Racial Bias in MLB Umpiring

For the time being, balls and strikes in MLB are decided by humans, who have inherent prejudices and biases. This would suggest that finding racist umpires, then betting when you have the race advantage, is a potential betting angle worth investigating. On the other hand, with baseball being analyzed to death these days and the pitch-tracking data out there for everyone to see, it seems unlikely any umpire could get away with the type of bias that would lead to a big gambling edge for too long. We will find that there is little racial bias in MLB umpiring in 2019, and certainly nothing large enough to be worth using for gambling purposes. However, the umpire's calls are influenced by many other factors that probably should not influence their call.

There are several studies out there on racial bias in baseball umpiring. From what I have seen, most found a bias, either for umpires who are the same race as the hitter or for white hitters in general, and were written by people that are probably smarter and better than me at this stuff. I may have missed some newer studies or they may be stuck behind academic paywalls, but it seems to me like most were written several years ago or more, back before good pitch-tracking data was available, and when the game was very different than it is now.

The problem with looking at called strike percentage by race, even adjusting for location, is that different races have different baseball attributes. Some races tend to be larger, throw harder, play different positions, or have a different approach to the plate. As many factors influence the call besides the location of the pitch it is easy to assign a "racial bias" when in reality, a particular race simply plays the game in a different way, with that way more or less likely to get the call. In this study we will attempt to adjust for as many of these factors as possible.

We start with a model of called strike probability, based on pitch location and other factors. I used the gam package for this model and baseballr to scrape the data. The model combines a set of effects for the count and player attributes with a standard smoothed (x,y) pitch location matrix.

Model Coefficients

Most of this is fairly standard, but there are a few variables not seen elsewhere. One, years of experience, which I define as years since they made their debut, of both the pitcher and hitter influence the umpire. A pitcher with 10 years experience in the league would be 53% to get a called strike on the same pitch that would be 50% for a rookie, with the size of the hitter effect roughly half this. Pitchers with more experience tend to have stuck in the league for a reason; one such reason is better control, which probably tends to lead to that pitcher getting more calls. We will confirm this later on. With hitters, however, there is is no obvious explanation.

Whether or not the hitter was a catcher in today's game is also influential, with the size of the effect around 2.4% on otherwise 50/50 calls. My guess is that (good) catchers study the umpire's tendencies and know when to take marginal pitches. Another possibility is that the catcher gets an opportunity over the course of a game to cozy up to the umpire, which subconsciously influences the ump on marginal calls.

The score of the game, whether the home team is pitching, whether the pitcher is same-side, and the height of the hitter also influence the umpire.

The above model could be improved by adding an interaction between the top of the strike zone and the y-coordinate, as the height of the batter probably only influences calls that are high in the zone although it is possible that umps feel bad for little guys and give them more calls. There may be other interaction terms as well. However, this is already a huge model, so adding another dimension would probably be impossible. In fact, I only trained it on a random 20% set of the pitches between 2015-2019 as that was the largest size that would run on my 16 GB machine.

To check that the model is reasonable we can plot the model prediction of called strike probability versus the probability a pitch was called a strike across the strike zone, then look at this difference within 0.3-foot buckets in and near the strike zone. We show the difference in the two in the following figure:

strikes minus actual

While a little wonky at the edges high in the zone, which tends to be a low-density, high-gradient area, where there are some buckets that are a couple percent off, overall this looks pretty good and certainly should be fine for our purposes here, as it is the same for everyone.

We can now move on to the discussion of race. There is no player race dataset I know of, so I made my own by hand, using the following process:

  • I visited the player's page on Baseball Reference and used my best judgment based on the player's name and appearance
  • Players born in Cuba, Venezuela, or the Dominican Republic are assigned to their respective nation. Players from Mexico, other Latin American countries, Brazil, and the Caribbean are assigned as "Other Latin America"
  • Players born in Puerto Rico, or players born in the US that have Latino-sounding names are assigned as "US Latino"
  • All white players, regardless of where they were were born, are "White". The few Hawaiian / Asian players from the US are also considered "White"
  • All black players born in the US are "Black"
  • Players born in Japan, South Korea or Taiwan are "Asian"
  • Mixed-race players are considered to be the race that is not white

Finally, only players who faced/threw at least 1,000 pitches between 2015 and 2019 are assigned a race. This accounts for over 96% of all pitches, but only about 1/3 of all players who ever threw or faced a pitch. I did this because I got bored assigning the races.

Before we get into umpire bias we can start by checking whether any race gets calls that are more or less favorable than the others. As is done with catcher framing, we do this by comparing the actual strikes called minus the strikes our model would have predicted. We start with the hitters:

Strikes Called by Race

Hitters don't want strikes to be called against them, so more negative, which means less strikes, is better for hitters of that race. Overall there appears to be a very slight bias in favor of white hitters and US-based hitters in general, and a slight bias against Venezuelan and Cuban hitters. The difference between racial groups is within tenths of a percent, which is much smaller than the difference between umpires in this type of metric, but is large enough to suggest statistically that a bias exists.

However, one issue is that US-based and Asian hitters have higher walk rates in general. And as it turns out, the preseason walk rate projection of the hitter (which I use Steamer projected OBP-AVG to estimate) as well as the walk rate of the pitcher, would also come in to our called strikes model if I had chosen to include it. That is, even for a pitch in the same location, and same count, hitters who had good walk skills in past games, and pitchers with low walk rates (as shown by their Steamer projection for that year) are more likely to get the call:

 

For every 1% of Steamer pre-season hitter "walk rate" projection the log odds that a pitch would be called a strike decreases by 0.031. The average pitch that is taken is called a strike 31.5% of the time; subtracting 0.031 log odds from this changes the probability to 30.8%. Across all pitches, if one includes these differences in the model, there is no bias, other than against Cuban hitters.

In the end it is a chicken-egg problem, which is why I left this variable out of this study, as there isn't a huge bias either way. One could even say that since years of experience seem highly correlated to walk rate, I should leave that out as well. Perhaps white and other US-based players have higher walk rates because they get more marginal calls, or even because they think they get more marginal calls, which leads to more taking of pitches, which also leads to higher walk rates. Perhaps the data is bad, and the pitches are not really in the location the data suggests. This would mean that hitters with a good eye would get more calls when they took the pitch, because those pitches would be more likely to be out of the zone than if a bad-eye hitter took them. Perhaps hitters that are known to have a good eye get more calls, because the umpire gives them the benefit of the doubt. Perhaps the US-based players know the umpires better and know when to take pitches that would normally be strikes, because they know the umpire doesn't call the pitch there. Or, perhaps since they speak better English, they work the umps better leading to getting more marginal calls, which would be a sort of bias, even though the bias is not really race-based. Or perhaps the umpires, who are mostly white, are just biased. Probably it is a combination of some of the above.

We now move on to pitchers, where we see more of the same:

Pitcher strikes gained by race

Here we have Asian pitches being heavily favored, getting over 1% more calls than expectation, with most races somewhere in the middle, and Dominican and Cuban players taking the worst of it. Once again, however, we have the same caveat as before - accurate pitchers, or at least pitchers who don't walk a lot of batters, get more calls, by about 1% per 1% of projected walk rate, and the unfavored Dominican and Cuban pitchers have high projected walk rates. After controlling for this, there is a still a small bias in favor of Asian pitchers.

Either way, once again we have a chicken-egg problem where perhaps the high walk rates are because pitchers are suffering a racial bias, or perhaps it is for some other reason. But here the idea of a bias is probably even less likely. There are only a few Asian pitchers in this sample, most are known to be highly accurate, and fall into a "mediocre stuff, good command" pitcher type. Because we are not dealing with truly independent events, one or two starters with great command who know where to target to get marginal calls can throw off our test. And either way, unlike hitters, pitchers have control over where they (try to) throw and can target areas where the umpire is more likely to give them the call. Further, we know that catcher framing is real, and much of the reason why framing works is that good framers can make it look like the pitcher threw an accurate pitch that hit the catcher's glove. The only thing better than this at getting more calls is to actually throw an accurate pitch that hits the catcher's glove, even if that glove is a few inches out of the zone.

We can see the strong influence of command in the "Unassigned" bucket, which is probably a fairly even mix of races. This bucket, which by definition is made up of irregular pitchers who threw less than 1,000 pitches over this sample, is far less accurate than average - these players didn't stick in the league for a reason - and also sees the strongest umpire bias against it. This persists even though we have adjusted for the lower experience level of these pitchers.

Either way, I don't see anything that would suggest systemic racial bias across baseball. But perhaps there are a few biased umpires in the crowd. Because of sample size issues - there just aren't that many called strikes in an umpire-season - it isn't ever going to be possible to say that an umpire is biased against a specific non-white race. But as around half of players are white, we can at least test for white-non-white bias. We start with the race-matching angle - do white umpires favor white pitchers more, relative to non-white umpires?

Umpires of both races favor white pitchers over non-white pitchers, as we saw before. Relative to white umpires, the set of non-white umpires call slightly fewer strikes in general, and actually favor white pitchers slightly more when compared to white umpires. Certainly there is no evidence that umpires favor pitchers of their own race; what evidence there is suggests the opposite, as non-white umpires favor white pitchers more. So any race-matching angle is probably dead.

We can also go umpire-by-umpire to test for the presence of any umpires that favor white pitchers over non-white pitchers. There are close to 100 umpires who have called a game over the last several years, meaning by statistical fluctuation alone there will certainly be a subset of umpires that appear to favor one race. This does not mean there is systemic bias that would be useful for gambling purposes.

To deal with this we will run a test. We will calculate each umpire's tendency to favor white pitchers over non-white pitchers, between 2015-2017, then use a regression to see if this tendency persists into 2018-2019. Along the way we can also make sure that their overall tendency across all races from 2015-2017 persists into 2018-2019 - if it does not, our model is probably garbage. We limit our sample to umpires who had at least 800 calls against both white and non-white pitchers in 2015-2017, and at least 500 calls against both white and non-white pitchers in 2018-2019. 90 umpires met this criterion, with their tendency to call strikes against white and non-white pitchers plotted below:

CSAA by Umpire

Those umpires whose blue dot fell above the line favored white pitchers more than non-white pitchers. As we would expect if there are not many biased umps across the league, an umpire's tendency against white pitchers is highly correlated to their tendency against non-white pitchers, with the largest outliers falling about 1.5% from the line.

The graph above suggests there are not huge biases out there, and a regression test to see if what bias there is persists into 2018-2019 finds that it does not. Using an umpire's difference in CSAA% between the two races, a regression tells us we should only carry over 9.5% of their difference from 2015-2017 into 2018-2019, which is not a statistically significant result. Proving that CSAA% usually does stay consistent from year to year, the same style of regression suggests we should use 80.9% of 2015-2017 CSAA% across all races to predict that umpire's CSAA% in 2018-2019, and 48.0% of their 2015-2017 CSAA% to predict overall called-strike percentage (not just above expected, but across all pitches) in 2018-2019.

Overall, there just isn't any compelling evidence of a racial bias anywhere in baseball umpiring. While not all MLB umpires are unbiased or professional, most are, and those that are not don't seem to base their bias on race.

As a service to the reader I attach a list of hitters and pitchers with their race assignment and CSAA below. One thing that stood out to me is the number of known good-framing catchers near the top of the hitter list. That may be an interesting study for another day.

 

mlbamid Batter Name Race Strikes Called Strikes Expected Pitches Taken CSAA%
502523 Shawn O'Malley White 180 202.3988 577 -3.88%
518542 Juan Centeno US_Latino 214 234.5999 642 -3.21%
456030 Dustin Pedroia White 1278 1388.13 3639 -3.03%
641487 J. P. Crawford Unassigned 175 192.0964 565 -3.03%
488671 Alex Avila US_Latino 854 938.4133 2810 -3.00%
547172 Tony Wolters White 456 496.4811 1443 -2.81%
431151 David Wright White 285 310.1556 971 -2.59%
518700 Eric Fryer White 176 189.5906 562 -2.42%
467793 Carlos Santana Dominican 1985 2145.962 6746 -2.39%
592407 Bryan Holaday White 230 246.0098 695 -2.30%
605170 Victor Caratini US_Latino 173 185.6736 552 -2.30%
593700 Alen Hanson Dominican 272 293.6419 953 -2.27%
594809 Adam Eaton White 1297 1378.033 3841 -2.11%
518626 Josh Donaldson White 1391 1490.702 5073 -1.97%
547170 Nick Delmonico White 249 267.4685 946 -1.95%
408236 Adrian Gonzalez White 854 916.3548 3291 -1.89%
431145 Russell Martin White 1484 1570.651 4601 -1.88%
600303 Tommy La Stella White 414 438.6093 1324 -1.86%
457787 Danny Espinosa US_Latino 596 637.9933 2261 -1.86%
453400 Chris Johnson White 339 358.4992 1057 -1.84%
592450 Aaron Judge White 977 1039.794 3420 -1.84%
518466 Jabari Blash Black 203 216.647 762 -1.79%
476704 Jed Lowrie White 1094 1167.076 4121 -1.77%
425877 Yadier Molina US_Latino 1044 1107.355 3589 -1.77%
461865 Andrew Romine White 417 443.1332 1507 -1.73%
429664 Robinson Cano Dominican 1167 1236.198 4142 -1.67%
641355 Cody Bellinger White 828 874.9493 2843 -1.65%
543434 Brett Lawrie White 669 700.8715 1939 -1.64%
475247 Ryan Flaherty White 420 443.4963 1432 -1.64%
458015 Joey Votto White 1803 1910.063 6541 -1.64%
457775 Desmond Jennings Black 242 253.8456 730 -1.62%
346874 Juan Uribe Dominican 278 296.8891 1185 -1.59%
645277 Ozzie Albies Other_Latin 322 344.4848 1423 -1.58%
600869 Jeimer Candelario US_Latino 598 625.9377 1793 -1.56%
502481 Jarrod Dyson Black 754 788.6172 2227 -1.55%
660271 Shohei Ohtani Asian 231 242.7072 773 -1.51%
607776 Mac Williamson White 188 198.3941 696 -1.49%
518653 Jake Elmore Unassigned 228 236.6382 592 -1.46%
592743 Andrelton Simmons Other_Latin 1313 1371.643 4019 -1.46%
452239 Justin Maxwell Black 140 147.6367 525 -1.45%
666560 Byung Ho Park Asian 163 171.0046 567 -1.41%
519295 Jake Smolinski White 395 411.3103 1156 -1.41%
572228 Luke Voit White 144 152.5779 610 -1.41%
518692 Freddie Freeman White 785 844.6463 4242 -1.41%
446653 Jose Lobaton Venezuela 253 266.8339 1008 -1.37%
475100 Scott Van Slyke White 255 266.4146 839 -1.36%
477165 Brett Wallace White 251 262.2752 846 -1.33%
607208 Trea Turner White 1114 1158.404 3334 -1.33%
475174 Yonder Alonso Cuba 995 1046.742 3929 -1.32%
455104 Chris Iannetta White 848 888.6471 3098 -1.31%
592325 Ben Gamel White 701 727.4572 2023 -1.31%
491696 Jesus Sucre Venezuela 327 340.0854 1006 -1.30%
572114 Ryan Schimpf White 434 451.656 1358 -1.30%
488681 Brandon Barnes White 217 226.027 699 -1.29%
547180 Bryce Harper White 1258 1327.469 5403 -1.29%
489149 Logan Morrison White 1006 1052.255 3765 -1.23%
592567 Colin Moran White 262 273.2392 915 -1.23%
493472 Eric Campbell White 224 232.6078 706 -1.22%
453064 Troy Tulowitzki White 1021 1057.261 2989 -1.21%
592518 Manny Machado US_Latino 1522 1588.145 5472 -1.21%
518960 Jonathan Lucroy White 1601 1652.286 4246 -1.21%
543768 Travis Shaw White 1266 1317.667 4279 -1.21%
458913 Eric Young Black 182 188.6757 589 -1.13%
622110 Matt Duffy White 980 1014.777 3077 -1.13%
543333 Eric Hosmer White 1510 1570.288 5364 -1.12%
541645 Avisail Garcia Venezuela 700 733.8068 3038 -1.11%
606466 Ketel Marte Dominican 966 999.1782 2996 -1.11%
543305 Aaron Hicks White 1166 1210.293 4018 -1.10%
622168 Yairo Munoz Dominican 165 171.2263 566 -1.10%
519058 Mike Moustakas White 1082 1124.08 3857 -1.09%
150029 Jayson Werth White 1388 1427.333 3609 -1.09%
650402 Gleyber Torres Venezuela 307 317.9869 1034 -1.06%
543484 Mikie Mahtook White 717 739.2193 2092 -1.06%
572039 Stephen Piscotty White 989 1025.706 3468 -1.06%
656555 Rhys Hoskins White 740 764.5432 2333 -1.05%
642086 Dominic Smith Black 212 218.7755 651 -1.04%
457705 Andrew McCutchen Black 1785 1848.342 6141 -1.03%
581527 Devon Travis US_Latino 868 893.269 2462 -1.03%
446308 Matt Wieters White 848 877.8373 2913 -1.02%
605131 Austin Barnes White 622 638.9778 1680 -1.01%
448602 Mark Reynolds White 1082 1119.913 3781 -1.00%
425567 Alex Rios US_Latino 306 315.0728 905 -1.00%
425834 B. J. Upton Black 436 450.6269 1462 -1.00%
518649 Brett Eibner Unassigned 151 156.0393 508 -0.99%
