综述:
data = [[19,170,68],[20,165,65],[18,175,65]]
students = pd.DataFrame(data, index=[1,2,3],
columns=['age','height','weight'])
print(students)
students[students['age']>=19]#根据某个列进行筛选
from sklearn.preprocessing import StandardScaler, MinMaxScaler, MaxAbsScaler
scaler = StandardScaler()
target='weight'
features=students.columns.drop(target)
stus=students[features]
y=students[[target]]
stus=scaler.fit_transform(stus)
y=scaler.fit_transform(y.values.reshape(-1,1))
print(type(y))
print(type(stus))
stus = pd.DataFrame(stus,index=students.index,columns=features)
y = pd.DataFrame(y,index=students.index,columns=[target])
print(stus)
print(y)
ravel(),flatten(),squeeze(),reshape(),reshape(-1,1)
聚类,对样本进行聚类,如200个样本,每个样本有20维数据,每个样本的位置就是20维空间内的点;对维数属性进行聚类,每个属性就是200维空间上的点。基于此,都可以进行聚类操作。
参考链接https://blog.csdn.net/weixin_46728800/article/details/115571867
https://blog.csdn.net/weixin_46601559/article/details/124322522
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
# 数据存储路径
path = '.ex1data1.txt'
# 读入相应的数据文件
data = pd.read_csv(path, header=None,names=['Population','Profit'])
DataFrame属于键-值结构,类似于表格,有表头,如果读取的文件没有表头,如下
则设置header为None,可以给定names,这里的names就是表头,即每一列的名字,默认是0、1、2、3等。上面pd.read_csv()的参数部分,path可以是相对路径,也可以是绝对路径,上面的path是相对路径(.表示当前py文件所在目录的路径),放在该py文件的目录下。在Windows下,目录上下级之间是、符号,Linux下则是/。
从上图,类型是DataFrame的data变量实际上就是一个表格。
获得该data的列的方式有两种,如下,第一种,通过[]加列名,列名需要加引号
x = data.Population
y = data.Profit
取出data的行,利用位置索引,0表示第一行,使用[start:end:step],在这里,end是开区间,三个参数都是数字,默认step为1
x00=np.ones(97)
#print(x00.shape)
#print(x00)
'''x00=x00(:,0)'''
data.insert(0, 'Ones', x00)
#获取数据列数
cols = data.shape[1]
#对变量X和y进行初始化,并将其数据类型转换为矩阵
X = data.iloc[:,0:cols-1]
y = data.iloc[:,cols-1:cols]
X = np.matrix(X.values)
y = np.matrix(y.values)
data增加列
data.insert(4, 'One41s', x00)
data.insert(增加的列的位置索引(索引从0开始),列名,增加的列的内容)
data增加行
data.loc[index, col] = value
方法:
'''
1.Numpy的核心array对象以及创建array的方法
Numpy的核心数据结构,就叫做array就是数组,array对象可以是一维数组,也可以是多维数组;
Python的List也可以实现相同的功能,但是array比List的优点在于性能好、包含数组元数据信息、大量的便捷函数;
Numpy成为事实上的Scipy、Pandas、Scikit-Learn、Tensorflow、PaddlePaddle等框架的“通用底层语言”
Numpy的array和Python的List的一个区别,是它元素必须都是同一种数据类型,比如都是数字int类型,这也是Numpy高性能的一个原因;
array本身的属性
shape:返回一个元组,表示array的维度x.shape
ndim:一个数字,表示array的维度的数目
size:一个数字,表示array中所有数据元素的数目
dtype:array中元素的数据类型
'''
'''
创建array的方法
从Python的列表List和嵌套列表创建array
使用预定函数arange、ones/ones_lik(全为1)e、zeros/zeros_like(全为0)、empty/empty_like(全为空)、full/full_like(指定数值)、eye(单位矩阵)等函数创建
生成随机数的np.random模块构建
'''
import numpy as np
import math
a10=np.arange(10)
print(a10)#[0 1 2 3 4 5 6 7 8 9]
b10=np.arange(2,10,3)
print(b10)
ones10=np.ones_like(b10)
print(ones10)
rand10=np.random.randn(4,2)
print(rand10)
'''
直接逐元素的加减乘除等算数操作
更好用的面向多维的数组索引
求sum/mean等聚合函数
线性代数函数,比如求解逆矩阵、求解方程组
'''
A=np.arange(10).reshape(2,5)
print(A)
print(A+1)
'''
基础索引(切片)
行列用都逗号分隔,:表示从哪到n-1的位置
'''
c10=np.arange(10)
print(c10)
print(c10[2:9])
#-1表示最后一行/列
d10=np.arange(2,22,1).reshape(4,5)
print(d10)
print(d10[-1,2])
print(d10[1:2,2:3])#切片,不包括结束出现的位置元素
e10=np.arange(10)
indexs=np.array([[0,2],[1,3]])
print(indexs)
print(e10[indexs])
#randint(low[, high, size, dtype])
f10=np.random.randint(10,20,size=(5,3))
print(f10)
np.sum(f10)
np.prod(f10)
np.cumsum(f10)#累加和
np.cumprod(f10)
np.min(f10)
np.max(f10)
np.mean(f10)
np.average(f10)#加权平均,可以指定weights
np.std(f10)
np.var(f10)
#不同列代表不同特征值
f10_standard = (f10-np.mean(f10,axis=0))/(np.std(f10,axis=0)+1e-10)
print(f10)
print(f10_standard)
参考链接Seaborn常见绘图总结_不会写作文的李华的博客-CSDN博客
seaborn.countplot(x=None, y=None, hue=None, data=None, order=None,
hue_order=None, orient=None, color=None, palette=None, saturation=0.75,
dodge=True, ax=None, **kwargs)
pairplot(变量关系组图)
在数据集中绘制成对关系的图。默认情况下,该函数将创建一个轴网格,这样数据中的每个变量都将通过跨一行的y轴和跨单个列的x轴共享。对对角线轴的处理方式不同,绘制的图显示该列中变量的数据的单变量分布。此外,还可以在行和列上显示变量子集或绘制不同的变量。具体如下:
seaborn.pairplot(data, hue=None, hue_order=None, palette=None, vars=None,
x_vars=None, y_vars=None, kind='scatter', diag_kind='auto', markers=None,
height=2.5, aspect=1, dropna=True, plot_kws=None, diag_kws=None,
grid_kws=None, size=None)
利用热力图可以看数据表里多个特征两两的相似度,类似于色彩矩阵。
from sklearn.model_selection import train_test_split
X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.2,random_state=111)
from sklearn.linear_model import LinearRegression
lr = LinearRegression()
lr.fit(X_train[features_without_ones],y_train)
print(lr.coef_)
波斯顿房价预测
#加载波斯顿房价数据集预测房价#线性回归
import numpy as np
# 使用sklearn自带的数据集,这些数据集都是Numpy的形式
# 我们自己的数据,也可以处理成这种格式,然后就可以输入给模型
from sklearn import datasets
# 用train_test_split可以拆分训练集和测试集
from sklearn.model_selection import train_test_split
# 使用LinearRegression训练线性回归模型
from sklearn.linear_model import LinearRegression
# 加载数据集,存入特征矩阵data、预测结果向量target
#每个二维的数据集对应着一个一维的标签集,用于标识每个样本的所属类别或属性值。通常数据集用大写字母X表示,标签集用小写字母y表示。
data, target = datasets.load_boston(return_X_y=True)
#data.shape#tsrget.shape
# 拆分训练集和测试集
X_train, X_test, y_train, y_test = train_test_split(data, target)
# 构造线性回归对象,使用默认参数即可
clf = LinearRegression()
# 执行训练
clf.fit(X_train, y_train)
# 在训练集上的打分
clf.score(X_train, y_train)
# 在测试集上打分评估
clf.score(X_test, y_test)
endind = y_test.shape
endind=endind[0]
# 只取前三条数据,实现房价预估
y_predict = clf.predict(X_test[:endind])
# 看下实际的房价
y_test[:endind]
print(y_test[:endind])
y_sub=y_predict-y_test
MATLAB
matlab中,矩阵索引从1开始,对于a = [1,2,3;4,5,6;7,8,9]是按照列存储的,索引时用的是小括号(),python中主要使用DataFrame进行矩阵操作(loc和iloc,表格,表头names,values,index),创建ones或者zeros或者eye用到的是numpy,matlab中直接创建即可。
#########################################
ravel(),flatten(),squeeze()三个都有将多维数组转化为一维数组的功能:
#########################################
#ravel(),flatten(),squeeze()三个都有将多维数组转化为一维数组的功能:
#ravel(): 不会产生原来数据的副本
#flatten():返回源数据副本
#squeeze():只能对维度为1的维度降维
#reshape(-1):可以拉平多维数组
arr = np.arange(12).reshape(3,4)
print(arr)
print('-'*20)
print(arr.ravel())
print('-'*20)
print(arr.ravel().reshape(3,4))
arr = np.arange(12).reshape(3,4)
print(arr)
print('-'*20)
print(arr.flatten())
print('-'*20)
print(arr.flatten().reshape(3,4))
arr = np.arange(12).reshape(3,4)
print(arr)
print('-'*20)
print(arr.squeeze())
print('-'*20,'squeeze()不能一维化(3,4)的矩阵')
print(arr.reshape(12,1))
print('-'*20)
print(arr.reshape(12,1).squeeze())
print('-'*20,'squeeze()只能一维化有维度是1的矩阵')
print(arr.reshape(1,12).squeeze())#本身就是一维数组
print('-'*20,'squeeze()只能一维化有维度是1的矩阵')
arr = np.arange(12).reshape(3,4)
print(arr)
print('-'*20)
print(arr.reshape(-1))
print('-'*20)
#########################################
# -*- coding: utf-8 -*-
"""
Created on Wed Oct 5 17:48:38 2022
@author: 86182
"""
#seaborn test file
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
#sns.set(style="darkgrid") #这是seaborn默认的风格
#数据来源可在seaborn的GitHub上查找
tips = sns.load_dataset("tips")
#散点图
plt.figure(figsize=(2, 2))
sns.scatterplot(x="total_bill",y="tip", data=tips)
sns.set(font_scale=00.75)
plt.show()
#线图
plt.figure(figsize=(2, 2))
sns.lineplot(x="total_bill",y="tip", data=tips)
sns.set(font_scale=00.75)
plt.show()
#关系图
sns.relplot(x="total_bill",y="tip", data=tips)
sns.set(font_scale=00.75)
plt.show()
#分布散点图
sns.stripplot(x="day", y="total_bill", data=tips)
plt.show()
#分布密度散点图
sns.swarmplot(x="day", y="total_bill", data=tips)
plt.show()
#箱线图
sns.boxplot(x="day", y="total_bill", data=tips)
plt.show()
#小提琴图
sns.violinplot(x="day", y="total_bill", data=tips)
plt.show()
#条形图
sns.barplot(x="day", y="total_bill", hue="sex", data=tips)
plt.show()
#计数图
titanic = sns.load_dataset("titanic")
sns.countplot(x="class", hue="who", data=titanic)
plt.show()
#点图
plt.figure(figsize=(2, 2))
tips = sns.load_dataset("tips")
sns.pointplot(x="time", y="total_bill", data=tips)
plt.show()
#distplot(直方图)
np.random.seed(666)
x = np.random.randn(1000)
plt.figure(figsize=(2,2))
sns.distplot(x)
mean, cov = [0, 2], [(1, .5), (.5, 1)]
#这是一个多元正态分布
x, y = np.random.multivariate_normal(mean, cov, size=50).T
ax = sns.kdeplot(x)
iris = sns.load_dataset("iris")
setosa = iris.loc[iris.species == "setosa"]
virginica = iris.loc[iris.species == "virginica"]
sns.kdeplot(setosa.sepal_width, setosa.sepal_length,cmap="Reds",
shade=True, shade_lowest=False)
sns.kdeplot(virginica.sepal_width, virginica.sepal_length,cmap="Blues",
shade=True, shade_lowest=False)
plt.show()
tips = sns.load_dataset("tips")
sns.jointplot(x="total_bill", y="tip", data=tips,height=5)
#变量关系图
iris = sns.load_dataset("iris")
#sns.pairplot(iris)
g = sns.pairplot(iris, hue="species", markers=["o", "s", "D"],size = 1)
#热力图
x = np.random.rand(10, 12)
ax = sns.heatmap(x)
iris.to_csv('.\iris_1.csv')
# 将Dataframe保存进csv文件:
tips.to_csv('.\tips_1.csv')
iris_1.csv
sepal_length sepal_width petal_length petal_width species
0 5.1 3.5 1.4 0.2 setosa
1 4.9 3 1.4 0.2 setosa
2 4.7 3.2 1.3 0.2 setosa
3 4.6 3.1 1.5 0.2 setosa
4 5 3.6 1.4 0.2 setosa
5 5.4 3.9 1.7 0.4 setosa
6 4.6 3.4 1.4 0.3 setosa
7 5 3.4 1.5 0.2 setosa
8 4.4 2.9 1.4 0.2 setosa
9 4.9 3.1 1.5 0.1 setosa
10 5.4 3.7 1.5 0.2 setosa
11 4.8 3.4 1.6 0.2 setosa
12 4.8 3 1.4 0.1 setosa
13 4.3 3 1.1 0.1 setosa
14 5.8 4 1.2 0.2 setosa
15 5.7 4.4 1.5 0.4 setosa
16 5.4 3.9 1.3 0.4 setosa
17 5.1 3.5 1.4 0.3 setosa
18 5.7 3.8 1.7 0.3 setosa
19 5.1 3.8 1.5 0.3 setosa
20 5.4 3.4 1.7 0.2 setosa
21 5.1 3.7 1.5 0.4 setosa
22 4.6 3.6 1 0.2 setosa
23 5.1 3.3 1.7 0.5 setosa
24 4.8 3.4 1.9 0.2 setosa
25 5 3 1.6 0.2 setosa
26 5 3.4 1.6 0.4 setosa
27 5.2 3.5 1.5 0.2 setosa
28 5.2 3.4 1.4 0.2 setosa
29 4.7 3.2 1.6 0.2 setosa
30 4.8 3.1 1.6 0.2 setosa
31 5.4 3.4 1.5 0.4 setosa
32 5.2 4.1 1.5 0.1 setosa
33 5.5 4.2 1.4 0.2 setosa
34 4.9 3.1 1.5 0.2 setosa
35 5 3.2 1.2 0.2 setosa
36 5.5 3.5 1.3 0.2 setosa
37 4.9 3.6 1.4 0.1 setosa
38 4.4 3 1.3 0.2 setosa
39 5.1 3.4 1.5 0.2 setosa
40 5 3.5 1.3 0.3 setosa
41 4.5 2.3 1.3 0.3 setosa
42 4.4 3.2 1.3 0.2 setosa
43 5 3.5 1.6 0.6 setosa
44 5.1 3.8 1.9 0.4 setosa
45 4.8 3 1.4 0.3 setosa
46 5.1 3.8 1.6 0.2 setosa
47 4.6 3.2 1.4 0.2 setosa
48 5.3 3.7 1.5 0.2 setosa
49 5 3.3 1.4 0.2 setosa
50 7 3.2 4.7 1.4 versicolor
51 6.4 3.2 4.5 1.5 versicolor
52 6.9 3.1 4.9 1.5 versicolor
53 5.5 2.3 4 1.3 versicolor
54 6.5 2.8 4.6 1.5 versicolor
55 5.7 2.8 4.5 1.3 versicolor
56 6.3 3.3 4.7 1.6 versicolor
57 4.9 2.4 3.3 1 versicolor
58 6.6 2.9 4.6 1.3 versicolor
59 5.2 2.7 3.9 1.4 versicolor
60 5 2 3.5 1 versicolor
61 5.9 3 4.2 1.5 versicolor
62 6 2.2 4 1 versicolor
63 6.1 2.9 4.7 1.4 versicolor
64 5.6 2.9 3.6 1.3 versicolor
65 6.7 3.1 4.4 1.4 versicolor
66 5.6 3 4.5 1.5 versicolor
67 5.8 2.7 4.1 1 versicolor
68 6.2 2.2 4.5 1.5 versicolor
69 5.6 2.5 3.9 1.1 versicolor
70 5.9 3.2 4.8 1.8 versicolor
71 6.1 2.8 4 1.3 versicolor
72 6.3 2.5 4.9 1.5 versicolor
73 6.1 2.8 4.7 1.2 versicolor
74 6.4 2.9 4.3 1.3 versicolor
75 6.6 3 4.4 1.4 versicolor
76 6.8 2.8 4.8 1.4 versicolor
