决策树

决策树就是python中if else结构

如何高效的进行决策?

特征的先后顺序

决树分类原理?

已知 4个特征  预测  是否贷款某个人

房子，工作---》是否贷款，只看了2个特征

年龄，信贷情况，工作，看了3个特征

 

信息论基础

信息：

　　香农：消除随机不定性的东西

 　　小明   年龄    我今年18岁   -----信息

　　 小华   小明明年19岁   -----不是信息

信息的衡量 ----信息量 -----信息熵

 

决策树API

class sklearn.tree.Decision TreeClassifier(criterion = 'gini',max_depth = None,random_state = None)

决策树分类器

criterion：默认是'gini'系数，也可以选择信息增益的熵‘entropy’

max_depth:树的深度大小

random_state：随机种子

 

from sklearn.datasets import load_iris
from sklearn.model_selection import train_test_split
from sklearn.tree import DecisionTreeClassifier,export_graphviz

 #用决策树对鸢尾花进行分类
#1、获取数据集
iris = load_iris()
#2、划分数据集
x_train,x_test,y_tarin,y_test = train_test_split(iris.data,iris.target,random_state=22)
#3、决策树预估器
estimator = DecisionTreeClassifier(criterion='entropy')
estimator.fit(x_train,y_tarin)
#4、模型评估
 # 方法一：直接对比真实值和预测值
y_precdict = estimator.predict(x_test)
print('y_precdict:\n',y_precdict)
print('直接对比真实值和预测值:\n',y_test == y_precdict)
 #方法二：计算准确率
score = estimator.score(x_test,y_test)
print("准确率为：\n",score)

#决策树可视化

export_graphviz(estimator,out_file='iris_tree.dot',feature_names=iris.feature_names)

输出为：

y_precdict:
[0 2 1 2 1 1 1 1 1 0 2 1 2 2 0 2 1 1 1 1 0 2 0 1 2 0 2 2 2 1 0 0 1 1 1 0 0
0]
直接对比真实值和预测值:
[ True True True True True True True False True True True True
True True True True True True False True True True True True
True True True True True False True True True True True True
True True]
准确率为：
0.9210526315789473

 

决策树的可视化

1、保存树的结构到dot文件

sklearn.tree.export_graphviz(estimator,,out_file='tree.dot',feature_names = ['','']) 该函数能够导出dot格式

http://webgraphviz.com/

 

 

 

决策树总结：

简单易于理解，树木可视化

可视化，解释性强

 

 缺点：

过于复杂的树容易产生过拟合。

改进：

减少cart算法

随机森林

 

 

泰坦尼克号案例：

# 获取数据
path = "http://biostat.mc.vanderbilt.edu/wiki/pub/Main/DataSets/titanic.txt"
titanic = pd.read_csv(path)
# 数据处理
x = titanic[['pclass', 'age', 'sex']]
y = titanic['survived']
    #缺失值处理
x['age'].fillna(x['age'].mean(),inplace = True)
# print(x)
    #特征值转换为字典类型
x = x.to_dict(orient = 'records')
print(x)

# 划分数据集
x_train, x_test, y_train, y_test = train_test_split(x, y, random_state=22)
transfer = DictVectorizer()
x_train = transfer .fit_transform(x_train)
x_test = transfer.transform(x_test)
# 3、决策树预估器
estimator = DecisionTreeClassifier(criterion='entropy')
estimator.fit(x_train, y_train)
# 4、模型评估
# 方法一：直接对比真实值和预测值
y_precdict = estimator.predict(x_test)
print('y_precdict:\n', y_precdict)
print('直接对比真实值和预测值:\n', y_test == y_precdict)
# 方法二：计算准确率
score = estimator.score(x_test, y_test)
print("准确率为：\n", score)

