Skip to content

yuvaram444/EXNO2DS

 
 

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

9 Commits
 
 
 
 
 
 
 
 
 
 

Repository files navigation

EXNO2DS

AIM:

  To perform Exploratory Data Analysis on the given data set.

EXPLANATION:

The primary aim with exploratory analysis is to examine the data for distribution, outliers and anomalies to direct specific testing of your hypothesis.

ALGORITHM:

STEP 1: Import the required packages to perform Data Cleansing,Removing Outliers and Exploratory Data Analysis.

STEP 2: Replace the null value using any one of the method from mode,median and mean based on the dataset available.

STEP 3: Use boxplot method to analyze the outliers of the given dataset.

STEP 4: Remove the outliers using Inter Quantile Range method.

STEP 5: Use Countplot method to analyze in a graphical method for categorical data.

STEP 6: Use displot method to represent the univariate distribution of data.

STEP 7: Use cross tabulation method to quantitatively analyze the relationship between multiple variables.

STEP 8: Use heatmap method of representation to show relationships between two variables, one plotted on each axis.

CODING AND OUTPUT

Screenshot 2024-12-18 162723 Screenshot 2024-12-18 162734 Screenshot 2024-12-18 162749 Screenshot 2024-12-18 162856 Screenshot 2024-12-18 162914 Screenshot 2024-12-18 162924 Screenshot 2024-12-18 162936 Screenshot 2024-12-18 162945 Screenshot 2024-12-18 162959 Screenshot 2024-12-18 163013 Screenshot 2024-12-18 163023 Screenshot 2024-12-18 163038 Screenshot 2024-12-18 163049 Screenshot 2024-12-18 163101 Screenshot 2024-12-18 163112 Screenshot 2024-12-18 163128

RESULT

Exploratory Data Analysis perform Successfully

About

exno02DS

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors

Languages

  • Jupyter Notebook 79.0%
  • Python 21.0%