Crash course: Data analytics in Python using Pandas

Description

In this course, you will learn :

• Use the Pandas library to analyse data.
• About dataframes and how to analyse data in Python.
• How to deal with missing values in your data.
• Understand how to deal with and clean up sloppy data.

Syllabus :

1. A project to get us started

• Project introduction: What's the data & what do we want to achieve?
• Ingesting data & cleaning it up
• Initial insight from the data
• Extracting a little more insight

 

2. The Pandas Essentials

• Importing data
• Inspecting our dataframe - what do we have to work with?
• Handling missing values
• Removing duplicated data
• Where Statements
• Selecting specific fields from the dataframe
• Replacing values in our dataframe
• Group By
• Ranking our dataframes on a specific field value
• The Apply function: data cleanup & additional insight
• Write dataframes back to files

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