77 6.7 3 5 1.7 versicolor
78 6 2.9 4.5 1.5 versicolor
79 5.7 2.6 3.5 1 versicolor
80 5.5 2.4 3.8 1.1 versicolor
81 5.5 2.4 3.7 1 versicolor
82 5.8 2.7 3.9 1.2 versicolor
83 6 2.7 5.1 1.6 versicolor
84 5.4 3 4.5 1.5 versicolor
85 6 3.4 4.5 1.6 versicolor
86 6.7 3.1 4.7 1.5 versicolor
87 6.3 2.3 4.4 1.3 versicolor
88 5.6 3 4.1 1.3 versicolor
89 5.5 2.5 4 1.3 versicolor
90 5.5 2.6 4.4 1.2 versicolor
91 6.1 3 4.6 1.4 versicolor
92 5.8 2.6 4 1.2 versicolor
93 5 2.3 3.3 1 versicolor
94 5.6 2.7 4.2 1.3 versicolor
95 5.7 3 4.2 1.2 versicolor
96 5.7 2.9 4.2 1.3 versicolor
97 6.2 2.9 4.3 1.3 versicolor
98 5.1 2.5 3 1.1 versicolor
99 5.7 2.8 4.1 1.3 versicolor
100 6.3 3.3 6 2.5 virginica
101 5.8 2.7 5.1 1.9 virginica
102 7.1 3 5.9 2.1 virginica
103 6.3 2.9 5.6 1.8 virginica
104 6.5 3 5.8 2.2 virginica
105 7.6 3 6.6 2.1 virginica
106 4.9 2.5 4.5 1.7 virginica
107 7.3 2.9 6.3 1.8 virginica
108 6.7 2.5 5.8 1.8 virginica
109 7.2 3.6 6.1 2.5 virginica
110 6.5 3.2 5.1 2 virginica
111 6.4 2.7 5.3 1.9 virginica
112 6.8 3 5.5 2.1 virginica
113 5.7 2.5 5 2 virginica
114 5.8 2.8 5.1 2.4 virginica
115 6.4 3.2 5.3 2.3 virginica
116 6.5 3 5.5 1.8 virginica
117 7.7 3.8 6.7 2.2 virginica
118 7.7 2.6 6.9 2.3 virginica
119 6 2.2 5 1.5 virginica
120 6.9 3.2 5.7 2.3 virginica
121 5.6 2.8 4.9 2 virginica
122 7.7 2.8 6.7 2 virginica
123 6.3 2.7 4.9 1.8 virginica
124 6.7 3.3 5.7 2.1 virginica
125 7.2 3.2 6 1.8 virginica
126 6.2 2.8 4.8 1.8 virginica
127 6.1 3 4.9 1.8 virginica
128 6.4 2.8 5.6 2.1 virginica
129 7.2 3 5.8 1.6 virginica
130 7.4 2.8 6.1 1.9 virginica
131 7.9 3.8 6.4 2 virginica
132 6.4 2.8 5.6 2.2 virginica
133 6.3 2.8 5.1 1.5 virginica
134 6.1 2.6 5.6 1.4 virginica
135 7.7 3 6.1 2.3 virginica
136 6.3 3.4 5.6 2.4 virginica
137 6.4 3.1 5.5 1.8 virginica
138 6 3 4.8 1.8 virginica
139 6.9 3.1 5.4 2.1 virginica
140 6.7 3.1 5.6 2.4 virginica
141 6.9 3.1 5.1 2.3 virginica
142 5.8 2.7 5.1 1.9 virginica
143 6.8 3.2 5.9 2.3 virginica
144 6.7 3.3 5.7 2.5 virginica
145 6.7 3 5.2 2.3 virginica
146 6.3 2.5 5 1.9 virginica
147 6.5 3 5.2 2 virginica
148 6.2 3.4 5.4 2.3 virginica
149 5.9 3 5.1 1.8 virginica
tips_1.csv
total_bill tip sex smoker day time size
0 16.99 1.01 Female No Sun Dinner 2
1 10.34 1.66 Male No Sun Dinner 3
2 21.01 3.5 Male No Sun Dinner 3
3 23.68 3.31 Male No Sun Dinner 2
4 24.59 3.61 Female No Sun Dinner 4
5 25.29 4.71 Male No Sun Dinner 4
6 8.77 2 Male No Sun Dinner 2
7 26.88 3.12 Male No Sun Dinner 4
8 15.04 1.96 Male No Sun Dinner 2
9 14.78 3.23 Male No Sun Dinner 2
10 10.27 1.71 Male No Sun Dinner 2
11 35.26 5 Female No Sun Dinner 4
12 15.42 1.57 Male No Sun Dinner 2
13 18.43 3 Male No Sun Dinner 4
14 14.83 3.02 Female No Sun Dinner 2
15 21.58 3.92 Male No Sun Dinner 2
16 10.33 1.67 Female No Sun Dinner 3
17 16.29 3.71 Male No Sun Dinner 3
18 16.97 3.5 Female No Sun Dinner 3
19 20.65 3.35 Male No Sat Dinner 3
20 17.92 4.08 Male No Sat Dinner 2
21 20.29 2.75 Female No Sat Dinner 2
22 15.77 2.23 Female No Sat Dinner 2
23 39.42 7.58 Male No Sat Dinner 4
24 19.82 3.18 Male No Sat Dinner 2
25 17.81 2.34 Male No Sat Dinner 4
26 13.37 2 Male No Sat Dinner 2
27 12.69 2 Male No Sat Dinner 2
28 21.7 4.3 Male No Sat Dinner 2
29 19.65 3 Female No Sat Dinner 2
30 9.55 1.45 Male No Sat Dinner 2
31 18.35 2.5 Male No Sat Dinner 4
32 15.06 3 Female No Sat Dinner 2
33 20.69 2.45 Female No Sat Dinner 4
34 17.78 3.27 Male No Sat Dinner 2
35 24.06 3.6 Male No Sat Dinner 3
36 16.31 2 Male No Sat Dinner 3
37 16.93 3.07 Female No Sat Dinner 3
38 18.69 2.31 Male No Sat Dinner 3
39 31.27 5 Male No Sat Dinner 3
40 16.04 2.24 Male No Sat Dinner 3
41 17.46 2.54 Male No Sun Dinner 2
42 13.94 3.06 Male No Sun Dinner 2
43 9.68 1.32 Male No Sun Dinner 2
44 30.4 5.6 Male No Sun Dinner 4
45 18.29 3 Male No Sun Dinner 2
46 22.23 5 Male No Sun Dinner 2
47 32.4 6 Male No Sun Dinner 4
48 28.55 2.05 Male No Sun Dinner 3
49 18.04 3 Male No Sun Dinner 2
50 12.54 2.5 Male No Sun Dinner 2
51 10.29 2.6 Female No Sun Dinner 2
52 34.81 5.2 Female No Sun Dinner 4
53 9.94 1.56 Male No Sun Dinner 2
54 25.56 4.34 Male No Sun Dinner 4
55 19.49 3.51 Male No Sun Dinner 2
56 38.01 3 Male Yes Sat Dinner 4
57 26.41 1.5 Female No Sat Dinner 2
58 11.24 1.76 Male Yes Sat Dinner 2
59 48.27 6.73 Male No Sat Dinner 4
60 20.29 3.21 Male Yes Sat Dinner 2
61 13.81 2 Male Yes Sat Dinner 2
62 11.02 1.98 Male Yes Sat Dinner 2
63 18.29 3.76 Male Yes Sat Dinner 4
64 17.59 2.64 Male No Sat Dinner 3
65 20.08 3.15 Male No Sat Dinner 3
66 16.45 2.47 Female No Sat Dinner 2
67 3.07 1 Female Yes Sat Dinner 1
68 20.23 2.01 Male No Sat Dinner 2
69 15.01 2.09 Male Yes Sat Dinner 2
70 12.02 1.97 Male No Sat Dinner 2
71 17.07 3 Female No Sat Dinner 3
72 26.86 3.14 Female Yes Sat Dinner 2
73 25.28 5 Female Yes Sat Dinner 2
74 14.73 2.2 Female No Sat Dinner 2
75 10.51 1.25 Male No Sat Dinner 2
76 17.92 3.08 Male Yes Sat Dinner 2
77 27.2 4 Male No Thur Lunch 4
78 22.76 3 Male No Thur Lunch 2
79 17.29 2.71 Male No Thur Lunch 2
80 19.44 3 Male Yes Thur Lunch 2
81 16.66 3.4 Male No Thur Lunch 2
82 10.07 1.83 Female No Thur Lunch 1
83 32.68 5 Male Yes Thur Lunch 2
84 15.98 2.03 Male No Thur Lunch 2
85 34.83 5.17 Female No Thur Lunch 4
86 13.03 2 Male No Thur Lunch 2
87 18.28 4 Male No Thur Lunch 2
88 24.71 5.85 Male No Thur Lunch 2
89 21.16 3 Male No Thur Lunch 2
90 28.97 3 Male Yes Fri Dinner 2
91 22.49 3.5 Male No Fri Dinner 2
92 5.75 1 Female Yes Fri Dinner 2
93 16.32 4.3 Female Yes Fri Dinner 2
94 22.75 3.25 Female No Fri Dinner 2
95 40.17 4.73 Male Yes Fri Dinner 4
96 27.28 4 Male Yes Fri Dinner 2
97 12.03 1.5 Male Yes Fri Dinner 2
98 21.01 3 Male Yes Fri Dinner 2
99 12.46 1.5 Male No Fri Dinner 2
100 11.35 2.5 Female Yes Fri Dinner 2
101 15.38 3 Female Yes Fri Dinner 2
102 44.3 2.5 Female Yes Sat Dinner 3
103 22.42 3.48 Female Yes Sat Dinner 2
104 20.92 4.08 Female No Sat Dinner 2
105 15.36 1.64 Male Yes Sat Dinner 2
106 20.49 4.06 Male Yes Sat Dinner 2
107 25.21 4.29 Male Yes Sat Dinner 2
108 18.24 3.76 Male No Sat Dinner 2
109 14.31 4 Female Yes Sat Dinner 2
110 14 3 Male No Sat Dinner 2
111 7.25 1 Female No Sat Dinner 1
112 38.07 4 Male No Sun Dinner 3
113 23.95 2.55 Male No Sun Dinner 2
114 25.71 4 Female No Sun Dinner 3
115 17.31 3.5 Female No Sun Dinner 2
116 29.93 5.07 Male No Sun Dinner 4
117 10.65 1.5 Female No Thur Lunch 2
118 12.43 1.8 Female No Thur Lunch 2
119 24.08 2.92 Female No Thur Lunch 4
120 11.69 2.31 Male No Thur Lunch 2
121 13.42 1.68 Female No Thur Lunch 2
122 14.26 2.5 Male No Thur Lunch 2
123 15.95 2 Male No Thur Lunch 2
124 12.48 2.52 Female No Thur Lunch 2
125 29.8 4.2 Female No Thur Lunch 6
126 8.52 1.48 Male No Thur Lunch 2
127 14.52 2 Female No Thur Lunch 2
128 11.38 2 Female No Thur Lunch 2
129 22.82 2.18 Male No Thur Lunch 3
130 19.08 1.5 Male No Thur Lunch 2
131 20.27 2.83 Female No Thur Lunch 2
132 11.17 1.5 Female No Thur Lunch 2
133 12.26 2 Female No Thur Lunch 2
134 18.26 3.25 Female No Thur Lunch 2
135 8.51 1.25 Female No Thur Lunch 2
136 10.33 2 Female No Thur Lunch 2
137 14.15 2 Female No Thur Lunch 2
138 16 2 Male Yes Thur Lunch 2
139 13.16 2.75 Female No Thur Lunch 2
140 17.47 3.5 Female No Thur Lunch 2
141 34.3 6.7 Male No Thur Lunch 6
142 41.19 5 Male No Thur Lunch 5
143 27.05 5 Female No Thur Lunch 6
144 16.43 2.3 Female No Thur Lunch 2
145 8.35 1.5 Female No Thur Lunch 2
146 18.64 1.36 Female No Thur Lunch 3
147 11.87 1.63 Female No Thur Lunch 2
148 9.78 1.73 Male No Thur Lunch 2
149 7.51 2 Male No Thur Lunch 2
150 14.07 2.5 Male No Sun Dinner 2
151 13.13 2 Male No Sun Dinner 2
152 17.26 2.74 Male No Sun Dinner 3
153 24.55 2 Male No Sun Dinner 4
154 19.77 2 Male No Sun Dinner 4
155 29.85 5.14 Female No Sun Dinner 5
156 48.17 5 Male No Sun Dinner 6
157 25 3.75 Female No Sun Dinner 4
158 13.39 2.61 Female No Sun Dinner 2
159 16.49 2 Male No Sun Dinner 4
160 21.5 3.5 Male No Sun Dinner 4
161 12.66 2.5 Male No Sun Dinner 2
162 16.21 2 Female No Sun Dinner 3
163 13.81 2 Male No Sun Dinner 2
164 17.51 3 Female Yes Sun Dinner 2
165 24.52 3.48 Male No Sun Dinner 3
166 20.76 2.24 Male No Sun Dinner 2
167 31.71 4.5 Male No Sun Dinner 4
168 10.59 1.61 Female Yes Sat Dinner 2
169 10.63 2 Female Yes Sat Dinner 2
170 50.81 10 Male Yes Sat Dinner 3
171 15.81 3.16 Male Yes Sat Dinner 2
172 7.25 5.15 Male Yes Sun Dinner 2
173 31.85 3.18 Male Yes Sun Dinner 2
174 16.82 4 Male Yes Sun Dinner 2
175 32.9 3.11 Male Yes Sun Dinner 2
176 17.89 2 Male Yes Sun Dinner 2
177 14.48 2 Male Yes Sun Dinner 2
178 9.6 4 Female Yes Sun Dinner 2
179 34.63 3.55 Male Yes Sun Dinner 2
180 34.65 3.68 Male Yes Sun Dinner 4
181 23.33 5.65 Male Yes Sun Dinner 2
182 45.35 3.5 Male Yes Sun Dinner 3
183 23.17 6.5 Male Yes Sun Dinner 4
184 40.55 3 Male Yes Sun Dinner 2
185 20.69 5 Male No Sun Dinner 5
186 20.9 3.5 Female Yes Sun Dinner 3
187 30.46 2 Male Yes Sun Dinner 5
188 18.15 3.5 Female Yes Sun Dinner 3
189 23.1 4 Male Yes Sun Dinner 3
190 15.69 1.5 Male Yes Sun Dinner 2
191 19.81 4.19 Female Yes Thur Lunch 2
192 28.44 2.56 Male Yes Thur Lunch 2
193 15.48 2.02 Male Yes Thur Lunch 2
194 16.58 4 Male Yes Thur Lunch 2
195 7.56 1.44 Male No Thur Lunch 2
196 10.34 2 Male Yes Thur Lunch 2
197 43.11 5 Female Yes Thur Lunch 4
198 13 2 Female Yes Thur Lunch 2
199 13.51 2 Male Yes Thur Lunch 2
200 18.71 4 Male Yes Thur Lunch 3
201 12.74 2.01 Female Yes Thur Lunch 2
202 13 2 Female Yes Thur Lunch 2
203 16.4 2.5 Female Yes Thur Lunch 2
204 20.53 4 Male Yes Thur Lunch 4
205 16.47 3.23 Female Yes Thur Lunch 3
206 26.59 3.41 Male Yes Sat Dinner 3
207 38.73 3 Male Yes Sat Dinner 4
208 24.27 2.03 Male Yes Sat Dinner 2
209 12.76 2.23 Female Yes Sat Dinner 2
210 30.06 2 Male Yes Sat Dinner 3
211 25.89 5.16 Male Yes Sat Dinner 4
212 48.33 9 Male No Sat Dinner 4
213 13.27 2.5 Female Yes Sat Dinner 2
214 28.17 6.5 Female Yes Sat Dinner 3
215 12.9 1.1 Female Yes Sat Dinner 2
216 28.15 3 Male Yes Sat Dinner 5
217 11.59 1.5 Male Yes Sat Dinner 2
218 7.74 1.44 Male Yes Sat Dinner 2
219 30.14 3.09 Female Yes Sat Dinner 4
220 12.16 2.2 Male Yes Fri Lunch 2
221 13.42 3.48 Female Yes Fri Lunch 2
222 8.58 1.92 Male Yes Fri Lunch 1
223 15.98 3 Female No Fri Lunch 3
224 13.42 1.58 Male Yes Fri Lunch 2
225 16.27 2.5 Female Yes Fri Lunch 2
226 10.09 2 Female Yes Fri Lunch 2
227 20.45 3 Male No Sat Dinner 4
228 13.28 2.72 Male No Sat Dinner 2
229 22.12 2.88 Female Yes Sat Dinner 2
230 24.01 2 Male Yes Sat Dinner 4
231 15.69 3 Male Yes Sat Dinner 3
232 11.61 3.39 Male No Sat Dinner 2
233 10.77 1.47 Male No Sat Dinner 2
234 15.53 3 Male Yes Sat Dinner 2
235 10.07 1.25 Male No Sat Dinner 2
236 12.6 1 Male Yes Sat Dinner 2
