update

data/train.csv

@@ -0,0 +1,628 @@
+survived,sex,age,n_siblings_spouses,parch,fare,class,deck,embark_town,alone
+0,male,22.0,1,0,7.25,Third,unknown,Southampton,n
+1,female,38.0,1,0,71.2833,First,C,Cherbourg,n
+1,female,26.0,0,0,7.925,Third,unknown,Southampton,y
+1,female,35.0,1,0,53.1,First,C,Southampton,n
+0,male,28.0,0,0,8.4583,Third,unknown,Queenstown,y
+0,male,2.0,3,1,21.075,Third,unknown,Southampton,n
+1,female,27.0,0,2,11.1333,Third,unknown,Southampton,n
+1,female,14.0,1,0,30.0708,Second,unknown,Cherbourg,n
+1,female,4.0,1,1,16.7,Third,G,Southampton,n
+0,male,20.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,39.0,1,5,31.275,Third,unknown,Southampton,n
+0,female,14.0,0,0,7.8542,Third,unknown,Southampton,y
+0,male,2.0,4,1,29.125,Third,unknown,Queenstown,n
+1,male,28.0,0,0,13.0,Second,unknown,Southampton,y
+0,female,31.0,1,0,18.0,Third,unknown,Southampton,n
+1,female,28.0,0,0,7.225,Third,unknown,Cherbourg,y
+0,male,35.0,0,0,26.0,Second,unknown,Southampton,y
+1,male,28.0,0,0,35.5,First,A,Southampton,y
+1,female,38.0,1,5,31.3875,Third,unknown,Southampton,n
+0,male,28.0,0,0,7.225,Third,unknown,Cherbourg,y
+0,male,19.0,3,2,263.0,First,C,Southampton,n
+1,female,28.0,0,0,7.8792,Third,unknown,Queenstown,y
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,40.0,0,0,27.7208,First,unknown,Cherbourg,y
+1,female,28.0,1,0,146.5208,First,B,Cherbourg,n
+1,female,28.0,0,0,7.75,Third,unknown,Queenstown,y
+0,male,66.0,0,0,10.5,Second,unknown,Southampton,y
+0,male,28.0,1,0,82.1708,First,unknown,Cherbourg,n
+0,male,42.0,1,0,52.0,First,unknown,Southampton,n
+1,male,28.0,0,0,7.2292,Third,unknown,Cherbourg,y
+1,female,14.0,1,0,11.2417,Third,unknown,Cherbourg,n
+0,female,40.0,1,0,9.475,Third,unknown,Southampton,n
+0,female,27.0,1,0,21.0,Second,unknown,Southampton,n
+0,male,28.0,0,0,7.8958,Third,unknown,Cherbourg,y
+1,female,3.0,1,2,41.5792,Second,unknown,Cherbourg,n
+0,male,28.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,28.0,1,0,15.5,Third,unknown,Queenstown,n
+0,male,28.0,2,0,21.6792,Third,unknown,Cherbourg,n
+0,female,18.0,1,0,17.8,Third,unknown,Southampton,n
+0,male,7.0,4,1,39.6875,Third,unknown,Southampton,n
+1,female,49.0,1,0,76.7292,First,D,Cherbourg,n
+1,female,29.0,1,0,26.0,Second,unknown,Southampton,n
+0,male,65.0,0,1,61.9792,First,B,Cherbourg,n
+1,male,28.0,0,0,35.5,First,C,Southampton,y
+1,female,21.0,0,0,10.5,Second,unknown,Southampton,y
+0,male,28.5,0,0,7.2292,Third,unknown,Cherbourg,y
+0,male,11.0,5,2,46.9,Third,unknown,Southampton,n
+0,male,22.0,0,0,7.2292,Third,unknown,Cherbourg,y
+1,female,38.0,0,0,80.0,First,B,unknown,y
+0,male,45.0,1,0,83.475,First,C,Southampton,n
+0,male,4.0,3,2,27.9,Third,unknown,Southampton,n
+1,male,28.0,1,1,15.2458,Third,unknown,Cherbourg,n
+0,male,19.0,0,0,8.1583,Third,unknown,Southampton,y
+1,female,17.0,4,2,7.925,Third,unknown,Southampton,n
+0,male,26.0,2,0,8.6625,Third,unknown,Southampton,n
+0,male,32.0,0,0,10.5,Second,unknown,Southampton,y
+0,male,21.0,0,0,73.5,Second,unknown,Southampton,y
+1,male,32.0,0,0,56.4958,Third,unknown,Southampton,y
+0,male,25.0,0,0,7.65,Third,F,Southampton,y
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,28.0,0,0,8.05,Third,unknown,Southampton,y
+1,male,0.83,0,2,29.0,Second,unknown,Southampton,n
+1,female,30.0,0,0,12.475,Third,unknown,Southampton,y
+0,male,22.0,0,0,9.0,Third,unknown,Southampton,y
+1,male,29.0,0,0,9.5,Third,unknown,Southampton,y
+1,female,28.0,0,0,7.7875,Third,unknown,Queenstown,y
+0,male,28.0,0,0,47.1,First,unknown,Southampton,y
+0,male,16.0,1,3,34.375,Third,unknown,Southampton,n
+0,male,28.0,0,0,8.05,Third,unknown,Southampton,y
+1,female,23.0,3,2,263.0,First,C,Southampton,n
+0,male,24.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,46.0,1,0,61.175,First,E,Southampton,n
+0,male,59.0,0,0,7.25,Third,unknown,Southampton,y
+0,male,28.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,71.0,0,0,34.6542,First,A,Cherbourg,y
+1,male,23.0,0,1,63.3583,First,D,Cherbourg,n
+1,female,34.0,0,1,23.0,Second,unknown,Southampton,n
+0,male,34.0,1,0,26.0,Second,unknown,Southampton,n