# 可视化决策树
export_graphviz(estimator, out_file='titanic.dot', feature_names=transfer.get_feature_names())

[{'pclass': '1st', 'age': 29.0, 'sex': 'female'}, {'pclass': '1st', 'age': 2.0, 'sex': 'female'}, {'pclass': '1st', 'age': 30.0, 'sex': 'male'}, {'pclass': '1st', 'age': 25.0, 'sex': 'female'}, {'pclass': '1st', 'age': 0.9167, 'sex': 'male'}, {'pclass': '1st', 'age': 47.0, 'sex': 'male'}, {'pclass': '1st', 'age': 63.0, 'sex': 'female'}, {'pclass': '1st', 'age': 39.0, 'sex': 'male'}, {'pclass': '1st', 'age': 58.0, 'sex': 'female'}, {'pclass': '1st', 'age': 71.0, 'sex': 'male'}, {'pclass': '1st', 'age': 47.0, 'sex': 'male'}, {'pclass': '1st', 'age': 19.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 50.0, 'sex': 'female'}, {'pclass': '1st', 'age': 24.0, 'sex': 'male'}, {'pclass': '1st', 'age': 36.0, 'sex': 'male'}, {'pclass': '1st', 'age': 37.0, 'sex': 'male'}, {'pclass': '1st', 'age': 47.0, 'sex': 'female'}, {'pclass': '1st', 'age': 26.0, 'sex': 'male'}, {'pclass': '1st', 'age': 25.0, 'sex': 'male'}, {'pclass': '1st', 'age': 25.0, 'sex': 'male'}, {'pclass': '1st', 'age': 19.0, 'sex': 'female'}, {'pclass': '1st', 'age': 28.0, 'sex': 'male'}, {'pclass': '1st', 'age': 45.0, 'sex': 'male'}, {'pclass': '1st', 'age': 39.0, 'sex': 'male'}, {'pclass': '1st', 'age': 30.0, 'sex': 'female'}, {'pclass': '1st', 'age': 58.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 45.0, 'sex': 'female'}, {'pclass': '1st', 'age': 22.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 41.0, 'sex': 'male'}, {'pclass': '1st', 'age': 48.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 44.0, 'sex': 'female'}, {'pclass': '1st', 'age': 59.0, 'sex': 'female'}, {'pclass': '1st', 'age': 60.0, 'sex': 'female'}, {'pclass': '1st', 'age': 45.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 53.0, 'sex': 'female'}, {'pclass': '1st', 'age': 58.0, 'sex': 'female'}, {'pclass': '1st', 'age': 36.0, 'sex': 'male'}, {'pclass': '1st', 'age': 33.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 36.0, 'sex': 'male'}, {'pclass': '1st', 'age': 36.0, 'sex': 'female'}, {'pclass': '1st', 'age': 14.0, 'sex': 'female'}, {'pclass': '1st', 'age': 11.0, 'sex': 'male'}, {'pclass': '1st', 'age': 49.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 36.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 46.0, 'sex': 'male'}, {'pclass': '1st', 'age': 47.0, 'sex': 'female'}, {'pclass': '1st', 'age': 27.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 27.0, 'sex': 'male'}, {'pclass': '1st', 'age': 26.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 64.0, 'sex': 'female'}, {'pclass': '1st', 'age': 37.0, 'sex': 'male'}, {'pclass': '1st', 'age': 39.0, 'sex': 'female'}, {'pclass': '1st', 'age': 55.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 70.0, 'sex': 'male'}, {'pclass': '1st', 'age': 69.0, 'sex': 'female'}, {'pclass': '1st', 'age': 36.0, 'sex': 'female'}, {'pclass': '1st', 'age': 39.0, 'sex': 'male'}, {'pclass': '1st', 'age': 38.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 27.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.0, 'sex': 'male'}, {'pclass': '1st', 'age': 27.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.0, 'sex': 'male'}, {'pclass': '1st', 'age': 17.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 4.0, 'sex': 'male'}, {'pclass': '1st', 'age': 27.0, 'sex': 'female'}, {'pclass': '1st', 'age': 50.0, 'sex': 'male'}, {'pclass': '1st', 'age': 48.0, 'sex': 'female'}, {'pclass': '1st', 'age': 49.0, 'sex': 'male'}, {'pclass': '1st', 'age': 48.0, 'sex': 'female'}, {'pclass': '1st', 'age': 39.0, 'sex': 'male'}, {'pclass': '1st', 'age': 23.0, 'sex': 'female'}, {'pclass': '1st', 'age': 53.0, 'sex': 'female'}, {'pclass': '1st', 'age': 36.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 30.0, 'sex': 'male'}, {'pclass': '1st', 'age': 24.0, 'sex': 'female'}, {'pclass': '1st', 'age': 19.0, 'sex': 'male'}, {'pclass': '1st', 'age': 28.0, 'sex': 'female'}, {'pclass': '1st', 'age': 23.0, 'sex': 'female'}, {'pclass': '1st', 'age': 64.0, 'sex': 'male'}, {'pclass': '1st', 'age': 60.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 49.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 44.0, 'sex': 'male'}, {'pclass': '1st', 'age': 22.0, 'sex': 'female'}, {'pclass': '1st', 'age': 60.0, 'sex': 'male'}, {'pclass': '1st', 'age': 48.0, 'sex': 'female'}, {'pclass': '1st', 'age': 37.0, 'sex': 'male'}, {'pclass': '1st', 'age': 35.0, 'sex': 'female'}, {'pclass': '1st', 'age': 47.0, 'sex': 'male'}, {'pclass': '1st', 'age': 22.0, 'sex': 'female'}, {'pclass': '1st', 'age': 45.0, 'sex': 'female'}, {'pclass': '1st', 'age': 49.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 71.0, 'sex': 'male'}, {'pclass': '1st', 'age': 54.0, 'sex': 'male'}, {'pclass': '1st', 'age': 38.0, 'sex': 'male'}, {'pclass': '1st', 'age': 19.0, 'sex': 'female'}, {'pclass': '1st', 'age': 58.0, 'sex': 'female'}, {'pclass': '1st', 'age': 45.0, 'sex': 'female'}, {'pclass': '1st', 'age': 23.0, 'sex': 'male'}, {'pclass': '1st', 'age': 46.0, 'sex': 'male'}, {'pclass': '1st', 'age': 25.0, 'sex': 'male'}, {'pclass': '1st', 'age': 21.0, 'sex': 'female'}, {'pclass': '1st', 'age': 48.0, 'sex': 'male'}, {'pclass': '1st', 'age': 49.0, 'sex': 'female'}, {'pclass': '1st', 'age': 45.0, 'sex': 'male'}, {'pclass': '1st', 'age': 36.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 55.0, 'sex': 'male'}, {'pclass': '1st', 'age': 52.0, 'sex': 'female'}, {'pclass': '1st', 'age': 24.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 16.0, 'sex': 'female'}, {'pclass': '1st', 'age': 44.0, 'sex': 'female'}, {'pclass': '1st', 'age': 51.0, 'sex': 'female'}, {'pclass': '1st', 'age': 42.0, 'sex': 'male'}, {'pclass': '1st', 'age': 35.0, 'sex': 'female'}, {'pclass': '1st', 'age': 35.0, 'sex': 'male'}, {'pclass': '1st', 'age': 38.0, 'sex': 'male'}, {'pclass': '1st', 'age': 35.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 50.0, 'sex': 'female'}, {'pclass': '1st', 'age': 49.0, 'sex': 'male'}, {'pclass': '1st', 'age': 46.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 58.0, 'sex': 'male'}, {'pclass': '1st', 'age': 41.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 42.0, 'sex': 'male'}, {'pclass': '1st', 'age': 40.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 42.0, 'sex': 'male'}, {'pclass': '1st', 'age': 55.0, 'sex': 'female'}, {'pclass': '1st', 'age': 50.0, 'sex': 'female'}, {'pclass': '1st', 'age': 16.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 29.0, 'sex': 'male'}, {'pclass': '1st', 'age': 21.0, 'sex': 'female'}, {'pclass': '1st', 'age': 30.0, 'sex': 'male'}, {'pclass': '1st', 'age': 15.0, 'sex': 'female'}, {'pclass': '1st', 'age': 30.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 46.0, 'sex': 'male'}, {'pclass': '1st', 'age': 54.0, 'sex': 'male'}, {'pclass': '1st', 'age': 36.0, 'sex': 'male'}, {'pclass': '1st', 'age': 28.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 65.0, 'sex': 'male'}, {'pclass': '1st', 'age': 33.0, 'sex': 'female'}, {'pclass': '1st', 'age': 44.0, 'sex': 'male'}, {'pclass': '1st', 'age': 37.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 55.0, 'sex': 'male'}, {'pclass': '1st', 'age': 47.0, 'sex': 'male'}, {'pclass': '1st', 'age': 36.0, 'sex': 'male'}, {'pclass': '1st', 'age': 58.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.0, 'sex': 'female'}, {'pclass': '1st', 'age': 23.0, 'sex': 'female'}, {'pclass': '1st', 'age': 19.0, 'sex': 'female'}, {'pclass': '1st', 'age': 64.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 64.0, 'sex': 'male'}, {'pclass': '1st', 'age': 22.0, 'sex': 'female'}, {'pclass': '1st', 'age': 28.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 22.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 18.0, 'sex': 'male'}, {'pclass': '1st', 'age': 17.0, 'sex': 'female'}, {'pclass': '1st', 'age': 52.0, 'sex': 'male'}, {'pclass': '1st', 'age': 46.0, 'sex': 'male'}, {'pclass': '1st', 'age': 56.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 43.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 33.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 27.0, 'sex': 'female'}, {'pclass': '1st', 'age': 55.0, 'sex': 'male'}, {'pclass': '1st', 'age': 54.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 61.0, 'sex': 'male'}, {'pclass': '1st', 'age': 48.0, 'sex': 'female'}, {'pclass': '1st', 'age': 18.0, 'sex': 'female'}, {'pclass': '1st', 'age': 13.0, 'sex': 'male'}, {'pclass': '1st', 'age': 21.