In the age of social media, Reddit stands out as a unique platform where users engage in discussions across a wide range of topics. This article presents an in-depth analysis of Reddit comments from various subreddits related to data science, programming, and technology. We'll explore the sentiment, emotions, and content of these comments using several machine learning techniques, including sentiment analysis, topic modeling, and text classification.
Our analysis begins with data collection from eight subreddits: Python, DataScience, MachineLearning, DataAnalysis, DataMining, Data, DataSets, and DataCenter. We used the PRAW (Python Reddit API Wrapper) library to scrape comments from these subreddits.
Here's a snippet of the code used for data collection: