Archive for Daily Graphings

“That Was a Fair Ball, by the Way”: A Tale of Twins Tragedy

Ah, another Yankees-Twins playoff series. A retelling of a familiar tale. A classic first-round matchup simmering with revenge narratives. A chance for the Twins to change the course of — oh.

It’s over already.

While both NLDS series proceeded to white-knuckle Game 5’s, and the Rays forced the Astros to contemplate elimination, over in Minnesota, the Twins were quietly dispatched by the Yankees in exactly the way pretty much everyone feared that they would be.

This was a brutal tradition of the 2000s, in which the little-guy Twins would arrive, fresh from contention, and the Yankees, cementing their legacy as the underdog-kicking playoff behemoths, would squash them with elite talent and the favor of some twisted gods. Yet another Twins postseason defeat is behind us, and we’re left with more questions than answers. These games have historically been comprised of bummers, boners, and brims pulled low. Today is the anniversary of one of them, and we’re going to examine it.

For Twins fans, this story needs no retelling, but unfortunately, we must relate the tragic set dressing: The Twins dropped Game 1 of the 2009 ALDS 7-2, but had singled together a 3-1 lead late in Game 2. Alex Rodriguez shattered the delicate balance with a two-run shot off All-Star Twins closer Joe Nathan to tie it up. The game went into extras, and in the top of the 11th, Joe Mauer led off, and this happened:

On the one hand, this is baseball: It is nothing without its X-factors. Its chaos. Its precious human element. On the other, you can tell this is a conspiracy because of how grainy the footage is, or at least reasonably speculate. Read the rest of this entry »


The Adam Duvall Debate

Earlier this week, I wrote about some dicey intentional walk decisions from the two NLDS series. One worked and one didn’t, but both of them were decisions managers made in huge leverage situations, and both managers tried to put their thumb on the scale of fate and influence the direction one way or another. Today, I’m going to talk about a decision that didn’t end up mattering nearly as much.

Brian Snitker tried to seize a small edge in yesterday’s Cardinals/Braves game, starting Adam Duvall in the outfield over Matt Joyce despite the fact that Joyce is left-handed and Jack Flaherty is a righty. It looked like a weird decision, one that might swing the game, but of course it didn’t. Nothing Snitker could have done, short of conducting a seance to channel the life force of a young Warren Spahn into Mike Foltynewicz, could have mattered.

The Cardinals scored 10 runs in the first inning, an endless deluge of offense, run stacked upon run. They added another in the second, and by the time Duvall stepped to the plate, our game win probability stood at 1.4% for the Braves, though the system doesn’t work well with such extreme margins. The leverage index of that at-bat was a measly 0.11, and it didn’t get better from there; his subsequent at-bats came with leverage of 0.02, 0.01, and 0.00.

So Snitker tried to make a small decision, and the gods of baseball laughed in his face. That doesn’t mean we can’t analyze his decision though, that we can’t evaluate it on its merits regardless of the actual outcome. If this game was played a million times, the vast majority would be closer than yesterday, and in some of those the difference between Duvall and Joyce would decide the game. Read the rest of this entry »


Has MLB Pulled a Switcheroo with the Baseballs This October?

For a moment, it looked like Will Smith would be the hero. In the bottom of the ninth, sandwiched between the two cataclysmic half-innings that abruptly ended the 106-win Dodgers’ season, they had a brief flicker of hope when with one out and one on, Smith hit a drive off Daniel Hudson that looked as though it might — might — make him the hero, with a walk-off home run that sent the Dodgers to the NLCS. It was hardly implausible given that the 24-year-old rookie had hit two of the Dodgers’ major leauge-leading seven walk-off home runs this year, or that nearly half the drives hit to the specifications of which he struck Hudson’s hanging slider — 100.3 mph, at a 26 degree launch angle — have left the yard over the past five seasons.

It wasn’t to be.

Smith’s drive fell short as, ultimately and in more gruesome fashion, did the Dodgers. There will be plenty of time to dissect the larger situation but for the moment, consider the batted ball, which had a 69% of becoming a hit and a 46.1% chance of going out based on similarly struck spheroids. When it didn’t, it was just the latest in the genre of hold-your-breath moments that wound up producing mutterings that maybe the baseball has been de-juiced this October — that is, that the postseason ball is different from what’s been used in the regular season.

