210    7.4958   NaN        S  
664      0  STON/O 2. 3101285    7.9250   NaN        S  
665      0       S.O.C. 14879   73.5000   NaN        S  
666      0             234686   13.0000   NaN        S  
667      0             312993    7.7750   NaN        S  
668      0           A/5 3536    8.0500   NaN        S  
669      0              19996   52.0000  C126        S  
     PassengerId  Survived  Pclass  \
670          671         1       2   
671          672         0       1   
672          673         0       2   
673          674         1       2   
674          675         0       2   
675          676         0       3   
676          677         0       3   
677          678         1       3   
678          679         0       3   
679          680         1       1   

                                                  Name     Sex   Age  SibSp  \
670  Brown, Mrs. Thomas William Solomon (Elizabeth ...  female  40.0      1   
671                             Davidson, Mr. Thornton    male  31.0      1   
672                        Mitchell, Mr. Henry Michael    male  70.0      0   
673                              Wilhelms, Mr. Charles    male  31.0      0   
674                         Watson, Mr. Ennis Hastings    male   NaN      0   
675                     Edvardsson, Mr. Gustaf Hjalmar    male  18.0      0   
676                      Sawyer, Mr. Frederick Charles    male  24.5      0   
677                            Turja, Miss. Anna Sofia  female  18.0      0   
678            Goodwin, Mrs. Frederick (Augusta Tyler)  female  43.0      1   
679                 Cardeza, Mr. Thomas Drake Martinez    male  36.0      0   

     Parch      Ticket      Fare        Cabin Embarked  
670      1       29750   39.0000          NaN        S  
671      0  F.C. 12750   52.0000          B71        S  
672      0  C.A. 24580   10.5000          NaN        S  
673      0      244270   13.0000          NaN        S  
674      0      239856    0.0000          NaN        S  
675      0      349912    7.7750          NaN        S  
676      0      342826    8.0500          NaN        S  
677      0        4138    9.8417          NaN        S  
678      6     CA 2144   46.9000          NaN        S  
679      1    PC 17755  512.3292  B51 B53 B55        C  
     PassengerId  Survived  Pclass                                    Name  \
680          681         0       3                     Peters, Miss. Katie   
681          682         1       1                      Hassab, Mr. Hammad   
682          683         0       3             Olsvigen, Mr. Thor Anderson   
683          684         0       3             Goodwin, Mr. Charles Edward   
684          685         0       2       Brown, Mr. Thomas William Solomon   
685          686         0       2  Laroche, Mr. Joseph Philippe Lemercier   
686          687         0       3                Panula, Mr. Jaako Arnold   
687          688         0       3                       Dakic, Mr. Branko   
688          689         0       3         Fischer, Mr. Eberhard Thelander   
689          690         1       1       Madill, Miss. Georgette Alexandra   

        Sex   Age  SibSp  Parch         Ticket      Fare Cabin Embarked  
680  female   NaN      0      0         330935    8.1375   NaN        Q  
681    male  27.0      0      0       PC 17572   76.7292   D49        C  
682    male  20.0      0      0           6563    9.2250   NaN        S  
683    male  14.0      5      2        CA 2144   46.9000   NaN        S  
684    male  60.0      1      1          29750   39.0000   NaN        S  
685    male  25.0      1      2  SC/Paris 2123   41.5792   NaN        C  
686    male  14.0      4      1        3101295   39.6875   NaN        S  
687    male  19.0      0      0         349228   10.1708   NaN        S  
688    male  18.0      0      0         350036    7.7958   NaN        S  
689  female  15.0      0      1          24160  211.3375    B5        S  
     PassengerId  Survived  Pclass                                      Name  \
690          691         1       1                   Dick, Mr. Albert Adrian   
691          692         1       3                        Karun, Miss. Manca   
692          693         1       3                              Lam, Mr. Ali   
693          694         0       3                          Saad, Mr. Khalil   
694          695         0       1                           Weir, Col. John   
695          696         0       2                Chapman, Mr. Charles Henry   
696          697         0       3                          Kelly, Mr. James   
697          698         1       3          Mullens, Miss. Katherine "Katie"   
698          699         0       1                  Thayer, Mr. John Borland   
699          700         0       3  Humblen, Mr. Adolf Mathias Nicolai Olsen   

        Sex   Age  SibSp  Parch  Ticket      Fare  Cabin Embarked  
690    male  31.0      1      0   17474   57.0000    B20        S  
691  female   4.0      0      1  349256   13.4167    NaN        C  
692    male   NaN      0      0    1601   56.4958    NaN        S  
693    male  25.0      0      0    2672    7.2250    NaN        C  
694    male  60.0      0      0  113800   26.5500    NaN        S  
695    male  52.0      0      0  248731   13.5000    NaN        S  
696    male  44.0      0      0  363592    8.0500    NaN        S  
697  female   NaN      0      0   35852    7.7333    NaN        Q  
698    male  49.0      1      1   17421  110.8833    C68        C  
699    male  42.0      0      0  348121    7.6500  F G63        S  
     PassengerId  Survived  Pclass  \
700          701         1       1   
701          702         1       1   
702          703         0       3   
703          704         0       3   
704          705         0       3   
705          706         0       2   
706          707         1       2   
707          708         1       1   
708          709         1       1   
709          710         1       3   

                                                  Name     Sex   Age  SibSp  \
700  Astor, Mrs. John Jacob (Madeleine Talmadge Force)  female  18.0      1   
701                   Silverthorne, Mr. Spencer Victor    male  35.0      0   
702                              Barbara, Miss. Saiide  female  18.0      0   
703                              Gallagher, Mr. Martin    male  25.0      0   
704                            Hansen, Mr. Henrik Juul    male  26.0      1   
705     Morley, Mr. Henry Samuel ("Mr Henry Marshall")    male  39.0      0   
706                      Kelly, Mrs. Florence "Fannie"  female  45.0      0   
707                  Calderhead, Mr. Edward Pennington    male  42.0      0   
708                               Cleaver, Miss. Alice  female  22.0      0   
709  Moubarek, Master. Halim Gonios ("William George")    male   NaN      1   

     Parch    Ticket      Fare    Cabin Embarked  
700      0  PC 17757  227.5250  C62 C64        C  
701      0  PC 17475   26.2875      E24        S  
702      1      2691   14.4542      NaN        C  
703      0     36864    7.7417      NaN        Q  
704      0    350025    7.8542      NaN        S  
705      0    250655   26.0000      NaN        S  
706      0    223596   13.5000      NaN        S  
707      0  PC 17476   26.2875      E24        S  
708      0    113781  151.5500      NaN        S  
709      1      2661   15.2458      NaN        C  
     PassengerId  Survived  Pclass  \
710          711         1       1   
711          712         0       1   
712          713         1       1   
713          714         0       3   
714          715         0       2   
715          716         0       3   
716          717         1       1   
717          718         1       2   
718          719         0       3   
719          720         0       3   

                                                 Name     Sex   Age  SibSp  \
710  Mayne, Mlle. Berthe Antonine ("Mrs de Villiers")  female  24.0      0   
711                                Klaber, Mr. Herman    male   NaN      0   
712                          Taylor, Mr. Elmer Zebley    male  48.0      1   
713                        Larsson, Mr. August Viktor    male  29.0      0   
714                             Greenberg, Mr. Samuel    male  52.0      0   
715        Soholt, Mr. Peter Andreas Lauritz Andersen    male  19.0      0   
716                     Endres, Miss. Caroline Louise  female  38.0      0   
717               Troutt, Miss. Edwina Celia "Winnie"  female  27.0      0   
718                               McEvoy, Mr. Michael    male   NaN      0   
719                      Johnson, Mr. Malkolm Joackim    male  33.0      0   

