机器学习sklearn：泰坦尼克幸存预测（决策树、网格搜索找最佳参数）
1、加载数据
import pandas as pdfrom sklearn.model_selection import train_test_splitfrom sklearn.tree import DecisionTreeRegressorfrom sklearn.model_selection import GridSearchCVfrom sklearn.model_selection import cross_val_scoreimport matplotlib.pyplot as pltdata = pd.read_csv(\'data.csv\')data.head()2、数据预处理
data.drop([\"Name\", \"Cabin\", \"Ticket\"], axis=1, inplace=True) # 去掉无关的data[\"Age\"] = data[\"Age\"].fillna(data[\"Age\"].mean())data = data.dropna()data[\"Sex\"] = (data[\"Sex\"] == \"male\").astype(\"int\") # 转为int类型labels = data[\"Embarked\"].unique().tolist()data[\"Embarked\"] = data[\"Embarked\"].apply(lambda x: labels.index(x)) # Embarked也转换为int类型# 特征和标签x = data.iloc[:,data.columns != \"Survived\"] # 选取所有不是“Survived”的所有行y = data.iloc[:, data.columns == \"Survived\"] # 选取SurvivedX_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.3)# 序号调好点for i in [X_train, X_test, y_train, y_test]: i.index = range(i.shape[0])3、训练和使用模型
clf = DecisionTreeClassifier(random_state=25)clf = clf.fit(X_train, y_train)score = clf.score(X_test, y_test)score = cross_val_score(clf, x, y, cv=10)4、调参：不同max_depth下模型拟合情况
tr = []te = []for i in range(10): clf = DecisionTreeClassifier(max_depth=i+1, random_state=25, criterion=\'entropy\') clf = clf.fit(X_train, y_train) score = clf.score(X_test, y_test) tr.append(score) score = cross_val_score(clf, x, y, cv=10).mean() te.append(score)plt.plot(range(1,11), tr, color=\"red\", label=\"train\")plt.plot(range(1,11), te, color=\"blue\", label=\"test\")plt.xticks(range(1,11))plt.legend()plt.show()
-- 拟合高不一定测试效果就越好（3处拟合低却得到最好的测试效果）
5、网格搜索找最优参数
import numpy as npgini_thresholds = np.linspace(0, 0.5, 20)parameters = {\'splitter\':(\'best\',\'random\') , \'criterion\':(\'gini\',\'entropy\') , \'max_depth\':[*range(1,10)] # 这个*号就是转换range类型为列表 , \'min_samples_leaf\':[*range(1,50, 5)] , \'min_impurity_decrease\':[*np.linspace(0,0.5,10)]}clf = DecisionTreeClassifier(random_state=25)GS = GridSearchCV(clf, parameters, cv=10)GS.fit(X_train, y_train)GS.best_params_6、附录：泰坦尼克号数据
PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked103Braund, Mr. Owen Harrismale2210A/5 211717.25S211Cumings, Mrs. John Bradley (Florence Briggs Thayer)female3810PC 1759971.2833C85C313Heikkinen, Miss. Lainafemale2600STON/O2. 31012827.925S411Futrelle, Mrs. Jacques Heath (Lily May Peel)female351011380353.1C123S503Allen, Mr. William Henrymale35003734508.05S603Moran, Mr. Jamesmale003308778.4583Q701McCarthy, Mr. Timothy Jmale54001746351.8625E46S803Palsson, Master. Gosta Leonardmale23134990921.075S913Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)female270234774211.1333S1012Nasser, Mrs. Nicholas (Adele Achem)female141023773630.0708C1113Sandstrom, Miss. Marguerite Rutfemale411PP 954916.7G6S1211Bonnell, Miss. Elizabethfemale580011378326.55C103S1303Saundercock, Mr. William Henrymale2000A/5. 21518.05S1403Andersson, Mr. Anders Johanmale391534708231.275S1503Vestrom, Miss. Hulda Amanda Adolfinafemale14003504067.8542S1612Hewlett, Mrs. (Mary D Kingcome) female550024870616S1703Rice, Master. Eugenemale24138265229.125Q1812Williams, Mr. Charles Eugenemale0024437313S1903Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)female311034576318S2013Masselmani, Mrs. Fatimafemale0026497.225C2102Fynney, Mr. Joseph Jmale350023986526S2212Beesley, Mr. Lawrencemale340024869813D56S2313McGowan, Miss. Anna \"Annie\"female15003309238.0292Q2411Sloper, Mr. William Thompsonmale280011378835.5A6S2503Palsson, Miss. Torborg