+0,female,28.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,21.0,0,1,77.2875,First,D,Southampton,n
+0,male,33.0,0,0,8.6542,Third,unknown,Southampton,y
+0,male,37.0,2,0,7.925,Third,unknown,Southampton,n
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+1,male,28.0,0,0,7.775,Third,unknown,Southampton,y
+1,female,28.0,1,0,24.15,Third,unknown,Queenstown,n
+0,male,47.0,0,0,52.0,First,C,Southampton,y
+0,female,14.5,1,0,14.4542,Third,unknown,Cherbourg,n
+0,male,22.0,0,0,8.05,Third,unknown,Southampton,y
+0,female,17.0,0,0,14.4583,Third,unknown,Cherbourg,y
+0,male,21.0,0,0,7.925,Third,unknown,Southampton,y
+0,male,70.5,0,0,7.75,Third,unknown,Queenstown,y
+0,male,29.0,1,0,21.0,Second,unknown,Southampton,n
+0,male,24.0,0,1,247.5208,First,B,Cherbourg,n
+0,male,28.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,32.5,1,0,30.0708,Second,unknown,Cherbourg,n
+1,female,32.5,0,0,13.0,Second,E,Southampton,y
+0,male,28.0,0,0,7.75,Third,unknown,Queenstown,y
+1,male,24.0,0,0,7.1417,Third,unknown,Southampton,y
+0,male,45.0,0,0,6.975,Third,unknown,Southampton,y
+0,male,20.0,0,0,7.05,Third,unknown,Southampton,y
+0,female,47.0,1,0,14.5,Third,unknown,Southampton,n
+0,male,23.0,0,0,15.0458,Second,unknown,Cherbourg,y
+1,female,19.0,0,2,26.2833,First,D,Southampton,n
+0,male,37.0,1,0,53.1,First,C,Southampton,n
+0,male,16.0,0,0,9.2167,Third,unknown,Southampton,y
+0,male,24.0,0,0,79.2,First,B,Cherbourg,y
+0,female,28.0,0,2,15.2458,Third,unknown,Cherbourg,n
+1,female,22.0,0,0,7.75,Third,unknown,Southampton,y
+0,male,19.0,0,0,6.75,Third,unknown,Queenstown,y
+0,male,18.0,0,0,11.5,Second,unknown,Southampton,y
+0,female,9.0,2,2,34.375,Third,unknown,Southampton,n
+0,male,51.0,0,0,12.525,Second,unknown,Southampton,y
+0,male,55.5,0,0,8.05,Third,unknown,Southampton,y
+0,male,40.5,0,2,14.5,Third,unknown,Southampton,n
+0,male,28.0,0,0,7.3125,Third,unknown,Southampton,y
+0,male,51.0,0,1,61.3792,First,unknown,Cherbourg,n
+1,female,16.0,0,0,7.7333,Third,unknown,Queenstown,y
+0,male,28.0,0,0,8.6625,Third,unknown,Southampton,y
+0,male,28.0,8,2,69.55,Third,unknown,Southampton,n
+0,male,44.0,0,1,16.1,Third,unknown,Southampton,n
+0,male,26.0,0,0,7.775,Third,unknown,Southampton,y
+0,male,17.0,0,0,8.6625,Third,unknown,Southampton,y
+0,male,1.0,4,1,39.6875,Third,unknown,Southampton,n
+1,female,28.0,0,1,55.0,First,E,Southampton,n
+0,male,28.0,0,0,56.4958,Third,unknown,Southampton,y
+0,male,4.0,4,1,29.125,Third,unknown,Queenstown,n
+0,male,18.0,1,1,7.8542,Third,unknown,Southampton,n
+0,male,28.0,3,1,25.4667,Third,unknown,Southampton,n
+0,female,50.0,0,0,28.7125,First,C,Cherbourg,y
+0,male,30.0,0,0,13.0,Second,unknown,Southampton,y
+0,male,36.0,0,0,0.0,Third,unknown,Southampton,y
+0,female,28.0,8,2,69.55,Third,unknown,Southampton,n
+0,male,28.0,0,0,15.05,Second,unknown,Cherbourg,y
+0,male,9.0,4,2,31.3875,Third,unknown,Southampton,n
+1,female,4.0,0,2,22.025,Third,unknown,Southampton,n
+1,female,28.0,1,0,15.5,Third,unknown,Queenstown,n
+1,male,45.0,0,0,26.55,First,unknown,Southampton,y
+0,male,36.0,0,0,7.8958,Third,unknown,Southampton,y
+1,female,32.0,0,0,13.0,Second,unknown,Southampton,y
+1,female,19.0,1,0,7.8542,Third,unknown,Southampton,n
+1,male,3.0,1,1,26.0,Second,F,Southampton,n
+1,female,44.0,0,0,27.7208,First,B,Cherbourg,y
+1,female,58.0,0,0,146.5208,First,B,Cherbourg,y
+0,male,28.0,0,0,7.75,Third,unknown,Queenstown,y
+1,female,28.0,0,0,7.75,Third,unknown,Queenstown,y
+0,female,24.0,0,0,13.0,Second,unknown,Southampton,y
+0,male,28.0,0,0,9.5,Third,unknown,Southampton,y
+0,male,28.0,8,2,69.55,Third,unknown,Southampton,n
+0,male,34.0,0,0,6.4958,Third,unknown,Southampton,y
+0,female,2.0,0,1,10.4625,Third,G,Southampton,n
+0,male,32.0,1,0,15.85,Third,unknown,Southampton,n
+1,male,26.0,0,0,18.7875,Third,unknown,Cherbourg,y
+1,female,16.0,0,0,7.75,Third,unknown,Queenstown,y
+1,male,40.0,0,0,31.0,First,A,Cherbourg,y
+1,female,35.0,0,0,21.0,Second,unknown,Southampton,y
+0,male,22.0,0,0,7.25,Third,unknown,Southampton,y
+0,male,28.0,1,0,7.75,Third,unknown,Queenstown,n
