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Titanic Survival Prediction Using Decision Trees

Predicting a passenger's outcome of survival given their set of features:

  • Pclass: Socio-economic class (1 = Upper class; 2 = Middle class; 3 = Lower class)
  • Name: Name of passenger
  • Sex: Sex of the passenger
  • Age: Age of the passenger (Some entries contain NaN)
  • SibSp: Number of siblings and spouses of the passenger aboard
  • Parch: Number of parents and children of the passenger aboard
  • Ticket: Ticket number of the passenger
  • Fare: Fare paid by the passenger
  • Cabin: Cabin number of the passenger (Some entries contain NaN)
  • Embarked: Port of embarkation of the passenger (C = Cherbourg; Q = Queenstown; S = Southampton)