It’s not hard to understand why this notion has taken hold. So far this month, we’ve seen home runs hit at a lower frequency than during a regular season that set all kinds of records for long balls, and scoring rates have fallen as well. In the blur of Division Series games, many a hard-hit ball appeared bound to go out — at least based upon the way our brains have become calibrated to this year’s nearly-numbing frequency — only to die at the warning track. Yet it’s harder to make the case that something is different given a closer look at the numbers, both traditional and Statcast, at least if you’re not Baseball Prospectus’ Rob Arthur, whose model to calculate the drag on the baseball by measuring a pitch’s loss of speed does suggest something is afoot. More on his latest findings below, after I present my own analysis. Read the rest of this entry »


Cardinals Demoralize Braves Early, Decrease NLCS Chances Late

If this afternoon’s contest between the Cardinals and Braves was a game you were interested in watching, hopefully you tuned in early; if you’re a fan of the Braves, or competitive baseball, there wasn’t much worth watching after that. Here was the Cardinals’ top of the first inning:

Top of the First Inning in Game 5 of NLDS
Batter Pitcher Score Play STL WE
D Fowler M Foltynewicz 0-0 Dexter Fowler walked. 53.50%
K Wong M Foltynewicz 0-0 Kolten Wong sacrificed to pitcher (Bunt Grounder). Dexter Fowler advanced to 2B. 51.70%
P Goldschmidt M Foltynewicz 0-0 Paul Goldschmidt singled to shortstop (Grounder). Dexter Fowler advanced to 3B. 56.20%
M Ozuna M Foltynewicz 0-0 Marcell Ozuna singled to right (Liner). Dexter Fowler scored. Paul Goldschmidt advanced to 2B. 62.70%
Y Molina M Foltynewicz 0-1 Yadier Molina reached on error to first (Grounder). Paul Goldschmidt advanced to 3B. Marcell Ozuna advanced to 2B on error. Error by Freddie Freeman. 67.80%
M Carpenter M Foltynewicz 0-1 Matt Carpenter walked. Paul Goldschmidt scored. Marcell Ozuna advanced to 3B. Yadier Molina advanced to 2B. 75.30%
T Edman M Foltynewicz 0-2 Tommy Edman doubled to right (Grounder). Marcell Ozuna scored. Yadier Molina scored. Matt Carpenter advanced to 3B. 86.30%
P DeJong M Foltynewicz 0-4 Paul DeJong was intentionally walked. 86.60%
J Flaherty M Fried 0-4 Jack Flaherty walked. Matt Carpenter scored. Tommy Edman advanced to 3B. Paul DeJong advanced to 2B. 90.60%
D Fowler M Fried 0-5 Dexter Fowler doubled to left (Grounder). Tommy Edman scored. Paul DeJong scored. Jack Flaherty advanced to 3B. 95.40%
K Wong M Fried 0-7 Kolten Wong doubled to center (Liner). Jack Flaherty scored. Dexter Fowler scored. 97.30%
P Goldschmidt M Fried 0-9 Paul Goldschmidt flied out to right. Kolten Wong advanced to 3B. 97.10%
M Ozuna M Fried 0-9 Marcell Ozuna reached on dropped third strike (wp). 97.20%
K Wong M Fried 0-9 Kolten Wong advanced on a wild pitch to score. 97.90%
Y Molina M Fried 0-10 Yadier Molina grounded out to third. 97.90%

Things could have gone differently for Mike Foltynewicz. There was an infield single by Paul Goldschmidt; Freddie Freeman committed an error. If Goldschmidt had hit that grounder at an infielder instead of in the hole, or if Freeman had caught Yadier Molina’s gounder, the Braves escape with a 1-0 deficit in the first. That isn’t what happened, though. After a walk and a double, Foltynewicz was done down by four and Max Fried came in to face the pitcher with the bases loaded. Fried walked Jack Flaherty, more damage was done, and by the time the inning finally, mercifully concluded, the Braves’ were in a massive hole, though not until after a wild pitch allowed Marcell Ozuna to reach, and Kolten Wong to score. Read the rest of this entry »


The NLDS Game 5 Pitching Matchups in Two Tables

Yesterday, Jay Jaffe noted that starting pitching has been carrying a greater load in the playoffs this year than in the regular season and recent postseasons. One really good reason for that is the sheer number of very good starters in the playoffs this October. Take today’s games as an example. Jack Flaherty and Mike Foltynewicz will go head to head this afternoon, followed by Walker Buehler and Stephen Strasburg tonight.

Below, find a table with the NL pitching WAR leaders this season:

NL Pitching WAR Leaders in 2019
Name Team ERA FIP WAR
Jacob deGrom Mets 2.43 2.67 7.0
Max Scherzer Nationals 2.92 2.45 6.5
Stephen Strasburg Nationals 3.32 3.25 5.7
Walker Buehler Dodgers 3.26 3.01 5.0
Hyun-Jin Ryu Dodgers 2.32 3.10 4.8
Patrick Corbin Nationals 3.25 3.49 4.8
Jack Flaherty Cardinals 2.75 3.46 4.7
Zack Wheeler Mets 3.96 3.48 4.7
Noah Syndergaard Mets 4.28 3.60 4.4
Sonny Gray Reds 2.87 3.42 4.4
Orange = Pitching Today in NLDS Game 5

Three of this season’s top seven National League pitchers by WAR are set to start, and try to get their teams a series away from the NL pennant. It’s possible we see a few more of those pitchers throw in relief in tonight’s games, as well. Now, look at this table showing the NL pitching WAR leaders since August 6 when Mike Foltynewicz made his first start since returning from the minors:

NL Pitching WAR Leaders Since August 6, 2019
Name Team ERA FIP WAR
Jack Flaherty Cardinals 0.84 2.24 3.1
Jacob deGrom Mets 1.62 2.26 2.3
Zack Wheeler Mets 2.95 3.43 1.6
Stephen Strasburg Nationals 2.4 3.5 1.6
Sandy Alcantara Marlins 2.73 3.72 1.5
Yu Darvish Cubs 3.08 3.04 1.4
Sonny Gray Reds 2.01 3.33 1.4
Walker Buehler Dodgers 3.35 3.06 1.3
Kyle Hendricks Cubs 4.47 3.47 1.2
Luis Castillo Reds 5.37 3.66 1.2
Mike Foltynewicz Braves 2.65 3.77 1.1
Aaron Nola Phillies 4.5 3.78 1.1
Max Fried Braves 3.91 3.23 1.1
Patrick Corbin Nationals 2.83 4.04 1
August 6 is when Mike Foltynewicz returned from the minors. Orange = Pitching Today in NLDS Game 5.

We could very well see an offensive explosion today, but the scheduled starting pitchers are some of the best in the game this year, with Mike Foltynewicz joining the group over the last two months of the season. Elimination games are almost always exciting, and these ones are likely to feature great pitching to boot.


Together Forever: Baseball’s Longest-Tenured Teammates

The postseason lends itself to all sorts of narratives. There are team triumphs and individual stories, but this postseason features something special you might not have noticed: a few teammates who have been playing together for nine seasons or more. When Adam Wainwright took the mound for his Game 3 start against the Braves and threw a first pitch sinker to battery mate Yadier Molina (Ronald Acuna Jr. would foul that first pitch off, but ultimately strike out swinging), it was hard to forget that this may well be Wainwright’s final season, marking the end of a career during which so many of the right-handers best moments have come with Molina behind the plate. That first pitch got me thinking: which playoff teammates have been together the longest?

To answer that question, I turned to the game logs here at FanGraphs to find the first day both teammates appeared in a game together at the major league level. I also looked at how many total games each pair has appeared in together, which includes pinch-hit appearances, pitching in relief, and defensive substitutions. This does not include any time spent on the Injured List and only includes games in which both teammates made an appearance. I excluded the postseason for parity; the data is updated through the end of the 2019 season. So, before the Dodgers and the Nationals and the Cardinals and the Braves play their Game 5’s, let’s take a look at the longest-tenured teammates we can watch this October.