596115 Trevor Story White 977 1010.229 3387 -0.98%
609275 Adalberto Mondesi US_Latino 207 213.982 716 -0.98%
594694 Wilmer Difo Dominican 480 495.9508 1639 -0.97%
489138 Tyler Moore White 234 241.3283 761 -0.96%
424325 David Ross White 235 242.7958 814 -0.96%
571437 Aaron Altherr White 767 789.3485 2365 -0.94%
471865 Carlos Gonzalez Venezuela 926 963.852 4010 -0.94%
592696 Eddie Rosario US_Latino 822 850.3135 3014 -0.94%
502317 Chris Heisey White 242 248.7239 718 -0.94%
446334 Evan Longoria White 1538 1582.817 4802 -0.93%
425509 Jhonny Peralta Dominican 495 513.2551 1961 -0.93%
543238 Anthony Gose Black 366 377.5463 1245 -0.93%
453211 Drew Stubbs White 251 257.1287 661 -0.93%
493596 Gordon Beckham White 397 408.2272 1216 -0.92%
621566 Matt Olson White 580 599.1236 2076 -0.92%
594838 Philip Gosselin White 352 360.1425 895 -0.91%
622194 Bruce Maxwell White 321 329.8249 992 -0.89%
500874 Jose Martinez Venezuela 685 703.1516 2049 -0.89%
408045 Joe Mauer White 2378 2431.44 6083 -0.88%
276519 Jimmy Rollins Black 473 486.5473 1556 -0.87%
640461 Chad Pinder White 320 330.1361 1188 -0.85%
595284 Andrew Knapp White 261 268.7208 905 -0.85%
408234 Miguel Cabrera Venezuela 964 994.1814 3546 -0.85%
488771 Jason Castro White 791 813.2298 2688 -0.83%
453568 Charlie Blackmon White 1967 2014.878 5844 -0.82%
554429 Dustin Ackley White 284 290.6199 822 -0.81%
621439 Byron Buxton Black 684 700.272 2031 -0.80%
542194 Christian Bethancourt Other_Latin 152 156.3022 537 -0.80%
465041 Francisco Cervelli White 1211 1241.39 3826 -0.79%
459964 Matthew Joyce White 872 897.0373 3155 -0.79%
605137 Josh Bell Black 861 884.9517 3086 -0.78%
502110 J. D. Martinez US_Latino 1072 1106 4410 -0.77%
594953 Daniel Palka White 268 275.1033 936 -0.76%
596847 Ji-Man Choi Asian 267 273.7533 890 -0.76%
571466 Tucker Barnhart White 870 893.022 3038 -0.76%
641820 Trey Mancini White 699 716.6914 2353 -0.75%
543281 Josh Harrison Black 949 971.9627 3069 -0.75%
503556 Marwin Gonzalez Venezuela 1348 1377.422 4053 -0.73%
657557 Paul DeJong White 579 592.2743 1832 -0.72%
543760 Marcus Semien Black 1661 1698.022 5128 -0.72%
656941 Kyle Schwarber White 925 947.6005 3147 -0.72%
502100 Alex Presley White 310 316.2727 879 -0.71%
553988 Dixon Machado Venezuela 375 382.4772 1061 -0.70%
460269 Chris Gimenez US_Latino 425 433.6134 1242 -0.69%
594988 Scott Schebler White 484 498.7441 2130 -0.69%
592230 Kaleb Cowart White 217 221.7817 698 -0.69%
544725 Leury Garcia Dominican 302 308.8154 1006 -0.68%
608336 Joey Gallo White 613 631.0652 2670 -0.68%
594824 Greg Garcia US_Latino 646 659.2486 1960 -0.68%
572821 Brian Dozier White 2087 2129.201 6246 -0.68%
641598 Mitch Garver White 377 383.502 964 -0.67%
596143 Luis Sardinas Venezuela 236 240.5359 673 -0.67%
489232 Anthony Recker Unassigned 171 174.4836 518 -0.67%
460075 Ryan Braun White 1041 1065.12 3588 -0.67%
454560 A. J. Ellis White 702 715.0491 1949 -0.67%
608701 Rob Refsnyder White 334 340.2452 937 -0.67%
450314 Ben Zobrist White 2055 2093.083 5726 -0.67%
606115 Orlando Arcia Venezuela 566 578.4035 1877 -0.66%
527043 Jefry Marte Dominican 471 481.0091 1523 -0.66%
571740 Billy Hamilton Black 1336 1362.051 3972 -0.66%
608700 Kevin Plawecki White 527 537.4121 1604 -0.65%
543257 Robbie Grossman White 1110 1131.543 3362 -0.64%
656305 Matt Chapman White 744 758.0422 2194 -0.64%
458731 Brett Gardner White 2494 2537.514 6807 -0.64%
453943 Todd Frazier White 1604 1638.392 5381 -0.64%
461314 Matt Kemp Black 1100 1125.122 3941 -0.64%
457763 Buster Posey White 1318 1346.09 4436 -0.63%
592178 Kris Bryant White 1356 1389.33 5302 -0.63%
596146 Max Kepler White 1145 1166.603 3437 -0.63%
519184 Ben Revere Black 1128 1145.339 2802 -0.62%
429667 Ryan Howard Black 330 339.1099 1475 -0.62%
502517 Daniel Murphy White 1250 1274.18 4019 -0.60%
457708 Justin Upton Black 1720 1753.265 5711 -0.58%
595777 Jurickson Profar Other_Latin 683 695.0333 2102 -0.57%
605119 Brian Anderson White 470 478.9721 1571 -0.57%
460576 Carlos Gomez Dominican 662 677.9375 2800 -0.57%
429666 J. J. Hardy White 1187 1202.946 2827 -0.56%
500871 Eduardo Escobar Venezuela 1151 1171.429 3622 -0.56%
502143 Danny Valencia White 1232 1252.157 3586 -0.56%
624424 Michael Conforto White 1169 1189.999 3790 -0.55%
621446 Lewis Brinson Black 245 249.3566 802 -0.54%
571448 Nolan Arenado US_Latino 1442 1469.534 5080 -0.54%
596144 Cheslor Cuthbert Other_Latin 487 495.6305 1595 -0.54%
537953 Daniel Nava White 438 444.5429 1222 -0.54%
501981 Khris Davis Black 1198 1222.712 4618 -0.54%
542436 Cristhian Adames Dominican 182 185.2195 605 -0.53%
