Access comprehensive NFL data, including historic stats and results, with datasets available in various formats. Perfect for sports analysts and enthusiasts, this product offers a free trial to explore detailed National Football League data for insights and research.

NFL Football Stats

My family has always been serious about fantasy football. I've managed my own team since elementary school. It's a fun reason to talk with each other on a weekly basis for almost half the year.

Ever since I was in 8th grade I've dreamed of building an AI that could draft players and choose lineups for me. I started off in Excel and have since worked my way up to more sophisticated machine learning. The one thing that I've been lacking is really good data, which is why I decided to scrape pro-football-reference.com for all recorded NFL player data.

From what I've been able to determine researching, this is the most complete public source of NFL player stats available online. I scraped every NFL player in their database going back to the 1940s. That's over 25,000 players who have played over 1,000,000 football games.

The scraper code can be found here. Feel free to user, alter, or contribute to the repository.

The data was scraped 12/1/17-12/4/17

Shameless plug

When I uploaded this dataset back in 2017, I had two people reach out to me who shared my passion for fantasy football and data science. We quickly decided to band together to create machine-learning-generated fantasy football predictions. Our website is https://gridironai.com. Over the last several years, we've worked to add dozens of data sources to our data stream that's collected weekly. Feel free to use this scraper for basic stats, but if you'd like a more complete dataset that's updated every week, check out our site.

The data is broken into two parts. There is a players table where each player has been assigned an ID and a game stats table that has one entry per game played. These tables can be linked together using the player ID.

Player Profile Fields

• Player ID: The assigned ID for the player.
• Name: The player's full name.
• Position: The position the player played abbreviated to two characters. If the player played more than one position, the position field will be a comma-separated list of positions (i.e. "hb,qb").
• Height: The height of the player in feet and inches. The data format is

NFL is one of the most popular sports in the world. Many of us are stat geeks who understanding not what just happened but also who and why. This NFL dataset provides a comprehensive view of NFL games, statistics, participation, and much more. The dataset includes NFL play data from 2004 to the present.

This NFL dataset provides play-by-play data from the 2004 to 2019 seasons. Dataset also includes play and participation information for players, coaches, and game officials. Additional data tables included in this file includes NFL Draft from 1989 to present, NFL Combine 1999 to present, NFL rosters from 1998 to present, NFL schedules, stadium information and much more. The granularity of NFL statistics varies by NFL season. The current version of NFL statistics has been collected since 2012. All information sources used to create this dataset are from publically accessible websites and the NFL GSIS dataset.

All information sources used to create this dataset are from publically accessible websites and NFL documentation. Although my current life is focused on data science, this project has a special place in my heart, since it links my previous profession in the NFL with my current passion for data analysis.

Comprehensive football dataset with statistics, scores, and match data

In 2023, the greatest share of players by ethnic group in the National Football League (NFL) were black or African American athletes, constituting just over ** percent of players within the NFL. Despite the large population of Hispanic or Latino people within the United States, there is a substantial underrepresentation within the NFL, with only *** percent of players identifying as such. National Football League The National Football League (NFL) is a professional American football league that was established in 1920 and now consists of 32 clubs divided into two conferences, the National Football Conference (NFC) and the American Football Conference (AFC). The league culminates in the Super Bowl, the NFL's annual championship game. As the league’s championship game, the Super Bowl has grown into one of the world's largest single-day sporting events, attracting high television ratings and generating billions of dollars in consumer spending. NFL revenues The NFL is one of the most profitable sports leagues in the world, generating a staggering **** billion U.S. dollars in 2022. This total revenue of all ** NFL teams has constantly increased over the past 15 years and, although this figure dropped significantly in 2020, this was largely as a result of the impact of coronavirus (COVID-19) containment measures. This significant drop in revenue demonstrates one of the primary impacts of COVID-19 on professional sports leagues. NFL franchises As a result of this profitability in non-pandemic times, the franchises of the NFL are attributed extremely high market values. The Dallas Cowboys were by far the most valuable franchise in the NFL, with a market value of **** billion US dollars in 2023. The high value of NFL franchises can be seen clearly when compared to those of the NBA, MLB, and NHL. Franchises within the NFL had an average market value of approximately *** billion U.S. dollars in 2023.

