Part of the celebration of the National Football League's 100th anniversary included celebrating the top 100 in the league's history in various categories. Pro Football Reference has collected the major awards for display on the site: top 100 games of all time, top 100 teams of all time, and the NFL's 100th Anniversary All-Time Team. You can find them all linked on PFR's Awards index. The top 100 games list is unique in that we include a summary of what made the games notable, as well as a link to YouTube for games that the NFL has officially uploaded in full in case you want to go through history in the offseason.

If you have any questions or suggestions, feel free to contact us through our feedback form or Pro Football Reference's official Twitter account. Thanks for following us!

As we approach the beginning of the 2020 season, we have made some updates to our Wins Above Replacement calculations.  You may notice some small changes to figures as you browse the site. As always, you can find full details on how we calculate WAR here.

Defensive Runs Saved Changes

Last week, we updated Defensive Runs Saved (DRS) totals across the site with new figures from Baseball Info Solutions.  The new methodology involves breaking down infielder defense using the PART system - assigning run values to Positioning, Air Balls, Range, and Throwing.  Under the new system, an infielder’s total DRS is the sum of his Air Balls, Range, and Throwing runs saved, while Positioning runs saved are credited to the team as a whole.  You can read more about the updates in the Sports Info Solutions blog.  The PART system applies to all infielders since 2013.

Folding these numbers into WAR, we see some significant changes for individual player seasons.  The 2019 Oakland A’s get even more recognition for defense on the left side of their infield, with shortstop Marcus Semien gaining 0.7 WAR and third baseman Matt Chapman gaining 1.6 WAR from the new DRS numbers, lifting both players above Mike Trout and into second and third place respectively on the 2019 AL WAR leaderboard.  Chapman’s 1.6 additional WAR represents the largest single-season change in this update.

On the other end of the spectrum, we see Adrian Beltre with the most significant drop in this update, losing 1.5 WAR in 2015.

Since we use DRS to measure the quality of a team’s defense, these new values also impact pitcher WAR values.  Team total DRS changed by as much as 46 runs for a given team and season - the 2019 Dodgers defense improved from 75 DRS to 121 DRS by non-pitchers under the new system.  Once applied to a specific pitcher, however, the changes to WAR are much smaller in magnitude than the changes to individual fielders. The most extreme example is Hyun-Jin Ryu, who pitched 182.2 innings in front of the 2019 Dodgers defense.  Considering the Dodgers defense to be 46 runs better across the entire season, and considering that Ryu was the pitcher for 13.52% of the Dodgers’ balls in play in 2019, we adjust our expected runs allowed for Ryu by 6.2 runs for the season. After following the rest of the steps in our pitching WAR calculation, the end result is a drop of 0.3 WAR for the season.  All other changes to pitching WAR from this change to team defense are smaller than Ryu’s 0.3 WAR drop in 2019.

Park Factors

Park factors for 2018 have been re-computed to include the 2019 season, since WAR uses a three-year average for park factors when computing pitching WAR.  The most significant change here is the Miami Marlins, whose pitching park factor rose from 90 to 95 (where <100 represents a pitcher’s park and >100 represents a hitter’s park).  José Ureña sees the biggest benefit from this, with his 2018 WAR rising by 0.7 wins. All other changes to pitching WAR from updated park factors are smaller than Ureña’s 0.7 WAR gain in 2018.

New Game Logs from Retrosheet (1904-1907)

Last month, we updated the site with new data from Retrosheet, including new game logs for players from 1904 to 1907.  Having game-level data allows us to be more precise in our WAR calculations, since we can consider the specific ballparks a pitcher played in and the opponents he faced.

Take Christy Mathewson in 1907 as an example.  Prior to this change, we used the league average (excluding his team) of 3.36 runs per nine innings as the expected quality of his opposition.  However, with game-level data, we can see that Mathewson’s actual opponents averaged 3.55 runs per nine innings, showing that Mathewson was probably used strategically and started more games against better opponents.  Indeed, Mathewson pitched in 10 of the Giants’ 22 games against the league’s best offense, the Pirates, as well as 7 of the Giants’ 22 games against the Cubs, the NL’s second-best offense. Against the Dodgers and Cardinals, who each struggled offensively and scored fewer than 3 runs per game, Mathewson pitched in just 8 games total.

Knowing this about his usage, we can set more accurate expectations for how many runs an average player would have allowed under Mathewson’s circumstances.  By adjusting the quality of his opposition, we expect an average pitcher to have allowed about 7 more runs over the course of the season, resulting in a bump of 0.9 WAR in 1907.  All other changes to pitching WAR from new game log data are smaller than Mathewson’s 0.9 WAR gain in 1907.

Baserunning and Double Plays from Play-by-Play Data (1931-1947)

When calculating runs from baserunning and double plays, we use play-by-play data from seasons where it is complete enough to credit players for things like scoring from first on a double, advancing from first to third on a single, and hitting into fewer double plays than expected.