592444 JaCoby Jones Black 384 389.9878 1148 -0.52%
446381 Darwin Barney White 476 482.842 1317 -0.52%
453203 Shane Robinson White 270 274.012 774 -0.52%
572761 Matt Carpenter White 2324 2357.511 6576 -0.51%
571745 Mitch Haniger White 911 924.8473 2721 -0.51%
471083 Miguel Montero Venezuela 505 514.6339 1895 -0.51%
571970 Max Muncy White 685 695.2318 2061 -0.50%
592200 Curt Casali White 343 348.6964 1151 -0.49%
605548 Bradley Zimmer White 242 246.1638 842 -0.49%
456665 Steve Pearce White 783 796.1205 2660 -0.49%
542921 Tim Beckham Black 863 876.6792 2785 -0.49%
543510 James McCann White 1044 1059.059 3112 -0.48%
518735 Yasmani Grandal Cuba 1557 1579.793 4836 -0.47%
592626 Joc Pederson White 1351 1372.065 4472 -0.47%
430832 Jose Bautista Dominican 1853 1881.246 6053 -0.47%
605480 Mallex Smith Black 552 560.5443 1832 -0.47%
429665 Edwin Encarnacion Dominican 1756 1784.161 6117 -0.46%
443558 Nelson Cruz Dominican 1416 1439.888 5220 -0.46%
462101 Elvis Andrus Venezuela 1625 1646.164 4689 -0.45%
572033 Josh Phegley White 344 348.5445 1024 -0.44%
517370 Jimmy Paredes Dominican 212 215.603 842 -0.43%
452672 Ryan Hanigan White 369 373.058 969 -0.42%
519317 Giancarlo Stanton US_Latino 1353 1372.896 4821 -0.41%
493114 Nori Aoki Asian 827 837.0425 2441 -0.41%
456714 Billy Butler White 635 642.4095 1825 -0.41%
519048 Mitch Moreland White 1237 1254.375 4290 -0.41%
518595 Travis d'Arnaud White 583 590.4886 1851 -0.40%
425796 Jeff Francoeur White 312 316.0971 1046 -0.39%
592348 Niko Goodrum Black 305 308.9023 1008 -0.39%
543939 Kolten Wong White 1053 1066.146 3431 -0.38%
545341 Randal Grichuk White 943 955.2288 3201 -0.38%
459431 Michael Saunders Black 543 549.9751 1948 -0.36%
592885 Christian Yelich White 1817 1838.071 5892 -0.36%
608369 Corey Seager White 669 679.4137 2913 -0.36%
664023 Ian Happ White 524 530.66 1882 -0.35%
600301 Taylor Motter White 331 334.2418 922 -0.35%
607385 Tyler Collins White 304 307.5567 1029 -0.35%
592206 Nick Castellanos US_Latino 1190 1204.416 4255 -0.34%
594777 Kole Calhoun White 1301 1317.507 4924 -0.34%
543401 Jason Kipnis White 1792 1809.01 5166 -0.33%
467055 Pablo Sandoval Venezuela 480 485.773 1767 -0.33%
628338 Guillermo Heredia Cuba 516 521.0011 1546 -0.32%
605512 Preston Tucker White 346 350.0815 1263 -0.32%
542583 Jesus Aguilar Venezuela 726 732.8808 2146 -0.32%
434778 Kendrys Morales Cuba 1382 1397.375 4868 -0.32%
573627 Kennys Vargas US_Latino 457 461.2041 1416 -0.30%
592261 Delino DeShields Black 1309 1319.285 3517 -0.29%
400121 Victor Martinez Venezuela 1205 1216.345 3980 -0.29%
595375 JT Riddle White 327 329.8656 1019 -0.28%
518792 Jason Heyward Black 1492 1505.274 4724 -0.28%
502082 Lonnie Chisenhall White 595 600.7019 2050 -0.28%
451594 Dexter Fowler Black 1494 1508.141 5119 -0.28%
491676 Gorkys Hernandez Venezuela 484 488.4985 1637 -0.27%
435063 Mike Napoli White 1315 1326.369 4159 -0.27%
499624 Chris Colabello White 232 234.1816 813 -0.27%
519203 Anthony Rizzo White 1745 1759.568 5787 -0.25%
430001 Rickie Weeks White 298 300.4642 979 -0.25%
452678 Asdrubal Cabrera Venezuela 1146 1156.115 4074 -0.25%
543807 George Springer US_Latino 1475 1488.697 5524 -0.25%
592273 Brandon Drury White 843 848.6963 2340 -0.24%
518934 DJ LeMahieu White 2055 2068.718 5636 -0.24%
543829 Dee Gordon Black 1230 1238.244 3422 -0.24%
435559 Kurt Suzuki White 839 845.3795 2718 -0.23%
501983 Travis Snider White 159 160.3118 559 -0.23%
150229 A. J. Pierzynski White 250 252.2418 972 -0.23%
518614 Daniel Descalso White 929 935.7753 2975 -0.23%
452655 Denard Span Black 1409 1418.074 4086 -0.22%
519222 Austin Romine White 388 390.7584 1257 -0.22%
488912 Tuffy Gosewisch White 196 197.1265 532 -0.21%
520471 Freddy Galvis Venezuela 1558 1567.843 4694 -0.21%
457759 Justin Turner White 1492 1501.814 4853 -0.20%
571918 Deven Marrero US_Latino 248 249.4419 715 -0.20%
608070 Jose Ramirez Dominican 1818 1828.372 5567 -0.19%
593934 Miguel Sano Dominican 1070 1076.586 3733 -0.18%
545361 Mike Trout White 2082 2092.9 6471 -0.17%
571830 Tommy Joseph White 501 503.7531 1666 -0.17%
596059 Rougned Odor Venezuela 1224 1230.559 4006 -0.16%
452234 Seth Smith White 1073 1077.567 3137 -0.15%
475253 Justin Smoak White 1309 1315.327 4358 -0.15%
434563 Carlos Ruiz Other_Latin 645 647.524 1788 -0.14%
425783 Shin-Soo Choo Asian 1607 1613.859 5079 -0.14%
519333 Matt Szczur White 322 323.4586 1090 -0.13%
435064 Bobby Wilson White 325 326.1683 1018 -0.11%
461235 Brandon Moss White 729 732.0718 2706 -0.11%
547982 Leonys Martin Cuba 739 741.6889 2404 -0.11%
