Data manipulation with Python

In real life, it is often hard to get a complete and clean dataset formatted exactly as we need it. The data we receive often cannot be directly used in statistical or machine learning algorithms. We need to manipulate the raw data so that the processed data can be used for further analysis and modelling purposes. To begin with, we need to import the required packages, such as pandas, and read our dataset into Python.