     Parch    Ticket      Fare  Cabin Embarked  
710      0  PC 17482   49.5042    C90        C  
711      0    113028   26.5500   C124        S  
712      0     19996   52.0000   C126        S  
713      0      7545    9.4833    NaN        S  
714      0    250647   13.0000    NaN        S  
715      0    348124    7.6500  F G73        S  
716      0  PC 17757  227.5250    C45        C  
717      0     34218   10.5000   E101        S  
718      0     36568   15.5000    NaN        Q  
719      0    347062    7.7750    NaN        S  
     PassengerId  Survived  Pclass  \
720          721         1       2   
721          722         0       3   
722          723         0       2   
723          724         0       2   
724          725         1       1   
725          726         0       3   
726          727         1       2   
727          728         1       3   
728          729         0       2   
729          730         0       3   

                                            Name     Sex   Age  SibSp  Parch  \
720            Harper, Miss. Annie Jessie "Nina"  female   6.0      0      1   
721                    Jensen, Mr. Svend Lauritz    male  17.0      1      0   
722                 Gillespie, Mr. William Henry    male  34.0      0      0   
723                      Hodges, Mr. Henry Price    male  50.0      0      0   
724                Chambers, Mr. Norman Campbell    male  27.0      1      0   
725                          Oreskovic, Mr. Luka    male  20.0      0      0   
726  Renouf, Mrs. Peter Henry (Lillian Jefferys)  female  30.0      3      0   
727                     Mannion, Miss. Margareth  female   NaN      0      0   
728              Bryhl, Mr. Kurt Arnold Gottfrid    male  25.0      1      0   
729                Ilmakangas, Miss. Pieta Sofia  female  25.0      1      0   

               Ticket     Fare Cabin Embarked  
720            248727  33.0000   NaN        S  
721            350048   7.0542   NaN        S  
722             12233  13.0000   NaN        S  
723            250643  13.0000   NaN        S  
724            113806  53.1000    E8        S  
725            315094   8.6625   NaN        S  
726             31027  21.0000   NaN        S  
727             36866   7.7375   NaN        Q  
728            236853  26.0000   NaN        S  
729  STON/O2. 3101271   7.9250   NaN        S  
     PassengerId  Survived  Pclass                                     Name  \
730          731         1       1            Allen, Miss. Elisabeth Walton   
731          732         0       3                 Hassan, Mr. Houssein G N   
732          733         0       2                     Knight, Mr. Robert J   
733          734         0       2               Berriman, Mr. William John   
734          735         0       2             Troupiansky, Mr. Moses Aaron   
735          736         0       3                     Williams, Mr. Leslie   
736          737         0       3  Ford, Mrs. Edward (Margaret Ann Watson)   
737          738         1       1                   Lesurer, Mr. Gustave J   
738          739         0       3                       Ivanoff, Mr. Kanio   
739          740         0       3                       Nankoff, Mr. Minko   

        Sex   Age  SibSp  Parch      Ticket      Fare Cabin Embarked  
730  female  29.0      0      0       24160  211.3375    B5        S  
731    male  11.0      0      0        2699   18.7875   NaN        C  
732    male   NaN      0      0      239855    0.0000   NaN        S  
733    male  23.0      0      0       28425   13.0000   NaN        S  
734    male  23.0      0      0      233639   13.0000   NaN        S  
735    male  28.5      0      0       54636   16.1000   NaN        S  
736  female  48.0      1      3  W./C. 6608   34.3750   NaN        S  
737    male  35.0      0      0    PC 17755  512.3292  B101        C  
738    male   NaN      0      0      349201    7.8958   NaN        S  
739    male   NaN      0      0      349218    7.8958   NaN        S  
     PassengerId  Survived  Pclass                                   Name  \
740          741         1       1            Hawksford, Mr. Walter James   
741          742         0       1          Cavendish, Mr. Tyrell William   
742          743         1       1  Ryerson, Miss. Susan Parker "Suzette"   
743          744         0       3                      McNamee, Mr. Neal   
744          745         1       3                     Stranden, Mr. Juho   
745          746         0       1           Crosby, Capt. Edward Gifford   
746          747         0       3            Abbott, Mr. Rossmore Edward   
747          748         1       2                  Sinkkonen, Miss. Anna   
748          749         0       1              Marvin, Mr. Daniel Warner   
749          750         0       3                Connaghton, Mr. Michael   

        Sex   Age  SibSp  Parch             Ticket     Fare            Cabin  \
740    male   NaN      0      0              16988   30.000              D45   
741    male  36.0      1      0              19877   78.850              C46   
742  female  21.0      2      2           PC 17608  262.375  B57 B59 B63 B66   
743    male  24.0      1      0             376566   16.100              NaN   
744    male  31.0      0      0  STON/O 2. 3101288    7.925              NaN   
745    male  70.0      1      1          WE/P 5735   71.000              B22   
746    male  16.0      1      1          C.A. 2673   20.250              NaN   
747  female  30.0      0      0             250648   13.000              NaN   
748    male  19.0      1      0             113773   53.100              D30   
749    male  31.0      0      0             335097    7.750              NaN   

    Embarked  
740        S  
741        S  
742        C  
743        S  
744        S  
745        S  
746        S  
747        S  
748        S  
749        Q  
     PassengerId  Survived  Pclass  \
750          751         1       2   
751          752         1       3   
752          753         0       3   
753          754         0       3   
754          755         1       2   
755          756         1       2   
756          757         0       3   
757          758         0       2   
758          759         0       3   
759          760         1       1   

                                                  Name     Sex    Age  SibSp  \
750                                  Wells, Miss. Joan  female   4.00      1   
751                                Moor, Master. Meier    male   6.00      0   
752                   Vande Velde, Mr. Johannes Joseph    male  33.00      0   
753                                 Jonkoff, Mr. Lalio    male  23.00      0   
754                   Herman, Mrs. Samuel (Jane Laver)  female  48.00      1   
755                          Hamalainen, Master. Viljo    male   0.67      1   
756                       Carlsson, Mr. August Sigfrid    male  28.00      0   
757                           Bailey, Mr. Percy Andrew    male  18.00      0   
758                       Theobald, Mr. Thomas Leonard    male  34.00      0   
759  Rothes, the Countess. of (Lucy Noel Martha Dye...  female  33.00      0   

     Parch  Ticket     Fare Cabin Embarked  
750      1   29103  23.0000   NaN        S  
751      1  392096  12.4750  E121        S  
752      0  345780   9.5000   NaN        S  
753      0  349204   7.8958   NaN        S  
754      2  220845  65.0000   NaN        S  
755      1  250649  14.5000   NaN        S  
756      0  350042   7.7958   NaN        S  
757      0   29108  11.5000   NaN        S  
758      0  363294   8.0500   NaN        S  
759      0  110152  86.5000   B77        S  
     PassengerId  Survived  Pclass                                       Name  \
760          761         0       3                         Garfirth, Mr. John   
761          762         0       3             Nirva, Mr. Iisakki Antino Aijo   
762          763         1       3                      Barah, Mr. Hanna Assi   
763          764         1       1  Carter, Mrs. William Ernest (Lucile Polk)   
764          765         0       3                     Eklund, Mr. Hans Linus   
765          766         1       1       Hogeboom, Mrs. John C (Anna Andrews)   
766          767         0       1                  Brewe, Dr. Arthur Jackson   
767          768         0       3                         Mangan, Miss. Mary   
768          769         0       3                        Moran, Mr. Daniel J   
769          770         0       3           Gronnestad, Mr. Daniel Danielsen   

        Sex   Age  SibSp  Parch            Ticket      Fare    Cabin Embarked  
760    male   NaN      0      0            358585   14.5000      NaN        S  
761    male  41.0      0      0  SOTON/O2 3101272    7.1250      NaN        S  
762    male  20.0      0      0              2663    7.2292      NaN        C  
763  female  36.0      1      2            113760  120.0000  B96 B98        S  
764    male  16.0      0      0            347074    7.7750      NaN        S  
765  female  51.0      1      0             13502   77.9583      D11        S  
766    male   NaN      0      0            112379   39.6000      NaN        C  
767  female  30.5      0      0            364850    7.7500      NaN        Q  
768    male   NaN      1      0            371110   24.1500      NaN        Q  
769    male  32.0      0      0              8471    8.3625      NaN        S  
     PassengerId  Survived  Pclass  \
770          771         0       3   
771          772         0       3   
772          773         0       2   
773          774         0       3   
774          775         1       2   
775          776         0       3   
776          777         0       3   
777          778         1       3   
778          779         0       3   
779          780         1       1   