In the past, we have taken play-by-play data into account back to 1948 for baserunning and double plays, because the data further back than that has been incomplete and could give players an advantage in their WAR simply by having more complete play-by-play records than their peers.  As this data has become more complete over time, we have moved this cutoff back to 1931. The data is still somewhat sparse for games that took place during World War II (1943-45), but we felt it was worth including those years as well.

Pete Reiser of the Brooklyn Dodgers was skilled at taking extra bases, and it showed in the play-by-play accounts.  In 1942, he took extra bases at a rate of 55%, compared to the league average of 45%. Additionally, the Dodgers were tied with the Cardinals as the league’s top scoring offense, so Reiser had many opportunities to put his speed to use.  He scored from first on doubles a league-leading ten times in just 15 opportunities, and also scored from second on a single 24 times, good for 5th in the NL that year, in just 29 opportunities. Using this play-by-play data while computing WAR gives Reiser an additional 1.2 WAR in 1942.  All other changes to batting WAR from this change are smaller than Reiser’s 1.2 WAR gain in 1942.

Caught Stealing Totals from Game Logs (1926-1940)

When crediting runners for how many runs they contributed with their baserunning, we take into account their stolen base and caught stealing totals.  Caught stealing totals are missing for many players between 1926 and 1940, but we have complete game logs for players in that span.

In the past, when we didn’t have a caught stealing total for a player, we would estimate how many times they were likely to have been caught stealing based on the league’s stolen base success rate and the ways the player reached base during the season.

We are now using actual caught stealing totals from the players’ game logs, so there are some changes for players who did considerably better or worse than we had been estimating.

Take, for example, Freddie Lindstrom.  In 1928, the Giants third baseman stole 15 bases, but his official season stat line does not have caught stealing available.  Previously, we had estimated that he was caught stealing 11.57 times, based on everything else we knew about his performance and the league he played in.  However, game logs indicate that Lindstrom was caught 21 times, nearly twice as often as we had estimated. This difference gets folded into our baserunning runs calculation and results in a drop of 0.4 WAR.  All other changes to batting WAR from this change are smaller than Lindstrom’s 0.4 WAR drop in 1928.

Biggest Career Movers

Hall of Famer Ernie Lombardi sees the biggest change to his career WAR with this update, sinking from 46.8 WAR to 39.5 WAR, a drop of 7.3 wins.  The largest gain goes to infielder Lonny Frey, who picks up 5.2 wins. Both these players played in the 1930s and 1940s and saw big changes because of their baserunning.  Lombardi is known for being one of the slowest runners in baseball history, and this update shows that the numbers back that reputation. Frey was a fast runner in an era where stolen bases were rare, so he has been underrated to this point when it comes to his baserunning contributions.

On the mound, previously cited Hall of Famer Christy Mathewson is the big winner.  As discussed above, his WAR now recognizes how his manager would use him against tougher opponents, and he sees his career WAR jump by 2.2 wins.  Barney Pelty experiences the biggest drop of 1.9 wins.

We’ve highlighted some of the more extreme changes here, but to see full lists of the largest changes to season and career WAR totals, please see the spreadsheet here.

We're very excited about these new additions and hope you enjoy them as well. Thanks to Baseball Info Solutions for their contributions. Please let us know if you have any comments, questions or concerns.

Thanks to the efforts of our friends at Retrosheet, we have added box scores back to the 1904 season to Baseball Reference. Previously, our game log coverage was back to 1908. Additionally, we have added partial play-by-play coverage for games games as far back as 1918. Previously, our oldest play-by-plays were from 1925. Since our last major Retrosheet update, the final two missing full play-by-plays of 1973 were added which means we now have complete PBP data back to that season now. In addition to the boxes and PBPs themselves, this update allows for a variety of new information searchable in the play index, as well as new rows of information in team/player/league statistics tables.

Here are some examples of the new information/searches available on the site.

• With box scores back to 1904, we now have game logs for the full careers of Hall of Famers Ty Cobb and Walter Johnson.
• We now have partial play-by-play coverage in all of Babe Ruth's seasons with the Yankees plus his final two with the Red Sox. This can be used in a lot of ways like seeing how well he did against various pitchers.
• Additionally, incomplete splits have been generated for player seasons from 1918 to 1924. In Babe Ruth's 1923 MVP season, from the play-by-play we have available he recorded a 1.554 OPS with runners in scoring position, a mark only Barry Bonds has reached since (min. 100 PA in this situation). Splits determined by play-by-play are searchable back to 1918 and more basic split data (home/away, month, etc) are searchable back to 1904 now.
• League-wide batting splits and pitching splits have been fleshed out with the new play-by-play data back for the years 1918-24.
• Batting Game Finder and Pitching Game Finder searches are now opened up back to 1904.
• Batting and Pitching Event Finder searches have also been opened up back to 1918. Of the games we have PBP for in 1918, Wally Pipp leads with 3 walkoff hits that season, for instance.
• Searches in the player and team streak finders now go back to 1904
• Win Probability, Baserunning, Situational and Batting Against tables are all available back to 1918 now.

