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Task 2 - Exploratory Data Analysis (EDA)

Objective

Perform data cleaning and exploratory data analysis on the Titanic dataset.

Dataset

Titanic Dataset (Kaggle)

Tasks Performed

  • Handled missing values
  • Cleaned dataset
  • Performed exploratory data analysis
  • Visualized relationships between variables
  • Created correlation heatmap

Key Insights

  • Females had higher survival rates
  • First-class passengers survived more
  • Most passengers were young adults
  • Fare and passenger class influenced survival

Tools Used

  • Python
  • Pandas
  • Matplotlib
  • Seaborn
  • Jupyter Notebook