237 32.83 1.17 Male Yes Sat Dinner 2
238 35.83 4.67 Female No Sat Dinner 3
239 29.03 5.92 Male No Sat Dinner 3
240 27.18 2 Female Yes Sat Dinner 2
241 22.67 2 Male Yes Sat Dinner 2
242 17.82 1.75 Male No Sat Dinner 2
243 18.78 3 Female No Thur Dinner 2
titanic_1.csv
survived pclass sex age sibsp parch fare embarked class who adult_male deck embark_town alive alone
0 0 3 male 22 1 0 7.25 S Third man TRUE Southampton no FALSE
1 1 1 female 38 1 0 71.2833 C First woman FALSE C Cherbourg yes FALSE
2 1 3 female 26 0 0 7.925 S Third woman FALSE Southampton yes TRUE
3 1 1 female 35 1 0 53.1 S First woman FALSE C Southampton yes FALSE
4 0 3 male 35 0 0 8.05 S Third man TRUE Southampton no TRUE
5 0 3 male 0 0 8.4583 Q Third man TRUE Queenstown no TRUE
6 0 1 male 54 0 0 51.8625 S First man TRUE E Southampton no TRUE
7 0 3 male 2 3 1 21.075 S Third child FALSE Southampton no FALSE
8 1 3 female 27 0 2 11.1333 S Third woman FALSE Southampton yes FALSE
9 1 2 female 14 1 0 30.0708 C Second child FALSE Cherbourg yes FALSE
10 1 3 female 4 1 1 16.7 S Third child FALSE G Southampton yes FALSE
11 1 1 female 58 0 0 26.55 S First woman FALSE C Southampton yes TRUE
12 0 3 male 20 0 0 8.05 S Third man TRUE Southampton no TRUE
13 0 3 male 39 1 5 31.275 S Third man TRUE Southampton no FALSE
14 0 3 female 14 0 0 7.8542 S Third child FALSE Southampton no TRUE
15 1 2 female 55 0 0 16 S Second woman FALSE Southampton yes TRUE
16 0 3 male 2 4 1 29.125 Q Third child FALSE Queenstown no FALSE
17 1 2 male 0 0 13 S Second man TRUE Southampton yes TRUE
18 0 3 female 31 1 0 18 S Third woman FALSE Southampton no FALSE
19 1 3 female 0 0 7.225 C Third woman FALSE Cherbourg yes TRUE
20 0 2 male 35 0 0 26 S Second man TRUE Southampton no TRUE
21 1 2 male 34 0 0 13 S Second man TRUE D Southampton yes TRUE
22 1 3 female 15 0 0 8.0292 Q Third child FALSE Queenstown yes TRUE
23 1 1 male 28 0 0 35.5 S First man TRUE A Southampton yes TRUE
24 0 3 female 8 3 1 21.075 S Third child FALSE Southampton no FALSE
25 1 3 female 38 1 5 31.3875 S Third woman FALSE Southampton yes FALSE
26 0 3 male 0 0 7.225 C Third man TRUE Cherbourg no TRUE
27 0 1 male 19 3 2 263 S First man TRUE C Southampton no FALSE
28 1 3 female 0 0 7.8792 Q Third woman FALSE Queenstown yes TRUE
29 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
30 0 1 male 40 0 0 27.7208 C First man TRUE Cherbourg no TRUE
31 1 1 female 1 0 146.5208 C First woman FALSE B Cherbourg yes FALSE
32 1 3 female 0 0 7.75 Q Third woman FALSE Queenstown yes TRUE
33 0 2 male 66 0 0 10.5 S Second man TRUE Southampton no TRUE
34 0 1 male 28 1 0 82.1708 C First man TRUE Cherbourg no FALSE
35 0 1 male 42 1 0 52 S First man TRUE Southampton no FALSE
36 1 3 male 0 0 7.2292 C Third man TRUE Cherbourg yes TRUE
37 0 3 male 21 0 0 8.05 S Third man TRUE Southampton no TRUE
38 0 3 female 18 2 0 18 S Third woman FALSE Southampton no FALSE
39 1 3 female 14 1 0 11.2417 C Third child FALSE Cherbourg yes FALSE
40 0 3 female 40 1 0 9.475 S Third woman FALSE Southampton no FALSE
41 0 2 female 27 1 0 21 S Second woman FALSE Southampton no FALSE
42 0 3 male 0 0 7.8958 C Third man TRUE Cherbourg no TRUE
43 1 2 female 3 1 2 41.5792 C Second child FALSE Cherbourg yes FALSE
44 1 3 female 19 0 0 7.8792 Q Third woman FALSE Queenstown yes TRUE
45 0 3 male 0 0 8.05 S Third man TRUE Southampton no TRUE
46 0 3 male 1 0 15.5 Q Third man TRUE Queenstown no FALSE
47 1 3 female 0 0 7.75 Q Third woman FALSE Queenstown yes TRUE
48 0 3 male 2 0 21.6792 C Third man TRUE Cherbourg no FALSE
49 0 3 female 18 1 0 17.8 S Third woman FALSE Southampton no FALSE
50 0 3 male 7 4 1 39.6875 S Third child FALSE Southampton no FALSE
51 0 3 male 21 0 0 7.8 S Third man TRUE Southampton no TRUE
52 1 1 female 49 1 0 76.7292 C First woman FALSE D Cherbourg yes FALSE
53 1 2 female 29 1 0 26 S Second woman FALSE Southampton yes FALSE
54 0 1 male 65 0 1 61.9792 C First man TRUE B Cherbourg no FALSE
55 1 1 male 0 0 35.5 S First man TRUE C Southampton yes TRUE
56 1 2 female 21 0 0 10.5 S Second woman FALSE Southampton yes TRUE
57 0 3 male 28.5 0 0 7.2292 C Third man TRUE Cherbourg no TRUE
58 1 2 female 5 1 2 27.75 S Second child FALSE Southampton yes FALSE
59 0 3 male 11 5 2 46.9 S Third child FALSE Southampton no FALSE
60 0 3 male 22 0 0 7.2292 C Third man TRUE Cherbourg no TRUE
61 1 1 female 38 0 0 80 First woman FALSE B yes TRUE
62 0 1 male 45 1 0 83.475 S First man TRUE C Southampton no FALSE
63 0 3 male 4 3 2 27.9 S Third child FALSE Southampton no FALSE
64 0 1 male 0 0 27.7208 C First man TRUE Cherbourg no TRUE
65 1 3 male 1 1 15.2458 C Third man TRUE Cherbourg yes FALSE
66 1 2 female 29 0 0 10.5 S Second woman FALSE F Southampton yes TRUE
67 0 3 male 19 0 0 8.1583 S Third man TRUE Southampton no TRUE
68 1 3 female 17 4 2 7.925 S Third woman FALSE Southampton yes FALSE
69 0 3 male 26 2 0 8.6625 S Third man TRUE Southampton no FALSE
70 0 2 male 32 0 0 10.5 S Second man TRUE Southampton no TRUE
71 0 3 female 16 5 2 46.9 S Third woman FALSE Southampton no FALSE
72 0 2 male 21 0 0 73.5 S Second man TRUE Southampton no TRUE
73 0 3 male 26 1 0 14.4542 C Third man TRUE Cherbourg no FALSE
74 1 3 male 32 0 0 56.4958 S Third man TRUE Southampton yes TRUE
75 0 3 male 25 0 0 7.65 S Third man TRUE F Southampton no TRUE
76 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
77 0 3 male 0 0 8.05 S Third man TRUE Southampton no TRUE
78 1 2 male 0.83 0 2 29 S Second child FALSE Southampton yes FALSE
79 1 3 female 30 0 0 12.475 S Third woman FALSE Southampton yes TRUE
80 0 3 male 22 0 0 9 S Third man TRUE Southampton no TRUE
81 1 3 male 29 0 0 9.5 S Third man TRUE Southampton yes TRUE
82 1 3 female 0 0 7.7875 Q Third woman FALSE Queenstown yes TRUE
83 0 1 male 28 0 0 47.1 S First man TRUE Southampton no TRUE
84 1 2 female 17 0 0 10.5 S Second woman FALSE Southampton yes TRUE
85 1 3 female 33 3 0 15.85 S Third woman FALSE Southampton yes FALSE
86 0 3 male 16 1 3 34.375 S Third man TRUE Southampton no FALSE
87 0 3 male 0 0 8.05 S Third man TRUE Southampton no TRUE
88 1 1 female 23 3 2 263 S First woman FALSE C Southampton yes FALSE
89 0 3 male 24 0 0 8.05 S Third man TRUE Southampton no TRUE
90 0 3 male 29 0 0 8.05 S Third man TRUE Southampton no TRUE
91 0 3 male 20 0 0 7.8542 S Third man TRUE Southampton no TRUE
92 0 1 male 46 1 0 61.175 S First man TRUE E Southampton no FALSE
93 0 3 male 26 1 2 20.575 S Third man TRUE Southampton no FALSE
94 0 3 male 59 0 0 7.25 S Third man TRUE Southampton no TRUE
95 0 3 male 0 0 8.05 S Third man TRUE Southampton no TRUE
96 0 1 male 71 0 0 34.6542 C First man TRUE A Cherbourg no TRUE
97 1 1 male 23 0 1 63.3583 C First man TRUE D Cherbourg yes FALSE
98 1 2 female 34 0 1 23 S Second woman FALSE Southampton yes FALSE
99 0 2 male 34 1 0 26 S Second man TRUE Southampton no FALSE
100 0 3 female 28 0 0 7.8958 S Third woman FALSE Southampton no TRUE
101 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
102 0 1 male 21 0 1 77.2875 S First man TRUE D Southampton no FALSE
103 0 3 male 33 0 0 8.6542 S Third man TRUE Southampton no TRUE
104 0 3 male 37 2 0 7.925 S Third man TRUE Southampton no FALSE
105 0 3 male 28 0 0 7.8958 S Third man TRUE Southampton no TRUE
106 1 3 female 21 0 0 7.65 S Third woman FALSE Southampton yes TRUE
107 1 3 male 0 0 7.775 S Third man TRUE Southampton yes TRUE
108 0 3 male 38 0 0 7.8958 S Third man TRUE Southampton no TRUE
109 1 3 female 1 0 24.15 Q Third woman FALSE Queenstown yes FALSE
110 0 1 male 47 0 0 52 S First man TRUE C Southampton no TRUE
111 0 3 female 14.5 1 0 14.4542 C Third child FALSE Cherbourg no FALSE
112 0 3 male 22 0 0 8.05 S Third man TRUE Southampton no TRUE
113 0 3 female 20 1 0 9.825 S Third woman FALSE Southampton no FALSE
114 0 3 female 17 0 0 14.4583 C Third woman FALSE Cherbourg no TRUE
115 0 3 male 21 0 0 7.925 S Third man TRUE Southampton no TRUE
116 0 3 male 70.5 0 0 7.75 Q Third man TRUE Queenstown no TRUE
117 0 2 male 29 1 0 21 S Second man TRUE Southampton no FALSE
118 0 1 male 24 0 1 247.5208 C First man TRUE B Cherbourg no FALSE
119 0 3 female 2 4 2 31.275 S Third child FALSE Southampton no FALSE
120 0 2 male 21 2 0 73.5 S Second man TRUE Southampton no FALSE
121 0 3 male 0 0 8.05 S Third man TRUE Southampton no TRUE
122 0 2 male 32.5 1 0 30.0708 C Second man TRUE Cherbourg no FALSE
123 1 2 female 32.5 0 0 13 S Second woman FALSE E Southampton yes TRUE
124 0 1 male 54 0 1 77.2875 S First man TRUE D Southampton no FALSE
125 1 3 male 12 1 0 11.2417 C Third child FALSE Cherbourg yes FALSE
126 0 3 male 0 0 7.75 Q Third man TRUE Queenstown no TRUE
127 1 3 male 24 0 0 7.1417 S Third man TRUE Southampton yes TRUE
128 1 3 female 1 1 22.3583 C Third woman FALSE F Cherbourg yes FALSE
129 0 3 male 45 0 0 6.975 S Third man TRUE Southampton no TRUE
130 0 3 male 33 0 0 7.8958 C Third man TRUE Cherbourg no TRUE
131 0 3 male 20 0 0 7.05 S Third man TRUE Southampton no TRUE
132 0 3 female 47 1 0 14.5 S Third woman FALSE Southampton no FALSE
133 1 2 female 29 1 0 26 S Second woman FALSE Southampton yes FALSE
134 0 2 male 25 0 0 13 S Second man TRUE Southampton no TRUE
135 0 2 male 23 0 0 15.0458 C Second man TRUE Cherbourg no TRUE
136 1 1 female 19 0 2 26.2833 S First woman FALSE D Southampton yes FALSE
137 0 1 male 37 1 0 53.1 S First man TRUE C Southampton no FALSE
138 0 3 male 16 0 0 9.2167 S Third man TRUE Southampton no TRUE
139 0 1 male 24 0 0 79.2 C First man TRUE B Cherbourg no TRUE
140 0 3 female 0 2 15.2458 C Third woman FALSE Cherbourg no FALSE
141 1 3 female 22 0 0 7.75 S Third woman FALSE Southampton yes TRUE
142 1 3 female 24 1 0 15.85 S Third woman FALSE Southampton yes FALSE
143 0 3 male 19 0 0 6.75 Q Third man TRUE Queenstown no TRUE
144 0 2 male 18 0 0 11.5 S Second man TRUE Southampton no TRUE
145 0 2 male 19 1 1 36.75 S Second man TRUE Southampton no FALSE
146 1 3 male 27 0 0 7.7958 S Third man TRUE Southampton yes TRUE
147 0 3 female 9 2 2 34.375 S Third child FALSE Southampton no FALSE
148 0 2 male 36.5 0 2 26 S Second man TRUE F Southampton no FALSE
149 0 2 male 42 0 0 13 S Second man TRUE Southampton no TRUE
150 0 2 male 51 0 0 12.525 S Second man TRUE Southampton no TRUE
151 1 1 female 22 1 0 66.6 S First woman FALSE C Southampton yes FALSE
152 0 3 male 55.5 0 0 8.05 S Third man TRUE Southampton no TRUE
153 0 3 male 40.5 0 2 14.5 S Third man TRUE Southampton no FALSE
154 0 3 male 0 0 7.3125 S Third man TRUE Southampton no TRUE
155 0 1 male 51 0 1 61.3792 C First man TRUE Cherbourg no FALSE
156 1 3 female 16 0 0 7.7333 Q Third woman FALSE Queenstown yes TRUE
157 0 3 male 30 0 0 8.05 S Third man TRUE Southampton no TRUE