+1,female,31.0,1,0,113.275,First,D,Cherbourg,n
+1,female,27.0,0,0,7.925,Third,unknown,Southampton,y
+0,male,42.0,1,0,27.0,Second,unknown,Southampton,n
+0,male,30.0,0,0,10.5,Second,unknown,Southampton,y
+1,male,16.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,51.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,22.0,0,0,9.35,Third,unknown,Southampton,y
+1,male,19.0,0,0,10.5,Second,unknown,Southampton,y
+0,male,20.5,0,0,7.25,Third,unknown,Southampton,y
+0,male,18.0,0,0,13.0,Second,unknown,Southampton,y
+0,female,28.0,3,1,25.4667,Third,unknown,Southampton,n
+1,female,35.0,1,0,83.475,First,C,Southampton,n
+0,male,29.0,0,0,7.775,Third,unknown,Southampton,y
+0,male,59.0,0,0,13.5,Second,unknown,Southampton,y
+0,female,28.0,0,0,7.55,Third,unknown,Southampton,y
+0,male,44.0,1,0,26.0,Second,unknown,Southampton,n
+0,male,19.0,0,0,10.5,Second,unknown,Southampton,y
+0,male,33.0,0,0,12.275,Second,unknown,Southampton,y
+0,female,28.0,1,0,14.4542,Third,unknown,Cherbourg,n
+1,female,28.0,1,0,15.5,Third,unknown,Queenstown,n
+0,male,22.0,0,0,7.125,Third,unknown,Southampton,y
+0,male,30.0,0,0,7.225,Third,unknown,Cherbourg,y
+0,male,44.0,2,0,90.0,First,C,Queenstown,n
+1,female,24.0,0,2,14.5,Second,unknown,Southampton,n
+0,male,28.0,0,0,7.25,Third,unknown,Southampton,y
+0,female,29.0,1,1,10.4625,Third,G,Southampton,n
+0,male,30.0,1,0,16.1,Third,unknown,Southampton,n
+0,female,41.0,0,2,20.2125,Third,unknown,Southampton,n
+1,female,28.0,0,0,79.2,First,unknown,Cherbourg,y
+1,female,35.0,0,0,512.3292,First,unknown,Cherbourg,y
+1,female,50.0,0,1,26.0,Second,unknown,Southampton,n
+0,male,28.0,0,0,7.75,Third,unknown,Queenstown,y
+1,male,3.0,4,2,31.3875,Third,unknown,Southampton,n
+0,male,40.0,0,0,0.0,First,B,Southampton,y
+0,female,28.0,0,0,7.75,Third,unknown,Queenstown,y
+0,male,36.0,0,0,10.5,Second,unknown,Southampton,y
+0,male,16.0,4,1,39.6875,Third,unknown,Southampton,n
+1,male,25.0,1,0,7.775,Third,unknown,Southampton,n
+1,female,58.0,0,1,153.4625,First,C,Southampton,n
+1,female,35.0,0,0,135.6333,First,C,Southampton,y
+0,male,28.0,0,0,31.0,First,unknown,Southampton,y
+1,male,25.0,0,0,0.0,Third,unknown,Southampton,y
+1,female,41.0,0,1,19.5,Second,unknown,Southampton,n
+0,male,37.0,0,1,29.7,First,C,Cherbourg,n
+1,female,28.0,0,0,7.75,Third,unknown,Queenstown,y
+1,female,63.0,1,0,77.9583,First,D,Southampton,n
+0,female,45.0,0,0,7.75,Third,unknown,Southampton,y
+0,male,28.0,0,0,0.0,Second,unknown,Southampton,y
+0,male,7.0,4,1,29.125,Third,unknown,Queenstown,n
+1,female,35.0,1,1,20.25,Third,unknown,Southampton,n
+0,male,28.0,0,0,7.8542,Third,unknown,Southampton,y
+0,male,16.0,0,0,9.5,Third,unknown,Southampton,y
+0,male,28.0,0,0,26.0,First,A,Southampton,y
+1,female,26.0,0,0,78.85,First,unknown,Southampton,y
+0,male,36.0,0,0,12.875,Second,D,Cherbourg,y
+0,male,24.0,0,0,7.8958,Third,unknown,Southampton,y
+1,male,28.0,0,0,30.5,First,C,Southampton,y
+1,female,50.0,0,1,247.5208,First,B,Cherbourg,n
+1,female,28.0,0,0,7.75,Third,unknown,Queenstown,y
+0,male,19.0,0,0,0.0,Third,unknown,Southampton,y
+1,female,28.0,0,0,12.35,Second,E,Queenstown,y
+0,male,28.0,0,0,8.05,Third,unknown,Southampton,y
+1,female,28.0,0,0,110.8833,First,unknown,Cherbourg,y
+1,female,17.0,1,0,108.9,First,C,Cherbourg,n
+0,male,30.0,1,0,24.0,Second,unknown,Cherbourg,n
+1,female,30.0,0,0,56.9292,First,E,Cherbourg,y
+1,female,24.0,0,0,83.1583,First,C,Cherbourg,y
+1,female,18.0,2,2,262.375,First,B,Cherbourg,n
+0,female,26.0,1,1,26.0,Second,unknown,Southampton,n
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,43.0,1,1,26.25,Second,unknown,Southampton,n
+1,female,24.0,1,0,26.0,Second,unknown,Southampton,n
+1,female,31.0,0,2,164.8667,First,C,Southampton,n
+1,female,40.0,1,1,134.5,First,E,Cherbourg,n
+0,male,22.0,0,0,7.25,Third,unknown,Southampton,y
+0,male,27.0,0,0,7.8958,Third,unknown,Southampton,y
+1,female,22.0,1,1,29.0,Second,unknown,Southampton,n
+0,male,28.0,8,2,69.55,Third,unknown,Southampton,n
+1,female,36.0,0,0,135.6333,First,C,Cherbourg,y
+0,male,61.0,0,0,6.2375,Third,unknown,Southampton,y