Danirafemale83134990921.075S2613Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)female381534707731.3875S2703Emir, Mr. Farred Chehabmale0026317.225C2801Fortune, Mr. Charles Alexandermale193219950263C23 C25 C27S2913O\'Dwyer, Miss. Ellen \"Nellie\"female003309597.8792Q3003Todoroff, Mr. Laliomale003492167.8958S3101Uruchurtu, Don. Manuel Emale4000PC 1760127.7208C3211Spencer, Mrs. William Augustus (Marie Eugenie)female10PC 17569146.5208B78C3313Glynn, Miss. Mary Agathafemale003356777.75Q3402Wheadon, Mr. Edward Hmale6600C.A. 2457910.5S3501Meyer, Mr. Edgar Josephmale2810PC 1760482.1708C3601Holverson, Mr. Alexander Oskarmale421011378952S3713Mamee, Mr. Hannamale0026777.2292C3803Cann, Mr. Ernest Charlesmale2100A./5. 21528.05S3903Vander Planke, Miss. Augusta Mariafemale182034576418S4013Nicola-Yarred, Miss. Jamilafemale1410265111.2417C4103Ahlin, Mrs. Johan (Johanna Persdotter Larsson)female401075469.475S4202Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)female27101166821S4303Kraeff, Mr. Theodormale003492537.8958C4412Laroche, Miss. Simonne Marie Anne Andreefemale312SC/Paris 212341.5792C4513Devaney, Miss. Margaret Deliafemale19003309587.8792Q4603Rogers, Mr. William Johnmale00S.C./A.4. 235678.05S4703Lennon, Mr. Denismale1037037115.5Q4813O\'Driscoll, Miss. Bridgetfemale00143117.75Q4903Samaan, Mr. Youssefmale20266221.6792C5003Arnold-Franchi, Mrs. Josef (Josefine Franchi)female181034923717.8S5103Panula, Master. Juha Niilomale741310129539.6875S5203Nosworthy, Mr. Richard Catermale2100A/4. 398867.8S5311Harper, Mrs. Henry Sleeper (Myna Haxtun)female4910PC 1757276.7292D33C5412Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)female2910292626S5501Ostby, Mr. Engelhart Corneliusmale650111350961.9792B30C5611Woolner, Mr. Hughmale001994735.5C52S5712Rugg, Miss. Emilyfemale2100C.A. 3102610.5S5803Novel, Mr. Mansouermale28.50026977.2292C5912West, Miss. Constance Miriumfemale512C.A. 3465127.75S6003Goodwin, Master. William Frederickmale1152CA 214446.9S6103Sirayanian, Mr. Orsenmale220026697.2292C6211Icard, Miss. Ameliefemale380011357280B286301Harris, Mr. Henry Birkhardtmale45103697383.475C83S6403Skoog, Master. Haraldmale43234708827.9S6501Stewart, Mr. Albert Amale00PC 1760527.7208C6613Moubarek, Master. Geriosmale11266115.2458C6712Nye, Mrs. (Elizabeth Ramell)female2900C.A. 2939510.5F33S6803Crease, Mr. Ernest Jamesmale1900S.P. 34648.1583S6913Andersson, Miss. 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Berthafemale1700SO/C 1488510.5S8613Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)female3330310127815.85S8703Ford, Mr. William Nealmale1613W./C. 660834.375S8803Slocovski, Mr. Selman Francismale00SOTON/OQ 3920868.05S8911Fortune, Miss. Mabel Helenfemale233219950263C23 C25 C27S9003Celotti, Mr. Francescomale24003432758.05S9103Christmann, Mr. Emilmale29003432768.05S9203Andreasson, Mr. Paul Edvinmale20003474667.8542S9301Chaffee, Mr. Herbert Fullermale4610W.E.P. 573461.175E31S9403Dean, Mr. Bertram Frankmale2612C.A. 231520.575S9503Coxon, Mr. Danielmale59003645007.25S9603Shorney, Mr. Charles Josephmale003749108.05S9701Goldschmidt, Mr. George Bmale7100PC 1775434.6542A5C9811Greenfield, Mr. William Bertrammale2301PC 1775963.3583D10 D12C9912Doling, Mrs. John T (Ada Julia Bone)female340123191923S10002Kantor, Mr. Sinaimale341024436726S10103Petranec, Miss. 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Helen Monypenyfemale19021175226.2833D47S13801Futrelle, Mr. Jacques Heathmale371011380353.1C123S13903Osen, Mr. Olaf Elonmale160075349.2167S14001Giglio, Mr. Victormale2400PC 1759379.2B86C14103Boulos, Mrs. Joseph (Sultana)female02267815.2458C14213Nysten, Miss. Anna Sofiafemale22003470817.75S14313Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)female2410STON/O2. 