Velocity in the NPB All Star Games

The NPB (Nippon Professional Baseball, the main baseball league in Japan) plays three all-star games, which, if nothing else, gives an extended look at some of the best players the league has to offer. Instead of scouting notes, I looked at the pitch data provided on Yahoo in order to get a look at how hard some of the pitchers throw in a relief role, along with a glimpse at the opposing hitters' bat speed.

I looked at all pitches registered at 147 KM/H, which is roughly 91 MPH, or higher in the three all-star games, about 179 pitches tracked. I labelled the pitches by which pitcher threw it, which hitter saw it, the result, and the Yahoo classification of the pitch.

Out of the pitchers that had at least one pitch 91 MPH/147 KM/H, here are their max velocity in their outing:

You can see why there is so much hype around Otani, as he threw the hardest pitch (over 97 MPH) in the All-Star game, and it wasn't all that close. Masahiro Tanaka of the Golden Eagles, who will probably be posted this off-season and come to the United States, had the second hardest max velocity. Kodai Senga had the most pitches 91 MPH or higher, with 27, but Otani had the 6 hardest pitches thrown in the three games.

Virtually all of the pitches were 4-seam fastballs, while Tanaka threw one pitch classified as a cutter at about 92 MPH. Tanaka also threw two pitches classified as 2-seamers at about 93 MPH, and Hirokazu Sawamura threw two 2-seamers as well at about the 91 MPH cutoff mark (one at 147 KM/H, and the other at 148 KM/H).

As far as results go, 73.2 % of the pitches were strikes, which is a really high number. However, 20.7 % of the 179 pitches were swinging strikes. 43 of the pitches (24% of pitches) were put into play, with a 15/20 groundout/flyout ratio. As far as individual hitters go, Takashi Toritani, Sho Nakata, Norihiro Nakamura, and Nobuhiro Matsuda all had three whiffs. Matsuda did have a triple, while Otani (as a hitter) and Yuya Hasegawa had doubles (Otani's coming off a 93 MPH fastball). Tsuyoshi Nishioka, the former Twin, was the unluckiest hitter in the all-star games, with 15 pitches seen 147 KM/H or above. He didn't whiff at a single one, and had a hit, along with two flyballs and a grounder. Considering his success with the above average velocity pitches, and his failure in the Majors, I think struggles with velocity is significant, especially when it comes to bat speed. This is why Yoshio Itoi's two whiffs out of six pitches seen can be problematic, especially since Andruw Jones had the same ratio, with clearly declined bat speed.

Shinnosuke Abe saw just three good velocity pitches, and put two of them in play, while the other one was a ball. Hisayoshi Chono had the same ratio, except both of them were flyballs. Matt Murton saw 9, didn't put any in play, but fouled 7 of them off. Otani saw 7 as a batter, with a whiff, but two balls in play, with three fouls.

How Japanese Imports Have Been Pitched

In previous posts, I looked at how some top prospects were pitched when they first came up, and tested a thesis on which separated why some were successful and some weren't. I wanted to see if we could quantify how good the scouting reports opposing teams had on players coming up from the minors. In the same vein, I wanted to see if the scouting reports teams have on NPB imports are very informative (or at least, whether or not they are being executed).

From best I can tell, there have been just 5 NPB hitters come to the MLB since the Pitch F/X era began, two of them have been really unsuccessful hitting shortstops, two had good starts but faded, and one is enjoying success in the Majors right now. We will start with him:

Norichika Aoki has been a nice player in the Majors so far, with a 3.7 WARP in 184 games and a 110 OPS +. However, the Brewers' submitted a bid of just 2.5 million for him, and knew so little about him that they made him go through a series of tryouts before signing him.

Here is how he was pitched in the first half of 2012:

 Teams threw him a ton of high pitches, going away from him far more than inside. Here are the zones with his TAVs so far, showing where he is having success:

Inside is where he has had the most success, showing that teams were right to stay away from the low and in zone. However, he is better on high balls than low balls. Here is where he has been pitched in his entire MLB career:

Teams have somewhat corrected now, throwing pretty much anywhere in the zone except the low and in zone.

Akinori Iwamura came over from the NPB and had two nice offensive years with Tampa, followed by a decent but shortened one at age 30, and then a season where he was a win below replacement at age 31 and then went back to Japan.

Here is his 2007 Frequency, the first year he was in the big leagues.

Teams threw the ball very high and a lot of them away to Iwamura.

Here is his Career TAV map:

His best zones turned out to be the high zones, and he really struggled on pitches thrown low in the zone, the opposite of the way he was pitched coming up.

In his Career frequency map, we see that pitchers adjusted somewhat, but he still got a ton of pitches thrown up:

Kosuke Fukudome is usually considered a disappointment in Chicago, but he was a productive hitter in the big leagues until he was traded to Cleveland in 2011. He has since went back to Japan, where he is hitting .170/.262/.295 in 30 games.