608597 Ronald Guzman Dominican 265 265.9019 848 -0.11%
643393 Tony Kemp Black 338 339.025 967 -0.11%
546991 Albert Almora US_Latino 511 512.5683 1484 -0.11%
501896 David Freese White 1323 1327.187 4092 -0.10%
543228 Yan Gomes US_Latino 775 777.5874 2570 -0.10%
640447 Phil Ervin White 216 216.6474 646 -0.10%
430605 Ryan Raburn White 325 326.0925 1145 -0.10%
435522 Neil Walker White 1197 1200.62 3926 -0.09%
444432 Mark Trumbo White 1247 1250.755 4179 -0.09%
452220 Stephen Drew White 537 538.4127 1669 -0.08%
595885 Greg Bird White 503 504.3654 1655 -0.08%
572287 Mike Zunino White 838 840.3846 2976 -0.08%
460086 Alex Gordon Black 1346 1349.262 4562 -0.07%
456715 Lorenzo Cain Black 1522 1525.199 4972 -0.06%
474892 Chris Carter Black 855 856.91 3081 -0.06%
543776 JB Shuck White 402 402.662 1083 -0.06%
514917 Cesar Hernandez Venezuela 1722 1725.02 5221 -0.06%
641531 Hunter Dozier White 252 252.4347 796 -0.05%
457706 Austin Jackson Black 1171 1172.657 3358 -0.05%
664056 Harrison Bader White 370 370.47 1140 -0.04%
543068 C. J. Cron White 1029 1029.939 3244 -0.03%
607043 Brandon Nimmo White 682 682.5528 2121 -0.03%
430947 Erick Aybar Dominican 798 798.3336 2417 -0.01%
523253 Logan Forsythe White 2012 2012.538 5363 -0.01%
453056 Jacoby Ellsbury White 976 976.2879 3101 -0.01%
502054 Tommy Pham White 1148 1148.208 3433 -0.01%
446481 Sean Rodriguez White 508 508.1051 1747 -0.01%
576397 Jedd Gyorko White 1040 1040.061 3610 0.00%
543543 Brad Miller White 983 982.8974 3439 0.00%
570799 Christian Villanueva Other_Latin 192 191.9451 738 0.01%
593871 Jorge Polanco Dominican 933 932.8092 2552 0.01%
641319 Carlos Asuaje Venezuela 364 363.9006 1151 0.01%
455139 Robinson Chirinos Venezuela 832 831.6784 2705 0.01%
485567 Ezequiel Carrera Venezuela 616 615.6 1840 0.02%
121347 Alex Rodriguez US_Latino 532 531.4286 1841 0.03%
656185 Greg Allen Black 232 231.7914 653 0.03%
643217 Andrew Benintendi White 972 970.6805 3182 0.04%
518568 Christian Colon US_Latino 254 253.6829 705 0.04%
571697 Scooter Gennett White 1069 1067.256 3596 0.05%
446359 Zack Cozart White 1081 1079.374 3115 0.05%
592685 Drew Robinson White 208 207.6749 622 0.05%
605486 Cory Spangenberg White 710 708.758 2281 0.05%
628356 Jung Ho Kang Asian 697 695.8226 1978 0.06%
592663 J. T. Realmuto White 1380 1377.523 4144 0.06%
596019 Francisco Lindor Dominican 1560 1556.913 5127 0.06%
543063 Brandon Crawford White 1076 1073.279 4219 0.06%
472528 Luis Valbuena Venezuela 1010 1007.755 3418 0.07%
570731 Jonathan Schoop White 839 836.7979 3273 0.07%
575929 Willson Contreras Venezuela 765 763.2029 2579 0.07%
570256 Gregory Polanco Dominican 1350 1346.77 4513 0.07%
593528 Jorge Bonifacio Dominican 350 348.9443 1371 0.08%
572365 Ryan Goins White 906 903.6689 2496 0.09%
543216 Conor Gillaspie White 262 261.0696 915 0.10%
621433 Brett Phillips Unassigned 182 181.4187 558 0.10%
622534 Manuel Margot Dominican 732 729.704 2084 0.11%
660670 Ronald Acuna Venezuela 289 287.7438 1083 0.12%
150212 Michael Cuddyer White 259 258.1088 765 0.12%
460099 Nolan Reimold White 323 321.5907 1014 0.14%
467827 Gerardo Parra US_Latino 883 878.9899 2872 0.14%
595978 Austin Hedges White 526 523.6919 1622 0.14%
544369 Didi Gregorius Other_Latin 1033 1027.428 3842 0.15%
608324 Alex Bregman White 1181 1175.511 3676 0.15%
643603 Tyler White White 500 497.7762 1439 0.15%
434670 Hanley Ramirez Dominican 1022 1016.454 3518 0.16%
570482 Gio Urshela Other_Latin 247 245.6516 825 0.16%
643396 Isiah Kiner-Falefa White 340 338.5559 879 0.16%
543685 Anthony Rendon US_Latino 1797 1788.246 5306 0.16%
488818 Chase d'Arnaud White 318 316.5712 856 0.17%
463610 Gregorio Petit Venezuela 210 208.9961 589 0.17%
457803 Jay Bruce White 1069 1061.051 4295 0.19%
607345 Kevan Smith White 266 264.3832 829 0.20%
593160 Whit Merrifield White 1041 1034.688 3134 0.20%
474568 Jordy Mercer White 1598 1589.265 4275 0.20%
660162 Yoan Moncada Cuba 685 680.444 2122 0.21%
611177 Adonis Garcia Cuba 497 493.4026 1572 0.23%
425902 Prince Fielder Black 567 562.2689 2031 0.23%
475582 Ryan Zimmerman White 1384 1374.735 3975 0.23%
514888 Jose Altuve Venezuela 1425 1414.03 4702 0.23%
444843 Andre Ethier US_Latino 322 319.455 1090 0.23%
642162 Pat Valaika White 171 169.7041 549 0.24%
600524 Renato Nunez Venezuela 189 187.6203 576 0.24%
452254 Hunter Pence White 953 945.462 3086 0.24%
444379 John Jaso White 652 646.3643 2178 0.26%
448801 Chris Davis White 1560 1546.128 5361 0.26%
573135 Tyler Saladino White 746 740.4979 2104 0.26%
572122 Kyle Seager White 1764 1749.63 5472 0.26%