NFL passing statistics since 2001. Contains record of every player who attempted a pass within the time period. Tracked metrics include passing yards, passing touchdowns, pass attempts, completions, interceptions, and touchdown/interception/completion percentages. More advanced metrics like yards per attempt, adjusted net yards per attempt, and other similar metrics are also included. I used this dataset, accompanied with the NFL Rushing Statistics dataset to predict the NFL MVP winner in 2024.

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Total attendance at National Football League (NFL) games reached about ***** million fans across the regular season in 2024. This represented a slight decrease over the previous year's figure of approximately **** million spectators. Attendance at NFL games Over the last few years the total attendance at regular season games of the National Football League has consistently been at more than ** million per season. The NFL is composed of 32 teams and each team plays a minimum of 8 home games during the regular season for a total of 256 games per season. The average attendance at National Football League games was at around ****** in the 2023 season. Dallas Cowboys drew record crowds In 2023, the Dallas Cowboys drew the most spectators to their home games with a total attendance of more than *** thousand. The Cowboys also had the highest average attendance that season with around ****** people attending each home game. The average price for a ticket to an NFL game was at ****** U.S. dollars in 2023. On average, tickets to Las Vegas Raiders games were the most expensive (****** U.S. dollars), while tickets for Arizona Cardinals games were the least expensive, with an average price of ***** U.S. dollars.

The average length of a player's career in the National Football League (NFL) is relatively short, with the average career lasting around 3.3 years. The league is considered one of the most physically demanding sports leagues in the world, with players regularly exposed to hard hits and collisions. This leads to a high risk of injury, and many players are forced to retire early or miss significant time due to injuries. Additionally, the NFL is highly competitive, with a large pool of talented players who are eager to take the place of those who are injured or no longer able to perform at a high level.

Injuries are all too common in the NFL Injuries are a common and significant concern in the NFL. Due to the physical nature of the sport, players are at risk of a wide range of injuries, including both acute injuries such as broken bones and concussions, as well as chronic injuries such as joint and muscle problems. Concussions and other head injuries are also a major concern in the NFL. Football players are at a higher risk of concussions than athletes in other sports, due to the nature of the game and the fact that players are often hit in the head. Concussions can lead to a variety of long-term health problems, including chronic traumatic encephalopathy (CTE), a progressive degenerative disease of the brain that is linked to repeated head trauma.

Preventative measures The NFL has implemented some measures to try to reduce the number and severity of injuries, such as rule changes to reduce the number of hits to the head, better equipment, and more stringent return-to-play protocols after an injury. The NFL also funds research on injuries and works with medical experts to develop best practices for preventing and treating injuries. However, many fans still believe that more can be done to improve player welfare and prioritize player safety over entertainment and revenues.

Life after football When a player decides to retire, they have several options available to them. Many players transition to a different career, while others may choose to pursue other interests or spend time with their families. Some of the common career paths that retired NFL players pursue include broadcasting, coaching, business, philanthropy, politics, sports management, continuing education, and personal training or fitness coaching.

The NFL also offers several retirement benefits for players, such as pension plan, disability and death benefits, and health insurance for players, and their families. The NFL Players Association also provides assistance and support for players as they transition out of football and into new careers.

Analysis of ‘NFL Combine - Performance Data (2009 - 2019)’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://www.kaggle.com/redlineracer/nfl-combine-performance-data-2009-2019 on 28 January 2022.

--- Dataset description provided by original source is as follows ---

Context

This dataset contains information from the NFL Combine (2009 to 2019), including the results from sports performance tests and draft outcomes.

