PS5 vs Xbox Series X : Sentiment Analysis

Problem Statement

Confused about which console to buy? Currently there are two popular consoles available in the market, namely PS5 and Xbox. Choosing between a console is a hard decision as the player plans to use it for atleast 5 years and hope to experience the best quality games and performance on it.

In this project we aim to analysis users reviews and how their experience was with each of the consoles. This will help us understand which console would be a better fit for our use. Now there are lots of youtube video and blog detailing their reviews on both consoles but I feel the reviews are most honest when it comes from buyers. But going through all of the reviews manually could be a tedious job instead we will use our analytical skills to understand the reviews and help us decide which to buy.

We will use reviews for each product on Amazon.com, extract the data and perform sentiment analysis to gain more insights about users experience for each console and draw conclusions.

Link to Xbox Series X: https://www.amazon.com/Xbox-X/dp/B08H75RTZ8/ref=sr_1_3?crid=1D7TXXZUI5CWO&keywords=xbox%2Bseries%2Bx&qid=1673517878&sprefix=%2Caps%2C286&sr=8-3&th=1

Link to PS5: https://www.amazon.com/PlayStation-5-Console/dp/B08FC5L3RG/ref=cm_cr_arp_d_product_top?ie=UTF8

Steps Carried out

1. Importing Libraries
2. Scraping user reviews for both consoles from Amazon.com
3. Sentiment Analysis for PS5
   • Loading the Data
   • Dealing with Missing Values
   • Cleaning review text
   • EDA
4. Sentiment Analysis for Xbox (we automate the above same procedure using a helper function)
5. Comparing Sentiments of Xbox and PS5
6. Training model for each console
7. Conclusion