Pro baseball reference

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

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. Forman's database was originally built from the Total Baseball series of baseball encyclopedias.

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. 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. When webscraping, it helps to get comfortable with inspecting the source code, and understanding a bit of html.

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 MVPhead-to-head batter vs. Pro baseball reference Site Menu Return to Top.

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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.

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. While writing his dissertation, he had also been writing articles on and blogging about sabermetrics.

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The legendary Angels meme involving Shohei Ohtani, explained". More comprehensive code for scraping can be found on my github repo. Team Comparison Tool , team performance by position players. Sports Reference is a website that came out of the Baseball Reference website. Full Site Menu Return to Top. Batter vs. Some high school data is courtesy David McWater. Season and Career Finders Find single-season or multi-year totals to create leaderboards by team, position, age and more. Subscribe to our Free Email Newsletter. Game Tools : Player , Team. Archived from the original on March 30, This is also where I would run a loop, iterating over each of the pages I want to scrape from.

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For pages with dynamic content, like Baseball Reference, I needed to use Selenium , which I will cover later. Forman's database was originally built from the Total Baseball series of baseball encyclopedias. Stream Finder , customize your MLB. Streak Finders Find streaks of games for teams or players. We have tools and resources that can help you use sports data. Can also be used to compare values in the split to the player's overall total. 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. I can copy the XPath from the window that pops up when I inspect. The legendary Angels meme involving Shohei Ohtani, explained". Regular season and postseason. 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. This post was inspired by project work at Metis. Before I could start modeling, I needed historical season data and projections, to form the basis for my training, validation, and test data.