Outlier detection and removal using Percentile in Python:

Importing Libraies:

Printing first 10 rows:  

Statistically describing the dataset:

 
Visualizing outliers by boxplot:

 
Visualizing outliers by seaborn boxplot:

 
Visualizing outliers by scatter plot:

Visualizing outliers by hist plot:

Setting Maximum Threshold:

Data above Maximum Threshold:

 
Setting Minimum Threshold:

Data below Minimum Threshold:

Data within the Maximum and Minimum Threshold: