- Lab
- A Cloud Guru
Profile Data Using the pandas_profiling Python Package
In this lab, we will load a CSV file into a pandas DataFrame. Once loaded, we will use the `pandas_profiling` package to generate a profile report on the data. We will then view this report using a web browser. Basic Python programming skills will be required for this lab. If you need a refresher, check out the following course: - [Certified Associate in Python Programming Certification](https://acloud.guru/overview/8169e8e7-91a7-4d92-b278-4dd08c787dc6)
Path Info
Table of Contents
-
Challenge
Install pandas_profiling
Install the
pandas_profiling
package usingpip
. Be sure to use Python version 3. -
Challenge
Load the CSV File into a DataFrame
Load the provided CSV file into a pandas DataFrame object.
-
Challenge
Generate the Report and Save to a File
Generate the profile report, and save it to a file named
profile_report.html
-
Challenge
Start a Simple Web Server on Port 8080
Lastly, start a simple web server using the HTTP module listening on port
8080
to make the report accessible.You can access the report at: http://
PUBLIC_IP
:8080/profile_report.html. ReplacePUBLIC_IP
with the public IP address of the lab instance.
What's a lab?
Hands-on Labs are real environments created by industry experts to help you learn. These environments help you gain knowledge and experience, practice without compromising your system, test without risk, destroy without fear, and let you learn from your mistakes. Hands-on Labs: practice your skills before delivering in the real world.
Provided environment for hands-on practice
We will provide the credentials and environment necessary for you to practice right within your browser.
Guided walkthrough
Follow along with the author’s guided walkthrough and build something new in your provided environment!
Did you know?
On average, you retain 75% more of your learning if you get time for practice.