310127915.85S14403Burke, Mr. Jeremiahmale19003652226.75Q14502Andrew, Mr. Edgardo Samuelmale180023194511.5S14602Nicholls, Mr. Joseph Charlesmale1911C.A. 3311236.75S14713Andersson, Mr. August Edvard (\"Wennerstrom\")male27003500437.7958S14803Ford, Miss. Robina Maggie \"Ruby\"female922W./C. 660834.375S14902Navratil, Mr. Michel (\"Louis M Hoffman\")male36.50223008026F2S15002Byles, Rev. Thomas Roussel Davidsmale420024431013S15102Bateman, Rev. 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Richard Fmale12123013639F4S18513Kink-Heilmann, Miss. Luise Gretchenfemale40231515322.025S18601Rood, Mr. Hugh Roscoemale0011376750A32S18713O\'Brien, Mrs. Thomas (Johanna \"Hannah\" Godfrey)female1037036515.5Q18811Romaine, Mr. Charles Hallace (\"Mr C Rolmane\")male450011142826.55S18903Bourke, Mr. Johnmale401136484915.5Q19003Turcin, Mr. Stjepanmale36003492477.8958S19112Pinsky, Mrs. (Rosa)female320023460413S19202Carbines, Mr. Williammale19002842413S19313Andersen-Jensen, Miss. Carla Christine Nielsinefemale19103500467.8542S19412Navratil, Master. Michel Mmale31123008026F2S19511Brown, Mrs. James Joseph (Margaret Tobin)female4400PC 1761027.7208B4C19611Lurette, Miss. Elisefemale5800PC 17569146.5208B80C19703Mernagh, Mr. Robertmale003687037.75Q19803Olsen, Mr. Karl Siegwart Andreasmale420145798.4042S19913Madigan, Miss. Margaret \"Maggie\"female003703707.75Q20002Yrois, Miss. Henriette (\"Mrs Harbeck\")female240024874713S20103Vande Walle, Mr. Nestor Cyrielmale28003457709.5S20203Sage, Mr. Frederickmale82CA. 234369.55S20303Johanson, Mr. Jakob Alfredmale340031012646.4958S20403Youseff, Mr. Geriousmale45.50026287.225C20513Cohen, Mr. Gurshon \"Gus\"male1800A/5 35408.05S20603Strom, Miss. Telma Matildafemale20134705410.4625G6S20703Backstrom, Mr. Karl Alfredmale3210310127815.85S20813Albimona, Mr. Nassef Cassemmale2600269918.7875C20913Carr, Miss. Helen \"Ellen\"female16003672317.75Q21011Blank, Mr. Henrymale400011227731A31C21103Ali, Mr. Ahmedmale2400SOTON/O.Q. 31013117.05S21212Cameron, Miss. Clear Anniefemale3500F.C.C. 1352821S21303Perkin, Mr. John Henrymale2200A/5 211747.25S21402Givard, Mr. Hans Kristensenmale300025064613S21503Kiernan, Mr. Philipmale103672297.75Q21611Newell, Miss. Madeleinefemale311035273113.275D36C21713Honkanen, Miss. Eliinafemale2700STON/O2. 31012837.925S21802Jacobsohn, Mr. Sidney Samuelmale421024384727S21911Bazzani, Miss. 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Ericmale74138265229.125Q28013Abbott, Mrs. Stanton (Rosa Hunt)female3511C.A. 267320.25S28103Duane, Mr. Frankmale65003364397.75Q28203Olsson, Mr. Nils Johan Goranssonmale28003474647.8542S28303de Pelsmaeker, Mr. Alfonsmale16003457789.5S28413Dorking, Mr. Edward Arthurmale1900A/5. 104828.05S28501Smith, Mr. Richard Williammale0011305626A19S28603Stankovic, Mr. Ivanmale33003492398.6625C28713de Mulder, Mr. Theodoremale30003457749.5S28803Naidenoff, Mr. Penkomale22003492067.8958S28912Hosono, Mr. Masabumimale420023779813S29013Connolly, Miss. Katefemale22003703737.75Q29111Barber, Miss. Ellen \"Nellie\"female26001987778.85S29211Bishop, Mrs. Dickinson H (Helen Walton)female19101196791.0792B49C29302Levy, Mr. Rene Jacquesmale3600SC/Paris 216312.875DC29403Haas, Miss. Aloisiafemale24003492368.85S29503Mineff, Mr. Ivanmale24003492337.8958S29601Lewy, Mr. Ervin Gmale00PC 1761227.7208C29703Hanna, Mr. Mansourmale23.50026937.2292C29801Allison, Miss. 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