Here is his 2008 Frequency map:

It seems that teams looked at his swing much liked they would eventually look at Aoki's swing and conjectured that he couldn't handle outside pitches, so kept the ball away for the most part. 

Here is his Career TAV map, which supports the conjecture somewhat, but also showed that he had a hole in his swing low and in:

Looking at his career frequency map, it seems that pitchers started throwing it low and in a little more, and while still keeping it away, got a little less absurd in doing so:

Munenori Kawasaki was not a very good hitter in Japan, so it is no surprise he hasn't been a good hitter in the Majors either. 

Here is his First Half of 2012:

Low and in or up and away.

His career TAV map shows that up and away has turned out to be his best zone:

But since it isn't a big sample size, the career frequency hasn't quite corrected yet:

Tsuyoshi Nishioka:

First half of 2011 (for convenience, since he was a switch hitter, I looked at just him versus right-handed pitchers, where there would be a bigger sample size than vice versa)

 Up or away is where he saw pitches in the first half of 2011. Teams had no interest in throwing the ball low and in to him.


When looking at his career TAV, we see just how bad of a hitter Nishioka was in the Majors for whatever reason. Maybe it was the leg injury, maybe the pressure, or perhaps he just wasn't as good as the aesthetics of his swing or his NPB numbers suggested.

Low and in was his only above average zone in the big leagues from the left side, suggesting that teams somewhat knew what they were doing here

Another small sample size, so the map doesn't adjust a lot for his career frequency, though he strangely started seeing more balls low and in.

It seems that other than perhaps Nishioka, whom the Twins obviously whiffed on for whatever reason in the evaluation process, and Fukudome teams really didn't have much of a clue of how to pitch to the Japanese imports. Kensuke Tanaka and Hiroyuki Nakajima were both signed in the off-season by MLB teams, and they both haven't played in the Majors yet (obviously Nakajima was injured). It would seem with this evidence that MLB teams are/have been in recent years really poor at evaluating NPB hitters, whether it is which ones are good and worth signing and placing on MLB teams, or how to pitch to these hitters when they are on other teams. This will be interesting to keep an eye on if Takashi Toritani and Yoshio Itoi decide to come to the Majors after the 2013 season.

Japanese hitting Metric

I previously made a Japanese pitcher metric (you can find that in the Yu Darvish article), that compared how pitchers' in Japan did in the Majors in America. Here I am going to do the same with hitters. There have been far less Japanese hitters in the Show than pitchers. So I am using all 7 that BaseballCube had reliable stats on and had significant time in the Big Leagues. Ichiro 1.82 PAPP 1.56 PPG 392 OBP in Japan.  In America: 1.29 PPG, 2.227 PAPP. , 370 OBP. So Taguchi: in America, .62 PPG, 2.58 PAPP, .332 OBP, In Japan: .329 OBP, 2.6 PAPP, 1.07 PPG. Kazuo Matsui in Japan: 1.58 PPG, 2.10 PAPP, .351 OBP. In America: .321 OBP, 2.53 PAPP, 1.07 PPG. Kosuke Fukodome in Japan: .390 OBP, 1.99 PAPP, 1.48 PPG. In America: .92 PPG, .361 OBP, and 2.27 PAPP. Akinori Iwamura in America: .95 PPG, .345 OBP, 2.46 PAPP. In Japan: .358 OBP, 2.15 PAPP, 1.39 PPG. Tsuyoshi Nishioka in Japan: 2.18 PAPP, 1.26 PPG, and .375 OBP. In America: .278 OBP, .51 PPG, and 3.51 PAPP. Hideki Matsui in Japan: .408 OBP, 1.71 PPG, 1.77 PAPP. In America: 1.32 PPG, .363 OBP, 2.22 PAPP. The 7 hitters averaged a 2.09 PAPP in Japan, and 2.83 in America, a .74 addition. They averaged a 1.44 PPG in Japan and a .95 PPG in the Majors, a .49 addition. They averaged a .372 OBP in Japan and .339 OBP in the Majors, a .033 subtraction. When going over hitters numbers in Japan, we will use this metric to grade how well they might do in the Majors in the United States.

Japanese Players don't Always work out: Tsuyoshi Nishioka

The Minnesota Twins have announced that they are shutting down middle infielder Tsuyoshi Nishioka for the rest of the season due to injury. Over the offseason, the Japanese player came over for a 3 year, 9.25 million dollar deal. He has rewarded the Twins with a -1.8 WAR, a .278 OBP, 0 homers, and a .527 OPS. His WASP?  11716. As bad as his offensive numbers are, his defensive numbers are worse (-1.4 WAR defensively, -.4 WAR offensively) with a miserable .961 fielding percentage. When discussing why the Twins were bad this year, the obvious reasons getting nothing from their two top sluggers in Mauer and Morneau, but Nishioka doing nothing didn't help either. And perhaps this is a reminder to teams looking at Japanese pitching phenom Yu Darvish, yes some Japanese players have come over and played great, but there have also been a few that have really really scuffled.