+1,female,31.0,1,1,20.525,Third,unknown,Southampton,n
+1,female,28.0,2,0,23.25,Third,unknown,Queenstown,n
+0,male,38.0,0,1,153.4625,First,C,Southampton,n
+1,female,28.0,1,0,133.65,First,unknown,Southampton,n
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,29.0,1,0,66.6,First,C,Southampton,n
+1,male,45.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,45.0,0,0,35.5,First,unknown,Southampton,y
+0,male,28.0,0,0,13.0,Second,unknown,Southampton,y
+0,male,25.0,0,0,13.0,Second,unknown,Southampton,y
+0,male,36.0,0,0,13.0,Second,unknown,Southampton,y
+1,female,24.0,0,0,13.0,Second,F,Southampton,y
+1,female,40.0,0,0,13.0,Second,unknown,Southampton,y
+1,female,28.0,1,0,16.1,Third,unknown,Southampton,n
+0,male,15.0,1,1,7.2292,Third,unknown,Cherbourg,n
+0,male,25.0,1,0,17.8,Third,unknown,Southampton,n
+0,male,28.0,0,0,7.225,Third,unknown,Cherbourg,y
+0,male,28.0,0,0,9.5,Third,unknown,Southampton,y
+1,female,22.0,0,1,55.0,First,E,Southampton,n
+0,female,38.0,0,0,13.0,Second,unknown,Southampton,y
+1,female,28.0,0,0,7.8792,Third,unknown,Queenstown,y
+1,female,28.0,0,0,7.8792,Third,unknown,Queenstown,y
+0,male,40.0,1,4,27.9,Third,unknown,Southampton,n
+0,male,29.0,1,0,27.7208,Second,unknown,Cherbourg,n
+0,female,45.0,0,1,14.4542,Third,unknown,Cherbourg,n
+0,male,35.0,0,0,7.05,Third,unknown,Southampton,y
+0,male,28.0,1,0,15.5,Third,unknown,Queenstown,n
+1,female,60.0,1,0,75.25,First,D,Cherbourg,n
+1,female,28.0,0,0,7.2292,Third,unknown,Cherbourg,y
+1,female,28.0,0,0,7.75,Third,unknown,Queenstown,y
+1,female,24.0,0,0,69.3,First,B,Cherbourg,y
+0,male,18.0,1,0,6.4958,Third,unknown,Southampton,n
+0,male,19.0,0,0,8.05,Third,unknown,Southampton,y
+1,female,28.0,1,0,82.1708,First,unknown,Cherbourg,n
+0,male,27.0,0,2,211.5,First,C,Cherbourg,n
+0,male,19.0,0,0,7.775,Third,unknown,Southampton,y
+1,female,42.0,0,0,227.525,First,unknown,Cherbourg,y
+0,male,32.0,0,0,7.925,Third,unknown,Southampton,y
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,18.0,0,0,73.5,Second,unknown,Southampton,y
+0,male,1.0,5,2,46.9,Third,unknown,Southampton,n
+0,male,28.0,0,0,7.7292,Third,unknown,Queenstown,y
+1,female,17.0,0,0,12.0,Second,unknown,Cherbourg,y
+1,male,36.0,1,2,120.0,First,B,Southampton,n
+1,male,21.0,0,0,7.7958,Third,unknown,Southampton,y
+1,female,23.0,1,0,113.275,First,D,Cherbourg,n
+1,female,24.0,0,2,16.7,Third,G,Southampton,n
+0,male,22.0,0,0,7.7958,Third,unknown,Southampton,y
+0,female,31.0,0,0,7.8542,Third,unknown,Southampton,y
+0,male,46.0,0,0,26.0,Second,unknown,Southampton,y
+0,male,23.0,0,0,10.5,Second,unknown,Southampton,y
+1,male,39.0,0,0,7.925,Third,unknown,Southampton,y
+0,male,26.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,28.0,1,0,15.85,Third,unknown,Southampton,n
+0,male,34.0,1,0,21.0,Second,unknown,Southampton,n
+1,male,3.0,1,1,18.75,Second,unknown,Southampton,n
+0,male,21.0,0,0,7.775,Third,unknown,Southampton,y
+0,female,28.0,3,1,25.4667,Third,unknown,Southampton,n
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,28.0,0,0,6.8583,Third,unknown,Queenstown,y
+0,male,28.0,0,0,0.0,Second,unknown,Southampton,y
+1,male,44.0,0,0,7.925,Third,unknown,Southampton,y
+0,female,28.0,0,0,8.05,Third,unknown,Southampton,y
+1,female,34.0,1,1,32.5,Second,unknown,Southampton,n
+1,female,18.0,0,2,13.0,Second,unknown,Southampton,n
+0,male,30.0,0,0,13.0,Second,unknown,Southampton,y
+0,male,28.0,0,0,7.8958,Third,unknown,Cherbourg,y
+0,male,21.0,0,0,7.7333,Third,unknown,Queenstown,y
+0,male,18.0,1,1,20.2125,Third,unknown,Southampton,n
+1,female,19.0,0,0,26.0,Second,unknown,Southampton,y
+0,male,28.0,0,0,7.75,Third,unknown,Queenstown,y
+1,male,32.0,0,0,8.05,Third,E,Southampton,y
+1,male,28.0,0,0,26.55,First,C,Southampton,y
+1,female,28.0,1,0,16.1,Third,unknown,Southampton,n
+1,female,42.0,1,0,26.0,Second,unknown,Southampton,n
+0,male,17.0,0,0,7.125,Third,unknown,Southampton,y
+0,male,50.0,1,0,55.9,First,E,Southampton,n
+1,female,14.0,1,2,120.0,First,B,Southampton,n
+1,female,24.0,2,3,18.75,Second,unknown,Southampton,n
+0,male,64.0,1,4,263.0,First,C,Southampton,n