                                                  Name     Sex   Age  SibSp  \
770                             Lievens, Mr. Rene Aime    male  24.0      0   
771                            Jensen, Mr. Niels Peder    male  48.0      0   
772                                  Mack, Mrs. (Mary)  female  57.0      0   
773                                    Elias, Mr. Dibo    male   NaN      0   
774              Hocking, Mrs. Elizabeth (Eliza Needs)  female  54.0      1   
775            Myhrman, Mr. Pehr Fabian Oliver Malkolm    male  18.0      0   
776                                   Tobin, Mr. Roger    male   NaN      0   
777                      Emanuel, Miss. Virginia Ethel  female   5.0      0   
778                            Kilgannon, Mr. Thomas J    male   NaN      0   
779  Robert, Mrs. Edward Scott (Elisabeth Walton Mc...  female  43.0      0   

     Parch       Ticket      Fare Cabin Embarked  
770      0       345781    9.5000   NaN        S  
771      0       350047    7.8542   NaN        S  
772      0  S.O./P.P. 3   10.5000   E77        S  
773      0         2674    7.2250   NaN        C  
774      3        29105   23.0000   NaN        S  
775      0       347078    7.7500   NaN        S  
776      0       383121    7.7500   F38        Q  
777      0       364516   12.4750   NaN        S  
778      0        36865    7.7375   NaN        Q  
779      1        24160  211.3375    B3        S  
     PassengerId  Survived  Pclass                                       Name  \
780          781         1       3                       Ayoub, Miss. Banoura   
781          782         1       1  Dick, Mrs. Albert Adrian (Vera Gillespie)   
782          783         0       1                     Long, Mr. Milton Clyde   
783          784         0       3                     Johnston, Mr. Andrew G   
784          785         0       3                           Ali, Mr. William   
785          786         0       3         Harmer, Mr. Abraham (David Lishin)   
786          787         1       3                  Sjoblom, Miss. Anna Sofia   
787          788         0       3                  Rice, Master. George Hugh   
788          789         1       3                 Dean, Master. Bertram Vere   
789          790         0       1                   Guggenheim, Mr. Benjamin   

        Sex   Age  SibSp  Parch              Ticket     Fare    Cabin Embarked  
780  female  13.0      0      0                2687   7.2292      NaN        C  
781  female  17.0      1      0               17474  57.0000      B20        S  
782    male  29.0      0      0              113501  30.0000       D6        S  
783    male   NaN      1      2          W./C. 6607  23.4500      NaN        S  
784    male  25.0      0      0  SOTON/O.Q. 3101312   7.0500      NaN        S  
785    male  25.0      0      0              374887   7.2500      NaN        S  
786  female  18.0      0      0             3101265   7.4958      NaN        S  
787    male   8.0      4      1              382652  29.1250      NaN        Q  
788    male   1.0      1      2           C.A. 2315  20.5750      NaN        S  
789    male  46.0      0      0            PC 17593  79.2000  B82 B84        C  
     PassengerId  Survived  Pclass  \
790          791         0       3   
791          792         0       2   
792          793         0       3   
793          794         0       1   
794          795         0       3   
795          796         0       2   
796          797         1       1   
797          798         1       3   
798          799         0       3   
799          800         0       3   

                                                  Name     Sex   Age  SibSp  \
790                           Keane, Mr. Andrew "Andy"    male   NaN      0   
791                                Gaskell, Mr. Alfred    male  16.0      0   
792                            Sage, Miss. Stella Anna  female   NaN      8   
793                           Hoyt, Mr. William Fisher    male   NaN      0   
794                              Dantcheff, Mr. Ristiu    male  25.0      0   
795                                 Otter, Mr. Richard    male  39.0      0   
796                        Leader, Dr. Alice (Farnham)  female  49.0      0   
797                                   Osman, Mrs. Mara  female  31.0      0   
798                       Ibrahim Shawah, Mr. Yousseff    male  30.0      0   
799  Van Impe, Mrs. Jean Baptiste (Rosalie Paula Go...  female  30.0      1   

     Parch    Ticket     Fare Cabin Embarked  
790      0     12460   7.7500   NaN        Q  
791      0    239865  26.0000   NaN        S  
792      2  CA. 2343  69.5500   NaN        S  
793      0  PC 17600  30.6958   NaN        C  
794      0    349203   7.8958   NaN        S  
795      0     28213  13.0000   NaN        S  
796      0     17465  25.9292   D17        S  
797      0    349244   8.6833   NaN        S  
798      0      2685   7.2292   NaN        C  
799      1    345773  24.1500   NaN        S  
     PassengerId  Survived  Pclass  \
800          801         0       2   
801          802         1       2   
802          803         1       1   
803          804         1       3   
804          805         1       3   
805          806         0       3   
806          807         0       1   
807          808         0       3   
808          809         0       2   
809          810         1       1   

                                               Name     Sex    Age  SibSp  \
800                            Ponesell, Mr. Martin    male  34.00      0   
801     Collyer, Mrs. Harvey (Charlotte Annie Tate)  female  31.00      1   
802             Carter, Master. William Thornton II    male  11.00      1   
803                 Thomas, Master. Assad Alexander    male   0.42      0   
804                         Hedman, Mr. Oskar Arvid    male  27.00      0   
805                       Johansson, Mr. Karl Johan    male  31.00      0   
806                          Andrews, Mr. Thomas Jr    male  39.00      0   
807                 Pettersson, Miss. Ellen Natalia  female  18.00      0   
808                               Meyer, Mr. August    male  39.00      0   
809  Chambers, Mrs. Norman Campbell (Bertha Griggs)  female  33.00      1   

     Parch      Ticket      Fare    Cabin Embarked  
800      0      250647   13.0000      NaN        S  
801      1  C.A. 31921   26.2500      NaN        S  
802      2      113760  120.0000  B96 B98        S  
803      1        2625    8.5167      NaN        C  
804      0      347089    6.9750      NaN        S  
805      0      347063    7.7750      NaN        S  
806      0      112050    0.0000      A36        S  
807      0      347087    7.7750      NaN        S  
808      0      248723   13.0000      NaN        S  
809      0      113806   53.1000       E8        S  
     PassengerId  Survived  Pclass                                Name  \
810          811         0       3              Alexander, Mr. William   
811          812         0       3                   Lester, Mr. James   
812          813         0       2           Slemen, Mr. Richard James   
813          814         0       3  Andersson, Miss. Ebba Iris Alfrida   
814          815         0       3          Tomlin, Mr. Ernest Portage   
815          816         0       1                    Fry, Mr. Richard   
816          817         0       3        Heininen, Miss. Wendla Maria   
817          818         0       2                  Mallet, Mr. Albert   
818          819         0       3    Holm, Mr. John Fredrik Alexander   
819          820         0       3        Skoog, Master. Karl Thorsten   

        Sex   Age  SibSp  Parch            Ticket     Fare Cabin Embarked  
810    male  26.0      0      0              3474   7.8875   NaN        S  
811    male  39.0      0      0         A/4 48871  24.1500   NaN        S  
812    male  35.0      0      0             28206  10.5000   NaN        S  
813  female   6.0      4      2            347082  31.2750   NaN        S  
814    male  30.5      0      0            364499   8.0500   NaN        S  
815    male   NaN      0      0            112058   0.0000  B102        S  
816  female  23.0      0      0  STON/O2. 3101290   7.9250   NaN        S  
817    male  31.0      1      1   S.C./PARIS 2079  37.0042   NaN        C  
818    male  43.0      0      0            C 7075   6.4500   NaN        S  
819    male  10.0      3      2            347088  27.9000   NaN        S  
     PassengerId  Survived  Pclass  \
820          821         1       1   
821          822         1       3   
822          823         0       1   
823          824         1       3   
824          825         0       3   
825          826         0       3   
826          827         0       3   
827          828         1       2   
828          829         1       3   
829          830         1       1   