158 0 3 male 0 0 8.6625 S Third man TRUE Southampton no TRUE
159 0 3 male 8 2 69.55 S Third man TRUE Southampton no FALSE
160 0 3 male 44 0 1 16.1 S Third man TRUE Southampton no FALSE
161 1 2 female 40 0 0 15.75 S Second woman FALSE Southampton yes TRUE
162 0 3 male 26 0 0 7.775 S Third man TRUE Southampton no TRUE
163 0 3 male 17 0 0 8.6625 S Third man TRUE Southampton no TRUE
164 0 3 male 1 4 1 39.6875 S Third child FALSE Southampton no FALSE
165 1 3 male 9 0 2 20.525 S Third child FALSE Southampton yes FALSE
166 1 1 female 0 1 55 S First woman FALSE E Southampton yes FALSE
167 0 3 female 45 1 4 27.9 S Third woman FALSE Southampton no FALSE
168 0 1 male 0 0 25.925 S First man TRUE Southampton no TRUE
169 0 3 male 28 0 0 56.4958 S Third man TRUE Southampton no TRUE
170 0 1 male 61 0 0 33.5 S First man TRUE B Southampton no TRUE
171 0 3 male 4 4 1 29.125 Q Third child FALSE Queenstown no FALSE
172 1 3 female 1 1 1 11.1333 S Third child FALSE Southampton yes FALSE
173 0 3 male 21 0 0 7.925 S Third man TRUE Southampton no TRUE
174 0 1 male 56 0 0 30.6958 C First man TRUE A Cherbourg no TRUE
175 0 3 male 18 1 1 7.8542 S Third man TRUE Southampton no FALSE
176 0 3 male 3 1 25.4667 S Third man TRUE Southampton no FALSE
177 0 1 female 50 0 0 28.7125 C First woman FALSE C Cherbourg no TRUE
178 0 2 male 30 0 0 13 S Second man TRUE Southampton no TRUE
179 0 3 male 36 0 0 0 S Third man TRUE Southampton no TRUE
180 0 3 female 8 2 69.55 S Third woman FALSE Southampton no FALSE
181 0 2 male 0 0 15.05 C Second man TRUE Cherbourg no TRUE
182 0 3 male 9 4 2 31.3875 S Third child FALSE Southampton no FALSE
183 1 2 male 1 2 1 39 S Second child FALSE F Southampton yes FALSE
184 1 3 female 4 0 2 22.025 S Third child FALSE Southampton yes FALSE
185 0 1 male 0 0 50 S First man TRUE A Southampton no TRUE
186 1 3 female 1 0 15.5 Q Third woman FALSE Queenstown yes FALSE
187 1 1 male 45 0 0 26.55 S First man TRUE Southampton yes TRUE
188 0 3 male 40 1 1 15.5 Q Third man TRUE Queenstown no FALSE
189 0 3 male 36 0 0 7.8958 S Third man TRUE Southampton no TRUE
190 1 2 female 32 0 0 13 S Second woman FALSE Southampton yes TRUE
191 0 2 male 19 0 0 13 S Second man TRUE Southampton no TRUE
192 1 3 female 19 1 0 7.8542 S Third woman FALSE Southampton yes FALSE
193 1 2 male 3 1 1 26 S Second child FALSE F Southampton yes FALSE
194 1 1 female 44 0 0 27.7208 C First woman FALSE B Cherbourg yes TRUE
195 1 1 female 58 0 0 146.5208 C First woman FALSE B Cherbourg yes TRUE
196 0 3 male 0 0 7.75 Q Third man TRUE Queenstown no TRUE
197 0 3 male 42 0 1 8.4042 S Third man TRUE Southampton no FALSE
198 1 3 female 0 0 7.75 Q Third woman FALSE Queenstown yes TRUE
199 0 2 female 24 0 0 13 S Second woman FALSE Southampton no TRUE
200 0 3 male 28 0 0 9.5 S Third man TRUE Southampton no TRUE
201 0 3 male 8 2 69.55 S Third man TRUE Southampton no FALSE
202 0 3 male 34 0 0 6.4958 S Third man TRUE Southampton no TRUE
203 0 3 male 45.5 0 0 7.225 C Third man TRUE Cherbourg no TRUE
204 1 3 male 18 0 0 8.05 S Third man TRUE Southampton yes TRUE
205 0 3 female 2 0 1 10.4625 S Third child FALSE G Southampton no FALSE
206 0 3 male 32 1 0 15.85 S Third man TRUE Southampton no FALSE
207 1 3 male 26 0 0 18.7875 C Third man TRUE Cherbourg yes TRUE
208 1 3 female 16 0 0 7.75 Q Third woman FALSE Queenstown yes TRUE
209 1 1 male 40 0 0 31 C First man TRUE A Cherbourg yes TRUE
210 0 3 male 24 0 0 7.05 S Third man TRUE Southampton no TRUE
211 1 2 female 35 0 0 21 S Second woman FALSE Southampton yes TRUE
212 0 3 male 22 0 0 7.25 S Third man TRUE Southampton no TRUE
213 0 2 male 30 0 0 13 S Second man TRUE Southampton no TRUE
214 0 3 male 1 0 7.75 Q Third man TRUE Queenstown no FALSE
215 1 1 female 31 1 0 113.275 C First woman FALSE D Cherbourg yes FALSE
216 1 3 female 27 0 0 7.925 S Third woman FALSE Southampton yes TRUE
217 0 2 male 42 1 0 27 S Second man TRUE Southampton no FALSE
218 1 1 female 32 0 0 76.2917 C First woman FALSE D Cherbourg yes TRUE
219 0 2 male 30 0 0 10.5 S Second man TRUE Southampton no TRUE
220 1 3 male 16 0 0 8.05 S Third man TRUE Southampton yes TRUE
221 0 2 male 27 0 0 13 S Second man TRUE Southampton no TRUE
222 0 3 male 51 0 0 8.05 S Third man TRUE Southampton no TRUE
223 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
224 1 1 male 38 1 0 90 S First man TRUE C Southampton yes FALSE
225 0 3 male 22 0 0 9.35 S Third man TRUE Southampton no TRUE
226 1 2 male 19 0 0 10.5 S Second man TRUE Southampton yes TRUE
227 0 3 male 20.5 0 0 7.25 S Third man TRUE Southampton no TRUE
228 0 2 male 18 0 0 13 S Second man TRUE Southampton no TRUE
229 0 3 female 3 1 25.4667 S Third woman FALSE Southampton no FALSE
230 1 1 female 35 1 0 83.475 S First woman FALSE C Southampton yes FALSE
231 0 3 male 29 0 0 7.775 S Third man TRUE Southampton no TRUE
232 0 2 male 59 0 0 13.5 S Second man TRUE Southampton no TRUE
233 1 3 female 5 4 2 31.3875 S Third child FALSE Southampton yes FALSE
234 0 2 male 24 0 0 10.5 S Second man TRUE Southampton no TRUE
235 0 3 female 0 0 7.55 S Third woman FALSE Southampton no TRUE
236 0 2 male 44 1 0 26 S Second man TRUE Southampton no FALSE
237 1 2 female 8 0 2 26.25 S Second child FALSE Southampton yes FALSE
238 0 2 male 19 0 0 10.5 S Second man TRUE Southampton no TRUE
239 0 2 male 33 0 0 12.275 S Second man TRUE Southampton no TRUE
240 0 3 female 1 0 14.4542 C Third woman FALSE Cherbourg no FALSE
241 1 3 female 1 0 15.5 Q Third woman FALSE Queenstown yes FALSE
242 0 2 male 29 0 0 10.5 S Second man TRUE Southampton no TRUE
243 0 3 male 22 0 0 7.125 S Third man TRUE Southampton no TRUE
244 0 3 male 30 0 0 7.225 C Third man TRUE Cherbourg no TRUE
245 0 1 male 44 2 0 90 Q First man TRUE C Queenstown no FALSE
246 0 3 female 25 0 0 7.775 S Third woman FALSE Southampton no TRUE
247 1 2 female 24 0 2 14.5 S Second woman FALSE Southampton yes FALSE
248 1 1 male 37 1 1 52.5542 S First man TRUE D Southampton yes FALSE
249 0 2 male 54 1 0 26 S Second man TRUE Southampton no FALSE
250 0 3 male 0 0 7.25 S Third man TRUE Southampton no TRUE
251 0 3 female 29 1 1 10.4625 S Third woman FALSE G Southampton no FALSE
252 0 1 male 62 0 0 26.55 S First man TRUE C Southampton no TRUE
253 0 3 male 30 1 0 16.1 S Third man TRUE Southampton no FALSE
254 0 3 female 41 0 2 20.2125 S Third woman FALSE Southampton no FALSE
255 1 3 female 29 0 2 15.2458 C Third woman FALSE Cherbourg yes FALSE
256 1 1 female 0 0 79.2 C First woman FALSE Cherbourg yes TRUE
257 1 1 female 30 0 0 86.5 S First woman FALSE B Southampton yes TRUE
258 1 1 female 35 0 0 512.3292 C First woman FALSE Cherbourg yes TRUE
259 1 2 female 50 0 1 26 S Second woman FALSE Southampton yes FALSE
260 0 3 male 0 0 7.75 Q Third man TRUE Queenstown no TRUE
261 1 3 male 3 4 2 31.3875 S Third child FALSE Southampton yes FALSE
262 0 1 male 52 1 1 79.65 S First man TRUE E Southampton no FALSE
263 0 1 male 40 0 0 0 S First man TRUE B Southampton no TRUE
264 0 3 female 0 0 7.75 Q Third woman FALSE Queenstown no TRUE
265 0 2 male 36 0 0 10.5 S Second man TRUE Southampton no TRUE
266 0 3 male 16 4 1 39.6875 S Third man TRUE Southampton no FALSE
267 1 3 male 25 1 0 7.775 S Third man TRUE Southampton yes FALSE
268 1 1 female 58 0 1 153.4625 S First woman FALSE C Southampton yes FALSE
269 1 1 female 35 0 0 135.6333 S First woman FALSE C Southampton yes TRUE
270 0 1 male 0 0 31 S First man TRUE Southampton no TRUE
271 1 3 male 25 0 0 0 S Third man TRUE Southampton yes TRUE
272 1 2 female 41 0 1 19.5 S Second woman FALSE Southampton yes FALSE
273 0 1 male 37 0 1 29.7 C First man TRUE C Cherbourg no FALSE
274 1 3 female 0 0 7.75 Q Third woman FALSE Queenstown yes TRUE
275 1 1 female 63 1 0 77.9583 S First woman FALSE D Southampton yes FALSE
276 0 3 female 45 0 0 7.75 S Third woman FALSE Southampton no TRUE
277 0 2 male 0 0 0 S Second man TRUE Southampton no TRUE
278 0 3 male 7 4 1 29.125 Q Third child FALSE Queenstown no FALSE
279 1 3 female 35 1 1 20.25 S Third woman FALSE Southampton yes FALSE
280 0 3 male 65 0 0 7.75 Q Third man TRUE Queenstown no TRUE
281 0 3 male 28 0 0 7.8542 S Third man TRUE Southampton no TRUE
282 0 3 male 16 0 0 9.5 S Third man TRUE Southampton no TRUE
283 1 3 male 19 0 0 8.05 S Third man TRUE Southampton yes TRUE
284 0 1 male 0 0 26 S First man TRUE A Southampton no TRUE
285 0 3 male 33 0 0 8.6625 C Third man TRUE Cherbourg no TRUE
286 1 3 male 30 0 0 9.5 S Third man TRUE Southampton yes TRUE
287 0 3 male 22 0 0 7.8958 S Third man TRUE Southampton no TRUE
288 1 2 male 42 0 0 13 S Second man TRUE Southampton yes TRUE
289 1 3 female 22 0 0 7.75 Q Third woman FALSE Queenstown yes TRUE
290 1 1 female 26 0 0 78.85 S First woman FALSE Southampton yes TRUE
291 1 1 female 19 1 0 91.0792 C First woman FALSE B Cherbourg yes FALSE
292 0 2 male 36 0 0 12.875 C Second man TRUE D Cherbourg no TRUE
293 0 3 female 24 0 0 8.85 S Third woman FALSE Southampton no TRUE
294 0 3 male 24 0 0 7.8958 S Third man TRUE Southampton no TRUE
295 0 1 male 0 0 27.7208 C First man TRUE Cherbourg no TRUE
296 0 3 male 23.5 0 0 7.2292 C Third man TRUE Cherbourg no TRUE
297 0 1 female 2 1 2 151.55 S First child FALSE C Southampton no FALSE
298 1 1 male 0 0 30.5 S First man TRUE C Southampton yes TRUE
299 1 1 female 50 0 1 247.5208 C First woman FALSE B Cherbourg yes FALSE
300 1 3 female 0 0 7.75 Q Third woman FALSE Queenstown yes TRUE
301 1 3 male 2 0 23.25 Q Third man TRUE Queenstown yes FALSE
302 0 3 male 19 0 0 0 S Third man TRUE Southampton no TRUE
303 1 2 female 0 0 12.35 Q Second woman FALSE E Queenstown yes TRUE
304 0 3 male 0 0 8.05 S Third man TRUE Southampton no TRUE
305 1 1 male 0.92 1 2 151.55 S First child FALSE C Southampton yes FALSE
306 1 1 female 0 0 110.8833 C First woman FALSE Cherbourg yes TRUE
307 1 1 female 17 1 0 108.9 C First woman FALSE C Cherbourg yes FALSE
308 0 2 male 30 1 0 24 C Second man TRUE Cherbourg no FALSE
309 1 1 female 30 0 0 56.9292 C First woman FALSE E Cherbourg yes TRUE
310 1 1 female 24 0 0 83.1583 C First woman FALSE C Cherbourg yes TRUE
311 1 1 female 18 2 2 262.375 C First woman FALSE B Cherbourg yes FALSE
312 0 2 female 26 1 1 26 S Second woman FALSE Southampton no FALSE
313 0 3 male 28 0 0 7.8958 S Third man TRUE Southampton no TRUE
314 0 2 male 43 1 1 26.25 S Second man TRUE Southampton no FALSE
315 1 3 female 26 0 0 7.8542 S Third woman FALSE Southampton yes TRUE
316 1 2 female 24 1 0 26 S Second woman FALSE Southampton yes FALSE
317 0 2 male 54 0 0 14 S Second man TRUE Southampton no TRUE
318 1 1 female 31 0 2 164.8667 S First woman FALSE C Southampton yes FALSE