No. 5: Freddie Freeman and Julio Teheran

Debut as Teammates: May 7, 2011

Kicking off our list is the pitcher/first baseman duo for the Braves. These two have been staples in Atlanta for several years now; this year Julio Teheran became the only pitcher in Braves’ franchise history to start six consecutive Opening Days. Freddie Freeman has been at first base for all of them.

Teheran was initially left off the Braves’ Division Series roster but when Chris Martin suffered an oblique injury, Teheran took his place. Now both he and Freeman are trying to push Atlanta into the Championship Series for the first time since 2001, though they’re likely both hoping for better individual performances in Game 5; Freeman, perhaps still hampered by an elbow injury, is slashing just .125/.222/.313 with a 38 wRC+ in 18 postseason plate appearances, while Teheran took the loss in Game 4 after giving up a walk-off sacrifice fly to Yadier Molina that scored Kolten Wong.

Total regular season games together: 200 Read the rest of this entry »


The Joy of Ji-Man Choi

Over five postseason games, the Rays have had a plethora of heroes. Tommy Pham is batting .429/.455/.714, good for a scalding 213 wRC+. Willy Adames has been even better, with a 240 wRC+ and an actual cannon for an arm. Charlie Morton has thrown 10 innings and allowed only a single run. Nick Anderson and Diego Castillo have been lights out; the list goes on and on. Spare a thought, though, for Ji-Man Choi, who might not lead the team in batting but surely leads it in sheer delight.

If you want to understand how weird Choi’s contributions have been, a good place to start is the walk rate. He’s drawn six walks in 19 postseason plate appearances, good for a 31.6% walk rate. That’s second only to Giancarlo Stanton’s 36.4% among batters with 10 or more PA, and it’s the reason for his outrageous .154/.421/.385 batting line. When you see a slugging percentage lower than an on-base percentage, that usually means a batter has no power. Not so with Choi — he has a home run in the postseason and a solid .231 ISO. He just walks all the dang time.

But uh — a .154 batting average? Does he have a .000 BABIP or something? Not at all — it’s a reasonable .250. No, his batting average woes come down to a 42.1% strikeout rate, which is about as terrible as it sounds, even in the small sample theatre that is October baseball. It’s a strikeout world these days, but not that much of a strikeout world; the only players in the playoffs with a higher strikeout rate than Choi are A.J. Pollock (76.9%!), Miguel Sanó, Gavin Lux, and Brandon Lowe, and two of those guys have wRC+’s below zero.

In fact, Choi’s .250 BABIP is of the 1-for-4 variety, because 15 of his 19 plate appearances have ended in a strikeout, walk, or home run. That home run came in the Rays’ 10-3 pasting of Zack Greinke in Game 3, and it buoys Choi’s overall stats, so I might as well show it here:

Read the rest of this entry »


History Being More or Less Bunk, the Minnesota Twins Look to the Future

The 16-straight postseason losses is a story hard to ignore. So is the fact that 13 of those defeats — Monday night’s ALDS ousting being the latest in that inglorious stretch — have come at the hands of the Bronx Bombers. October has indeed been a cruel month for the Minnesota Twins.

Remember Prince singing, “Two thousand zero zero, party over”? Since the dawning of the 21st century, Kirby Puckett’s old club has been a playoff piñata.

That’s not going to be the primary focus here. Words will be spilled on the just-completed series — mostly from the mouths of the participants — but let’s not forget that the future is what matters most (not just for the Twins, but for all of us.) As Henry Ford once said, “History is more or less bunk… the only history that is worth a tinker’s dam is the history we make today.”

Back in 2004, with the Red Sox on the brink of elimination in the ALCS, Kevin Millar defiantly told the Yankees: “Don’t let us win today.” With the Twins facing their own lose-one-and-you’re-done scenario, I mentioned Millar’s proclamation to Trevor May in Sunday’s workout day press conference.

”Don’t give us an inch, because we’ll take a mile,” May responded. “That’s been something — when doors have been opened for us all year, we’ve exploded through them. That’s what we’re looking to do.”

