How can I clean my data using Pandas?

How can I clean my data using Pandas?

You can clean your data in Pandas by using 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 df.dropna() to remove rows with missing values or df.fillna(value) to replace them with a specific value.

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

You can calculate the mean using df['column_name'].mean() and then use df['column_name'].fillna(mean_value) to replace the missing values.

Can I also remove duplicates in my dataset?

Yes, you can use df.drop_duplicates() to remove duplicate rows from your DataFrame.