319 1 1 female 40 1 1 134.5 C First woman FALSE E Cherbourg yes FALSE
320 0 3 male 22 0 0 7.25 S Third man TRUE Southampton no TRUE
321 0 3 male 27 0 0 7.8958 S Third man TRUE Southampton no TRUE
322 1 2 female 30 0 0 12.35 Q Second woman FALSE Queenstown yes TRUE
323 1 2 female 22 1 1 29 S Second woman FALSE Southampton yes FALSE
324 0 3 male 8 2 69.55 S Third man TRUE Southampton no FALSE
325 1 1 female 36 0 0 135.6333 C First woman FALSE C Cherbourg yes TRUE
326 0 3 male 61 0 0 6.2375 S Third man TRUE Southampton no TRUE
327 1 2 female 36 0 0 13 S Second woman FALSE D Southampton yes TRUE
328 1 3 female 31 1 1 20.525 S Third woman FALSE Southampton yes FALSE
329 1 1 female 16 0 1 57.9792 C First woman FALSE B Cherbourg yes FALSE
330 1 3 female 2 0 23.25 Q Third woman FALSE Queenstown yes FALSE
331 0 1 male 45.5 0 0 28.5 S First man TRUE C Southampton no TRUE
332 0 1 male 38 0 1 153.4625 S First man TRUE C Southampton no FALSE
333 0 3 male 16 2 0 18 S Third man TRUE Southampton no FALSE
334 1 1 female 1 0 133.65 S First woman FALSE Southampton yes FALSE
335 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
336 0 1 male 29 1 0 66.6 S First man TRUE C Southampton no FALSE
337 1 1 female 41 0 0 134.5 C First woman FALSE E Cherbourg yes TRUE
338 1 3 male 45 0 0 8.05 S Third man TRUE Southampton yes TRUE
339 0 1 male 45 0 0 35.5 S First man TRUE Southampton no TRUE
340 1 2 male 2 1 1 26 S Second child FALSE F Southampton yes FALSE
341 1 1 female 24 3 2 263 S First woman FALSE C Southampton yes FALSE
342 0 2 male 28 0 0 13 S Second man TRUE Southampton no TRUE
343 0 2 male 25 0 0 13 S Second man TRUE Southampton no TRUE
344 0 2 male 36 0 0 13 S Second man TRUE Southampton no TRUE
345 1 2 female 24 0 0 13 S Second woman FALSE F Southampton yes TRUE
346 1 2 female 40 0 0 13 S Second woman FALSE Southampton yes TRUE
347 1 3 female 1 0 16.1 S Third woman FALSE Southampton yes FALSE
348 1 3 male 3 1 1 15.9 S Third child FALSE Southampton yes FALSE
349 0 3 male 42 0 0 8.6625 S Third man TRUE Southampton no TRUE
350 0 3 male 23 0 0 9.225 S Third man TRUE Southampton no TRUE
351 0 1 male 0 0 35 S First man TRUE C Southampton no TRUE
352 0 3 male 15 1 1 7.2292 C Third child FALSE Cherbourg no FALSE
353 0 3 male 25 1 0 17.8 S Third man TRUE Southampton no FALSE
354 0 3 male 0 0 7.225 C Third man TRUE Cherbourg no TRUE
355 0 3 male 28 0 0 9.5 S Third man TRUE Southampton no TRUE
356 1 1 female 22 0 1 55 S First woman FALSE E Southampton yes FALSE
357 0 2 female 38 0 0 13 S Second woman FALSE Southampton no TRUE
358 1 3 female 0 0 7.8792 Q Third woman FALSE Queenstown yes TRUE
359 1 3 female 0 0 7.8792 Q Third woman FALSE Queenstown yes TRUE
360 0 3 male 40 1 4 27.9 S Third man TRUE Southampton no FALSE
361 0 2 male 29 1 0 27.7208 C Second man TRUE Cherbourg no FALSE
362 0 3 female 45 0 1 14.4542 C Third woman FALSE Cherbourg no FALSE
363 0 3 male 35 0 0 7.05 S Third man TRUE Southampton no TRUE
364 0 3 male 1 0 15.5 Q Third man TRUE Queenstown no FALSE
365 0 3 male 30 0 0 7.25 S Third man TRUE Southampton no TRUE
366 1 1 female 60 1 0 75.25 C First woman FALSE D Cherbourg yes FALSE
367 1 3 female 0 0 7.2292 C Third woman FALSE Cherbourg yes TRUE
368 1 3 female 0 0 7.75 Q Third woman FALSE Queenstown yes TRUE
369 1 1 female 24 0 0 69.3 C First woman FALSE B Cherbourg yes TRUE
370 1 1 male 25 1 0 55.4417 C First man TRUE E Cherbourg yes FALSE
371 0 3 male 18 1 0 6.4958 S Third man TRUE Southampton no FALSE
372 0 3 male 19 0 0 8.05 S Third man TRUE Southampton no TRUE
373 0 1 male 22 0 0 135.6333 C First man TRUE Cherbourg no TRUE
374 0 3 female 3 3 1 21.075 S Third child FALSE Southampton no FALSE
375 1 1 female 1 0 82.1708 C First woman FALSE Cherbourg yes FALSE
376 1 3 female 22 0 0 7.25 S Third woman FALSE Southampton yes TRUE
377 0 1 male 27 0 2 211.5 C First man TRUE C Cherbourg no FALSE
378 0 3 male 20 0 0 4.0125 C Third man TRUE Cherbourg no TRUE
379 0 3 male 19 0 0 7.775 S Third man TRUE Southampton no TRUE
380 1 1 female 42 0 0 227.525 C First woman FALSE Cherbourg yes TRUE
381 1 3 female 1 0 2 15.7417 C Third child FALSE Cherbourg yes FALSE
382 0 3 male 32 0 0 7.925 S Third man TRUE Southampton no TRUE
383 1 1 female 35 1 0 52 S First woman FALSE Southampton yes FALSE
384 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
385 0 2 male 18 0 0 73.5 S Second man TRUE Southampton no TRUE
386 0 3 male 1 5 2 46.9 S Third child FALSE Southampton no FALSE
387 1 2 female 36 0 0 13 S Second woman FALSE Southampton yes TRUE
388 0 3 male 0 0 7.7292 Q Third man TRUE Queenstown no TRUE
389 1 2 female 17 0 0 12 C Second woman FALSE Cherbourg yes TRUE
390 1 1 male 36 1 2 120 S First man TRUE B Southampton yes FALSE
391 1 3 male 21 0 0 7.7958 S Third man TRUE Southampton yes TRUE
392 0 3 male 28 2 0 7.925 S Third man TRUE Southampton no FALSE
393 1 1 female 23 1 0 113.275 C First woman FALSE D Cherbourg yes FALSE
394 1 3 female 24 0 2 16.7 S Third woman FALSE G Southampton yes FALSE
395 0 3 male 22 0 0 7.7958 S Third man TRUE Southampton no TRUE
396 0 3 female 31 0 0 7.8542 S Third woman FALSE Southampton no TRUE
397 0 2 male 46 0 0 26 S Second man TRUE Southampton no TRUE
398 0 2 male 23 0 0 10.5 S Second man TRUE Southampton no TRUE
399 1 2 female 28 0 0 12.65 S Second woman FALSE Southampton yes TRUE
400 1 3 male 39 0 0 7.925 S Third man TRUE Southampton yes TRUE
401 0 3 male 26 0 0 8.05 S Third man TRUE Southampton no TRUE
402 0 3 female 21 1 0 9.825 S Third woman FALSE Southampton no FALSE
403 0 3 male 28 1 0 15.85 S Third man TRUE Southampton no FALSE
404 0 3 female 20 0 0 8.6625 S Third woman FALSE Southampton no TRUE
405 0 2 male 34 1 0 21 S Second man TRUE Southampton no FALSE
406 0 3 male 51 0 0 7.75 S Third man TRUE Southampton no TRUE
407 1 2 male 3 1 1 18.75 S Second child FALSE Southampton yes FALSE
408 0 3 male 21 0 0 7.775 S Third man TRUE Southampton no TRUE
409 0 3 female 3 1 25.4667 S Third woman FALSE Southampton no FALSE
410 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
411 0 3 male 0 0 6.8583 Q Third man TRUE Queenstown no TRUE
412 1 1 female 33 1 0 90 Q First woman FALSE C Queenstown yes FALSE
413 0 2 male 0 0 0 S Second man TRUE Southampton no TRUE
414 1 3 male 44 0 0 7.925 S Third man TRUE Southampton yes TRUE
415 0 3 female 0 0 8.05 S Third woman FALSE Southampton no TRUE
416 1 2 female 34 1 1 32.5 S Second woman FALSE Southampton yes FALSE
417 1 2 female 18 0 2 13 S Second woman FALSE Southampton yes FALSE
418 0 2 male 30 0 0 13 S Second man TRUE Southampton no TRUE
419 0 3 female 10 0 2 24.15 S Third child FALSE Southampton no FALSE
420 0 3 male 0 0 7.8958 C Third man TRUE Cherbourg no TRUE
421 0 3 male 21 0 0 7.7333 Q Third man TRUE Queenstown no TRUE
422 0 3 male 29 0 0 7.875 S Third man TRUE Southampton no TRUE
423 0 3 female 28 1 1 14.4 S Third woman FALSE Southampton no FALSE
424 0 3 male 18 1 1 20.2125 S Third man TRUE Southampton no FALSE
425 0 3 male 0 0 7.25 S Third man TRUE Southampton no TRUE
426 1 2 female 28 1 0 26 S Second woman FALSE Southampton yes FALSE
427 1 2 female 19 0 0 26 S Second woman FALSE Southampton yes TRUE
428 0 3 male 0 0 7.75 Q Third man TRUE Queenstown no TRUE
429 1 3 male 32 0 0 8.05 S Third man TRUE E Southampton yes TRUE
430 1 1 male 28 0 0 26.55 S First man TRUE C Southampton yes TRUE
431 1 3 female 1 0 16.1 S Third woman FALSE Southampton yes FALSE
432 1 2 female 42 1 0 26 S Second woman FALSE Southampton yes FALSE
433 0 3 male 17 0 0 7.125 S Third man TRUE Southampton no TRUE
434 0 1 male 50 1 0 55.9 S First man TRUE E Southampton no FALSE
435 1 1 female 14 1 2 120 S First child FALSE B Southampton yes FALSE
436 0 3 female 21 2 2 34.375 S Third woman FALSE Southampton no FALSE
437 1 2 female 24 2 3 18.75 S Second woman FALSE Southampton yes FALSE
438 0 1 male 64 1 4 263 S First man TRUE C Southampton no FALSE
439 0 2 male 31 0 0 10.5 S Second man TRUE Southampton no TRUE
440 1 2 female 45 1 1 26.25 S Second woman FALSE Southampton yes FALSE
441 0 3 male 20 0 0 9.5 S Third man TRUE Southampton no TRUE
442 0 3 male 25 1 0 7.775 S Third man TRUE Southampton no FALSE
443 1 2 female 28 0 0 13 S Second woman FALSE Southampton yes TRUE
444 1 3 male 0 0 8.1125 S Third man TRUE Southampton yes TRUE
445 1 1 male 4 0 2 81.8583 S First child FALSE A Southampton yes FALSE
446 1 2 female 13 0 1 19.5 S Second child FALSE Southampton yes FALSE
447 1 1 male 34 0 0 26.55 S First man TRUE Southampton yes TRUE
448 1 3 female 5 2 1 19.2583 C Third child FALSE Cherbourg yes FALSE
449 1 1 male 52 0 0 30.5 S First man TRUE C Southampton yes TRUE
450 0 2 male 36 1 2 27.75 S Second man TRUE Southampton no FALSE
451 0 3 male 1 0 19.9667 S Third man TRUE Southampton no FALSE
452 0 1 male 30 0 0 27.75 C First man TRUE C Cherbourg no TRUE
453 1 1 male 49 1 0 89.1042 C First man TRUE C Cherbourg yes FALSE
454 0 3 male 0 0 8.05 S Third man TRUE Southampton no TRUE
455 1 3 male 29 0 0 7.8958 C Third man TRUE Cherbourg yes TRUE
456 0 1 male 65 0 0 26.55 S First man TRUE E Southampton no TRUE
457 1 1 female 1 0 51.8625 S First woman FALSE D Southampton yes FALSE
458 1 2 female 50 0 0 10.5 S Second woman FALSE Southampton yes TRUE
459 0 3 male 0 0 7.75 Q Third man TRUE Queenstown no TRUE
460 1 1 male 48 0 0 26.55 S First man TRUE E Southampton yes TRUE
461 0 3 male 34 0 0 8.05 S Third man TRUE Southampton no TRUE
462 0 1 male 47 0 0 38.5 S First man TRUE E Southampton no TRUE
463 0 2 male 48 0 0 13 S Second man TRUE Southampton no TRUE
464 0 3 male 0 0 8.05 S Third man TRUE Southampton no TRUE
465 0 3 male 38 0 0 7.05 S Third man TRUE Southampton no TRUE
466 0 2 male 0 0 0 S Second man TRUE Southampton no TRUE
467 0 1 male 56 0 0 26.55 S First man TRUE Southampton no TRUE
468 0 3 male 0 0 7.725 Q Third man TRUE Queenstown no TRUE
469 1 3 female 0.75 2 1 19.2583 C Third child FALSE Cherbourg yes FALSE
470 0 3 male 0 0 7.25 S Third man TRUE Southampton no TRUE
471 0 3 male 38 0 0 8.6625 S Third man TRUE Southampton no TRUE
472 1 2 female 33 1 2 27.75 S Second woman FALSE Southampton yes FALSE
473 1 2 female 23 0 0 13.7917 C Second woman FALSE D Cherbourg yes TRUE
474 0 3 female 22 0 0 9.8375 S Third woman FALSE Southampton no TRUE
475 0 1 male 0 0 52 S First man TRUE A Southampton no TRUE
476 0 2 male 34 1 0 21 S Second man TRUE Southampton no FALSE
477 0 3 male 29 1 0 7.0458 S Third man TRUE Southampton no FALSE
478 0 3 male 22 0 0 7.5208 S Third man TRUE Southampton no TRUE
479 1 3 female 2 0 1 12.2875 S Third child FALSE Southampton yes FALSE
