Resources
Data Playground
Explore and download sample datasets hand-picked by Maven instructors. Practice applying your data analysis and visualization skills to real-world data, from flight delays and movie ratings to shark attacks and UFO sightings.
![](http://images.ctfassets.net/p80c52b4itd3/4THptNHzpqrXe8zxf56mhf/f531c0dac05346605d8b6248a7887766/data-playground.png)
![](http://images.ctfassets.net/p80c52b4itd3/2xa29tFkIOATLzTxK5WHP2/5bcc00b531ccb02e2cfa14c33ea17dbc/Legos.jpg)
Sales & inventory data for a fictitious chain of toy stores in Mexico
![](http://images.ctfassets.net/p80c52b4itd3/5dH8I0C2m1NPTG9KMLNmIH/669453a242ce76870dacb2594796270b/Paris_View.jpg)
Airbnb data for 250,000+ listings across 10 major cities, along with ~5 million guest reviews.
![](http://images.ctfassets.net/p80c52b4itd3/4ZFFPc5BNfOkdfrpqUSgWV/733583b5d34b7728d8591dbd02938a95/basketball.jpg)
Career game-level data for Michael Jordan and LeBron James during the regular season and playoffs.
![](http://images.ctfassets.net/p80c52b4itd3/2lJYZKBA5vmpAQ7VfIZgDL/961c2246e457cc45c8c2b722d65f9a41/marketing-campaign.png)
Marketing campaign data of 2,240 customers of Maven Marketing.
![](http://images.ctfassets.net/p80c52b4itd3/NzJFzyOAJUSUaxv9cy2cc/cd6bd06ad7a1400a8845f14e299bbb2d/chess.jpeg)
Data for 20,000+ chess games played on Lichess.
![](http://images.ctfassets.net/p80c52b4itd3/3diEAPQeYIYs38qPutujwV/329b98c17569b1788e2eba9464dd808a/Champagne__1_.png)
2015 New Year's Eve resolutions tweets
![](http://images.ctfassets.net/p80c52b4itd3/61fjXE1U8byct1WXfDu7PU/756bc4ec5e3d7fe58892cef531b77567/intersection_nyc_compressed.png)
Motor vehicle collisions reported by the NYPD from January 2021 to April 2023.
![](http://images.ctfassets.net/p80c52b4itd3/fV2supmaGxMZfGbLGLHo6/ce06288d51e6b2014ff38487ec642cae/stock_screen.jpg)
Historical stock market data for current S&P 500 companies, from 2014-2017.
![](http://images.ctfassets.net/p80c52b4itd3/62jiRLvT2OPJKZ1i5phLHa/e22f1fa259f2264b014c40b6e4e906ad/movies_compressed.png)
Ratings and reviews for 15,000+ movies reviewed by Rotten Tomatoes.
![](http://images.ctfassets.net/p80c52b4itd3/5Rg8s9hk5NQv088F4L1TmO/68b12b82da965a122fec460e00393ba4/great-white-shark_compressed.png)
Shark attacks reported over the past 100 years, including location, activity, victim info (name, gender, age), shark species, etc.
![](https://cdn.mavenanalytics.io/img/cta-bg.jpg)
Ready to become a
data rockstar?
Start learning for free, no credit card required!