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  1. README.md +28 -1
  2. titanic.csv +892 -0
  3. titanic.py +94 -0
README.md CHANGED
@@ -1,3 +1,30 @@
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  ---
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- license: cc-by-4.0
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ language:
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+ - en
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+ tags:
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+ - titanic
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+ - tabular_classification
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+ - binary_classification
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+ pretty_name: Titanic
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+ size_categories:
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+ - 100<n<1K
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+ task_categories: # Full list at https://github.com/huggingface/hub-docs/blob/main/js/src/lib/interfaces/Types.ts
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+ - tabular-classification
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+ configs:
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+ - survival
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  ---
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+ # Titanic
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+ The [Titanic dataset](https://www.kaggle.com/datasets/vinicius150987/titanic3) from [Kaggle](https://www.kaggle.com/).
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+
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+ # Configurations and tasks
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+ | **Configuration** | **Task** | **Description** |
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+ |-------------------|---------------------------|----------------------------|
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+ | survival | Binary classification | Has the passanger survived?|
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+
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+
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+ # Usage
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+ ```python
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+ from datasets import load_dataset
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+
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+ dataset = load_dataset("mstz/titanic", "survival")["train"]
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+ ```
titanic.csv ADDED
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+ has_survived,passenger_class,name,sex,age,sibsp,parch,ticket,fare,cabin,embarked
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+ 1,1,'Cumings, Mrs. John Bradley (Florence Briggs Thayer)',female,38,1,0,'PC 17599',71.2833,C85,C
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+ 1,3,'Heikkinen, Miss. Laina',female,26,0,0,'STON/O2. 3101282',7.925,'',S
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+ 1,1,'Futrelle, Mrs. Jacques Heath (Lily May Peel)',female,35,1,0,113803,53.1,C123,S
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+ 0,3,'Allen, Mr. William Henry',male,35,0,0,373450,8.05,'',S
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+ 0,3,'Moran, Mr. James',male,?,0,0,330877,8.4583,'',Q
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+ 0,1,'McCarthy, Mr. Timothy J',male,54,0,0,17463,51.8625,E46,S
