Pro baseball reference

Find any player, any team, any season, any game. Batter vs.

Baseball-Reference is a website providing baseball statistics for every player in Major League Baseball history. The site is often used by major media organizations and baseball broadcasters as a source for statistics. It offers a variety of advanced baseball sabermetrics in addition to traditional baseball "counting stats". Founder Sean Forman began developing the website while working on his Ph. While writing his dissertation, he had also been writing articles on and blogging about sabermetrics.

Pro baseball reference

In my desire to improve my fantasy team, I realized I was lacking data on quality starts, and thought it would be good to predict this. Before I could start modeling, I needed historical season data and projections, to form the basis for my training, validation, and test data. I planned to get this all from Baseball Reference and Fangraphs, neither of which has an API that makes it easy to get their data. I wrote this post to describe my methods for webscraping projection data from Fangraphs, and season data from Baseball Reference. If you want to use my code to implement your own webscraper, you will find that, along with a more detailed write-up at my github repo. Once the webpage is updated, some of the specific locations for the text of interest may also need to be updated, and the functions may need to be updated. To scrape Fangraphs, I used the requests and BeautifulSoup libraries, along with re to use regular expressions to find and extract the data I need from the source code, and pandas to put it all into dataframes. Fangraphs does not have dynamic content, which makes scraping their page possible with just the libraries above. For pages with dynamic content, like Baseball Reference, I needed to use Selenium , which I will cover later. I have webscraped a few different sites, and some are friendlier to scrapers than others. To avoid this, I usually start small, scraping one or two pages from the same site, and saving the source so I could work out my regular expressions separately, without submitting more requests. For example, the function below takes a list of urls I usually use urls as an argument, and appends the source from each url to a list.

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We are hiring! See our jobs page for details and information on what it's like working for Sports Reference. Are you a Stathead? Then you've come to the right place. Stathead subscribers gain access to a suite of tools used by the pros. Search the best or the worst seasons, games, splits and more by players and teams throughout history. Any time you see an incredible stat mentioned on a broadcast, in an article or in social media, there's an excellent chance it came from Stathead. Every subscription also comes with ad-free browsing on our site for that sport so you get the smoothest browsing experience. You can also sign up for our free newsletters to stay up on the latest scores, stats and news in your favorite sports. The premier online database for the history of Major League Baseball.

Pro baseball reference

Baseball-Reference is a website providing baseball statistics for every player in Major League Baseball history. The site is often used by major media organizations and baseball broadcasters as a source for statistics. It offers a variety of advanced baseball sabermetrics in addition to traditional baseball "counting stats". Founder Sean Forman began developing the website while working on his Ph.

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April 18, ; 23 years ago [1]. Archived from the original on November 8, Our reasoning for presenting offensive logos. Contents move to sidebar hide. Season and Career Tools : Player , Team. In addition, there are a number of what the website calls "Frivolities", e. Standings and Results , for any date in major league history. Split Tools : Player , Team. We present them here for purely educational purposes. More comprehensive code for scraping can be found on my github repo. Why Scrape Baseball Data? From this, I can parse the source with BeautifulSoup, which makes it easier to navigate through the source code to find the elements I want.

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It also offers sabermetrician Jay Jaffe 's system acronymned "JAWS" for ranking players of different eras against each other by weighting their primes. Question, Comment, Feedback, or Correction? Batter vs. Or write about sports? Find any player, any team, any season, any game. All rights reserved. The site has season, career, and minor league records when available, back to for everyone who has played Major League Baseball, year-by-year team pages, all final league standings, all postseason numbers, voting results for all historic awards such as the Cy Young Award and MVP , head-to-head batter vs. Regular season and postseason. Can view totals or individual plate appearances. Read Edit View history. Archived from the original on June 17, Some high school data is courtesy David McWater. To scrape Fangraphs, I used the requests and BeautifulSoup libraries, along with re to use regular expressions to find and extract the data I need from the source code, and pandas to put it all into dataframes. That would look something like the code below. Inspect is handy for this.