+0,male,31.0,0,0,10.5,Second,unknown,Southampton,y
+1,female,45.0,1,1,26.25,Second,unknown,Southampton,n
+0,male,20.0,0,0,9.5,Third,unknown,Southampton,y
+1,female,28.0,0,0,13.0,Second,unknown,Southampton,y
+1,male,28.0,0,0,8.1125,Third,unknown,Southampton,y
+1,male,34.0,0,0,26.55,First,unknown,Southampton,y
+1,female,5.0,2,1,19.2583,Third,unknown,Cherbourg,n
+1,male,52.0,0,0,30.5,First,C,Southampton,y
+0,male,36.0,1,2,27.75,Second,unknown,Southampton,n
+0,male,30.0,0,0,27.75,First,C,Cherbourg,y
+1,male,49.0,1,0,89.1042,First,C,Cherbourg,n
+1,male,29.0,0,0,7.8958,Third,unknown,Cherbourg,y
+0,male,65.0,0,0,26.55,First,E,Southampton,y
+1,female,28.0,1,0,51.8625,First,D,Southampton,n
+1,male,48.0,0,0,26.55,First,E,Southampton,y
+0,male,34.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,47.0,0,0,38.5,First,E,Southampton,y
+0,male,28.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,38.0,0,0,7.05,Third,unknown,Southampton,y
+0,male,56.0,0,0,26.55,First,unknown,Southampton,y
+0,male,28.0,0,0,7.725,Third,unknown,Queenstown,y
+1,female,0.75,2,1,19.2583,Third,unknown,Cherbourg,n
+0,male,28.0,0,0,7.25,Third,unknown,Southampton,y
+1,female,33.0,1,2,27.75,Second,unknown,Southampton,n
+1,female,23.0,0,0,13.7917,Second,D,Cherbourg,y
+0,male,28.0,0,0,52.0,First,A,Southampton,y
+0,male,34.0,1,0,21.0,Second,unknown,Southampton,n
+0,male,29.0,1,0,7.0458,Third,unknown,Southampton,n
+1,female,2.0,0,1,12.2875,Third,unknown,Southampton,n
+0,male,9.0,5,2,46.9,Third,unknown,Southampton,n
+0,male,28.0,0,0,0.0,Second,unknown,Southampton,y
+1,female,63.0,0,0,9.5875,Third,unknown,Southampton,y
+1,male,25.0,1,0,91.0792,First,B,Cherbourg,n
+0,female,28.0,3,1,25.4667,Third,unknown,Southampton,n
+1,female,35.0,1,0,90.0,First,C,Southampton,n
+0,male,58.0,0,0,29.7,First,B,Cherbourg,y
+1,male,9.0,1,1,15.9,Third,unknown,Southampton,n
+0,male,28.0,1,0,19.9667,Third,unknown,Southampton,n
+0,male,71.0,0,0,49.5042,First,unknown,Cherbourg,y
+0,male,21.0,0,0,8.05,Third,unknown,Southampton,y
+0,female,25.0,1,2,151.55,First,C,Southampton,n
+0,male,17.0,0,0,8.6625,Third,unknown,Southampton,y
+0,female,21.0,0,0,7.75,Third,unknown,Queenstown,y
+0,female,37.0,0,0,9.5875,Third,unknown,Southampton,y
+0,male,18.0,1,0,108.9,First,C,Cherbourg,n
+1,female,33.0,0,2,26.0,Second,unknown,Southampton,n
+1,male,28.0,0,0,26.55,First,unknown,Southampton,y
+1,male,26.0,0,0,56.4958,Third,unknown,Southampton,y
+1,female,54.0,1,0,59.4,First,unknown,Cherbourg,n
+0,male,24.0,0,0,7.4958,Third,unknown,Southampton,y
+0,male,47.0,0,0,34.0208,First,D,Southampton,y
+1,female,34.0,0,0,10.5,Second,F,Southampton,y
+1,female,36.0,1,0,26.0,Second,unknown,Southampton,n
+0,male,32.0,0,0,7.8958,Third,unknown,Southampton,y
+1,female,30.0,0,0,93.5,First,B,Southampton,y
+0,male,22.0,0,0,7.8958,Third,unknown,Southampton,y
+1,female,44.0,0,1,57.9792,First,B,Cherbourg,n
+0,male,28.0,0,0,7.2292,Third,unknown,Cherbourg,y
+0,male,40.5,0,0,7.75,Third,unknown,Queenstown,y
+1,female,50.0,0,0,10.5,Second,unknown,Southampton,y
+0,male,28.0,0,0,221.7792,First,C,Southampton,y
+0,male,23.0,2,1,11.5,Second,unknown,Southampton,n
+1,female,2.0,1,1,26.0,Second,unknown,Southampton,n
+0,male,17.0,1,1,7.2292,Third,unknown,Cherbourg,n
+1,female,28.0,0,2,22.3583,Third,unknown,Cherbourg,n
+0,female,30.0,0,0,8.6625,Third,unknown,Southampton,y
+1,female,7.0,0,2,26.25,Second,unknown,Southampton,n
+0,male,45.0,0,0,26.55,First,B,Southampton,y
+1,female,30.0,0,0,106.425,First,unknown,Cherbourg,y
+1,female,22.0,0,2,49.5,First,B,Cherbourg,n
+1,female,36.0,0,2,71.0,First,B,Southampton,n
+0,female,9.0,4,2,31.275,Third,unknown,Southampton,n
+0,female,11.0,4,2,31.275,Third,unknown,Southampton,n
+0,male,50.0,1,0,106.425,First,C,Cherbourg,n
+1,female,19.0,1,0,26.0,Second,unknown,Southampton,n
+1,male,28.0,0,0,13.8625,Second,unknown,Cherbourg,y
+0,male,33.0,1,1,20.525,Third,unknown,Southampton,n
+1,male,17.0,0,2,110.8833,First,C,Cherbourg,n
+0,male,27.0,0,0,26.0,Second,unknown,Southampton,y
+0,male,28.0,0,0,7.8292,Third,unknown,Queenstown,y
+1,female,22.0,0,0,7.775,Third,unknown,Southampton,y