If you have any questions about our data coverage, you can always see it here.

We're very excited about these new additions and hope you enjoy them, as well. Please let us know if you have any comments, questions or concerns.

And thanks again to Retrosheet!

After years poring over play-by-plays, watching videos (tough, I know) and reading thousands of game stories in newspaper archives, Basketball-Reference has compiled the first comprehensive list of every buzzer-beating game-winning shot in the history of the NBA and the BAA. To date, there have been 772 such shots in NBA history, including free throws with time expired. I'm defining game-winning buzzer-beaters as successful shots taken with the shooter's team tied or trailing which left no time on the clock after going through the net. These are true game-enders leaving no opportunity for the opponent to respond. As Tim Duncan knows, there are no such thing as game-winning buzzer-beaters that leave even 0.4 seconds on the clock.

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Earlier this season, there was some buzz that LeBron James had lost to Kemba Walker for the first time in their 29 head-to-head appearances. However, did you ever consider who LeBron loses most often to? If you set a minimum of 10 head-to-heads (regular season and playoffs), that would be Patrick McCaw, who is 4-1 against James in the regular season and 8-1 against him in the playoffs.

This is now more easily searchable thanks to Basketball-Reference's new Teammates And Opponents tool, located in the Frivolities section of the site. This will produce a list of either every player your choice, in this case, LeBron, has played against, or played with. As an example of the teammates function, here's a link to every player Russell Westbrook has played with. You may be surprised that among players who've been in 50 games with Westbrook, Hasheem Thabeet has the highest winning percentage with him.

So try out our new Teammates and Opponents tool and see what interesting results you can find! If you have any questions or suggestions, feel free to contact us through our feedback form.

On our sites that cover the pro sports, we at Sports Reference make an effort to include portraits of the players being covered, as there is power to attaching a name and stats to a face. With that in mind, we're happy to announce both the addition of headshots for players currently participating in the 2019-20 college basketball season, as well as pictures for 500 major historical players.

If you're subscribed to our College Basketball Stathead daily recap newsletter, you may have noticed we recently added the headshots of the top 5 players for each night to give your inbox a splash of color. (And if you're not subscribed but are interested, sign up here!) Luka Garza, Markus Howard, Xavier Tillman, they've all got their faces on the site now.

As for the historical players, check out Bill Walton when he was playing college ball instead of commentating on it, or Tony Bennett's big smile back when he was shooting threes for Green Bay instead of coaching the Cavaliers. Charles Barkley when he had hair, or David Thompson rocking the 'fro at NC State are also choice additions.

We do plan to incorporate historical coach headshots in the near future as well. If you have any questions or suggestions, feel free to contact us through our feedback form. Thanks for following us!

The NFL began handing out Player of the Week awards in 1984, but before then the Associated Press handed out their own Player of the Week awards. Thanks to compilation work by John Turney, we now have that award's history from 1963 to 1973. Notably, before 1970 there was an AFL and NFL version of the award. Len Dawson and John Hadl lead the way with 8 AP Player of the Week honors. The AP was also liberal enough with its criteria to award entire units, such as the Raiders Linebackers in Week 2 of 1973, or the entire Fearsome Foursome of Merlin Olsen, Deacon Jones, Lamar Lundy and Roger Brown in Week 14 of 1967.

Check out the full list of Player of the Week recipients at Pro-Football-Reference.com. If you have any questions or suggestions, feel free to contact us through our feedback form or Pro Football Reference's official Twitter account. Thanks for following us!

Baseball-Reference tracks various Hall of Fame predictor statistics such as Bill James' Hall of Fame Monitor and Jay Jaffe's WAR Score System. Basketball Reference also has a Hall of Fame Probability formula that we display on player pages and gives people a brief glance at where players stand based on their statistical case.

With the Pro Football Hall of Fame class of 2020 being debated this winter, we figured it was time to work up a Hall of Fame predicting formula for the NFL. We have devised a new HOF Monitor metric that we are deploying for Pro Football Reference beginning today! Here's a link to the quarterback HOF Monitor page, which also includes links to the other positions. Links to these tables will also appear under the Leaderboards and Awards section of player pages.

The base formula uses weighted Approximate Value (which is 100% of the player's peak year, 95% of their second-best year, 90% of their third-best, and so on) as a starting point. Bonuses are added for Pro Football Hall of Fame All-Decade selections, MVP awards, Defensive Player of the Year awards, first-team AP All-Pro selections, Super Bowls/titles, and Pro Bowls, in descending weights.