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 34.0, 'sex': 'male'}, {'pclass': '1st', 'age': 40.0, 'sex': 'female'}, {'pclass': '1st', 'age': 36.0, 'sex': 'male'}, {'pclass': '1st', 'age': 50.0, 'sex': 'male'}, {'pclass': '1st', 'age': 39.0, 'sex': 'female'}, {'pclass': '1st', 'age': 56.0, 'sex': 'male'}, {'pclass': '1st', 'age': 28.0, 'sex': 'male'}, {'pclass': '1st', 'age': 56.0, 'sex': 'male'}, {'pclass': '1st', 'age': 56.0, 'sex': 'male'}, {'pclass': '1st', 'age': 24.0, 'sex': 'male'}, {'pclass': '1st', 'age': 18.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 24.0, 'sex': 'male'}, {'pclass': '1st', 'age': 23.0, 'sex': 'female'}, {'pclass': '1st', 'age': 45.0, 'sex': 'male'}, {'pclass': '1st', 'age': 40.0, 'sex': 'female'}, {'pclass': '1st', 'age': 6.0, 'sex': 'male'}, {'pclass': '1st', 'age': 57.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 32.0, 'sex': 'male'}, {'pclass': '1st', 'age': 62.0, 'sex': 'male'}, {'pclass': '1st', 'age': 54.0, 'sex': 'male'}, {'pclass': '1st', 'age': 43.0, 'sex': 'female'}, {'pclass': '1st', 'age': 52.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 62.0, 'sex': 'female'}, {'pclass': '1st', 'age': 67.0, 'sex': 'male'}, {'pclass': '1st', 'age': 63.0, 'sex': 'female'}, {'pclass': '1st', 'age': 61.0, 'sex': 'male'}, {'pclass': '1st', 'age': 46.0, 'sex': 'female'}, {'pclass': '1st', 'age': 52.0, 'sex': 'male'}, {'pclass': '1st', 'age': 39.0, 'sex': 'female'}, {'pclass': '1st', 'age': 18.0, 'sex': 'female'}, {'pclass': '1st', 'age': 48.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 49.0, 'sex': 'male'}, {'pclass': '1st', 'age': 39.0, 'sex': 'female'}, {'pclass': '1st', 'age': 17.0, 'sex': 'male'}, {'pclass': '1st', 'age': 46.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 61.0, 'sex': 'male'}, {'pclass': '1st', 'age': 47.0, 'sex': 'male'}, {'pclass': '1st', 'age': 64.0, 'sex': 'male'}, {'pclass': '1st', 'age': 60.0, 'sex': 'female'}, {'pclass': '1st', 'age': 60.0, 'sex': 'male'}, {'pclass': '1st', 'age': 55.0, 'sex': 'female'}, {'pclass': '1st', 'age': 54.0, 'sex': 'male'}, {'pclass': '1st', 'age': 21.0, 'sex': 'male'}, {'pclass': '1st', 'age': 57.0, 'sex': 'male'}, {'pclass': '1st', 'age': 45.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.0, 'sex': 'female'}, {'pclass': '1st', 'age': 50.0, 'sex': 'male'}, {'pclass': '1st', 'age': 50.0, 'sex': 'female'}, {'pclass': '1st', 'age': 27.0, 'sex': 'male'}, {'pclass': '1st', 'age': 20.0, 'sex': 'female'}, {'pclass': '1st', 'age': 51.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 21.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 36.0, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 40.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 32.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 33.0, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '1st', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 28.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 18.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 34.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 32.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 57.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 18.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 23.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 36.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 28.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 51.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 32.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 19.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 28.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 36.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 4.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 1.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 12.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 34.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 19.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 23.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 26.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 27.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 15.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 45.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 40.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 20.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 25.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 36.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 25.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 42.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 26.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 26.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 0.8333, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 19.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 54.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 44.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 52.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 29.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 29.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 27.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 24.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 35.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 8.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 22.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 20.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 21.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 49.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 8.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 28.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 18.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 28.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 22.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 25.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 18.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 32.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 18.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 42.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 34.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 8.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 23.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 21.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 19.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 38.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 38.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 35.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 35.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 38.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 24.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 16.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 26.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 45.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 24.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 21.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 22.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 34.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 50.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 23.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 1.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 44.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 28.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 6.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 43.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 45.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 7.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 24.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 24.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 49.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 48.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 34.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 32.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 21.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 18.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 53.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 23.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 21.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 52.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 42.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 36.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 21.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 41.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 33.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 17.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 23.