480 0 3 male 9 5 2 46.9 S Third child FALSE Southampton no FALSE
481 0 2 male 0 0 0 S Second man TRUE Southampton no TRUE
482 0 3 male 50 0 0 8.05 S Third man TRUE Southampton no TRUE
483 1 3 female 63 0 0 9.5875 S Third woman FALSE Southampton yes TRUE
484 1 1 male 25 1 0 91.0792 C First man TRUE B Cherbourg yes FALSE
485 0 3 female 3 1 25.4667 S Third woman FALSE Southampton no FALSE
486 1 1 female 35 1 0 90 S First woman FALSE C Southampton yes FALSE
487 0 1 male 58 0 0 29.7 C First man TRUE B Cherbourg no TRUE
488 0 3 male 30 0 0 8.05 S Third man TRUE Southampton no TRUE
489 1 3 male 9 1 1 15.9 S Third child FALSE Southampton yes FALSE
490 0 3 male 1 0 19.9667 S Third man TRUE Southampton no FALSE
491 0 3 male 21 0 0 7.25 S Third man TRUE Southampton no TRUE
492 0 1 male 55 0 0 30.5 S First man TRUE C Southampton no TRUE
493 0 1 male 71 0 0 49.5042 C First man TRUE Cherbourg no TRUE
494 0 3 male 21 0 0 8.05 S Third man TRUE Southampton no TRUE
495 0 3 male 0 0 14.4583 C Third man TRUE Cherbourg no TRUE
496 1 1 female 54 1 0 78.2667 C First woman FALSE D Cherbourg yes FALSE
497 0 3 male 0 0 15.1 S Third man TRUE Southampton no TRUE
498 0 1 female 25 1 2 151.55 S First woman FALSE C Southampton no FALSE
499 0 3 male 24 0 0 7.7958 S Third man TRUE Southampton no TRUE
500 0 3 male 17 0 0 8.6625 S Third man TRUE Southampton no TRUE
501 0 3 female 21 0 0 7.75 Q Third woman FALSE Queenstown no TRUE
502 0 3 female 0 0 7.6292 Q Third woman FALSE Queenstown no TRUE
503 0 3 female 37 0 0 9.5875 S Third woman FALSE Southampton no TRUE
504 1 1 female 16 0 0 86.5 S First woman FALSE B Southampton yes TRUE
505 0 1 male 18 1 0 108.9 C First man TRUE C Cherbourg no FALSE
506 1 2 female 33 0 2 26 S Second woman FALSE Southampton yes FALSE
507 1 1 male 0 0 26.55 S First man TRUE Southampton yes TRUE
508 0 3 male 28 0 0 22.525 S Third man TRUE Southampton no TRUE
509 1 3 male 26 0 0 56.4958 S Third man TRUE Southampton yes TRUE
510 1 3 male 29 0 0 7.75 Q Third man TRUE Queenstown yes TRUE
511 0 3 male 0 0 8.05 S Third man TRUE Southampton no TRUE
512 1 1 male 36 0 0 26.2875 S First man TRUE E Southampton yes TRUE
513 1 1 female 54 1 0 59.4 C First woman FALSE Cherbourg yes FALSE
514 0 3 male 24 0 0 7.4958 S Third man TRUE Southampton no TRUE
515 0 1 male 47 0 0 34.0208 S First man TRUE D Southampton no TRUE
516 1 2 female 34 0 0 10.5 S Second woman FALSE F Southampton yes TRUE
517 0 3 male 0 0 24.15 Q Third man TRUE Queenstown no TRUE
518 1 2 female 36 1 0 26 S Second woman FALSE Southampton yes FALSE
519 0 3 male 32 0 0 7.8958 S Third man TRUE Southampton no TRUE
520 1 1 female 30 0 0 93.5 S First woman FALSE B Southampton yes TRUE
521 0 3 male 22 0 0 7.8958 S Third man TRUE Southampton no TRUE
522 0 3 male 0 0 7.225 C Third man TRUE Cherbourg no TRUE
523 1 1 female 44 0 1 57.9792 C First woman FALSE B Cherbourg yes FALSE
524 0 3 male 0 0 7.2292 C Third man TRUE Cherbourg no TRUE
525 0 3 male 40.5 0 0 7.75 Q Third man TRUE Queenstown no TRUE
526 1 2 female 50 0 0 10.5 S Second woman FALSE Southampton yes TRUE
527 0 1 male 0 0 221.7792 S First man TRUE C Southampton no TRUE
528 0 3 male 39 0 0 7.925 S Third man TRUE Southampton no TRUE
529 0 2 male 23 2 1 11.5 S Second man TRUE Southampton no FALSE
530 1 2 female 2 1 1 26 S Second child FALSE Southampton yes FALSE
531 0 3 male 0 0 7.2292 C Third man TRUE Cherbourg no TRUE
532 0 3 male 17 1 1 7.2292 C Third man TRUE Cherbourg no FALSE
533 1 3 female 0 2 22.3583 C Third woman FALSE Cherbourg yes FALSE
534 0 3 female 30 0 0 8.6625 S Third woman FALSE Southampton no TRUE
535 1 2 female 7 0 2 26.25 S Second child FALSE Southampton yes FALSE
536 0 1 male 45 0 0 26.55 S First man TRUE B Southampton no TRUE
537 1 1 female 30 0 0 106.425 C First woman FALSE Cherbourg yes TRUE
538 0 3 male 0 0 14.5 S Third man TRUE Southampton no TRUE
539 1 1 female 22 0 2 49.5 C First woman FALSE B Cherbourg yes FALSE
540 1 1 female 36 0 2 71 S First woman FALSE B Southampton yes FALSE
541 0 3 female 9 4 2 31.275 S Third child FALSE Southampton no FALSE
542 0 3 female 11 4 2 31.275 S Third child FALSE Southampton no FALSE
543 1 2 male 32 1 0 26 S Second man TRUE Southampton yes FALSE
544 0 1 male 50 1 0 106.425 C First man TRUE C Cherbourg no FALSE
545 0 1 male 64 0 0 26 S First man TRUE Southampton no TRUE
546 1 2 female 19 1 0 26 S Second woman FALSE Southampton yes FALSE
547 1 2 male 0 0 13.8625 C Second man TRUE Cherbourg yes TRUE
548 0 3 male 33 1 1 20.525 S Third man TRUE Southampton no FALSE
549 1 2 male 8 1 1 36.75 S Second child FALSE Southampton yes FALSE
550 1 1 male 17 0 2 110.8833 C First man TRUE C Cherbourg yes FALSE
551 0 2 male 27 0 0 26 S Second man TRUE Southampton no TRUE
552 0 3 male 0 0 7.8292 Q Third man TRUE Queenstown no TRUE
553 1 3 male 22 0 0 7.225 C Third man TRUE Cherbourg yes TRUE
554 1 3 female 22 0 0 7.775 S Third woman FALSE Southampton yes TRUE
555 0 1 male 62 0 0 26.55 S First man TRUE Southampton no TRUE
556 1 1 female 48 1 0 39.6 C First woman FALSE A Cherbourg yes FALSE
557 0 1 male 0 0 227.525 C First man TRUE Cherbourg no TRUE
558 1 1 female 39 1 1 79.65 S First woman FALSE E Southampton yes FALSE
559 1 3 female 36 1 0 17.4 S Third woman FALSE Southampton yes FALSE
560 0 3 male 0 0 7.75 Q Third man TRUE Queenstown no TRUE
561 0 3 male 40 0 0 7.8958 S Third man TRUE Southampton no TRUE
562 0 2 male 28 0 0 13.5 S Second man TRUE Southampton no TRUE
563 0 3 male 0 0 8.05 S Third man TRUE Southampton no TRUE
564 0 3 female 0 0 8.05 S Third woman FALSE Southampton no TRUE
565 0 3 male 24 2 0 24.15 S Third man TRUE Southampton no FALSE
566 0 3 male 19 0 0 7.8958 S Third man TRUE Southampton no TRUE
567 0 3 female 29 0 4 21.075 S Third woman FALSE Southampton no FALSE
568 0 3 male 0 0 7.2292 C Third man TRUE Cherbourg no TRUE
569 1 3 male 32 0 0 7.8542 S Third man TRUE Southampton yes TRUE
570 1 2 male 62 0 0 10.5 S Second man TRUE Southampton yes TRUE
571 1 1 female 53 2 0 51.4792 S First woman FALSE C Southampton yes FALSE
572 1 1 male 36 0 0 26.3875 S First man TRUE E Southampton yes TRUE
573 1 3 female 0 0 7.75 Q Third woman FALSE Queenstown yes TRUE
574 0 3 male 16 0 0 8.05 S Third man TRUE Southampton no TRUE
575 0 3 male 19 0 0 14.5 S Third man TRUE Southampton no TRUE
576 1 2 female 34 0 0 13 S Second woman FALSE Southampton yes TRUE
577 1 1 female 39 1 0 55.9 S First woman FALSE E Southampton yes FALSE
578 0 3 female 1 0 14.4583 C Third woman FALSE Cherbourg no FALSE
579 1 3 male 32 0 0 7.925 S Third man TRUE Southampton yes TRUE
580 1 2 female 25 1 1 30 S Second woman FALSE Southampton yes FALSE
581 1 1 female 39 1 1 110.8833 C First woman FALSE C Cherbourg yes FALSE
582 0 2 male 54 0 0 26 S Second man TRUE Southampton no TRUE
583 0 1 male 36 0 0 40.125 C First man TRUE A Cherbourg no TRUE
584 0 3 male 0 0 8.7125 C Third man TRUE Cherbourg no TRUE
585 1 1 female 18 0 2 79.65 S First woman FALSE E Southampton yes FALSE
586 0 2 male 47 0 0 15 S Second man TRUE Southampton no TRUE
587 1 1 male 60 1 1 79.2 C First man TRUE B Cherbourg yes FALSE
588 0 3 male 22 0 0 8.05 S Third man TRUE Southampton no TRUE
589 0 3 male 0 0 8.05 S Third man TRUE Southampton no TRUE
590 0 3 male 35 0 0 7.125 S Third man TRUE Southampton no TRUE
591 1 1 female 52 1 0 78.2667 C First woman FALSE D Cherbourg yes FALSE
592 0 3 male 47 0 0 7.25 S Third man TRUE Southampton no TRUE
593 0 3 female 0 2 7.75 Q Third woman FALSE Queenstown no FALSE
594 0 2 male 37 1 0 26 S Second man TRUE Southampton no FALSE
595 0 3 male 36 1 1 24.15 S Third man TRUE Southampton no FALSE
596 1 2 female 0 0 33 S Second woman FALSE Southampton yes TRUE
597 0 3 male 49 0 0 0 S Third man TRUE Southampton no TRUE
598 0 3 male 0 0 7.225 C Third man TRUE Cherbourg no TRUE
599 1 1 male 49 1 0 56.9292 C First man TRUE A Cherbourg yes FALSE
600 1 2 female 24 2 1 27 S Second woman FALSE Southampton yes FALSE
601 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
602 0 1 male 0 0 42.4 S First man TRUE Southampton no TRUE
603 0 3 male 44 0 0 8.05 S Third man TRUE Southampton no TRUE
604 1 1 male 35 0 0 26.55 C First man TRUE Cherbourg yes TRUE
605 0 3 male 36 1 0 15.55 S Third man TRUE Southampton no FALSE
606 0 3 male 30 0 0 7.8958 S Third man TRUE Southampton no TRUE
607 1 1 male 27 0 0 30.5 S First man TRUE Southampton yes TRUE
608 1 2 female 22 1 2 41.5792 C Second woman FALSE Cherbourg yes FALSE
609 1 1 female 40 0 0 153.4625 S First woman FALSE C Southampton yes TRUE
610 0 3 female 39 1 5 31.275 S Third woman FALSE Southampton no FALSE
611 0 3 male 0 0 7.05 S Third man TRUE Southampton no TRUE
612 1 3 female 1 0 15.5 Q Third woman FALSE Queenstown yes FALSE
613 0 3 male 0 0 7.75 Q Third man TRUE Queenstown no TRUE
614 0 3 male 35 0 0 8.05 S Third man TRUE Southampton no TRUE
615 1 2 female 24 1 2 65 S Second woman FALSE Southampton yes FALSE
616 0 3 male 34 1 1 14.4 S Third man TRUE Southampton no FALSE
617 0 3 female 26 1 0 16.1 S Third woman FALSE Southampton no FALSE
618 1 2 female 4 2 1 39 S Second child FALSE F Southampton yes FALSE
619 0 2 male 26 0 0 10.5 S Second man TRUE Southampton no TRUE
620 0 3 male 27 1 0 14.4542 C Third man TRUE Cherbourg no FALSE
621 1 1 male 42 1 0 52.5542 S First man TRUE D Southampton yes FALSE
622 1 3 male 20 1 1 15.7417 C Third man TRUE Cherbourg yes FALSE
623 0 3 male 21 0 0 7.8542 S Third man TRUE Southampton no TRUE
624 0 3 male 21 0 0 16.1 S Third man TRUE Southampton no TRUE
625 0 1 male 61 0 0 32.3208 S First man TRUE D Southampton no TRUE
626 0 2 male 57 0 0 12.35 Q Second man TRUE Queenstown no TRUE
627 1 1 female 21 0 0 77.9583 S First woman FALSE D Southampton yes TRUE
628 0 3 male 26 0 0 7.8958 S Third man TRUE Southampton no TRUE
629 0 3 male 0 0 7.7333 Q Third man TRUE Queenstown no TRUE
630 1 1 male 80 0 0 30 S First man TRUE A Southampton yes TRUE
631 0 3 male 51 0 0 7.0542 S Third man TRUE Southampton no TRUE
632 1 1 male 32 0 0 30.5 C First man TRUE B Cherbourg yes TRUE
633 0 1 male 0 0 0 S First man TRUE Southampton no TRUE
634 0 3 female 9 3 2 27.9 S Third child FALSE Southampton no FALSE
635 1 2 female 28 0 0 13 S Second woman FALSE Southampton yes TRUE
636 0 3 male 32 0 0 7.925 S Third man TRUE Southampton no TRUE
637 0 2 male 31 1 1 26.25 S Second man TRUE Southampton no FALSE
638 0 3 female 41 0 5 39.6875 S Third woman FALSE Southampton no FALSE
639 0 3 male 1 0 16.1 S Third man TRUE Southampton no FALSE
640 0 3 male 20 0 0 7.8542 S Third man TRUE Southampton no TRUE
641 1 1 female 24 0 0 69.3 C First woman FALSE B Cherbourg yes TRUE
