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. 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.

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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.

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".

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Archived from the original on July 19, Our reasoning for presenting offensive logos. Some high school data is courtesy David McWater. Accessed June 8, Streak Finders Find streaks of games for teams or players. Many thanks to him. From here, I can process the data, and again use pandas to put it all together into a dataframe, and save it all as a csv. The best thing about pickle files is that they work well for pickling any kind of object, so you can pickle trained models, as well as dataframes. In , Forman founded Sports Reference. Subscribe to our Free Email Newsletter. Standings and Results , for any date in major league history. To compare ballplayers to one-another it offers "Black ink" and "Gray Ink" tests, which tally a player's dominance and overall productivity against his peers.

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Subscribe to our Free Email Newsletter. Split Finders Find leaders matching a various split criteria. More comprehensive code for scraping can be found on my github repo. Season and Career Tools : Player , Team. NOTE: The event finder is only available for logged in users. Contents move to sidebar hide. Team Comparison Tool , team performance by position players. Split Tools : Player , Team. Filter by level, team, and more. When webscraping, it helps to get comfortable with inspecting the source code, and understanding a bit of html.