├── .gitattributes ├── README.md ├── Source.gv.pdf ├── gender_submission.csv ├── test.csv ├── titanic_analysis.py └── train.csv /.gitattributes: -------------------------------------------------------------------------------- 1 | # Auto detect text files and perform LF normalization 2 | * text=auto 3 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Titanic_Data 2 | 数据集中的字段描述： 3 | PassengerId 乘客编号 4 | Survived 是否幸存 5 | Pclass 船票等级 6 | Name 乘客姓名 7 | Sex 乘客性别 8 | SibSp 亲戚数量（兄妹、配偶数） 9 | Parch 亲戚数量（父母、子女数） 10 | Ticket 船票号码 11 | Fare 船票价格 12 | Cabin 船舱 13 | Embarked 登录港口 14 | -------------------------------------------------------------------------------- /Source.gv.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cystanford/Titanic_Data/4f7927d2e9dcd02a4329b56cf3555769747aba60/Source.gv.pdf 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Fermina",female,39,0,0,PC 17758,108.9,C105,C 417 | 1307,3,"Saether, Mr. Simon Sivertsen",male,38.5,0,0,SOTON/O.Q. 3101262,7.25,,S 418 | 1308,3,"Ware, Mr. Frederick",male,,0,0,359309,8.05,,S 419 | 1309,3,"Peter, Master. Michael J",male,,1,1,2668,22.3583,,C 420 | -------------------------------------------------------------------------------- /titanic_analysis.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | from sklearn.feature_extraction import DictVectorizer 3 | from sklearn.tree import DecisionTreeClassifier 4 | 5 | # 数据加载 6 | train_data = pd.read_csv('./train.csv') 7 | test_data = pd.read_csv('./test.csv') 8 | # 数据探索 9 | print(train_data.info()) 10 | print('-'*30) 11 | print(train_data.describe()) 12 | print('-'*30) 13 | print(train_data.describe(include=['O'])) 14 | print('-'*30) 15 | print(train_data.head()) 16 | print('-'*30) 17 | print(train_data.tail()) 18 | # 数据清洗 19 | # 使用平均年龄来填充年龄中的 nan 值 20 | train_data['Age'].fillna(train_data['Age'].mean(), inplace=True) 21 | test_data['Age'].fillna(test_data['Age'].mean(),inplace=True) 22 | # 使用票价的均值填充票价中的 nan 值 23 | train_data['Fare'].fillna(train_data['Fare'].mean(), inplace=True) 24 | test_data['Fare'].fillna(test_data['Fare'].mean(),inplace=True) 25 | print(train_data['Embarked'].value_counts()) 26 | 27 | # 使用登录最多的港口来填充登录港口的 nan 值 28 | train_data['Embarked'].fillna('S', inplace=True) 29 | test_data['Embarked'].fillna('S',inplace=True) 30 | 31 | # 特征选择 32 | features = ['Pclass', 'Sex', 'Age', 'SibSp', 'Parch', 'Fare', 'Embarked'] 33 | train_features = train_data[features] 34 | train_labels = train_data['Survived'] 35 | test_features = test_data[features] 36 | 37 | dvec=DictVectorizer(sparse=False) 38 | train_features=dvec.fit_transform(train_features.to_dict(orient='record')) 39 | print(dvec.feature_names_) 40 | 41 | # 构造 ID3 决策树 42 | clf = DecisionTreeClassifier(criterion='entropy') 43 | # 决策树训练 44 | clf.fit(train_features, train_labels) 45 | 46 | test_features=dvec.transform(test_features.to_dict(orient='record')) 47 | # 决策树预测 48 | pred_labels = clf.predict(test_features) 49 | 50 | # 得到决策树准确率 51 | acc_decision_tree = round(clf.score(train_features, train_labels), 6) 52 | print(u'score 准确率为 %.4lf' % acc_decision_tree) 53 | -------------------------------------------------------------------------------- /train.csv: -------------------------------------------------------------------------------- 1 | PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked 2 | 1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S 3 | 2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C 4 | 3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S 5 | 4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S 6 | 5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S 7 | 6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q 8 | 7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S 9 | 8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S 10 | 9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S 11 | 10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C 12 | 11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S 13 | 12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S 14 | 13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S 15 | 14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S 16 | 15,0,3,"Vestrom, Miss. 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