                                                  Name     Sex   Age  SibSp  \
820  Hays, Mrs. Charles Melville (Clara Jennings Gr...  female  52.0      1   
821                                  Lulic, Mr. Nikola    male  27.0      0   
822                    Reuchlin, Jonkheer. John George    male  38.0      0   
823                                 Moor, Mrs. (Beila)  female  27.0      0   
824                       Panula, Master. Urho Abraham    male   2.0      4   
825                                    Flynn, Mr. John    male   NaN      0   
826                                       Lam, Mr. Len    male   NaN      0   
827                              Mallet, Master. Andre    male   1.0      0   
828                       McCormack, Mr. Thomas Joseph    male   NaN      0   
829          Stone, Mrs. George Nelson (Martha Evelyn)  female  62.0      0   

     Parch           Ticket     Fare Cabin Embarked  
820      1            12749  93.5000   B69        S  
821      0           315098   8.6625   NaN        S  
822      0            19972   0.0000   NaN        S  
823      1           392096  12.4750  E121        S  
824      1          3101295  39.6875   NaN        S  
825      0           368323   6.9500   NaN        Q  
826      0             1601  56.4958   NaN        S  
827      2  S.C./PARIS 2079  37.0042   NaN        C  
828      0           367228   7.7500   NaN        Q  
829      0           113572  80.0000   B28      NaN  
     PassengerId  Survived  Pclass                                     Name  \
830          831         1       3  Yasbeck, Mrs. Antoni (Selini Alexander)   
831          832         1       2          Richards, Master. George Sibley   
832          833         0       3                           Saad, Mr. Amin   
833          834         0       3                   Augustsson, Mr. Albert   
834          835         0       3                   Allum, Mr. Owen George   
835          836         1       1              Compton, Miss. Sara Rebecca   
836          837         0       3                         Pasic, Mr. Jakob   
837          838         0       3                      Sirota, Mr. Maurice   
838          839         1       3                          Chip, Mr. Chang   
839          840         1       1                     Marechal, Mr. Pierre   

        Sex    Age  SibSp  Parch    Ticket     Fare Cabin Embarked  
830  female  15.00      1      0      2659  14.4542   NaN        C  
831    male   0.83      1      1     29106  18.7500   NaN        S  
832    male    NaN      0      0      2671   7.2292   NaN        C  
833    male  23.00      0      0    347468   7.8542   NaN        S  
834    male  18.00      0      0      2223   8.3000   NaN        S  
835  female  39.00      1      1  PC 17756  83.1583   E49        C  
836    male  21.00      0      0    315097   8.6625   NaN        S  
837    male    NaN      0      0    392092   8.0500   NaN        S  
838    male  32.00      0      0      1601  56.4958   NaN        S  
839    male    NaN      0      0     11774  29.7000   C47        C  
     PassengerId  Survived  Pclass  \
840          841         0       3   
841          842         0       2   
842          843         1       1   
843          844         0       3   
844          845         0       3   
845          846         0       3   
846          847         0       3   
847          848         0       3   
848          849         0       2   
849          850         1       1   

                                             Name     Sex   Age  SibSp  Parch  \
840                   Alhomaki, Mr. Ilmari Rudolf    male  20.0      0      0   
841                      Mudd, Mr. Thomas Charles    male  16.0      0      0   
842                       Serepeca, Miss. Augusta  female  30.0      0      0   
843                    Lemberopolous, Mr. Peter L    male  34.5      0      0   
844                           Culumovic, Mr. Jeso    male  17.0      0      0   
845                           Abbing, Mr. Anthony    male  42.0      0      0   
846                      Sage, Mr. Douglas Bullen    male   NaN      8      2   
847                            Markoff, Mr. Marin    male  35.0      0      0   
848                             Harper, Rev. John    male  28.0      0      1   
849  Goldenberg, Mrs. Samuel L (Edwiga Grabowska)  female   NaN      1      0   

               Ticket     Fare Cabin Embarked  
840  SOTON/O2 3101287   7.9250   NaN        S  
841       S.O./P.P. 3  10.5000   NaN        S  
842            113798  31.0000   NaN        C  
843              2683   6.4375   NaN        C  
844            315090   8.6625   NaN        S  
845         C.A. 5547   7.5500   NaN        S  
846          CA. 2343  69.5500   NaN        S  
847            349213   7.8958   NaN        C  
848            248727  33.0000   NaN        S  
849             17453  89.1042   C92        C  
     PassengerId  Survived  Pclass  \
850          851         0       3   
851          852         0       3   
852          853         0       3   
853          854         1       1   
854          855         0       2   
855          856         1       3   
856          857         1       1   
857          858         1       1   
858          859         1       3   
859          860         0       3   

                                              Name     Sex   Age  SibSp  \
850        Andersson, Master. Sigvard Harald Elias    male   4.0      4   
851                            Svensson, Mr. Johan    male  74.0      0   
852                        Boulos, Miss. Nourelain  female   9.0      1   
853                      Lines, Miss. Mary Conover  female  16.0      0   
854  Carter, Mrs. Ernest Courtenay (Lilian Hughes)  female  44.0      1   
855                     Aks, Mrs. Sam (Leah Rosen)  female  18.0      0   
856     Wick, Mrs. George Dennick (Mary Hitchcock)  female  45.0      1   
857                         Daly, Mr. Peter Denis     male  51.0      0   
858          Baclini, Mrs. Solomon (Latifa Qurban)  female  24.0      0   
859                               Razi, Mr. Raihed    male   NaN      0   

     Parch    Ticket      Fare Cabin Embarked  
850      2    347082   31.2750   NaN        S  
851      0    347060    7.7750   NaN        S  
852      1      2678   15.2458   NaN        C  
853      1  PC 17592   39.4000   D28        S  
854      0    244252   26.0000   NaN        S  
855      1    392091    9.3500   NaN        S  
856      1     36928  164.8667   NaN        S  
857      0    113055   26.5500   E17        S  
858      3      2666   19.2583   NaN        C  
859      0      2629    7.2292   NaN        C  
     PassengerId  Survived  Pclass  \
860          861         0       3   
861          862         0       2   
862          863         1       1   
863          864         0       3   
864          865         0       2   
865          866         1       2   
866          867         1       2   
867          868         0       1   
868          869         0       3   
869          870         1       3   

                                                  Name     Sex   Age  SibSp  \
860                            Hansen, Mr. Claus Peter    male  41.0      2   
861                        Giles, Mr. Frederick Edward    male  21.0      1   
862  Swift, Mrs. Frederick Joel (Margaret Welles Ba...  female  48.0      0   
863                  Sage, Miss. Dorothy Edith "Dolly"  female   NaN      8   
864                             Gill, Mr. John William    male  24.0      0   
865                           Bystrom, Mrs. (Karolina)  female  42.0      0   
866                       Duran y More, Miss. Asuncion  female  27.0      1   
867               Roebling, Mr. Washington Augustus II    male  31.0      0   
868                        van Melkebeke, Mr. Philemon    male   NaN      0   
869                    Johnson, Master. Harold Theodor    male   4.0      1   

     Parch         Ticket     Fare Cabin Embarked  
860      0         350026  14.1083   NaN        S  
861      0          28134  11.5000   NaN        S  
862      0          17466  25.9292   D17        S  
863      2       CA. 2343  69.5500   NaN        S  
864      0         233866  13.0000   NaN        S  
865      0         236852  13.0000   NaN        S  
866      0  SC/PARIS 2149  13.8583   NaN        C  
867      0       PC 17590  50.4958   A24        S  
868      0         345777   9.5000   NaN        S  
869      1         347742  11.1333   NaN        S  
     PassengerId  Survived  Pclass  \
870          871         0       3   
871          872         1       1   
872          873         0       1   
873          874         0       3   
874          875         1       2   
875          876         1       3   
876          877         0       3   
877          878         0       3   
878          879         0       3   
879          880         1       1   

