The Super Bowl is one of the most-watched sporting events in the world, regularly attracting more than 70 thousand fans to the live event. The highest attendance figures are often associated with games that feature popular teams, exciting matchups, or other special circumstances such as the large seating capacity of the stadium within which the games are hosted. The 2025 Super Bowl, which was hosted at Caesars Superdome, New Orleans, had an attendance of 65,719 fans. This game saw the Philadelphia Eagles beat the Kansas City Chiefs to claim their second Super Bowl title. Overall, the Super Bowl attendance figures demonstrate the popularity and enduring appeal of American football as a major sport and cultural event in the United States. Popularity of the Super Bowl The Super Bowl's popularity is undeniable, with the annual championship game of the National Football League being one of the biggest single-day sports events in the world. Each year, the champions of the National Football Conference and the American Football Conference compete against each other, drawing high television ratings. The 2024 Super Bowl set a record-breaking average TV audience of over 123 million viewers in the United States. Super Bowl spending The Super Bowl generates millions of dollars in advertising revenue for the NFL, with the advertising revenue from the 2024 Super Bowl standing at a record 650 million U.S. dollars. A 30-second ad spot during the Super Bowl broadcast cost an average of eight million U.S. dollars in 2024. The big game also leads to significant consumer spending, with Super Bowl-related consumer spending in the U.S. estimated to have stood at about 17.3 billion U.S. dollars in 2024. The average American consumer planned to spend over 86 U.S. dollars on Super Bowl Sunday, with expenditures on food and beverages, televisions, furniture, team apparel and accessories, and decorations.

The Super Bowl is the highlight of the NFL season, watched by millions in the United States and many more across the world. During a 2025 survey in the United States, around 78 percent of respondents stated that they planned to watch Super Bowl LIX between the Kansas City Chiefs and the San Francisco 49ers.

The Super Bowl is one of the highlights of the sporting calendar, but many viewers tune in for more than just the game itself. During a January 2025 survey in the United States, almost 35 percent of respondents stated that the famous Super Bowl commercials were one of the parts of the event they were looking forward to.

Whether or not you like football, the Super Bowl is a spectacle. There's drama in the form of blowouts, comebacks, and controversy in the games themselves. There are the ridiculously expensive ads, some hilarious, others gut-wrenching, thought-provoking, and weird. The half-time shows with the biggest musicians in the world, sometimes riding giant mechanical tigers or leaping from the roof of the stadium. And in this project, you will find out how some of the elements of this show interact with each other. You will answer questions like:

What are the most extreme game outcomes? How does the game affect television viewership? How have viewership, TV ratings, and ad cost evolved over time? Who are the most prolific musicians in terms of halftime show performances? This project gives you an opportunity to apply the skills from Intermediate Python for Data Science.

The dataset used in this project was scraped and polished from Wikipedia. It is made up of three CSV files, one with game data, one with TV data, and one with halftime musician data for all 52 Super Bowls through 2018.

I worked on the above small project from Datacamp website after attending few Data science courses in it. I felt these kind of assignments will help for the beginners like me

Context

I originally wanted to see how NFL an player's game stats impact their Madden rating. I could not find a comprehensive Database of Madden Ratings and updates anywhere, so I created my own.

Content

The dataset contains weekly rating updates in Madden 21 for the top ~800 players. It includes overall ratings as well as ratings for each player attribute that Madden scores.

Acknowledgements

I'd like to acknowledge EA sports for posting ratings updates every week on their website ea.com.

Inspiration

Feel free to explore the ratings and see what players made big jumps or took big falls, and what may have contributed to these changes in rating.

Overview

Mountain Dew is running a $1,000,000 counting contest. Computer Vision can help you win.

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Watch our video explaining how to use this dataset.

https://i.imgur.com/ED4jpM3.png" alt="Mountain Dew">

During Super Bowl LV, Mountain Dew sponsored an ad that encourages viewers to count all unique occurrences of Mountain Dew bottles. You can watch the full ad here. The first person to tweet the exactly correct count at Mountain Dew is eligible to win $1 million (see rules here).

Counting things is a perfect place for where computer vision can help.

We uploaded the Mountain Dew video to Roboflow, created three images per each second of the commercial (91 images from ~30 seconds of commercial), and annotated all bottles we could see. This dataset is the result.

We trained a model to recognize the Mountain Dew bottles, and then ran the original commercial back through this model. This helps identify Mountain Dew bottles that the human eye may have missed when completing counts.

https://i.imgur.com/rjZCS2a.png" alt="Image example">

Getting Started

Click "Fork" in the upper right hand corner or download the raw annotations in your desired format.

Note that while the images are property of PepsiCo, we are using them here as fair-use for educational purposes and have released the annotations under a Creative Commons license.

About Roboflow

Roboflow enables teams to use computer vision. :fa-spacer: Our end-to-end platform enables developers to collect, organize, annotate, train, deploy, and improve their computer vision models -- all without needing to hire a new ML engineering team. :fa-spacer:

Analysis suggests that buying a ticket on the secondary market for the NFL's championship game can be very expensive business. Average secondary market ticket prices for the Super Bowl increased from ***** U.S. dollars in 2010 to over ***** U.S. dollars in 2025.