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