                                                 Name     Sex   Age  SibSp  \
870                                 Balkic, Mr. Cerin    male  26.0      0   
871  Beckwith, Mrs. Richard Leonard (Sallie Monypeny)  female  47.0      1   
872                          Carlsson, Mr. Frans Olof    male  33.0      0   
873                       Vander Cruyssen, Mr. Victor    male  47.0      0   
874             Abelson, Mrs. Samuel (Hannah Wizosky)  female  28.0      1   
875                  Najib, Miss. Adele Kiamie "Jane"  female  15.0      0   
876                     Gustafsson, Mr. Alfred Ossian    male  20.0      0   
877                              Petroff, Mr. Nedelio    male  19.0      0   
878                                Laleff, Mr. Kristo    male   NaN      0   
879     Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)  female  56.0      0   

     Parch     Ticket     Fare        Cabin Embarked  
870      0     349248   7.8958          NaN        S  
871      1      11751  52.5542          D35        S  
872      0        695   5.0000  B51 B53 B55        S  
873      0     345765   9.0000          NaN        S  
874      0  P/PP 3381  24.0000          NaN        C  
875      0       2667   7.2250          NaN        C  
876      0       7534   9.8458          NaN        S  
877      0     349212   7.8958          NaN        S  
878      0     349217   7.8958          NaN        S  
879      1      11767  83.1583          C50        C  
     PassengerId  Survived  Pclass  \
880          881         1       2   
881          882         0       3   
882          883         0       3   
883          884         0       2   
884          885         0       3   
885          886         0       3   
886          887         0       2   
887          888         1       1   
888          889         0       3   
889          890         1       1   

                                             Name     Sex   Age  SibSp  Parch  \
880  Shelley, Mrs. William (Imanita Parrish Hall)  female  25.0      0      1   
881                            Markun, Mr. Johann    male  33.0      0      0   
882                  Dahlberg, Miss. Gerda Ulrika  female  22.0      0      0   
883                 Banfield, Mr. Frederick James    male  28.0      0      0   
884                        Sutehall, Mr. Henry Jr    male  25.0      0      0   
885          Rice, Mrs. William (Margaret Norton)  female  39.0      0      5   
886                         Montvila, Rev. Juozas    male  27.0      0      0   
887                  Graham, Miss. Margaret Edith  female  19.0      0      0   
888      Johnston, Miss. Catherine Helen "Carrie"  female   NaN      1      2   
889                         Behr, Mr. Karl Howell    male  26.0      0      0   

               Ticket     Fare Cabin Embarked  
880            230433  26.0000   NaN        S  
881            349257   7.8958   NaN        S  
882              7552  10.5167   NaN        S  
883  C.A./SOTON 34068  10.5000   NaN        S  
884   SOTON/OQ 392076   7.0500   NaN        S  
885            382652  29.1250   NaN        Q  
886            211536  13.0000   NaN        S  
887            112053  30.0000   B42        S  
888        W./C. 6607  23.4500   NaN        S  
889            111369  30.0000  C148        C  
     PassengerId  Survived  Pclass                 Name   Sex  Age  SibSp  \
890          891         0       3  Dooley, Mr. Patrick  male   32      0   

     Parch  Ticket  Fare  Cabin Embarked  
890      0  370376  7.75    NaN        Q

chunker = pd.read_csv('train.csv', iterator=True)

chunker.get_chunk(2)  # 依次获取两行

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Parch	Ticket	Fare	Cabin	Embarked
2	3	1	3	Heikkinen, Miss. Laina	female	26	0	0	STON/O2. 3101282	7.925	NaN	S
3	4	1	1	Futrelle, Mrs. Jacques Heath (Lily May Peel)	female	35	1	0	113803	53.100	C123	S

1.1.4 任务四：将表头改成中文，索引改为乘客ID [对于某些英文资料，我们可以通过翻译来更直观的熟悉我们的数据]

PassengerId => 乘客ID
Survived => 是否幸存
Pclass => 乘客等级(1/2/3等舱位)
Name => 乘客姓名
Sex => 性别
Age => 年龄
SibSp => 堂兄弟/妹个数
Parch => 父母与小孩个数
Ticket => 船票信息
Fare => 票价
Cabin => 客舱
Embarked => 登船港口

df = pd.read_csv('train.csv', names=['乘客ID','是否幸存','仓位等级','姓名','性别','年龄','兄弟姐妹个数','父母子女个数','船票信息','票价','客舱','登船港口'],index_col='乘客ID',header=0)
df.head()

	是否幸存	仓位等级	姓名	性别	年龄	兄弟姐妹个数	父母子女个数	船票信息	票价	客舱	登船港口
乘客ID
1	0	3	Braund, Mr. Owen Harris	male	22.0	1	0	A/5 21171	7.2500	NaN	S
2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	0	PC 17599	71.2833	C85	C
3	1	3	Heikkinen, Miss. Laina	female	26.0	0	0	STON/O2. 3101282	7.9250	NaN	S
4	1	1	Futrelle, Mrs. Jacques Heath (Lily May Peel)	female	35.0	1	0	113803	53.1000	C123	S
5	0	3	Allen, Mr. William Henry	male	35.0	0	0	373450	8.0500	NaN	S

【思考】所谓将表头改为中文其中一个思路是：将英文额度表头替换成中文。还有其他的方法吗？

df = pd.read_csv('train.csv')
df.columns = ['乘客ID', '是否幸存','仓位等级','姓名','性别','年龄','兄弟姐妹个数','父母子女个数','船票信息','票价','客舱','登船港口']
df = df.set_index('乘客ID')
df.head(2)

	是否幸存	仓位等级	姓名	性别	年龄	兄弟姐妹个数	父母子女个数	船票信息	票价	客舱	登船港口
乘客ID
1	0	3	Braund, Mr. Owen Harris	male	22.0	1	0	A/5 21171	7.2500	NaN	S
2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	0	PC 17599	71.2833	C85	C

1.2 初步观察

导入数据后，你可能要对数据的整体结构和样例进行概览，比如说，数据大小、有多少列，各列都是什么格式的，是否包含null等

1.2.1 任务一：查看数据的基本信息

df.info()


Int64Index: 891 entries, 1 to 891
Data columns (total 11 columns):
 #   Column  Non-Null Count  Dtype  
---  ------  --------------  -----  
 0   是否幸存    891 non-null    int64  
 1   仓位等级    891 non-null    int64  
 2   姓名      891 non-null    object 
 3   性别      891 non-null    object 
 4   年龄      714 non-null    float64
 5   兄弟姐妹个数  891 non-null    int64  
 6   父母子女个数  891 non-null    int64  
 7   船票信息    891 non-null    object 
 8   票价      891 non-null    float64
 9   客舱      204 non-null    object 
 10  登船港口    889 non-null    object 
dtypes: float64(2), int64(4), object(5)
memory usage: 83.5+ KB

1.2.2 任务二：观察表格前10行的数据和后15行的数据

df.head(10)

	是否幸存	仓位等级	姓名	性别	年龄	兄弟姐妹个数	父母子女个数	船票信息	票价	客舱	登船港口
乘客ID
1	0	3	Braund, Mr. Owen Harris	male	22.0	1	0	A/5 21171	7.2500	NaN	S
2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	0	PC 17599	71.2833	C85	C
3	1	3	Heikkinen, Miss. Laina	female	26.0	0	0	STON/O2. 3101282	7.9250	NaN	S
4	1	1	Futrelle, Mrs. Jacques Heath (Lily May Peel)	female	35.0	1	0	113803	53.1000	C123	S
5	0	3	Allen, Mr. William Henry	male	35.0	0	0	373450	8.0500	NaN	S
6	0	3	Moran, Mr. James	male	NaN	0	0	330877	8.4583	NaN	Q
7	0	1	McCarthy, Mr. Timothy J	male	54.0	0	0	17463	51.8625	E46	S
8	0	3	Palsson, Master. Gosta Leonard	male	2.0	3	1	349909	21.0750	NaN	S
9	1	3	Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)	female	27.0	0	2	347742	11.1333	NaN	S
10	1	2	Nasser, Mrs. Nicholas (Adele Achem)	female	14.0	1	0	237736	30.0708	NaN	C

df.tail(15)

	是否幸存	仓位等级	姓名	性别	年龄	兄弟姐妹个数	父母子女个数	船票信息	票价	客舱	登船港口
乘客ID
877	0	3	Gustafsson, Mr. Alfred Ossian	male	20.0	0	0	7534	9.8458	NaN	S
878	0	3	Petroff, Mr. Nedelio	male	19.0	0	0	349212	7.8958	NaN	S
879	0	3	Laleff, Mr. Kristo	male	NaN	0	0	349217	7.8958	NaN	S
880	1	1	Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)	female	56.0	0	1	11767	83.1583	C50	C
881	1	2	Shelley, Mrs. William (Imanita Parrish Hall)	female	25.0	0	1	230433	26.0000	NaN	S
882	0	3	Markun, Mr. Johann	male	33.0	0	0	349257	7.8958	NaN	S
883	0	3	Dahlberg, Miss. Gerda Ulrika	female	22.0	0	0	7552	10.5167	NaN	S
884	0	2	Banfield, Mr. Frederick James	male	28.0	0	0	C.A./SOTON 34068	10.5000	NaN	S
885	0	3	Sutehall, Mr. Henry Jr	male	25.0	0	0	SOTON/OQ 392076	7.0500	NaN	S
886	0	3	Rice, Mrs. William (Margaret Norton)	female	39.0	0	5	382652	29.1250	NaN	Q
887	0	2	Montvila, Rev. Juozas	male	27.0	0	0	211536	13.0000	NaN	S
888	1	1	Graham, Miss. Margaret Edith	female	19.0	0	0	112053	30.0000	B42	S
889	0	3	Johnston, Miss. Catherine Helen "Carrie"	female	NaN	1	2	W./C. 6607	23.4500	NaN	S
890	1	1	Behr, Mr. Karl Howell	male	26.0	0	0	111369	30.0000	C148	C
891	0	3	Dooley, Mr. Patrick	male	32.0	0	0	370376	7.7500	NaN	Q

1.2.4 任务三：判断数据是否为空，为空的地方返回True，其余地方返回False

df.isnull()

	是否幸存	仓位等级	姓名	性别	年龄	兄弟姐妹个数	父母子女个数	船票信息	票价	客舱	登船港口
乘客ID
1	False	False	False	False	False	False	False	False	False	True	False
2	False	False	False	False	False	False	False	False	False	False	False
3	False	False	False	False	False	False	False	False	False	True	False
4	False	False	False	False	False	False	False	False	False	False	False
5	False	False	False	False	False	False	False	False	False	True	False
...	...	...	...	...	...	...	...	...	...	...	...
887	False	False	False	False	False	False	False	False	False	True	False
888	False	False	False	False	False	False	False	False	False	False	False
889	False	False	False	False	True	False	False	False	False	True	False
890	False	False	False	False	False	False	False	False	False	False	False
891	False	False	False	False	False	False	False	False	False	True	False

891 rows × 11 columns

【总结】上面的操作都是数据分析中对于数据本身的观察

【思考】对于一个数据，还可以从哪些方面来观察？找找答案，这个将对下面的数据分析有很大的帮助

中位数、众数、最大值、最小值、平均值、方差等

df.describe()

	是否幸存	仓位等级	年龄	兄弟姐妹个数	父母子女个数	票价
count	891.000000	891.000000	714.000000	891.000000	891.000000	891.000000
mean	0.383838	2.308642	29.699118	0.523008	0.381594	32.204208
std	0.486592	0.836071	14.526497	1.102743	0.806057	49.693429
min	0.000000	1.000000	0.420000	0.000000	0.000000	0.000000
25%	0.000000	2.000000	20.125000	0.000000	0.000000	7.910400
50%	0.000000	3.000000	28.000000	0.000000	0.000000	14.454200
75%	1.000000	3.000000	38.000000	1.000000	0.000000	31.000000
max	1.000000	3.000000	80.000000	8.000000	6.000000	512.329200

1.3 保存数据

1.3.1 任务一：将你加载并做出改变的数据，在工作目录下保存为一个新文件train_chinese.csv

df.to_csv('train_chinese.csv')

复习：数据分析的第一步，加载数据我们已经学习完毕了。当数据展现在我们面前的时候，我们所要做的第一步就是认识他，今天我们要学习的就是了解字段含义以及初步观察数据。

part2 ：pandas基础

1.4 知道你的数据叫什么

我们学习pandas的基础操作，那么上一节通过pandas加载之后的数据，其数据类型是什么呢？

1.4.1 任务一：pandas中有两个数据类型DateFrame和Series，通过查找简单了解他们。然后自己写一个关于这两个数据类型的小例子[开放题]

import numpy as np
import pandas as pd

sdata = {'Ohio': 35000, 'Texas': 71000, 'Oregon': 16000, 'Utah': 5000}
# 将字典转为Series
example_1 = pd.Series(sdata)
example_1

Ohio      35000
Texas     71000
Oregon    16000
Utah       5000
dtype: int64

data = {'state': ['Ohio', 'Ohio', 'Ohio', 'Nevada', 'Nevada', 'Nevada'],
        'year': [2000, 2001, 2002, 2001, 2002, 2003],
        'pop': [1.5, 1.7, 3.6, 2.4, 2.9, 3.2]}
# 将字典转为DataFrame
example_2 = pd.DataFrame(data)
example_2

	state	year	pop
0	Ohio	2000	1.5
1	Ohio	2001	1.7
2	Ohio	2002	3.6
3	Nevada	2001	2.4
4	Nevada	2002	2.9
5	Nevada	2003	3.2

1.4.2 任务二：根据上节课的方法载入"train.csv"文件

df = pd.read_csv('train.csv')  # ,index_col='PassengerId'
df.head(3)

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Ticket	Fare	Cabin	Embarked
0	1	0	3	Braund, Mr. Owen Harris	male	22.0	1	A/5 21171	7.2500	NaN	S
1	2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	PC 17599	71.2833	C85	C
2	3	1	3	Heikkinen, Miss. Laina	female	26.0	0	STON/O2. 3101282	7.9250	NaN	S

也可以加载上一节课保存的"train_chinese.csv"文件。

1.4.3 任务三：查看DataFrame数据的每列的项

df.columns

Index(['PassengerId', 'Survived', 'Pclass', 'Name', 'Sex', 'Age', 'SibSp',
       'Parch', 'Ticket', 'Fare', 'Cabin', 'Embarked'],
      dtype='object')

1.4.4任务四：查看"cabin"这列的所有项 [有多种方法]

df['Cabin'].head(3)

0    NaN
1    C85
2    NaN
Name: Cabin, dtype: object

df.Cabin.head(3)

0    NaN
1    C85
2    NaN
Name: Cabin, dtype: object

df.loc[:,'Cabin'].head(3)

0    NaN
1    C85
2    NaN
Name: Cabin, dtype: object

1.4.5 任务五：加载文件"test_1.csv"，然后对比"train.csv"，看看有哪些多出的列，然后将多出的列删除

经过我们的观察发现一个测试集test_1.csv有2列是多余的，我们需要将这个多余的列删去

test_1 = pd.read_csv('test_1.csv')
test_1.columns
# test_1.head(3)

Index(['Unnamed: 0', 'PassengerId', 'Survived', 'Pclass', 'Name', 'Sex', 'Age',
       'SibSp', 'Parch', 'Ticket', 'Fare', 'Cabin', 'Embarked', 'a'],
      dtype='object')

