Exploratory Data Analysis(EDA) on Haberman's Survival Dataset

Description:

• The dataset contains cases from a study that was conducted between 1958 and 1970 at the University of Chicago's Billings Hospital on the survival of patients who had undergone surgery for breast cancer.

Dataset:

• https://www.kaggle.com/gilsousa/habermans-survival-data-set

Attribute Information:

• Age of patient at time of operation (numerical)
• Patient's year of operation (year - 1900, numerical)
• Number of positive axillary nodes detected (numerical)
• Survival status (class attribute) 1 = the patient survived 5 years or longer and 2 = the patient died within 5 years

Number of data points:

• 306

Number of Attributes:

• 4 (including the class attribute)

Columns:'

• age', 'year_of_operation', 'positive_axillary_nodes', 'survival_status'

Packages

• numpy
• pandas
• matplotlib
• seaborn
• colorama

Observation of analysis

• Histogram
• Probability Density Function(PDF)
• Cummulative Density Function(CDF)
• Mean
• Box plot & Whiskers
• Violin plots
• 2-D Scatter Plot & Pair Plot
• Contour Graph