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+ 0,3,'Palsson, Master. Gosta Leonard',male,2,3,1,349909,21.075,'',S
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+ 1,3,'Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)',female,27,0,2,347742,11.1333,'',S
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+ 1,2,'Nasser, Mrs. Nicholas (Adele Achem)',female,14,1,0,237736,30.0708,'',C
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745
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761
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770
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780
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783
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790
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793
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796
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800
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801
+ 0,3,'Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)',female,30,1,1,345773,24.15,'',S
802
+ 0,2,'Ponesell, Mr. Martin',male,34,0,0,250647,13,'',S
803
+ 1,2,'Collyer, Mrs. Harvey (Charlotte Annie Tate)',female,31,1,1,'C.A. 31921',26.25,'',S
804
+ 1,1,'Carter, Master. William Thornton II',male,11,1,2,113760,120,'B96 B98',S
805
+ 1,3,'Thomas, Master. Assad Alexander',male,0.42,0,1,2625,8.5167,'',C
806
+ 1,3,'Hedman, Mr. Oskar Arvid',male,27,0,0,347089,6.975,'',S
807
+ 0,3,'Johansson, Mr. Karl Johan',male,31,0,0,347063,7.775,'',S
808
+ 0,1,'Andrews, Mr. Thomas Jr',male,39,0,0,112050,0,A36,S
809
+ 0,3,'Pettersson, Miss. Ellen Natalia',female,18,0,0,347087,7.775,'',S
810
+ 0,2,'Meyer, Mr. August',male,39,0,0,248723,13,'',S
811
+ 1,1,'Chambers, Mrs. Norman Campbell (Bertha Griggs)',female,33,1,0,113806,53.1,E8,S
812
+ 0,3,'Alexander, Mr. William',male,26,0,0,3474,7.8875,'',S
813
+ 0,3,'Lester, Mr. James',male,39,0,0,'A/4 48871',24.15,'',S
814
+ 0,2,'Slemen, Mr. Richard James',male,35,0,0,28206,10.5,'',S
815
+ 0,3,'Andersson, Miss. Ebba Iris Alfrida',female,6,4,2,347082,31.275,'',S
816
+ 0,3,'Tomlin, Mr. Ernest Portage',male,30.5,0,0,364499,8.05,'',S
817
+ 0,1,'Fry, Mr. Richard',male,?,0,0,112058,0,B102,S
818
+ 0,3,'Heininen, Miss. Wendla Maria',female,23,0,0,'STON/O2. 3101290',7.925,'',S
819
+ 0,2,'Mallet, Mr. Albert',male,31,1,1,'S.C./PARIS 2079',37.0042,'',C
820
+ 0,3,'Holm, Mr. John Fredrik Alexander',male,43,0,0,'C 7075',6.45,'',S
821
+ 0,3,'Skoog, Master. Karl Thorsten',male,10,3,2,347088,27.9,'',S
822
+ 1,1,'Hays, Mrs. Charles Melville (Clara Jennings Gregg)',female,52,1,1,12749,93.5,B69,S
823
+ 1,3,'Lulic, Mr. Nikola',male,27,0,0,315098,8.6625,'',S
824
+ 0,1,'Reuchlin, Jonkheer. John George',male,38,0,0,19972,0,'',S
825
+ 1,3,'Moor, Mrs. (Beila)',female,27,0,1,392096,12.475,E121,S
826
+ 0,3,'Panula, Master. Urho Abraham',male,2,4,1,3101295,39.6875,'',S
827
+ 0,3,'Flynn, Mr. John',male,?,0,0,368323,6.95,'',Q
828
+ 0,3,'Lam, Mr. Len',male,?,0,0,1601,56.4958,'',S
829
+ 1,2,'Mallet, Master. Andre',male,1,0,2,'S.C./PARIS 2079',37.0042,'',C
830
+ 1,3,'McCormack, Mr. Thomas Joseph',male,?,0,0,367228,7.75,'',Q
831
+ 1,1,'Stone, Mrs. George Nelson (Martha Evelyn)',female,62,0,0,113572,80,B28,''
832
+ 1,3,'Yasbeck, Mrs. Antoni (Selini Alexander)',female,15,1,0,2659,14.4542,'',C
833
+ 1,2,'Richards, Master. George Sibley',male,0.83,1,1,29106,18.75,'',S
834
+ 0,3,'Saad, Mr. Amin',male,?,0,0,2671,7.2292,'',C
835
+ 0,3,'Augustsson, Mr. Albert',male,23,0,0,347468,7.8542,'',S
