🎮 Unleash Your Inner Data Scientist with the Random Video Game Reviews Dataset! 🎮

Are you ready to level up your data science skills with a dataset that’s as fun as it is powerful? Welcome to the Video Game Reviews and Ratings Dataset, a randomly generated collection of data designed specifically to help you practice your machine learning and **data analysis **skills. It’s your ticket to exploring the fascinating world of gaming through the eyes of players and critics alike—without the need for real-world data!

This dataset is packed with 47000+ rows of rich, game-specific data from some of the most iconic and beloved video games in history, from timeless classics like Super Mario Odyssey and Tetris to modern blockbusters like FIFA 24, Red Dead Redemption 2, and Fortnite. Whether you're a passionate gamer or just a data enthusiast, this dataset has everything you need to experiment, analyze, and build exciting machine learning models.

Why This Dataset Rocks:

Diverse and Rich Data: With features like game title, user ratings, price, platform, genre, game length, and even user review text, this dataset gives you all the ingredients you need to explore the inner workings of the gaming world.

Predict User Ratings:

Challenge yourself to predict game ratings based on features like price, developer, or platform. Can you build the perfect model that predicts which games will win over players?

Unlock Hidden Trends:

Dive deep into trends like whether multiplayer games get higher ratings than single-player games, or if price and graphics quality have an impact on user feedback. Discover new insights into what gamers love!

Create Your Own Game Recommendation Engine:

How about building a recommendation system that suggests games based on user ratings, genre, or even playtime? The possibilities are endless!

Natural Language Processing (NLP):

Explore the fun world of text mining by analyzing user review texts. How do gamers talk about their favorite games? Is there a correlation between positive reviews and higher ratings? Let’s find out!

What You Can Do with This Dataset:

Build Machine Learning Models:

Train a model to predict user ratings (continuous or categorical) based on game features like price, genre, platform, and even game mode (online vs offline). Can you build the ultimate predictive model?

Sentiment Analysis:

Apply NLP techniques to analyze the user review text. What are the key themes that drive positive and negative reviews? You can extract hidden sentiments and patterns from the feedback!

Explore Visual Insights:

Want to visualize the relationship between price vs. rating or compare user ratings across platforms? This dataset is perfect for your next exploratory data analysis (EDA) notebook.

Clustering and Classification:

Can you group similar games together based on ratings and features? Try building a classification model that categorizes games into different rating tiers (e.g., Top Rated, Mid Tier, Low Rated).

Recommendation Systems:

If you love recommending games to friends, why not create a content-based or collaborative filtering recommendation system? Help gamers find their next favorite game!

What's Inside:

Game Title:

From FIFA 24 to Tetris, you’ll find a wide range of titles, genres, and franchises.

User Rating:

Gamers have spoken—what's the verdict on these games? Ratings from 0 to 10!

Age Group Targeted:

Who is the game designed for—Kids, Teens, Adults, or All Ages?

Platform:

Play it on your PC, PlayStation, Xbox, or Nintendo Switch—we’ve got all the platforms covered!

Price:

The price tag could make or break a deal. What’s the price of your favorite game?

Game Mode (Online/Offline):

Does your game require a special device? Is it multiplayer? Time to find out!

Review Text:

Want to know what people are saying? Dive into real user feedback and discover the highs and lows of gaming experiences.

Why You Should Try This Dataset:

If you're looking for a fun and engaging way to sharpen your data science skills, this dataset is perfect for you! Whether you’re just starting with machine learning, or you’re a seasoned pro looking to experiment with real-world data, this dataset will challenge your skills and inspire your next project.

Gamers, data scientists, and machine learning enthusiasts—get ready to embark on a journey through the world of video games with this fun, exciting, and insightful dataset. Create your own models, discover hidden trends, and share your findings with the Kaggle community.

So, what are you waiting for? Grab your keyboard, fire up your favorite notebook, and let the games begin!

Tables

Video Game Reviews

@kaggle.jahnavipaliwal_video_game_reviews_and_ratings.video_game_reviews

474.99 KB
47774 rows
18 columns


CREATE TABLE video_game_reviews (
  "game_title" VARCHAR,
  "user_rating" DOUBLE,
  "age_group_targeted" VARCHAR,
  "price" DOUBLE,
  "platform" VARCHAR,
  "requires_special_device" VARCHAR,
  "developer" VARCHAR,
  "publisher" VARCHAR,
  "release_year" BIGINT,
  "genre" VARCHAR,
  "multiplayer" VARCHAR,
  "game_length_hours" DOUBLE,
  "graphics_quality" VARCHAR,
  "soundtrack_quality" VARCHAR,
  "story_quality" VARCHAR,
  "user_review_text" VARCHAR,
  "game_mode" VARCHAR,
  "min_number_of_players" BIGINT
);