+1,female,48.0,1,0,39.6,First,A,Cherbourg,n
+0,male,28.0,0,0,227.525,First,unknown,Cherbourg,y
+1,female,39.0,1,1,79.65,First,E,Southampton,n
+1,female,36.0,1,0,17.4,Third,unknown,Southampton,n
+0,male,28.0,0,0,7.75,Third,unknown,Queenstown,y
+0,male,40.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,28.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,24.0,2,0,24.15,Third,unknown,Southampton,n
+0,male,19.0,0,0,7.8958,Third,unknown,Southampton,y
+0,female,29.0,0,4,21.075,Third,unknown,Southampton,n
+1,male,32.0,0,0,7.8542,Third,unknown,Southampton,y
+1,male,62.0,0,0,10.5,Second,unknown,Southampton,y
+1,female,53.0,2,0,51.4792,First,C,Southampton,n
+1,male,36.0,0,0,26.3875,First,E,Southampton,y
+0,male,16.0,0,0,8.05,Third,unknown,Southampton,y
+1,female,34.0,0,0,13.0,Second,unknown,Southampton,y
+1,female,25.0,1,1,30.0,Second,unknown,Southampton,n
+0,male,36.0,0,0,40.125,First,A,Cherbourg,y
+0,male,47.0,0,0,15.0,Second,unknown,Southampton,y
+1,male,60.0,1,1,79.2,First,B,Cherbourg,n
+0,male,28.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,35.0,0,0,7.125,Third,unknown,Southampton,y
+1,female,52.0,1,0,78.2667,First,D,Cherbourg,n
+0,male,47.0,0,0,7.25,Third,unknown,Southampton,y
+0,female,28.0,0,2,7.75,Third,unknown,Queenstown,n
+0,male,37.0,1,0,26.0,Second,unknown,Southampton,n
+0,male,36.0,1,1,24.15,Third,unknown,Southampton,n
+1,female,28.0,0,0,33.0,Second,unknown,Southampton,y
+0,male,49.0,0,0,0.0,Third,unknown,Southampton,y
+0,male,28.0,0,0,7.225,Third,unknown,Cherbourg,y
+1,male,49.0,1,0,56.9292,First,A,Cherbourg,n
+1,male,35.0,0,0,26.55,First,unknown,Cherbourg,y
+0,male,36.0,1,0,15.55,Third,unknown,Southampton,n
+0,male,30.0,0,0,7.8958,Third,unknown,Southampton,y
+1,male,27.0,0,0,30.5,First,unknown,Southampton,y
+1,female,22.0,1,2,41.5792,Second,unknown,Cherbourg,n
+1,female,40.0,0,0,153.4625,First,C,Southampton,y
+0,female,39.0,1,5,31.275,Third,unknown,Southampton,n
+0,male,28.0,0,0,7.05,Third,unknown,Southampton,y
+1,female,28.0,1,0,15.5,Third,unknown,Queenstown,n
+0,male,35.0,0,0,8.05,Third,unknown,Southampton,y
+1,female,24.0,1,2,65.0,Second,unknown,Southampton,n
+0,male,34.0,1,1,14.4,Third,unknown,Southampton,n
+0,male,26.0,0,0,10.5,Second,unknown,Southampton,y
+1,male,20.0,1,1,15.7417,Third,unknown,Cherbourg,n
+0,male,61.0,0,0,32.3208,First,D,Southampton,y
+0,male,57.0,0,0,12.35,Second,unknown,Queenstown,y
+1,female,21.0,0,0,77.9583,First,D,Southampton,y
+0,male,26.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,28.0,0,0,7.7333,Third,unknown,Queenstown,y
+1,male,80.0,0,0,30.0,First,A,Southampton,y
+0,male,51.0,0,0,7.0542,Third,unknown,Southampton,y
+1,male,32.0,0,0,30.5,First,B,Cherbourg,y
+0,female,9.0,3,2,27.9,Third,unknown,Southampton,n
+1,female,28.0,0,0,13.0,Second,unknown,Southampton,y
+0,male,32.0,0,0,7.925,Third,unknown,Southampton,y
+0,female,41.0,0,5,39.6875,Third,unknown,Southampton,n
+0,male,28.0,1,0,16.1,Third,unknown,Southampton,n
+0,male,20.0,0,0,7.8542,Third,unknown,Southampton,y
+1,male,28.0,0,0,56.4958,Third,unknown,Southampton,y
+1,female,0.75,2,1,19.2583,Third,unknown,Cherbourg,n
+1,male,48.0,1,0,76.7292,First,D,Cherbourg,n
+0,male,28.0,0,0,7.55,Third,unknown,Southampton,y
+1,female,23.0,0,0,7.55,Third,unknown,Southampton,y
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+1,female,18.0,0,1,23.0,Second,unknown,Southampton,n
+0,male,21.0,0,0,8.4333,Third,unknown,Southampton,y
+0,male,24.0,2,0,73.5,Second,unknown,Southampton,n
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+0,female,32.0,1,1,15.5,Third,unknown,Queenstown,n
+1,male,50.0,2,0,133.65,First,unknown,Southampton,n
+0,male,47.0,0,0,25.5875,First,E,Southampton,y
+0,male,36.0,0,0,7.4958,Third,unknown,Southampton,y
+1,male,20.0,1,0,7.925,Third,unknown,Southampton,n
+0,male,25.0,0,0,13.0,Second,unknown,Southampton,y
+0,male,28.0,0,0,7.775,Third,unknown,Southampton,y
+0,male,43.0,0,0,8.05,Third,unknown,Southampton,y
+1,female,40.0,1,1,39.0,Second,unknown,Southampton,n
+0,male,31.0,1,0,52.0,First,B,Southampton,n