836
+ 0,3,'Allum, Mr. Owen George',male,18,0,0,2223,8.3,'',S
837
+ 1,1,'Compton, Miss. Sara Rebecca',female,39,1,1,'PC 17756',83.1583,E49,C
838
+ 0,3,'Pasic, Mr. Jakob',male,21,0,0,315097,8.6625,'',S
839
+ 0,3,'Sirota, Mr. Maurice',male,?,0,0,392092,8.05,'',S
840
+ 1,3,'Chip, Mr. Chang',male,32,0,0,1601,56.4958,'',S
841
+ 1,1,'Marechal, Mr. Pierre',male,?,0,0,11774,29.7,C47,C
842
+ 0,3,'Alhomaki, Mr. Ilmari Rudolf',male,20,0,0,'SOTON/O2 3101287',7.925,'',S
843
+ 0,2,'Mudd, Mr. Thomas Charles',male,16,0,0,'S.O./P.P. 3',10.5,'',S
844
+ 1,1,'Serepeca, Miss. Augusta',female,30,0,0,113798,31,'',C
845
+ 0,3,'Lemberopolous, Mr. Peter L',male,34.5,0,0,2683,6.4375,'',C
846
+ 0,3,'Culumovic, Mr. Jeso',male,17,0,0,315090,8.6625,'',S
847
+ 0,3,'Abbing, Mr. Anthony',male,42,0,0,'C.A. 5547',7.55,'',S
848
+ 0,3,'Sage, Mr. Douglas Bullen',male,?,8,2,'CA. 2343',69.55,'',S
849
+ 0,3,'Markoff, Mr. Marin',male,35,0,0,349213,7.8958,'',C
850
+ 0,2,'Harper, Rev. John',male,28,0,1,248727,33,'',S
851
+ 1,1,'Goldenberg, Mrs. Samuel L (Edwiga Grabowska)',female,?,1,0,17453,89.1042,C92,C
852
+ 0,3,'Andersson, Master. Sigvard Harald Elias',male,4,4,2,347082,31.275,'',S
853
+ 0,3,'Svensson, Mr. Johan',male,74,0,0,347060,7.775,'',S
854
+ 0,3,'Boulos, Miss. Nourelain',female,9,1,1,2678,15.2458,'',C
855
+ 1,1,'Lines, Miss. Mary Conover',female,16,0,1,'PC 17592',39.4,D28,S
856
+ 0,2,'Carter, Mrs. Ernest Courtenay (Lilian Hughes)',female,44,1,0,244252,26,'',S
857
+ 1,3,'Aks, Mrs. Sam (Leah Rosen)',female,18,0,1,392091,9.35,'',S
858
+ 1,1,'Wick, Mrs. George Dennick (Mary Hitchcock)',female,45,1,1,36928,164.8667,'',S
859
+ 1,1,'Daly, Mr. Peter Denis ',male,51,0,0,113055,26.55,E17,S
860
+ 1,3,'Baclini, Mrs. Solomon (Latifa Qurban)',female,24,0,3,2666,19.2583,'',C
861
+ 0,3,'Razi, Mr. Raihed',male,?,0,0,2629,7.2292,'',C
862
+ 0,3,'Hansen, Mr. Claus Peter',male,41,2,0,350026,14.1083,'',S
863
+ 0,2,'Giles, Mr. Frederick Edward',male,21,1,0,28134,11.5,'',S
864
+ 1,1,'Swift, Mrs. Frederick Joel (Margaret Welles Barron)',female,48,0,0,17466,25.9292,D17,S
865
+ 0,3,'Sage, Miss. Dorothy Edith \"\"Dolly\"\"',female,?,8,2,'CA. 2343',69.55,'',S
866
+ 0,2,'Gill, Mr. John William',male,24,0,0,233866,13,'',S
867
+ 1,2,'Bystrom, Mrs. (Karolina)',female,42,0,0,236852,13,'',S
868
+ 1,2,'Duran y More, Miss. Asuncion',female,27,1,0,'SC/PARIS 2149',13.8583,'',C
869
+ 0,1,'Roebling, Mr. Washington Augustus II',male,31,0,0,'PC 17590',50.4958,A24,S
870
+ 0,3,'van Melkebeke, Mr. Philemon',male,?,0,0,345777,9.5,'',S
871
+ 1,3,'Johnson, Master. Harold Theodor',male,4,1,1,347742,11.1333,'',S
872
+ 0,3,'Balkic, Mr. Cerin',male,26,0,0,349248,7.8958,'',S
873
+ 1,1,'Beckwith, Mrs. Richard Leonard (Sallie Monypeny)',female,47,1,1,11751,52.5542,D35,S
874
+ 0,1,'Carlsson, Mr. Frans Olof',male,33,0,0,695,5,'B51 B53 B55',S
875
+ 0,3,'Vander Cruyssen, Mr. Victor',male,47,0,0,345765,9,'',S
876
+ 1,2,'Abelson, Mrs. Samuel (Hannah Wizosky)',female,28,1,0,'P/PP 3381',24,'',C
877
+ 1,3,'Najib, Miss. Adele Kiamie \"\"Jane\"\"',female,15,0,0,2667,7.225,'',C
878
+ 0,3,'Gustafsson, Mr. Alfred Ossian',male,20,0,0,7534,9.8458,'',S
879
+ 0,3,'Petroff, Mr. Nedelio',male,19,0,0,349212,7.8958,'',S
880
+ 0,3,'Laleff, Mr. Kristo',male,?,0,0,349217,7.8958,'',S
881
+ 1,1,'Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)',female,56,0,1,11767,83.1583,C50,C
882
+ 1,2,'Shelley, Mrs. William (Imanita Parrish Hall)',female,25,0,1,230433,26,'',S
883
+ 0,3,'Markun, Mr. Johann',male,33,0,0,349257,7.8958,'',S
884
