How can I clean my dataset using Python and Pandas?

How can I clean my dataset using Python and Pandas?

You can clean your dataset by using various Pandas functions like dropna(), fillna(), and replace(). What specific issues are you facing?

I have missing values in my dataset. How do I handle them?

You can use fillna() to fill missing values with a specific value or dropna() to remove rows with missing values. Would you like examples?

Yes, please provide an example of using fillna.

Sure! You can use df.fillna(value=0) to replace all missing values with 0. Just replace df with your DataFrame name.

What if I want to fill missing values with the mean of the column?

You can calculate the mean using df['column_name'].mean() and then use fillna() like this: df['column_name'].fillna(df['column_name'].mean(), inplace=True).