+1,male,31.0,0,0,13.0,Second,unknown,Southampton,y
+0,male,28.0,0,0,0.0,Second,unknown,Southampton,y
+0,male,18.0,0,0,7.775,Third,unknown,Southampton,y
+1,female,18.0,0,0,9.8417,Third,unknown,Southampton,y
+1,male,36.0,0,1,512.3292,First,B,Cherbourg,n
+1,male,27.0,0,0,76.7292,First,D,Cherbourg,y
+0,male,20.0,0,0,9.225,Third,unknown,Southampton,y
+0,male,14.0,5,2,46.9,Third,unknown,Southampton,n
+0,male,60.0,1,1,39.0,Second,unknown,Southampton,n
+0,male,19.0,0,0,10.1708,Third,unknown,Southampton,y
+0,male,18.0,0,0,7.7958,Third,unknown,Southampton,y
+1,female,15.0,0,1,211.3375,First,B,Southampton,n
+1,male,31.0,1,0,57.0,First,B,Southampton,n
+1,female,4.0,0,1,13.4167,Third,unknown,Cherbourg,n
+1,male,28.0,0,0,56.4958,Third,unknown,Southampton,y
+0,male,60.0,0,0,26.55,First,unknown,Southampton,y
+1,female,28.0,0,0,7.7333,Third,unknown,Queenstown,y
+0,male,49.0,1,1,110.8833,First,C,Cherbourg,n
+1,male,35.0,0,0,26.2875,First,E,Southampton,y
+0,male,25.0,0,0,7.7417,Third,unknown,Queenstown,y
+0,male,39.0,0,0,26.0,Second,unknown,Southampton,y
+1,female,22.0,0,0,151.55,First,unknown,Southampton,y
+1,male,28.0,1,1,15.2458,Third,unknown,Cherbourg,n
+1,female,24.0,0,0,49.5042,First,C,Cherbourg,y
+0,male,28.0,0,0,26.55,First,C,Southampton,y
+1,male,48.0,1,0,52.0,First,C,Southampton,n
+0,male,29.0,0,0,9.4833,Third,unknown,Southampton,y
+0,male,19.0,0,0,7.65,Third,F,Southampton,y
+1,female,38.0,0,0,227.525,First,C,Cherbourg,y
+1,female,27.0,0,0,10.5,Second,E,Southampton,y
+0,male,28.0,0,0,15.5,Third,unknown,Queenstown,y
+0,male,33.0,0,0,7.775,Third,unknown,Southampton,y
+1,female,6.0,0,1,33.0,Second,unknown,Southampton,n
+0,male,50.0,0,0,13.0,Second,unknown,Southampton,y
+1,male,27.0,1,0,53.1,First,E,Southampton,n
+1,female,30.0,3,0,21.0,Second,unknown,Southampton,n
+0,male,25.0,1,0,26.0,Second,unknown,Southampton,n
+0,female,25.0,1,0,7.925,Third,unknown,Southampton,n
+1,female,29.0,0,0,211.3375,First,B,Southampton,y
+0,male,11.0,0,0,18.7875,Third,unknown,Cherbourg,y
+0,male,28.0,0,0,0.0,Second,unknown,Southampton,y
+0,male,23.0,0,0,13.0,Second,unknown,Southampton,y
+0,male,23.0,0,0,13.0,Second,unknown,Southampton,y
+1,male,35.0,0,0,512.3292,First,B,Cherbourg,y
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,36.0,1,0,78.85,First,C,Southampton,n
+1,female,21.0,2,2,262.375,First,B,Cherbourg,n
+0,male,24.0,1,0,16.1,Third,unknown,Southampton,n
+0,male,70.0,1,1,71.0,First,B,Southampton,n
+1,female,4.0,1,1,23.0,Second,unknown,Southampton,n
+1,male,6.0,0,1,12.475,Third,E,Southampton,n
+0,male,33.0,0,0,9.5,Third,unknown,Southampton,y
+0,male,23.0,0,0,7.8958,Third,unknown,Southampton,y
+1,female,48.0,1,2,65.0,Second,unknown,Southampton,n
+0,male,28.0,0,0,7.7958,Third,unknown,Southampton,y
+0,male,34.0,0,0,8.05,Third,unknown,Southampton,y
+0,male,28.0,0,0,14.5,Third,unknown,Southampton,y
+0,male,41.0,0,0,7.125,Third,unknown,Southampton,y
+1,male,20.0,0,0,7.2292,Third,unknown,Cherbourg,y
+1,female,51.0,1,0,77.9583,First,D,Southampton,n
+0,male,28.0,0,0,39.6,First,unknown,Cherbourg,y
+0,male,28.0,1,0,24.15,Third,unknown,Queenstown,n
+0,male,32.0,0,0,8.3625,Third,unknown,Southampton,y
+0,male,48.0,0,0,7.8542,Third,unknown,Southampton,y
+0,female,57.0,0,0,10.5,Second,E,Southampton,y
+0,male,18.0,0,0,7.75,Third,unknown,Southampton,y
+0,male,28.0,0,0,7.75,Third,F,Queenstown,y
+1,female,5.0,0,0,12.475,Third,unknown,Southampton,y
+1,female,17.0,1,0,57.0,First,B,Southampton,n
+0,male,29.0,0,0,30.0,First,D,Southampton,y
+0,male,28.0,1,2,23.45,Third,unknown,Southampton,n
+0,male,25.0,0,0,7.05,Third,unknown,Southampton,y
+1,male,1.0,1,2,20.575,Third,unknown,Southampton,n
+0,male,46.0,0,0,79.2,First,B,Cherbourg,y
+0,male,28.0,0,0,7.75,Third,unknown,Queenstown,y
+0,male,16.0,0,0,26.0,Second,unknown,Southampton,y
+0,female,28.0,8,2,69.55,Third,unknown,Southampton,n
+0,male,28.0,0,0,30.6958,First,unknown,Cherbourg,y
+0,male,25.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,39.0,0,0,13.0,Second,unknown,Southampton,y
+1,female,49.0,0,0,25.9292,First,D,Southampton,y
+1,female,31.0,0,0,8.6833,Third,unknown,Southampton,y
+0,male,30.0,0,0,7.2292,Third,unknown,Cherbourg,y
+0,female,30.0,1,1,24.15,Third,unknown,Southampton,n
+0,male,34.0,0,0,13.0,Second,unknown,Southampton,y
+1,female,31.0,1,1,26.25,Second,unknown,Southampton,n
+1,male,11.0,1,2,120.0,First,B,Southampton,n
+0,male,31.0,0,0,7.775,Third,unknown,Southampton,y
+0,male,39.0,0,0,0.0,First,A,Southampton,y
+0,male,39.0,0,0,13.0,Second,unknown,Southampton,y
+1,female,33.0,1,0,53.1,First,E,Southampton,n
+0,male,26.0,0,0,7.8875,Third,unknown,Southampton,y
+0,male,39.0,0,0,24.15,Third,unknown,Southampton,y
+0,male,35.0,0,0,10.5,Second,unknown,Southampton,y
+0,male,30.5,0,0,8.05,Third,unknown,Southampton,y
+0,male,28.0,0,0,0.0,First,B,Southampton,y
+0,female,23.0,0,0,7.925,Third,unknown,Southampton,y
+0,male,31.0,1,1,37.0042,Second,unknown,Cherbourg,n
+0,male,10.0,3,2,27.9,Third,unknown,Southampton,n
+1,female,52.0,1,1,93.5,First,B,Southampton,n
+1,male,27.0,0,0,8.6625,Third,unknown,Southampton,y
+0,male,2.0,4,1,39.6875,Third,unknown,Southampton,n
+0,male,28.0,0,0,6.95,Third,unknown,Queenstown,y
+0,male,28.0,0,0,56.4958,Third,unknown,Southampton,y
+1,male,28.0,0,0,7.75,Third,unknown,Queenstown,y
+1,female,15.0,1,0,14.4542,Third,unknown,Cherbourg,n
+0,male,28.0,0,0,7.2292,Third,unknown,Cherbourg,y
+0,male,23.0,0,0,7.8542,Third,unknown,Southampton,y
+0,male,18.0,0,0,8.3,Third,unknown,Southampton,y
+1,female,39.0,1,1,83.1583,First,E,Cherbourg,n
+0,male,21.0,0,0,8.6625,Third,unknown,Southampton,y
+0,male,28.0,0,0,8.05,Third,unknown,Southampton,y
+1,male,28.0,0,0,29.7,First,C,Cherbourg,y
+0,male,16.0,0,0,10.5,Second,unknown,Southampton,y
+1,female,30.0,0,0,31.0,First,unknown,Cherbourg,y
+0,male,34.5,0,0,6.4375,Third,unknown,Cherbourg,y
+0,male,42.0,0,0,7.55,Third,unknown,Southampton,y
+0,male,28.0,8,2,69.55,Third,unknown,Southampton,n
+0,male,35.0,0,0,7.8958,Third,unknown,Cherbourg,y
+0,male,28.0,0,1,33.0,Second,unknown,Southampton,n
+1,female,28.0,1,0,89.1042,First,C,Cherbourg,n
+0,male,4.0,4,2,31.275,Third,unknown,Southampton,n
+1,female,16.0,0,1,39.4,First,D,Southampton,n
+1,female,18.0,0,1,9.35,Third,unknown,Southampton,n
+1,female,45.0,1,1,164.8667,First,unknown,Southampton,n
+1,male,51.0,0,0,26.55,First,E,Southampton,y
+1,female,24.0,0,3,19.2583,Third,unknown,Cherbourg,n
+0,male,41.0,2,0,14.1083,Third,unknown,Southampton,n
+0,male,24.0,0,0,13.0,Second,unknown,Southampton,y
+1,female,42.0,0,0,13.0,Second,unknown,Southampton,y
+1,female,27.0,1,0,13.8583,Second,unknown,Cherbourg,n
+0,male,31.0,0,0,50.4958,First,A,Southampton,y
+1,male,4.0,1,1,11.1333,Third,unknown,Southampton,n
+0,male,26.0,0,0,7.8958,Third,unknown,Southampton,y
+1,female,47.0,1,1,52.5542,First,D,Southampton,n
+0,male,33.0,0,0,5.0,First,B,Southampton,y
+0,male,47.0,0,0,9.0,Third,unknown,Southampton,y
+1,female,28.0,1,0,24.0,Second,unknown,Cherbourg,n
+1,female,15.0,0,0,7.225,Third,unknown,Cherbourg,y
+0,male,20.0,0,0,9.8458,Third,unknown,Southampton,y
+0,male,19.0,0,0,7.8958,Third,unknown,Southampton,y
+0,male,28.0,0,0,7.8958,Third,unknown,Southampton,y
+0,female,22.0,0,0,10.5167,Third,unknown,Southampton,y
+0,male,28.0,0,0,10.5,Second,unknown,Southampton,y
+0,male,25.0,0,0,7.05,Third,unknown,Southampton,y
+1,female,19.0,0,0,30.0,First,B,Southampton,y
+0,female,28.0,1,2,23.45,Third,unknown,Southampton,n
+0,male,32.0,0,0,7.75,Third,unknown,Queenstown,y

pages/1002_pandas_profiling.py

@@ -0,0 +1,21 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Project      : Python.
+# @File         : 1002_profile
+# @Time         : 2022/10/17 下午2:34
+# @Author       : yuanjie
+# @WeChat       : meutils
+# @Software     : PyCharm
+# @Description  : 
+
+
+import pandas as pd
+import pandas_profiling
+import streamlit as st
+
+from streamlit_pandas_profiling import st_profile_report
+
+df = pd.read_csv("./data/train.csv")
+pr = df.profile_report()
+
+st_profile_report(pr)

requirements.txt

@@ -15,4 +15,5 @@ streamlit-aggrid
 streamlit-agraph
 rdflib
 st-annotated-text
-streamlit-tree-select
+streamlit-tree-select
+streamlit_pandas_profiling