Content

As sports statistics are in the public domain, this database was freely downloaded from https://www.pro-football-reference.com/

Acknowledgements

I appreciate the efforts of https://www.pro-football-reference.com/ in collating and hosting sports related data, and Kaggle for providing a platform for sharing datasets and knowledge.

Inspiration

This dataset is useful for beginners and intermediate users, where they can practice visualisations, analytics, imputation, data cleaning/wrangling, and classification modelling. For example: What are the variables of importance in predicing round pick or draft status? Which school has the highest number of players being drafted into NFL? What position type or player type is most represented at the NFL Combine? Do drafted and undrafted players perform differently on performance tests?

--- Original source retains full ownership of the source dataset ---

In 2023, the 32 teams of the National Football League (NFL) generated a total revenue of approximately **** billion U.S. dollars. This shows an increase of nearly *** billion U.S. dollars over the previous year. How does the NFL compare to other major sports leagues? The NFL is the most profitable professional sports league in the United States. Between 2001 and 2019, the total revenue of all 32 NFL teams steadily increased, reaching ** billion U.S. dollars in 2019. This figure dropped to approximately **** billion U.S. dollars in 2020, due to the impact of the coronavirus (COVID-19) pandemic, however, shot back up in 2021 to exceed pre-pandemic levels. In comparison, the revenue generated by Major League Baseball (MLB) teams amounted to around ***** billion U.S. dollars in 2023, while the revenue of the National Basketball Association (NBA) was ***** billion U.S. dollars in the 2022/23 season. NFL revenue streams In the list of most watched TV programs in the U.S., football games dominate the top spots. Duly, the NFL has a diverse array of lucrative revenue streams, such as sponsorships, media partnerships (both broadcasting and digital), ticket sales and concessions. As of February 2024, media deals between the NFL and networks in the United States alone accounted for over ** billion U.S. dollars annually. Meanwhile, NFL league and team sponsorships provided nearly *** billion U.S. dollars in revenue in 2022. Which team generates the most income? In 2023, the five-time Super Bowl champion Dallas Cowboys topped the rankings of NFL teams with the highest revenues. That year, the Cowboys were the only team to generate more than *** billion U.S. dollars in revenue. The Las Vegas Raiders ranked second with approximately *** million U.S. dollars in revenue. Meanwhile, the team with the most Super Bowl titles of the last 20 years - the New England Patriots - sat in fourth place with *** million U.S. dollars in revenue.

📂 About This Dataset This dataset combines detailed player performance statistics from WhoScored with team and player meta-data from Transfermarkt. It covers over 1,500 players from top European leagues and includes metrics such as:

Expected Goals (xG) & xG per 90

Tackles, Interceptions, Key Passes, Assists

Pass Accuracy, Crosses, Long Balls

Total Minutes Played & Formations

Player Age, Height, Positioning

🧩 Use Cases Player Rating Prediction

Team Formation Impact Analysis

Identifying Underrated Players via xG vs. Goals

Clustering Players by Style or Efficiency

Fantasy Football Recommendations

🏗️ Data Sources WhoScored.com: Player match stats, tactical analysis.

Transfermarkt.com: Player bio, team formations.

📊 Features Snapshot 32 Columns

Over 20 numerical performance metrics

Cleaned, ready-to-analyze format

Small number of missing values (mostly in passing stats)

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Data recording the circumstances and results of the full 'A' international football matches involving Brazil, from 9th of August 1993 to 31st of December 2010, as listed in the Rec.Sport.Soccer Statistics Foundation (RSSSF) database. (FIFA commenced releasing national team rankings in 1993.) Excludes matches from the 1996 and 2003 CONCACAF, in which Brazil fielded their under-23 Olympic squad, three friendly matches not recognised by the opponent's federation, and five matches where Brazil was the lower ranked team. Does not take account of goals outside regulation time.

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The difference represents . Significance codes: ***: p < .001, **: p < .01, *: p < .05. The home team advantage is also presented.

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