# 删除多余的列
del test_1['a']
del test_1['Unnamed: 0']
test_1.head(3)

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Ticket	Fare	Cabin	Embarked
0	1	0	3	Braund, Mr. Owen Harris	male	22.0	1	A/5 21171	7.2500	NaN	S
1	2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	PC 17599	71.2833	C85	C
2	3	1	3	Heikkinen, Miss. Laina	female	26.0	0	STON/O2. 3101282	7.9250	NaN	S

test_1.columns

Index(['PassengerId', 'Survived', 'Pclass', 'Name', 'Sex', 'Age', 'SibSp',
       'Parch', 'Ticket', 'Fare', 'Cabin', 'Embarked'],
      dtype='object')

【思考】还有其他的删除多余的列的方式吗？

#思考回答
test_1 = pd.read_csv('test_1.csv')
test_1.drop(columns=['a','Unnamed: 0'],inplace=True)
test_1.head(3)

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Ticket	Fare	Cabin	Embarked
0	1	0	3	Braund, Mr. Owen Harris	male	22.0	1	A/5 21171	7.2500	NaN	S
1	2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	PC 17599	71.2833	C85	C
2	3	1	3	Heikkinen, Miss. Laina	female	26.0	0	STON/O2. 3101282	7.9250	NaN	S

1.4.6 任务六：将[‘PassengerId’,‘Name’,‘Age’,‘Ticket’]这几个列元素隐藏，只观察其他几个列元素

df.drop(['PassengerId','Name','Age','Ticket'],axis=1).head(3)

	Survived	Pclass	Sex	SibSp	Fare	Cabin	Embarked
0	0	3	male	1	7.2500	NaN	S
1	1	1	female	1	71.2833	C85	C
2	1	3	female	0	7.9250	NaN	S

【思考】对比任务五和任务六，是不是使用了不一样的方法(函数)，如果使用一样的函数如何完成上面的不同的要求呢？

del方法直接在原数据上修改
drop方法可以通过设置inplace参数来选择是否在原数据上修改

【思考回答】

如果想要完全的删除你的数据结构，使用inplace=True，因为使用inplace就将原数据覆盖了，所以这里没有用

# 思考回答
df.head(3)

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Ticket	Fare	Cabin	Embarked
0	1	0	3	Braund, Mr. Owen Harris	male	22.0	1	A/5 21171	7.2500	NaN	S
1	2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	PC 17599	71.2833	C85	C
2	3	1	3	Heikkinen, Miss. Laina	female	26.0	0	STON/O2. 3101282	7.9250	NaN	S

1.5 筛选的逻辑

表格数据中，最重要的一个功能就是要具有可筛选的能力，选出我所需要的信息，丢弃无用的信息。

下面我们还是用实战来学习pandas这个功能。

1.5.1 任务一：我们以"Age"为筛选条件，显示年龄在10岁以下的乘客信息。

df[df["Age"]<10].head(3)

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Parch	Ticket	Fare	Cabin	Embarked
7	8	0	3	Palsson, Master. Gosta Leonard	male	2.0	3	1	349909	21.075	NaN	S
10	11	1	3	Sandstrom, Miss. Marguerite Rut	female	4.0	1	1	PP 9549	16.700	G6	S
16	17	0	3	Rice, Master. Eugene	male	2.0	4	1	382652	29.125	NaN	Q

1.5.2 任务二：以"Age"为条件，将年龄在10岁以上和50岁以下的乘客信息显示出来，并将这个数据命名为midage

midage = df[(df["Age"]>10) & (df["Age"]<50)]
midage.head(3)

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Ticket	Fare	Cabin	Embarked
0	1	0	3	Braund, Mr. Owen Harris	male	22.0	1	A/5 21171	7.2500	NaN	S
1	2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	PC 17599	71.2833	C85	C
2	3	1	3	Heikkinen, Miss. Laina	female	26.0	0	STON/O2. 3101282	7.9250	NaN	S

【提示】了解pandas的条件筛选方式以及如何使用交集和并集操作

交集 &
并集 |
非 ~

1.5.3 任务三：将midage的数据中第100行的"Pclass"和"Sex"的数据显示出来

midage = midage.reset_index(drop=True)
midage.head(3)

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Ticket	Fare	Cabin	Embarked
0	1	0	3	Braund, Mr. Owen Harris	male	22.0	1	A/5 21171	7.2500	NaN	S
1	2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	PC 17599	71.2833	C85	C
2	3	1	3	Heikkinen, Miss. Laina	female	26.0	0	STON/O2. 3101282	7.9250	NaN	S

【思考】这个reset_index()函数的作用是什么？如果不用这个函数，下面的任务会出现什么情况？

筛选之后的数据索引仍然是原始数据的索引，reset_index()函数用来恢复自然索引，如果不恢复自然索引，下面的任务取到的是原始数据索引为100的那一行，如果筛选后没有索引等于100的行，下面代码将会报错

midage.loc[[100],['Pclass','Sex']]

	Pclass	Sex
100	2	male

1.5.4 任务四：使用loc方法将midage的数据中第100，105，108行的"Pclass"，"Name"和"Sex"的数据显示出来

midage.loc[[100,105,108],['Pclass','Name','Sex']] 
# 因为你主动的延长了行的距离，所以会产生表格形式

	Pclass	Name	Sex
100	2	Byles, Rev. Thomas Roussel Davids	male
105	3	Cribb, Mr. John Hatfield	male
108	3	Calic, Mr. Jovo	male

【提示】使用pandas提出的简单方式，你可以看看loc方法

对比整体的数据位置，你有发现什么问题吗？那么如何解决？

使用loc方法取出的数据依旧保持原来的索引，在新的数据表中就会出现索引不准，应该使用reset_index方法恢复自然索引。

1.5.5 任务五：使用iloc方法将midage的数据中第100，105，108行的"Pclass"，"Name"和"Sex"的数据显示出来

midage.iloc[[100,105,108],[2,3,4]]

	Pclass	Name	Sex
100	2	Byles, Rev. Thomas Roussel Davids	male
105	3	Cribb, Mr. John Hatfield	male
108	3	Calic, Mr. Jovo	male

复习：在前面我们已经学习了Pandas基础，知道利用Pandas读取csv数据的增删查改，今天我们要学习的就是探索性数据分析，主要介绍如何利用Pandas进行排序、算术计算以及计算描述函数describe()的使用。

part3 ：探索性数据分析

#加载所需的库
import numpy as np
import pandas as pd

#载入之前保存的train_chinese.csv数据，关于泰坦尼克号的任务，我们就使用这个数据
text = pd.read_csv('train_chinese.csv')
text.head()

	乘客ID	是否幸存	仓位等级	姓名	性别	年龄	兄弟姐妹个数	船票信息	票价	客舱	登船港口
0	1	0	3	Braund, Mr. Owen Harris	male	22.0	1	A/5 21171	7.2500	NaN	S
1	2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Th...	female	38.0	1	PC 17599	71.2833	C85	C
2	3	1	3	Heikkinen, Miss. Laina	female	26.0	0	STON/O2. 3101282	7.9250	NaN	S
3	4	1	1	Futrelle, Mrs. Jacques Heath (Lily May Peel)	female	35.0	1	113803	53.1000	C123	S
4	5	0	3	Allen, Mr. William Henry	male	35.0	0	373450	8.0500	NaN	S