605141 Mookie Betts Black 2518 2500.264 6744 0.26%
608703 Matt Reynolds Unassigned 201 199.4978 567 0.26%
573131 Darin Ruf White 264 261.8765 787 0.27%
435622 Ian Desmond White 1474 1461.757 4506 0.27%
641553 Adam Engel White 484 480.092 1402 0.28%
460060 Cliff Pennington White 473 468.7666 1511 0.28%
571976 Wil Myers White 1461 1448.216 4534 0.28%
598265 Jackie Bradley Black 1314 1301.97 4241 0.28%
431094 Aaron Hill White 643 637.4848 1878 0.29%
571718 Brian Goodwin Black 431 427.4389 1204 0.30%
430945 Adam Jones Black 856 845.5146 3545 0.30%
608577 Nomar Mazara Dominican 1210 1198.932 3725 0.30%
134181 Adrian Beltre Dominican 1405 1392.214 4273 0.30%
595879 Javier Baez US_Latino 795 786.3804 2801 0.31%
553882 Omar Narvaez Venezuela 517 511.7865 1658 0.31%
514913 Ruben Tejada Other_Latin 312 308.4641 1107 0.32%
519306 Steven Souza White 1127 1114.758 3814 0.32%
596142 Gary Sanchez Dominican 817 808.844 2538 0.32%
578428 Jose Iglesias Cuba 1499 1486.536 3642 0.34%
476883 Pedro Alvarez Dominican 621 613.3523 2202 0.35%
545338 Nick Franklin White 232 229.0516 818 0.36%
405395 Albert Pujols Dominican 1631 1613.431 4852 0.36%
120074 David Ortiz Dominican 691 681.2693 2672 0.36%
449107 Mike Aviles White 422 417.7246 1170 0.37%
434658 Rajai Davis Black 803 793.3815 2610 0.37%
542364 Rafael Ortega Venezuela 230 227.5595 661 0.37%
435263 Brian McCann White 1317 1302.744 3857 0.37%
592387 Ryon Healy White 1014 1003.345 2742 0.39%
506702 Sandy Leon Venezuela 777 768.0343 2270 0.39%
452095 Tyler Flowers White 843 831.5962 2848 0.40%
608365 Addison Russell US_Latino 1197 1180.878 4015 0.40%
400085 Ichiro Suzuki Asian 785 776.1096 2197 0.40%
501659 Abraham Almonte Dominican 448 441.6839 1549 0.41%
605233 Derek Fisher Unassigned 205 202.5682 587 0.41%
407893 Mark Teixeira White 608 599.5234 2036 0.42%
434604 Mike Morse White 162 159.439 602 0.43%
605113 Nick Ahmed White 860 848.9854 2585 0.43%
545350 Jake Marisnick White 620 611.1235 2056 0.43%
594828 Evan Gattis White 1095 1079.305 3575 0.44%
500743 Miguel Rojas Venezuela 774 764.4077 2176 0.44%
502210 Josh Reddick White 1506 1485.686 4602 0.44%
133380 Aramis Ramirez Dominican 235 231.1924 840 0.45%
594011 Rosell Herrera Dominican 174 171.3215 590 0.45%
607680 Kevin Pillar White 1559 1540.114 4158 0.45%
592620 Jarrett Parker White 244 240.1605 832 0.46%
543302 Chris Herrmann White 399 392.7727 1345 0.46%
429711 Franklin Gutierrez Venezuela 434 427.8242 1330 0.46%
460026 Nick Hundley White 659 648.0562 2348 0.47%
649557 Aledmys Diaz Cuba 612 602.275 2024 0.48%
446263 Lucas Duda White 1261 1242.297 3865 0.48%
650490 Yandy Diaz Cuba 224 220.5811 703 0.49%
641343 Jake Bauers White 296 291.3644 939 0.49%
452252 Adam Lind White 956 942.8225 2662 0.50%
519083 Derek Norris White 893 879.8893 2633 0.50%
542455 Oswaldo Arcia Venezuela 166 163.2118 557 0.50%
572204 Trayce Thompson White 475 467.7765 1429 0.51%
506560 Alexi Amarista Venezuela 492 485.1144 1345 0.51%
453923 Gregor Blanco Venezuela 804 791.3459 2414 0.52%
430637 Kelly Johnson White 423 415.9473 1345 0.52%
621002 Daniel Robertson White 505 497.4413 1439 0.53%
517369 Jose Pirela Venezuela 652 642.2166 1833 0.53%
519023 Devin Mesoraco White 334 328.0733 1096 0.54%
571506 Justin Bour White 1216 1195.643 3737 0.54%
608384 Nick Williams White 404 396.36 1354 0.56%
546318 Odubel Herrera Venezuela 1343 1317.884 4381 0.57%
622666 Johan Camargo Other_Latin 465 456.0216 1532 0.59%
547379 Roberto Perez US_Latino 749 735.4651 2300 0.59%
543308 John Hicks White 213 207.9906 845 0.59%
543376 Caleb Joseph White 661 649.1486 1990 0.60%
621043 Carlos Correa US_Latino 1571 1541.801 4855 0.60%
570560 Carlos Sanchez Venezuela 1222 1201.09 3400 0.62%
542303 Marcell Ozuna Dominican 1359 1329.955 4566 0.64%
457454 Jarrod Saltalamacchia White 367 359.1489 1212 0.65%
571875 Jake Lamb White 1404 1376.133 4281 0.65%
519025 Will Middlebrooks White 251 246.379 707 0.65%
570267 Domingo Santana Dominican 875 855.9435 2913 0.65%
516782 Starling Marte Dominican 978 955.3595 3410 0.66%
542979 Keon Broxton Black 542 529.6458 1825 0.68%
642708 Amed Rosario Dominican 448 439.6273 1232 0.68%
500208 Yangervis Solarte Venezuela 1009 985.3833 3451 0.68%
614177 Franmil Reyes Dominican 198 193.7548 620 0.68%
571980 Tyler Naquin White 368 359.9158 1171 0.69%
467092 Wilson Ramos Venezuela 736 717.1414 2719 0.69%
502671 Paul Goldschmidt White 2206 2158.29 6775 0.70%
425560 Adam LaRoche White 340 332.4567 1070 0.70%
595281 Kevin Kiermaier White 956 932.9205 3241 0.71%
521692 Salvador Perez Venezuela 1003 979.0185 3314 0.72%