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 34.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 22.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 45.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 26.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 34.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 26.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 22.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 1.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 3.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 25.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 48.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 57.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 2.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 27.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 19.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 20.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 45.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 46.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 41.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 13.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 19.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 48.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 71.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 54.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 64.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 32.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 18.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 2.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 32.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 3.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 26.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 19.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 20.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 29.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 39.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 22.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 24.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 28.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 50.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 20.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 40.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 42.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 21.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 32.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 34.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 33.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 2.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 8.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 36.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 34.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 28.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 23.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 0.8333, 'sex': 'male'}, {'pclass': '2nd', 'age': 25.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 3.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 50.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 21.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 25.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 18.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 20.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 59.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 35.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 22.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 25.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 41.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 25.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 14.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 50.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 22.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 27.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 29.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 27.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 22.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 35.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 28.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 23.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 12.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 40.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 36.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 28.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 32.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 29.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 4.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 2.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 36.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 33.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 32.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 26.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '2nd', 'age': 30.0, 'sex': 'male'}, {'pclass': '2nd', 'age': 24.0, 'sex': 'female'}, {'pclass': '2nd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '2nd', 'age': 18.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 42.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 13.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 16.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 35.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 16.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 25.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 18.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 20.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 30.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 26.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 40.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 24.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 41.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 18.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 0.8333, 'sex': 'male'}, {'pclass': '3rd', 'age': 23.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 20.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 25.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 35.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 17.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 32.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 20.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 39.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 39.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 6.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 2.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 17.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 38.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 9.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 26.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 11.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 4.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 20.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 26.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 25.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 18.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 24.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 35.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 40.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 38.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 5.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 9.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 3.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 13.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 23.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 5.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 45.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 23.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 17.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 27.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 23.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 20.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 32.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 33.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 3.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 18.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 40.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 26.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 15.