642 0 3 female 2 3 2 27.9 S Third child FALSE Southampton no FALSE
643 1 3 male 0 0 56.4958 S Third man TRUE Southampton yes TRUE
644 1 3 female 0.75 2 1 19.2583 C Third child FALSE Cherbourg yes FALSE
645 1 1 male 48 1 0 76.7292 C First man TRUE D Cherbourg yes FALSE
646 0 3 male 19 0 0 7.8958 S Third man TRUE Southampton no TRUE
647 1 1 male 56 0 0 35.5 C First man TRUE A Cherbourg yes TRUE
648 0 3 male 0 0 7.55 S Third man TRUE Southampton no TRUE
649 1 3 female 23 0 0 7.55 S Third woman FALSE Southampton yes TRUE
650 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
651 1 2 female 18 0 1 23 S Second woman FALSE Southampton yes FALSE
652 0 3 male 21 0 0 8.4333 S Third man TRUE Southampton no TRUE
653 1 3 female 0 0 7.8292 Q Third woman FALSE Queenstown yes TRUE
654 0 3 female 18 0 0 6.75 Q Third woman FALSE Queenstown no TRUE
655 0 2 male 24 2 0 73.5 S Second man TRUE Southampton no FALSE
656 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
657 0 3 female 32 1 1 15.5 Q Third woman FALSE Queenstown no FALSE
658 0 2 male 23 0 0 13 S Second man TRUE Southampton no TRUE
659 0 1 male 58 0 2 113.275 C First man TRUE D Cherbourg no FALSE
660 1 1 male 50 2 0 133.65 S First man TRUE Southampton yes FALSE
661 0 3 male 40 0 0 7.225 C Third man TRUE Cherbourg no TRUE
662 0 1 male 47 0 0 25.5875 S First man TRUE E Southampton no TRUE
663 0 3 male 36 0 0 7.4958 S Third man TRUE Southampton no TRUE
664 1 3 male 20 1 0 7.925 S Third man TRUE Southampton yes FALSE
665 0 2 male 32 2 0 73.5 S Second man TRUE Southampton no FALSE
666 0 2 male 25 0 0 13 S Second man TRUE Southampton no TRUE
667 0 3 male 0 0 7.775 S Third man TRUE Southampton no TRUE
668 0 3 male 43 0 0 8.05 S Third man TRUE Southampton no TRUE
669 1 1 female 1 0 52 S First woman FALSE C Southampton yes FALSE
670 1 2 female 40 1 1 39 S Second woman FALSE Southampton yes FALSE
671 0 1 male 31 1 0 52 S First man TRUE B Southampton no FALSE
672 0 2 male 70 0 0 10.5 S Second man TRUE Southampton no TRUE
673 1 2 male 31 0 0 13 S Second man TRUE Southampton yes TRUE
674 0 2 male 0 0 0 S Second man TRUE Southampton no TRUE
675 0 3 male 18 0 0 7.775 S Third man TRUE Southampton no TRUE
676 0 3 male 24.5 0 0 8.05 S Third man TRUE Southampton no TRUE
677 1 3 female 18 0 0 9.8417 S Third woman FALSE Southampton yes TRUE
678 0 3 female 43 1 6 46.9 S Third woman FALSE Southampton no FALSE
679 1 1 male 36 0 1 512.3292 C First man TRUE B Cherbourg yes FALSE
680 0 3 female 0 0 8.1375 Q Third woman FALSE Queenstown no TRUE
681 1 1 male 27 0 0 76.7292 C First man TRUE D Cherbourg yes TRUE
682 0 3 male 20 0 0 9.225 S Third man TRUE Southampton no TRUE
683 0 3 male 14 5 2 46.9 S Third child FALSE Southampton no FALSE
684 0 2 male 60 1 1 39 S Second man TRUE Southampton no FALSE
685 0 2 male 25 1 2 41.5792 C Second man TRUE Cherbourg no FALSE
686 0 3 male 14 4 1 39.6875 S Third child FALSE Southampton no FALSE
687 0 3 male 19 0 0 10.1708 S Third man TRUE Southampton no TRUE
688 0 3 male 18 0 0 7.7958 S Third man TRUE Southampton no TRUE
689 1 1 female 15 0 1 211.3375 S First child FALSE B Southampton yes FALSE
690 1 1 male 31 1 0 57 S First man TRUE B Southampton yes FALSE
691 1 3 female 4 0 1 13.4167 C Third child FALSE Cherbourg yes FALSE
692 1 3 male 0 0 56.4958 S Third man TRUE Southampton yes TRUE
693 0 3 male 25 0 0 7.225 C Third man TRUE Cherbourg no TRUE
694 0 1 male 60 0 0 26.55 S First man TRUE Southampton no TRUE
695 0 2 male 52 0 0 13.5 S Second man TRUE Southampton no TRUE
696 0 3 male 44 0 0 8.05 S Third man TRUE Southampton no TRUE
697 1 3 female 0 0 7.7333 Q Third woman FALSE Queenstown yes TRUE
698 0 1 male 49 1 1 110.8833 C First man TRUE C Cherbourg no FALSE
699 0 3 male 42 0 0 7.65 S Third man TRUE F Southampton no TRUE
700 1 1 female 18 1 0 227.525 C First woman FALSE C Cherbourg yes FALSE
701 1 1 male 35 0 0 26.2875 S First man TRUE E Southampton yes TRUE
702 0 3 female 18 0 1 14.4542 C Third woman FALSE Cherbourg no FALSE
703 0 3 male 25 0 0 7.7417 Q Third man TRUE Queenstown no TRUE
704 0 3 male 26 1 0 7.8542 S Third man TRUE Southampton no FALSE
705 0 2 male 39 0 0 26 S Second man TRUE Southampton no TRUE
706 1 2 female 45 0 0 13.5 S Second woman FALSE Southampton yes TRUE
707 1 1 male 42 0 0 26.2875 S First man TRUE E Southampton yes TRUE
708 1 1 female 22 0 0 151.55 S First woman FALSE Southampton yes TRUE
709 1 3 male 1 1 15.2458 C Third man TRUE Cherbourg yes FALSE
710 1 1 female 24 0 0 49.5042 C First woman FALSE C Cherbourg yes TRUE
711 0 1 male 0 0 26.55 S First man TRUE C Southampton no TRUE
712 1 1 male 48 1 0 52 S First man TRUE C Southampton yes FALSE
713 0 3 male 29 0 0 9.4833 S Third man TRUE Southampton no TRUE
714 0 2 male 52 0 0 13 S Second man TRUE Southampton no TRUE
715 0 3 male 19 0 0 7.65 S Third man TRUE F Southampton no TRUE
716 1 1 female 38 0 0 227.525 C First woman FALSE C Cherbourg yes TRUE
717 1 2 female 27 0 0 10.5 S Second woman FALSE E Southampton yes TRUE
718 0 3 male 0 0 15.5 Q Third man TRUE Queenstown no TRUE
719 0 3 male 33 0 0 7.775 S Third man TRUE Southampton no TRUE
720 1 2 female 6 0 1 33 S Second child FALSE Southampton yes FALSE
721 0 3 male 17 1 0 7.0542 S Third man TRUE Southampton no FALSE
722 0 2 male 34 0 0 13 S Second man TRUE Southampton no TRUE
723 0 2 male 50 0 0 13 S Second man TRUE Southampton no TRUE
724 1 1 male 27 1 0 53.1 S First man TRUE E Southampton yes FALSE
725 0 3 male 20 0 0 8.6625 S Third man TRUE Southampton no TRUE
726 1 2 female 30 3 0 21 S Second woman FALSE Southampton yes FALSE
727 1 3 female 0 0 7.7375 Q Third woman FALSE Queenstown yes TRUE
728 0 2 male 25 1 0 26 S Second man TRUE Southampton no FALSE
729 0 3 female 25 1 0 7.925 S Third woman FALSE Southampton no FALSE
730 1 1 female 29 0 0 211.3375 S First woman FALSE B Southampton yes TRUE
731 0 3 male 11 0 0 18.7875 C Third child FALSE Cherbourg no TRUE
732 0 2 male 0 0 0 S Second man TRUE Southampton no TRUE
733 0 2 male 23 0 0 13 S Second man TRUE Southampton no TRUE
734 0 2 male 23 0 0 13 S Second man TRUE Southampton no TRUE
735 0 3 male 28.5 0 0 16.1 S Third man TRUE Southampton no TRUE
736 0 3 female 48 1 3 34.375 S Third woman FALSE Southampton no FALSE
737 1 1 male 35 0 0 512.3292 C First man TRUE B Cherbourg yes TRUE
738 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
739 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
740 1 1 male 0 0 30 S First man TRUE D Southampton yes TRUE
741 0 1 male 36 1 0 78.85 S First man TRUE C Southampton no FALSE
742 1 1 female 21 2 2 262.375 C First woman FALSE B Cherbourg yes FALSE
743 0 3 male 24 1 0 16.1 S Third man TRUE Southampton no FALSE
744 1 3 male 31 0 0 7.925 S Third man TRUE Southampton yes TRUE
745 0 1 male 70 1 1 71 S First man TRUE B Southampton no FALSE
746 0 3 male 16 1 1 20.25 S Third man TRUE Southampton no FALSE
747 1 2 female 30 0 0 13 S Second woman FALSE Southampton yes TRUE
748 0 1 male 19 1 0 53.1 S First man TRUE D Southampton no FALSE
749 0 3 male 31 0 0 7.75 Q Third man TRUE Queenstown no TRUE
750 1 2 female 4 1 1 23 S Second child FALSE Southampton yes FALSE
751 1 3 male 6 0 1 12.475 S Third child FALSE E Southampton yes FALSE
752 0 3 male 33 0 0 9.5 S Third man TRUE Southampton no TRUE
753 0 3 male 23 0 0 7.8958 S Third man TRUE Southampton no TRUE
754 1 2 female 48 1 2 65 S Second woman FALSE Southampton yes FALSE
755 1 2 male 0.67 1 1 14.5 S Second child FALSE Southampton yes FALSE
756 0 3 male 28 0 0 7.7958 S Third man TRUE Southampton no TRUE
757 0 2 male 18 0 0 11.5 S Second man TRUE Southampton no TRUE
758 0 3 male 34 0 0 8.05 S Third man TRUE Southampton no TRUE
759 1 1 female 33 0 0 86.5 S First woman FALSE B Southampton yes TRUE
760 0 3 male 0 0 14.5 S Third man TRUE Southampton no TRUE
761 0 3 male 41 0 0 7.125 S Third man TRUE Southampton no TRUE
762 1 3 male 20 0 0 7.2292 C Third man TRUE Cherbourg yes TRUE
763 1 1 female 36 1 2 120 S First woman FALSE B Southampton yes FALSE
764 0 3 male 16 0 0 7.775 S Third man TRUE Southampton no TRUE
765 1 1 female 51 1 0 77.9583 S First woman FALSE D Southampton yes FALSE
766 0 1 male 0 0 39.6 C First man TRUE Cherbourg no TRUE
767 0 3 female 30.5 0 0 7.75 Q Third woman FALSE Queenstown no TRUE
768 0 3 male 1 0 24.15 Q Third man TRUE Queenstown no FALSE
769 0 3 male 32 0 0 8.3625 S Third man TRUE Southampton no TRUE
770 0 3 male 24 0 0 9.5 S Third man TRUE Southampton no TRUE
771 0 3 male 48 0 0 7.8542 S Third man TRUE Southampton no TRUE
772 0 2 female 57 0 0 10.5 S Second woman FALSE E Southampton no TRUE
773 0 3 male 0 0 7.225 C Third man TRUE Cherbourg no TRUE
774 1 2 female 54 1 3 23 S Second woman FALSE Southampton yes FALSE
775 0 3 male 18 0 0 7.75 S Third man TRUE Southampton no TRUE
776 0 3 male 0 0 7.75 Q Third man TRUE F Queenstown no TRUE
777 1 3 female 5 0 0 12.475 S Third child FALSE Southampton yes TRUE
778 0 3 male 0 0 7.7375 Q Third man TRUE Queenstown no TRUE
779 1 1 female 43 0 1 211.3375 S First woman FALSE B Southampton yes FALSE
780 1 3 female 13 0 0 7.2292 C Third child FALSE Cherbourg yes TRUE
781 1 1 female 17 1 0 57 S First woman FALSE B Southampton yes FALSE
782 0 1 male 29 0 0 30 S First man TRUE D Southampton no TRUE
783 0 3 male 1 2 23.45 S Third man TRUE Southampton no FALSE
784 0 3 male 25 0 0 7.05 S Third man TRUE Southampton no TRUE
785 0 3 male 25 0 0 7.25 S Third man TRUE Southampton no TRUE
786 1 3 female 18 0 0 7.4958 S Third woman FALSE Southampton yes TRUE
787 0 3 male 8 4 1 29.125 Q Third child FALSE Queenstown no FALSE
788 1 3 male 1 1 2 20.575 S Third child FALSE Southampton yes FALSE
789 0 1 male 46 0 0 79.2 C First man TRUE B Cherbourg no TRUE
790 0 3 male 0 0 7.75 Q Third man TRUE Queenstown no TRUE
791 0 2 male 16 0 0 26 S Second man TRUE Southampton no TRUE
792 0 3 female 8 2 69.55 S Third woman FALSE Southampton no FALSE
793 0 1 male 0 0 30.6958 C First man TRUE Cherbourg no TRUE
794 0 3 male 25 0 0 7.8958 S Third man TRUE Southampton no TRUE
795 0 2 male 39 0 0 13 S Second man TRUE Southampton no TRUE
796 1 1 female 49 0 0 25.9292 S First woman FALSE D Southampton yes TRUE
797 1 3 female 31 0 0 8.6833 S Third woman FALSE Southampton yes TRUE
798 0 3 male 30 0 0 7.2292 C Third man TRUE Cherbourg no TRUE
799 0 3 female 30 1 1 24.15 S Third woman FALSE Southampton no FALSE
800 0 2 male 34 0 0 13 S Second man TRUE Southampton no TRUE
801 1 2 female 31 1 1 26.25 S Second woman FALSE Southampton yes FALSE
802 1 1 male 11 1 2 120 S First child FALSE B Southampton yes FALSE
803 1 3 male 0.42 0 1 8.5167 C Third child FALSE Cherbourg yes FALSE