1.6 了解你的数据吗？

教材《Python for Data Analysis》第五章

1.6.1 任务一：利用Pandas对示例数据进行排序，要求升序

# 具体请看《利用Python进行数据分析》第五章 排序和排名 部分

#自己构建一个都为数字的DataFrame数据
frame = pd.DataFrame(np.arange(8).reshape((2, 4)), 
                     index=['2', '1'], 
                     columns=['d', 'a', 'b', 'c'])
frame

	d	a	b	c
2	0	1	2	3
1	4	5	6	7

【代码解析】

pd.DataFrame() ：创建一个DataFrame对象

np.arange(8).reshape((2, 4)) : 生成一个二维数组（2*4）,第一列：0，1，2，3 第二列：4，5，6，7

index=['2, 1] ：DataFrame 对象的索引列

columns=[‘d’, ‘a’, ‘b’, ‘c’] ：DataFrame 对象的索引行

# 大多数时候我们都是想根据列的值来排序,所以，将你构建的DataFrame中的数据根据某一列，升序排列
frame.sort_values(by='c', ascending=False)

	d	a	b	c
1	4	5	6	7
2	0	1	2	3

可以看到sort_values这个函数中by参数指向要排列的列，ascending参数指向排序的方式（升序还是降序）

【总结】下面将不同的排序方式做一个小总结

# 让行索引升序排序
frame.sort_index()  # 默认 axis=0,代表行

	d	a	b	c
1	4	5	6	7
2	0	1	2	3

# 让列索引升序排序
frame.sort_index(axis=1)  # 1代表列

	a	b	c	d
2	1	2	3	0
1	5	6	7	4

# 让列索引降序排序
frame.sort_index(axis=1, ascending=False)

	d	c	b	a
2	0	3	2	1
1	4	7	6	5

# 让任选两列数据同时降序排序
frame.sort_values(by=['a', 'c'], ascending=False)

	d	a	b	c
1	4	5	6	7
2	0	1	2	3

1.6.2 任务二：对泰坦尼克号数据（trian.csv）按票价和年龄两列进行综合排序（降序排列），从数据中你能发现什么

'''
在开始我们已经导入了train_chinese.csv数据，而且前面我们也学习了导入数据过程，
根据上面学习，我们直接对目标列进行排序即可
head(20) : 读取前20条数据
'''

text.sort_values(by=['票价', '年龄'], ascending=False).head(3)

	乘客ID	是否幸存	仓位等级	姓名	性别	年龄	父母子女个数	船票信息	票价	客舱	登船港口
679	680	1	1	Cardeza, Mr. Thomas Drake Martinez	male	36.0	1	PC 17755	512.3292	B51 B53 B55	C
258	259	1	1	Ward, Miss. Anna	female	35.0	0	PC 17755	512.3292	NaN	C
737	738	1	1	Lesurer, Mr. Gustave J	male	35.0	0	PC 17755	512.3292	B101	C

【思考】排序后，如果我们仅仅关注年龄和票价两列。根据常识我知道发现票价越高的应该客舱越好，所以我们会明显看出，票价前20的乘客中存活的有14人，这是相当高的一个比例，那么我们后面是不是可以进一步分析一下票价和存活之间的关系，年龄和存活之间的关系呢？当你开始发现数据之间的关系了，数据分析就开始了。

1.6.3 任务三：利用Pandas进行算术计算，计算两个DataFrame数据相加结果

# 具体请看《利用Python进行数据分析》第五章 算术运算与数据对齐 部分

#建立一个例子
frame1_a = pd.DataFrame(np.arange(9.).reshape(3, 3),
                     columns=['a', 'b', 'c'],
                     index=['one', 'two', 'three'])
frame1_b = pd.DataFrame(np.arange(12.).reshape(4, 3),
                     columns=['a', 'e', 'c'],
                     index=['first', 'one', 'two', 'second'])
frame1_a

	a	b	c
one	0.0	1.0	2.0
two	3.0	4.0	5.0
three	6.0	7.0	8.0

frame1_b

	a	e	c
first	0.0	1.0	2.0
one	3.0	4.0	5.0
two	6.0	7.0	8.0
second	9.0	10.0	11.0

#将frame_a和frame_b进行相加
frame1_a + frame1_b

	a	b	c	e
first	NaN	NaN	NaN	NaN
one	3.0	NaN	7.0	NaN
second	NaN	NaN	NaN	NaN
three	NaN	NaN	NaN	NaN
two	9.0	NaN	13.0	NaN

【提醒】两个DataFrame相加后，会返回一个新的DataFrame，对应的行和列的值会相加，没有对应的会变成空值NaN。

当然，DataFrame还有很多算术运算，如减法，除法等，有兴趣的同学可以看《利用Python进行数据分析》第五章算术运算与数据对齐部分，多在网络上查找相关学习资料。

1.6.4 任务四：通过泰坦尼克号数据如何计算出在船上最大的家族有多少人？

'''
还是用之前导入的chinese_train.csv如果我们想看看在船上，最大的家族有多少人（‘兄弟姐妹个数’+‘父母子女个数’），我们该怎么做呢？
'''
max(text['兄弟姐妹个数'] + text['父母子女个数'])
(text['兄弟姐妹个数'] + text['父母子女个数']).max()

1.6.5 任务五：学会使用Pandas describe()函数查看数据基本统计信息

#(1) 关键知识点示例做一遍（简单数据）
# 具体请看《利用Python进行数据分析》第五章 汇总和计算描述统计 部分

#建立一个例子
frame2 = pd.DataFrame([[1.4, np.nan], 
                       [7.1, -4.5],
                       [np.nan, np.nan], 
                       [0.75, -1.3]
                      ], index=['a', 'b', 'c', 'd'], columns=['one', 'two'])
frame2

	one	two
a	1.40	NaN
b	7.10	-4.5
c	NaN	NaN
d	0.75	-1.3

# 调用 describe 函数，观察frame2的数据基本信息

frame2.describe()

'''
count : 样本数据大小
mean : 样本数据的平均值
std : 样本数据的标准差
min : 样本数据的最小值
25% : 样本数据25%的时候的值
50% : 样本数据50%的时候的值
75% : 样本数据75%的时候的值
max : 样本数据的最大值
'''

1.6.6 任务六：分别看看泰坦尼克号数据集中票价、父母子女这列数据的基本统计数据，你能发现什么？

text[['票价','父母子女个数']].describe()

	票价	父母子女个数
count	891.000000	891.000000
mean	32.204208	0.381594
std	49.693429	0.806057
min	0.000000	0.000000
25%	7.910400	0.000000
50%	14.454200	0.000000
75%	31.000000	0.000000
max	512.329200	6.000000

'''
看看泰坦尼克号数据集中 票价 这列数据的基本统计数据
'''
text['票价'].describe()

count    891.000000
mean      32.204208
std       49.693429
min        0.000000
25%        7.910400
50%       14.454200
75%       31.000000
max      512.329200
Name: 票价, dtype: float64

【思考】从上面数据我们可以看出，
一共有891个票价数据，
平均值约为：32.20，
标准差约为49.69，说明票价波动特别大，
25%的人的票价是低于7.91的，50%的人的票价低于14.45，75%的人的票价低于31.00，
票价最大值约为512.33，最小值为0。

'''
通过上面的例子，我们再看看泰坦尼克号数据集中 父母子女个数 这列数据的基本统计数据，然后可以说出你的想法
'''
text['父母子女个数'].describe()

count    891.000000
mean       0.381594
std        0.806057
min        0.000000
25%        0.000000
50%        0.000000
75%        0.000000
max        6.000000
Name: 父母子女个数, dtype: float64

从上面的数据可以看出，大部分人都是没有带家人的

text.describe()

	乘客ID	是否幸存	仓位等级	年龄	兄弟姐妹个数	父母子女个数	票价
count	891.000000	891.000000	891.000000	714.000000	891.000000	891.000000	891.000000
mean	446.000000	0.383838	2.308642	29.699118	0.523008	0.381594	32.204208
std	257.353842	0.486592	0.836071	14.526497	1.102743	0.806057	49.693429
min	1.000000	0.000000	1.000000	0.420000	0.000000	0.000000	0.000000
25%	223.500000	0.000000	2.000000	20.125000	0.000000	0.000000	7.910400
50%	446.000000	0.000000	3.000000	28.000000	0.000000	0.000000	14.454200
75%	668.500000	1.000000	3.000000	38.000000	1.000000	0.000000	31.000000
max	891.000000	1.000000	3.000000	80.000000	8.000000	6.000000	512.329200

part4：总结

数据分析的第一步是正确的导入数据，第二步是理解数据，例如将字段改为我们容易理解的名称，第三步是对数据进行探索性分析，查看缺失值，数据特征等，对数据进行整体的认知。接下来就是要清洗数据了。

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