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 45.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 18.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 27.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 22.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 19.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 26.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 22.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 20.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 32.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 21.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 18.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 26.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 6.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 9.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 40.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 32.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 26.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 18.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 20.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 29.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 22.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 22.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 35.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 21.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 20.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 19.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 18.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 18.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 38.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 30.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 17.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 21.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 21.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 21.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 24.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 33.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 33.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 28.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 16.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 37.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 28.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 24.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 21.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 32.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 29.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 26.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 18.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 20.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 19.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 24.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 24.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 36.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 30.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 22.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 43.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 35.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 27.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 19.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 30.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 36.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 3.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 9.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 59.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 19.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 44.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 17.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 45.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 22.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 19.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 29.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 30.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 34.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 28.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 0.3333, 'sex': 'male'}, {'pclass': '3rd', 'age': 27.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 25.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 24.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 22.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 21.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 17.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 26.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 33.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 1.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 0.1667, 'sex': 'female'}, {'pclass': '3rd', 'age': 25.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 36.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 36.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 30.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 23.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 26.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 19.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 65.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 42.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 43.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 32.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 19.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 30.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 24.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 23.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 24.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 24.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 23.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 22.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 18.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 16.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 45.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 47.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 5.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 21.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 18.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 9.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 48.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 16.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 25.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 22.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 16.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 33.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 9.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 41.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 38.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 40.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 43.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 14.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 16.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 9.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 10.0, 'sex': 'female'}, {'pclass': '3rd', 'age': 6.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 11.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 40.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 32.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 20.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 37.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 28.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 19.0, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'female'}, {'pclass': '3rd', 'age': 31.19418104265403, 'sex': 'male'}]
y_precdict:
[0 1 0 0 1 1 1 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 1 0 1 0 0 0
0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0
1 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 1
0 1 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 1
1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 1 0 0 0 0 0 1 1 1 1 0 0 0 0 0
0 0 0 1 1 1 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0
0 0 1 0 0 0 0 0 0 1 0 0 0 0 1 0 1 0 0 1 1 0 0 1 0 0 0 0 1 0 1 0 0 0 0 1 0
0 1 1 1 0 0 1 1 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1
0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 1 0 1 0 0 0 0 1]
直接对比真实值和预测值:
831 True
261 False
1210 True
1155 True
255 True
...
1146 True
1125 False
386 True
1025 False
337 True
Name: survived, Length: 329, dtype: bool
准确率为：
0.7811550151975684