In addition, bonuses are added if a player has earned first-team All-Pro in over 33% of their seasons. This reflects the reputation boost afforded to players who led the league in short careers like Gale Sayers and Terrell Davis. For players not yet inducted, small bonuses are also added for semi-finalist and finalist appearances on previous HOF ballots, since that indicates that they've already been seriously considered.

On top of the base formula, there are statistical bonuses given depending on the position. For quarterbacks, wide receivers and tight ends there are different thresholds depending on the era they played in so as to narrow the gap between the depressed passing stats before 1980 and the explosion after that. For the full methodology, check out our PFR HOF Monitor explainer page here.

Similar to JAWS, a score of 100 is around the average modern-era HOF inductee for each position. All eligible players with a score over 120 got into the Hall of Fame fairly quickly, save for a few exceptions such as Willie Wood. A score of 150 would be a first ballot lock (sole exception of Alan Page who had to wait a year).

A score of 80 or above means they're a good candidate to eventually get in, or they’re the highest-profile borderline candidates. The absolute lowest score for HOF inductees would be 40, although most of these lower scoring Hall of Famers are courtesy of senior committee selections.

To get a sense of what absolute HOF locks look like in this system, here's a look at the highest HOFm scores:

As for the Centennial Class of 2020, here's how the HOF Monitor judged the modern-era semifinalists on the ballot, with this year's inductees marked with an asterisk:

We want to stress that this is especially meant to judge a player's chances of getting into the Pro Football Hall of Fame and not necessarily for "who is the best middle linebacker" debates. Many analysts agree that championships won reveal little to nothing about a player's individual skill, but it's certainly a factor that's taken into consideration by Hall of Fame voters. With that caveat out of the way, we're eager to hear feedback on the formula. Particularly, if you're interested in testing out your own tweaks, feel free to reach out to us via our feedback form and we can share the player data used to test out this system.

As we continue to make efforts to flesh out as many historical NBA box scores as possible, one of the benefits is being able to capture many of the most outstanding individual efforts in NBA history. A prior example is that we have shooting numbers for all but one 50-point game in NBA history. Recently, we were curious to see how robust our coverage of NBA triple-doubles is. We're happy to report that we believe we have details on 99% of the triple-doubles in NBA history (well, technically it's only 98.6%, but we'll round up).

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With 6 new debuts this season, there have now been exactly 500 people in NFL history to be credited as head coach of a NFL team. Many of those coaches had to work their way up the ranks or prove their success elsewhere before getting their chance at the top position in the NFL. For a while, Pro-Football-Reference had full coaching history on the pages of modern coaches such as Bill Belichick, so you could trace his rise from a special assistant on the 1975 Colts to where he is today. However, we did not include that information for many historical coach profiles until now, as we have now filled in the coaching history of every head coach in NFL history where applicable.

While in today's environment it's more common to hire a coach with NFL assistant experience over a college coach, in the past many great coaches jumped directly from college to the NFL. Paul Brown rose from nearly a decade coaching at Massillon Washington High School to three years at Ohio State, and following two years coaching the Naval Station Great Lakes team got the call to coach the nascent Cleveland franchise. Sid Gillman was a head coach at Miami of Ohio and Cincinnati before getting his first NFL head coaching spot with the Los Angeles Rams.

The addition of this information also helps fill out NFL coaching trees, as displayed by the Employed and Employed By tables on our coach pages. Looking at Brown's Employed table, he employed future Hall of Fame coaches Weeb Ewbank (as a tackles coach) and Bill Walsh (as a QB and WR coach). A common narrative today is how the assistants of Bill Belichick have not gone on to solid head coaching careers, and similar things were said about Vince Lombardi's coaching branches, which included folks like Bill Austin, Norb Hecker and Mike McCormack.

Assistant coaches did not become the norm until around the 1940s, although even in the early days of the NFL there were cases such as Dim Batterson of coaches assisting before rising to the top post. In those days player-coaches were common, and most of them never went on to a different coaching position, which is why those coaching history tables will mostly remain bare. There were exceptions, such as Bob Dove who was a player-coach for the Chicago Rockets and would go on to take assistant positions with the Lions and Bills before becoming a long-time assistant for Youngstown State. College coaches were also common in the early days of the NFL, such as Ed Robinson, who began his coaching career way back in 1896 with Nebraska before eventually coaching the Providence Steam Roller for one season.

We give thanks to the Professional Football Researchers Association and the work of John Maxymuk who had done extensive research on NFL head coaching history, along with additional newspaper verification by Alex Bonilla. In the future we may also fill in the coaching history of offensive and defensive coordinators we are currently lacking that information for. If you have any corrections or additional information to share or suggestions, feel free to contact us through our feedback form or Pro Football Reference's official Twitter account. Thanks for following PFR!