804 1 3 male 27 0 0 6.975 S Third man TRUE Southampton yes TRUE
805 0 3 male 31 0 0 7.775 S Third man TRUE Southampton no TRUE
806 0 1 male 39 0 0 0 S First man TRUE A Southampton no TRUE
807 0 3 female 18 0 0 7.775 S Third woman FALSE Southampton no TRUE
808 0 2 male 39 0 0 13 S Second man TRUE Southampton no TRUE
809 1 1 female 33 1 0 53.1 S First woman FALSE E Southampton yes FALSE
810 0 3 male 26 0 0 7.8875 S Third man TRUE Southampton no TRUE
811 0 3 male 39 0 0 24.15 S Third man TRUE Southampton no TRUE
812 0 2 male 35 0 0 10.5 S Second man TRUE Southampton no TRUE
813 0 3 female 6 4 2 31.275 S Third child FALSE Southampton no FALSE
814 0 3 male 30.5 0 0 8.05 S Third man TRUE Southampton no TRUE
815 0 1 male 0 0 0 S First man TRUE B Southampton no TRUE
816 0 3 female 23 0 0 7.925 S Third woman FALSE Southampton no TRUE
817 0 2 male 31 1 1 37.0042 C Second man TRUE Cherbourg no FALSE
818 0 3 male 43 0 0 6.45 S Third man TRUE Southampton no TRUE
819 0 3 male 10 3 2 27.9 S Third child FALSE Southampton no FALSE
820 1 1 female 52 1 1 93.5 S First woman FALSE B Southampton yes FALSE
821 1 3 male 27 0 0 8.6625 S Third man TRUE Southampton yes TRUE
822 0 1 male 38 0 0 0 S First man TRUE Southampton no TRUE
823 1 3 female 27 0 1 12.475 S Third woman FALSE E Southampton yes FALSE
824 0 3 male 2 4 1 39.6875 S Third child FALSE Southampton no FALSE
825 0 3 male 0 0 6.95 Q Third man TRUE Queenstown no TRUE
826 0 3 male 0 0 56.4958 S Third man TRUE Southampton no TRUE
827 1 2 male 1 0 2 37.0042 C Second child FALSE Cherbourg yes FALSE
828 1 3 male 0 0 7.75 Q Third man TRUE Queenstown yes TRUE
829 1 1 female 62 0 0 80 First woman FALSE B yes TRUE
830 1 3 female 15 1 0 14.4542 C Third child FALSE Cherbourg yes FALSE
831 1 2 male 0.83 1 1 18.75 S Second child FALSE Southampton yes FALSE
832 0 3 male 0 0 7.2292 C Third man TRUE Cherbourg no TRUE
833 0 3 male 23 0 0 7.8542 S Third man TRUE Southampton no TRUE
834 0 3 male 18 0 0 8.3 S Third man TRUE Southampton no TRUE
835 1 1 female 39 1 1 83.1583 C First woman FALSE E Cherbourg yes FALSE
836 0 3 male 21 0 0 8.6625 S Third man TRUE Southampton no TRUE
837 0 3 male 0 0 8.05 S Third man TRUE Southampton no TRUE
838 1 3 male 32 0 0 56.4958 S Third man TRUE Southampton yes TRUE
839 1 1 male 0 0 29.7 C First man TRUE C Cherbourg yes TRUE
840 0 3 male 20 0 0 7.925 S Third man TRUE Southampton no TRUE
841 0 2 male 16 0 0 10.5 S Second man TRUE Southampton no TRUE
842 1 1 female 30 0 0 31 C First woman FALSE Cherbourg yes TRUE
843 0 3 male 34.5 0 0 6.4375 C Third man TRUE Cherbourg no TRUE
844 0 3 male 17 0 0 8.6625 S Third man TRUE Southampton no TRUE
845 0 3 male 42 0 0 7.55 S Third man TRUE Southampton no TRUE
846 0 3 male 8 2 69.55 S Third man TRUE Southampton no FALSE
847 0 3 male 35 0 0 7.8958 C Third man TRUE Cherbourg no TRUE
848 0 2 male 28 0 1 33 S Second man TRUE Southampton no FALSE
849 1 1 female 1 0 89.1042 C First woman FALSE C Cherbourg yes FALSE
850 0 3 male 4 4 2 31.275 S Third child FALSE Southampton no FALSE
851 0 3 male 74 0 0 7.775 S Third man TRUE Southampton no TRUE
852 0 3 female 9 1 1 15.2458 C Third child FALSE Cherbourg no FALSE
853 1 1 female 16 0 1 39.4 S First woman FALSE D Southampton yes FALSE
854 0 2 female 44 1 0 26 S Second woman FALSE Southampton no FALSE
855 1 3 female 18 0 1 9.35 S Third woman FALSE Southampton yes FALSE
856 1 1 female 45 1 1 164.8667 S First woman FALSE Southampton yes FALSE
857 1 1 male 51 0 0 26.55 S First man TRUE E Southampton yes TRUE
858 1 3 female 24 0 3 19.2583 C Third woman FALSE Cherbourg yes FALSE
859 0 3 male 0 0 7.2292 C Third man TRUE Cherbourg no TRUE
860 0 3 male 41 2 0 14.1083 S Third man TRUE Southampton no FALSE
861 0 2 male 21 1 0 11.5 S Second man TRUE Southampton no FALSE
862 1 1 female 48 0 0 25.9292 S First woman FALSE D Southampton yes TRUE
863 0 3 female 8 2 69.55 S Third woman FALSE Southampton no FALSE
864 0 2 male 24 0 0 13 S Second man TRUE Southampton no TRUE
865 1 2 female 42 0 0 13 S Second woman FALSE Southampton yes TRUE
866 1 2 female 27 1 0 13.8583 C Second woman FALSE Cherbourg yes FALSE
867 0 1 male 31 0 0 50.4958 S First man TRUE A Southampton no TRUE
868 0 3 male 0 0 9.5 S Third man TRUE Southampton no TRUE
869 1 3 male 4 1 1 11.1333 S Third child FALSE Southampton yes FALSE
870 0 3 male 26 0 0 7.8958 S Third man TRUE Southampton no TRUE
871 1 1 female 47 1 1 52.5542 S First woman FALSE D Southampton yes FALSE
872 0 1 male 33 0 0 5 S First man TRUE B Southampton no TRUE
873 0 3 male 47 0 0 9 S Third man TRUE Southampton no TRUE
874 1 2 female 28 1 0 24 C Second woman FALSE Cherbourg yes FALSE
875 1 3 female 15 0 0 7.225 C Third child FALSE Cherbourg yes TRUE
876 0 3 male 20 0 0 9.8458 S Third man TRUE Southampton no TRUE
877 0 3 male 19 0 0 7.8958 S Third man TRUE Southampton no TRUE
878 0 3 male 0 0 7.8958 S Third man TRUE Southampton no TRUE
879 1 1 female 56 0 1 83.1583 C First woman FALSE C Cherbourg yes FALSE
880 1 2 female 25 0 1 26 S Second woman FALSE Southampton yes FALSE
881 0 3 male 33 0 0 7.8958 S Third man TRUE Southampton no TRUE
882 0 3 female 22 0 0 10.5167 S Third woman FALSE Southampton no TRUE
883 0 2 male 28 0 0 10.5 S Second man TRUE Southampton no TRUE
884 0 3 male 25 0 0 7.05 S Third man TRUE Southampton no TRUE
885 0 3 female 39 0 5 29.125 Q Third woman FALSE Queenstown no FALSE
886 0 2 male 27 0 0 13 S Second man TRUE Southampton no TRUE
887 1 1 female 19 0 0 30 S First woman FALSE B Southampton yes TRUE
888 0 3 female 1 2 23.45 S Third woman FALSE Southampton no FALSE
889 1 1 male 26 0 0 30 C First man TRUE C Cherbourg yes TRUE
890 0 3 male 32 0 0 7.75 Q Third man TRUE Queenstown no TRUE
MATLAB
function main_plot1
close all
x=1e-1:0.1:7;
y1=sin(x);
y2=cos(x);
y3=log(x);
subplot(2,3,1);
h1=plot(x,y1,'^:');
%'YGrid','on',...
set(gca,'LineWidth', 1.0000,...
'XLim',[-0.5 7.5],...
'XTick',[0 2 4 6 7],...
'XTickLabel',[0 2 4 6 7],...
'YLim',[-1.5 1.5],...
'YTick',[-1 0 1 ],...
'YTickLabel',[-1 0 1])
%get(h1)
set(h1,'Color', [1 1 1],...
'LineWidth', 1.5000,...
'MarkerEdgeColor', [0.8 0.4 0.9],...
'MarkerFaceColor',[1,1,0],...
'MarkerSize', 8);
xh = xlabel('x')
set(xh,'Color', [0.0500 0.0500 0.050],'FontSize', 10,'FontWeight', 'bold','LineWidth', 1.0)
yh=ylabel('y')
set(yh,'Color', [0.0500 0.0500 0.050],'FontSize', 10,'FontWeight', 'bold','LineWidth', 1.0)
lh = legend('y=sin(x)')
%get(lh)
set(lh,'Box', 'off',...
'Color',[1 1 1],...
'FontSize',8.00,...
'FontWeight','bold',...
'LineWidth',0.5)
ht=title('正弦函数');
% get(ht)
% set(ht,'BackgroundColor' ,[0,0,0],...
% 'Color',[1,0,0],...
% 'EdgeColor',[1,1,1]);
subplot(2,3,2);
h2=plot(x,y2,'h:');
%'YGrid','on',...
set(gca,'LineWidth', 1.0000,...
'XLim',[-0.5 7.5],...
'XTick',[0 2 4 6 7],...
'XTickLabel',[0 2 4 6 7],...
'YLim',[-1.5 1.5],...
'YTick',[-1 0 1 ],...
'YTickLabel',[-1 0 1])
%get(h1)
set(h2,'Color', [1 1 1],...
'LineWidth', 1.5000,...
'MarkerEdgeColor', [0 1 1],...
'MarkerFaceColor',[1,1,0],...
'MarkerSize', 8);
xh = xlabel('x')
set(xh,'Color', [0.0500 0.0500 0.050],'FontSize', 10,'FontWeight', 'bold','LineWidth', 1.0)
yh=ylabel('y')
set(yh,'Color', [0.0500 0.0500 0.050],'FontSize', 10,'FontWeight', 'bold','LineWidth', 1.0)
lh1 = legend('y=cos(x)')
%get(lh)
set(lh1,'Box', 'off',...
'Color',[1 1 1],...
'FontSize',8.00,...
'FontWeight','bold',...
'LineWidth',0.5)
ht=title('余弦函数');
subplot(2,3,3);
h3=plot(x,y3,'p-.');
%'YGrid','on',...
set(gca,'LineWidth', 1.0000,...
'XLim',[-0.5 7.5],...
'XTick',[0 2 4 6 7],...
'XTickLabel',[0 2 4 6 7],...
'YLim',[-3 2.3],...
'YTick',[-2 -1 0 1 2 3],...
'YTickLabel',[-2 -1 0 1 2 3])
%get(h1)
set(h3,'Color', [1 1 1],...
'LineWidth', 1.5000,...
'MarkerEdgeColor', [0.3010 0.7450 0.9330],...
'MarkerFaceColor',[1,1,0],...
'MarkerSize', 8);
xh = xlabel('x')
set(xh,'Color', [0.0500 0.0500 0.050],'FontSize', 10,'FontWeight', 'bold','LineWidth', 1.0)
yh=ylabel('y')
set(yh,'Color', [0.0500 0.0500 0.050],'FontSize', 10,'FontWeight', 'bold','LineWidth', 1.0)
lh3 = legend('y=log(x)')
%get(lh)
set(lh3,'Box', 'off',...
'Color',[1 1 1],...
'FontSize',8.00,...
'FontWeight','bold',...
'LineWidth',0.5)
ht=title('对数函数');
subplot(2,3,[4,5,6]);
h1=plot(x,y1,'^:');
%'YGrid','on',...
set(gca,'LineWidth', 1.0000,...
'XLim',[-0.5 7.5],...
'XTick',[0 2 4 6 7],...
'XTickLabel',[0 2 4 6 7],...
'YLim',[-1.5 1.5],...
'YTick',[-1 0 1 ],...
'YTickLabel',[-1 0 1])
%get(h1)
set(h1,'Color', [1 1 1],...
'LineWidth', 1.5000,...
'MarkerEdgeColor', [0.8 0.4 0.9],...
'MarkerFaceColor',[1,1,0],...
'MarkerSize', 8);
xh = xlabel('x')
set(xh,'Color', [0.0500 0.0500 0.050],'FontSize', 10,'FontWeight', 'bold','LineWidth', 1.0)
yh=ylabel('y')
set(yh,'Color', [0.0500 0.0500 0.050],'FontSize', 10,'FontWeight', 'bold','LineWidth', 1.0)
lh = legend('y=sin(x)')
%get(lh)
set(lh,'Box', 'off',...
'Color',[1 1 1],...
'FontSize',8.00,...
'FontWeight','bold',...
'LineWidth',0.5)
ht=title('正弦函数');
hold on
h2=plot(x,y2,'h:');
%'YGrid','on',...
set(gca,'LineWidth', 1.0000,...
'XLim',[-0.5 7.5],...
'XTick',[0 2 4 6 7],...
'XTickLabel',[0 2 4 6 7],...
'YLim',[-1.5 1.5],...
'YTick',[-1 0 1 ],...
'YTickLabel',[-1 0 1])
%get(h1)
set(h2,'Color', [1 1 1],...
'LineWidth', 1.5000,...
'MarkerEdgeColor', [0 1 1],...
'MarkerFaceColor',[1,1,0],...
'MarkerSize', 8);
xh = xlabel('x')
set(xh,'Color', [0.0500 0.0500 0.050],'FontSize', 10,'FontWeight', 'bold','LineWidth', 1.0)
yh=ylabel('y')
set(yh,'Color', [0.0500 0.0500 0.050],'FontSize', 10,'FontWeight', 'bold','LineWidth', 1.0)
lh2 = legend('y=cos(x)')
%get(lh)
set(lh2,'Box', 'off',...
'Color',[1 1 1],...
'FontSize',8.00,...
'FontWeight','bold',...
'LineWidth',0.5)
ht=title('余弦函数');
h3=plot(x,y3,'p-.');
%'YGrid','on',...
set(gca,'LineWidth', 1.0000,...
'XLim',[-0.5 7.5],...
'XTick',[0 2 4 6 7],...
'XTickLabel',[0 2 4 6 7],...
'YLim',[-3 2.3],...
'YTick',[-2 -1 0 1 2 3],...
'YTickLabel',[-2 -1 0 1 2 3])
%get(h1)
set(h3,'Color', [1 1 1],...
'LineWidth', 1.5000,...
'MarkerEdgeColor', [0.3010 0.7450 0.9330],...
'MarkerFaceColor',[1,1,0],...
'MarkerSize', 8);
xh = xlabel('x')
set(xh,'Color', [0.0500 0.0500 0.050],'FontSize', 10,'FontWeight', 'bold','LineWidth', 1.0)
yh=ylabel('y')
set(yh,'Color', [0.0500 0.0500 0.050],'FontSize', 10,'FontWeight', 'bold','LineWidth', 1.0)
lh3 = legend('y=sin(x)','y=cos(x)','y=log(x)')
%get(lh)
set(lh3,'Box', 'off',...
'Color',[1 1 1],...
'FontSize',8.00,...
'FontWeight','bold',...
'NumColumns', 3,...
'LineWidth',0.5)
%ht=title('对数函数');
get(gcf)
set(gcf,'Color', [1 1 1])
close all
原文地址:https://blog.csdn.net/weixin_54010759/article/details/127173785
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