That’s not what happened, of course. Monday’s 5-1 loss put Minnesota’s 2019 season in the history books, and what comes next is some meaningful tinkering. Without it, an implosion looms as a possibility. Read the rest of this entry »


Rays Exploit Astros’ Unrest, Force Game 5

In the fourth inning of Tuesday night’s Game 4, with José Altuve on first base, one out, and the Rays already up by three, Yordan Álvarez hit a deep fly ball to right-center field. You’d have been forgiven, in this home run-happy era, for thinking at first that the ball had left the park. You’d similarly have lost not one whit of credibility had you assumed that Kevin Kiermaier, one of the best center fielders of his era, might catch the ball on the run. But neither of those two things happened; the ball instead bounced beautifully off the right-center field wall and hung, for just a moment, in the air above Kiermaier’s head. That was the moment — when the ball hung briefly in stark contrast against dark blue — in which Gary Pettis, the Astros’ third-base coach since 2014, had to decide whether to send Altuve home.

As Ben Clemens pointed out in the game chat, our WPA Inquirer suggests that at the time Pettis made his decision, the Astros would have had about a 28.1% chance of winning the game had Altuve stopped at third, a 17.7% chance of winning the game if he went and was thrown out (which is what happened), and a 29.8% chance of winning the game had he run and scored. That distribution suggests, all other things being equal, that Pettis had to believe Altuve was likely to score at least 86% of the time in order to justify sending him (29.8 – 17.7 = 12.1; 12.1 * 0.86 + 17.7 = 28.1). Given that math, I find it hard to fault Pettis for his choice to run Altuve. It took two essentially perfect throws, from Keirmaier and Willy Adames in turn, plus a terrific tag from Travis d’Arnaud, to get Altuve at the plate by a hair. I know it won’t make the Astros feel better given the result, but it was fun to watch. Read the rest of this entry »


Groundhog Day in Minneapolis

Minnesota Loses 5-1 to New York

Sports fans tend to have an inferiority complex. You can see it in the lexicon: East Coast bias, curses of billy goats and Bambinos, jinxes, stadiums where we just never win, bad umpires, scheduling conspiracies, unfair rules, pithy charges of Southern Exceptionalism. The NFL now reviews plays for pass interference, mostly because a bunch of Louisianans rioted after a bad call in a big moment. Speaking of replay, I’d wager that we’ll be stuck with the tedious and disruptive system we’ve got now for a good long while: Not because it’s necessarily the best way to do things, but because such a setup seems like the most effective bulwark against those stinkin’ umps who just have it out for (insert team here).

These inferiority complexes are silly, of course. They are the whiny and simplistic dimension of the fanhood experiences that nobody else cares to hear about, alongside stories about your fantasy team and the time you got a great deal on tickets at the last minute. It reflects poorly on just about everyone.

I’ll grant a temporary exception for fans of the Minnesota Twins.

It has now been 15 years and three days since the Twins won a playoff game. That evening, Johan Santana started at the Stadium. Minnesota wore gray pinstripes and hats with an ‘M’ above the brim. Jacque Jones hit a two-run homer to account for the only scoring. Hall of Famers Mike Mussina and Mariano Rivera pitched for the Yanks; John Olerud played first base. Somehow, MLB managed to run a playoff game in less than three hours. It was a different time.

By this point, it seems callous to run the numbers again, so we’ll be quick. The Twins have lost 16 playoff games in a row. That’s five divisional exits, four at the hands of the Yankees, with a Wild Card game defeat to the Bombers mixed in for good measure. There’s nothing magical or predictive about this little run. There isn’t any thread between the Corey KoskieTorii Hunter Twins and the ballclub that lost last night; they don’t even share a home stadium.

The Twins have usually been underdogs in these games, though only slightly so. The Orioles were far bigger long shots in every matchup they had against New York this year and last, and even that feeble and overmatched club managed to win a quarter of those games. For Minnesota, the streak is undoubtedly frustrating. It’s a narrative that has fed on itself for at least a decade now. It sucks and it’s a shocking confluence of events, but that’s all there really is to say about it from an analytical perspective. Read the rest of this entry »