The Titanic dataset provides information on the passengers who were aboard the Titanic when it sank. It includes variables such as passenger class, sex, age, fare, and whether they survived.
Key Variables:
Survived: Survival (0 = No, 1 = Yes)
Pclass: Passenger class (1 = 1st, 2 = 2nd, 3 = 3rd)
Name: Name of the passenger
Sex: Sex of the passenger
Age: Age of the passenger
SibSp: Number of siblings/spouses aboard the Titanic
Parch: Number of parents/children aboard the Titanic
Ticket: Ticket number
Fare: Passenger fare
Cabin: Cabin number
Embarked: Port of Embarkation (C = Cherbourg, Q = Queenstown, S = Southampton)
Initial insights
The Age column has values that are less than.
There were missing values and wrong data type.
Observations based on the data:
Observation 1: Higher Survival Rate in First Class
- Passengers in first class had a significantly higher survival rate compared to those in third class.
Observation 2: Gender Disparity in Survival Rates
- Females had a much higher survival rate than males, suggesting possible prioritization of women during the evacuation.
Technical Report
The Titanic Passenger List dataset provides comprehensive information about the passengers aboard the Titanic, including their demographics, class, and survival status. The purpose of this review is to identify initial insights from the dataset and understand the factors influencing survival.
Observations:
Higher Survival Rate in First Class
Analysis shows that passengers in first class had a significantly higher survival rate compared to those in third class. This indicates a possible prioritization of first-class passengers during the rescue operations.
Gender Disparity in Survival Rates
Females had a much higher survival rate than males. This suggests that women were prioritized during the evacuation, consistent with the "women and children first" protocol.
The initial review of the Titanic Passenger List dataset reveals that passenger class, gender, and age were significant factors influencing survival.
First-class passengers, and females were prioritized when it came to safety.