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/p80c52b4itd3/26BKhbCkIt9nR7bLq46eVs/ab27a22f45379b2c4cfa64d9316fb5b8/coffee-shop-cafe-and-restaurant-with-a-barista-wo-2022-12-07-22-05-55-utc__1_.png)
Transaction records from a fictitious coffee shop in New York City
![](http://images.ctfassets.net/p80c52b4itd3/2ibzlOcQlQI6xd1ZFRLmuu/d7e42fb8e2b1ac01268778b8664ba743/wind-power-generation.jpg)
A breakdown of Apple's greenhouse gas emissions from 2015 to 2022.
![](http://images.ctfassets.net/p80c52b4itd3/679EyyACnXS8AugwAhJ2Gg/4597c086c6cb9f1be4bc623cff4e7c5a/doctor_and_patient.jpg)
National & state-level scores from the HCAHPS survey (2013-2022).
![](http://images.ctfassets.net/p80c52b4itd3/7E1v9UuCsxYKKE8FE8bmHp/c777e6203c710864432ed39c95fa658a/cycling.jpg)
Historical dataset on every Tour de France from 1903 to 2022.
![](http://images.ctfassets.net/p80c52b4itd3/2hc5ud4vbMNHLLHlazVzz2/becdb45d1d7ed8216883cd93cc0177b0/shippingContainer.jpg)
Sales & order data for a fictitious gourmet food supplier.
![](http://images.ctfassets.net/p80c52b4itd3/ptD7nIOszhSCQe6OwzvXu/0c8d698c0f11b0a07ba4aa8e399ea5bc/mom-holding-baby-in-arms.jpeg)
Crowdsourced parental leave data from 1,601 companies.
![](http://images.ctfassets.net/p80c52b4itd3/7cznfaO5Bqy1jh2fjSrYNX/fbb95a001cb56ec008efc335c0feb50a/skiiers.jpg)
Data on ~500 ski resorts around the world.
![](http://images.ctfassets.net/p80c52b4itd3/5tzkOgVzSW4B9d45lny5f2/65ebd32961fa8347ff16f16f9f82db0e/world_cup.jpg)
Historical match data leading up to the 2022 FIFA World Cup
![](http://images.ctfassets.net/p80c52b4itd3/2wbQSTmCXwKWgkSlS4EJBd/4b77cd999457391f2203440d84502f5d/pizza.jpg)
A year's worth of sales from a fictitious pizza place.
![](http://images.ctfassets.net/p80c52b4itd3/6YZaGQ0DAN1niPP3JWJGZM/1334e9d0619296b682446bd5350eac4a/Cosmic_Cliffs.png)
All space missions from 1957 to August 2022.
![](http://images.ctfassets.net/p80c52b4itd3/28M5Tlw5nxSG8myfv6bCht/4c17c21022832a62cd78bc1b0861c1ed/telecom_towers.jpg)
Customer churn data for a fictional Telecom company in California.
![](http://images.ctfassets.net/p80c52b4itd3/56TxVxIKxKHYtx4RA9jpVr/1b3adf7a755f518369d4bd1ce6dc7f27/cheerful-woman-sitting-in-passenger-chair-in-airpl.jpg)
Customer satisfaction scores from 120,000+ airline passengers.
![](http://images.ctfassets.net/p80c52b4itd3/5BY9oxu6E0FjXXQVs6kNJJ/9b921f446ecf4957ca759f65e077a382/origami-unicorn.jpg)
Private companies with a valuation over $1 billion as of March 2022.
![](http://images.ctfassets.net/p80c52b4itd3/10bA24X1IUjSIhG0Pbs0YK/c3221a641a83ca60ddaa13ce9d808910/remote-work.jpg)
Survey responses from 1,500 remote workers in New South Wales, 2020-2021.
![](http://images.ctfassets.net/p80c52b4itd3/6oGvhEqwpLuRLO6IlpB8Qu/1486c31eaa199d996ce398551e745248/super_bowl_snacks.jpg)
Super Bowl commercials for 10 popular brands from 2000 to 2021.
![](http://images.ctfassets.net/p80c52b4itd3/1gB81xetsDzUY0seNHLu8K/5c89c3e0b5b892efaff4ab30f81b14d0/Wizarding_World_of_Harry_Potter_Castle.jpeg)
Character dialogues for all 8 movies in the Harry Potter franchise.
![](http://images.ctfassets.net/p80c52b4itd3/6kU4Y50WOTXUrACGJ2elB3/c7d1c8c55573cb729efcdb026aec3339/taxi_cab.png)
Trip records from all green taxis in NYC from 2017 to 2020.
![](http://images.ctfassets.net/p80c52b4itd3/4guasfqUKxStU09Vx03tXV/74092bc4f178808856fd00b79b4acfa0/spaghetti-aglio-olio.jpg)
Restaurant ratings in Mexico by real consumers from 2012.
![](http://images.ctfassets.net/p80c52b4itd3/41OszOVp4l3Ffbasg4D62x/dc95963e29394bca675db996cd5b77cf/OlympicRings_compressed.png)
Historical data on the modern Olympic Games, from Athens 1896 to Rio 2016.
![](http://images.ctfassets.net/p80c52b4itd3/etbNW8wErgHbKiZgY3pD7/cbd5c2af24ceb6e9e4b5eec07d92e420/crowdfunding.jpg)
Data for 375,000+ Kickstarter projects from 2009-2017.
![](https://cdn.mavenanalytics.io/img/cta-bg.jpg)
Ready to become a
data rockstar?
Start learning for free, no credit card required!