+ 0,3,'Dahlberg, Miss. Gerda Ulrika',female,22,0,0,7552,10.5167,'',S
885
+ 0,2,'Banfield, Mr. Frederick James',male,28,0,0,'C.A./SOTON 34068',10.5,'',S
886
+ 0,3,'Sutehall, Mr. Henry Jr',male,25,0,0,'SOTON/OQ 392076',7.05,'',S
887
+ 0,3,'Rice, Mrs. William (Margaret Norton)',female,39,0,5,382652,29.125,'',Q
888
+ 0,2,'Montvila, Rev. Juozas',male,27,0,0,211536,13,'',S
889
+ 1,1,'Graham, Miss. Margaret Edith',female,19,0,0,112053,30,B42,S
890
+ 0,3,'Johnston, Miss. Catherine Helen \"\"Carrie\"\"',female,?,1,2,'W./C. 6607',23.45,'',S
891
+ 1,1,'Behr, Mr. Karl Howell',male,26,0,0,111369,30,C148,C
892
+ 0,3,'Dooley, Mr. Patrick',male,32,0,0,370376,7.75,'',Q
titanic.py ADDED
@@ -0,0 +1,94 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """Titanic"""
2
+
3
+ from typing import List
4
+
5
+ import datasets
6
+
7
+ import pandas
8
+
9
+
10
+ VERSION = datasets.Version("1.0.0")
11
+ _BASE_FEATURE_NAMES = [
12
+ "has_survived",
13
+ "passenger_class",
14
+ "name",
15
+ "sex",
16
+ "age",
17
+ "sibsp",
18
+ "parch",
19
+ "ticket",
20
+ "fare",
21
+ "cabin",
22
+ "embarked"
23
+ ]
24
+
25
+ DESCRIPTION = "Titanic dataset from the UCI ML repository."
26
+ _HOMEPAGE = "https://www.kaggle.com/datasets/vinicius150987/titanic3"
27
+ _URLS = ("https://www.kaggle.com/datasets/vinicius150987/titanic3")
28
+ _CITATION = """"""
29
+
30
+ # Dataset info
31
+ urls_per_split = {
32
+ "train": "https://huggingface.co/datasets/mstz/titanic/raw/main/titanic.csv"
33
+ }
34
+ features_types_per_config = {
35
+ "survival": {
36
+ "passenger_class": datasets.Value("int8"),
37
+ "is_male": datasets.Value("bool"),
38
+ "age": datasets.Value("int8"),
39
+ "sibsp": datasets.Value("float64"),
40
+ "parch": datasets.Value("float64"),
41
+ "ticket": datasets.Value("string"),
42
+ "fare": datasets.Value("float64"),
43
+ "cabin": datasets.Value("string"),
44
+ "embarked": datasets.Value("string"),
45
+ "has_survived": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
46
+ },
47
+
48
+ }
49
+ features_per_config = {k: datasets.Features(features_types_per_config[k]) for k in features_types_per_config}
50
+
51
+
52
+ class TitanicConfig(datasets.BuilderConfig):
53
+ def __init__(self, **kwargs):
54
+ super(TitanicConfig, self).__init__(version=VERSION, **kwargs)
55
+ self.features = features_per_config[kwargs["name"]]
56
+
57
+
58
+ class Titanic(datasets.GeneratorBasedBuilder):
59
+ # dataset versions
60
+ DEFAULT_CONFIG = "survival"
61
+ BUILDER_CONFIGS = [
62
+ TitanicConfig(name="survival",
63
+ description="Titanic for binary classification.")
64
+ ]
65
+
66
+
67
+ def _info(self):
68
+ info = datasets.DatasetInfo(description=DESCRIPTION, citation=_CITATION, homepage=_HOMEPAGE,
69
+ features=features_per_config[self.config.name])
70
+
71
+ return info
72
+
73
+ def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
74
+ downloads = dl_manager.download_and_extract(urls_per_split)
75
+
76
+ return [
77
+ datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloads[self.config.name]["train"]})
78
+ ]
79
+
80
+ def _generate_examples(self, filepath: str):
81
+ data = pandas.read_csv(filepath)
82
+ data = self.preprocess(data)
83
+
84
+ for row_id, row in data.iterrows():
85
+ data_row = dict(row)
86
+
87
+ yield row_id, data_row
88
+
89
+ def preprocess(self, data):
90
+ data = data.rename(columns={"sex": "is_male"})
91
+ data = data[list(features_types_per_config[self.config.name].keys())]
92
+ data.loc[:, "is_male"] = data.is_male.apply(lambda x: x == "male")
93
+
94
+ return data