518618 Derek Dietrich White 1083 1057.811 3441 0.73%
519346 Eric Thames Black 571 557.1425 1892 0.73%
136860 Carlos Beltran US_Latino 1111 1085.899 3349 0.75%
434567 Geovany Soto US_Latino 282 275.9596 805 0.75%
542255 Ender Inciarte Venezuela 1413 1380.865 4265 0.75%
606192 Teoscar Hernandez Dominican 438 426.2619 1515 0.77%
501303 Ehire Adrianza Venezuela 469 457.565 1470 0.78%
519237 Cameron Rupp White 666 649.2095 2138 0.79%
572816 Corey Dickerson White 844 819.3475 3105 0.79%
665742 Juan Soto Dominican 391 381.3412 1212 0.80%
646240 Rafael Devers Dominican 408 397.1241 1359 0.80%
425900 Dioner Navarro Venezuela 416 406.3206 1190 0.81%
516416 Jean Segura Dominican 1568 1531.317 4489 0.82%
621563 Joey Wendle White 440 429.9413 1219 0.83%
592710 Josh Rutledge White 239 234.3266 565 0.83%
455976 Nick Markakis White 2254 2201.623 6301 0.83%
445055 Jon Jay White 1026 1000.403 3056 0.84%
451089 Shane Peterson White 174 168.8861 609 0.84%
572073 Joey Rickard White 682 667.5445 1712 0.84%
608385 Jesse Winker White 320 311.6019 993 0.85%
407781 Marlon Byrd Black 232 223.6061 978 0.86%
542340 Jonathan Villar Dominican 1117 1084.921 3694 0.87%
595909 Jake Cave White 218 212.5404 626 0.87%
607054 Jace Peterson White 1122 1092.612 3348 0.88%
466320 Melky Cabrera Dominican 1489 1450.429 4374 0.88%
434158 Curtis Granderson Black 2152 2095.958 6237 0.90%
624428 Adam Frazier White 680 662.3363 1952 0.90%
621311 David Dahl White 240 231.8937 875 0.93%
542993 Billy Burns White 394 381.9483 1289 0.93%
534627 Tyler Holt Unassigned 196 191.0722 521 0.95%
455759 Chris Young Black 719 697.8526 2209 0.96%
493316 Yoenis Cespedes Cuba 1138 1103.864 3536 0.97%
527038 Wilmer Flores Venezuela 1070 1037.649 3289 0.98%
605509 Kelby Tomlinson White 440 427.1469 1305 0.98%
621035 Chris Taylor White 895 865.1526 3016 0.99%
624577 Yasiel Puig Cuba 923 888.5607 3470 0.99%
608671 Travis Jankowski White 758 736.886 2120 1.00%
430948 Alberto Callaspo Venezuela 221 214.5739 637 1.01%
642715 Willy Adames Dominican 220 212.907 691 1.03%
446386 Brandon Guyer White 637 614.7295 2168 1.03%
458085 Chris Coghlan White 611 590.5608 1984 1.03%
488862 Yunel Escobar Cuba 756 728.1899 2682 1.04%
596103 Austin Slater White 252 244.3188 733 1.05%
488726 Michael Brantley Black 1088 1053.194 3318 1.05%
543213 Johnny Giavotella White 583 566.2 1593 1.05%
455117 Martin Maldonado US_Latino 962 932.6195 2772 1.06%
435062 Howie Kendrick Black 969 937.3833 2979 1.06%
628329 Rusney Castillo Unassigned 171 165.6114 507 1.06%
606299 Jose Peraza Venezuela 857 831.1051 2432 1.06%
407812 Matt Holliday White 696 669.5108 2467 1.07%
400284 Chase Utley White 1336 1296.751 3642 1.08%
624585 Jorge Soler Cuba 685 659.3384 2367 1.08%
592669 Hunter Renfroe White 613 592.19 1912 1.09%
519390 Stephen Vogt White 1086 1052.33 3056 1.10%
474832 Brandon Belt White 999 949.6126 4469 1.11%
545358 Max Stassi White 206 198.6464 658 1.12%
408299 Omar Infante Venezuela 418 405.6494 1085 1.14%
457727 Cameron Maybin Black 1420 1374.092 4031 1.14%
543877 Christian Vazquez US_Latino 634 614.4634 1708 1.14%
571431 Matt Adams White 639 613.4985 2227 1.15%
452104 Chase Headley White 1315 1267.341 4093 1.16%
542908 Jett Bandy White 249 239.1708 843 1.17%
571771 Enrique Hernandez US_Latino 916 882.0768 2904 1.17%
571602 Matt Davidson White 666 641.4836 2085 1.18%
553993 Eugenio Suarez Venezuela 1682 1620.747 5164 1.19%
572191 Michael Taylor Black 848 814.2309 2809 1.20%
501571 Juan Lagares Dominican 682 659.3564 1851 1.22%
542208 Carlos Perez Venezuela 451 434.9851 1301 1.23%
541650 Hernan Perez Venezuela 892 862.1598 2423 1.23%
547989 Jose Abreu Cuba 1555 1493.148 4911 1.26%
592122 Tyler Austin White 254 243.501 833 1.26%
425772 Jeff Mathis White 396 380.3943 1236 1.26%
570717 Ramon Flores Venezuela 258 248.3001 763 1.27%
591741 Jose Osuna Venezuela 212 204.0692 615 1.29%
408252 Brandon Phillips Black 833 796.5876 2810 1.30%
596119 Blake Swihart White 420 404.0166 1233 1.30%
502226 Craig Gentry White 242 232.1125 760 1.30%
458675 Colby Rasmus White 620 590.6353 2254 1.30%
547957 Hyun Soo Kim Asian 468 449.5306 1390 1.33%
477195 Ike Davis White 199 191.3356 574 1.34%
434636 Angel Pagan US_Latino 929 895.312 2519 1.34%
596748 Maikel Franco Dominican 998 949.6193 3616 1.34%
453539 Sam Fuld White 326 314.6287 839 1.36%
425784 Rene Rivera US_Latino 444 424.8431 1408 1.36%
444482 David Peralta Venezuela 1096 1047.577 3541 1.37%
593428 Xander Bogaerts Other_Latin 2200 2120.482 5811 1.37%
430910 Brayan Pena Cuba 241 230.5058 763 1.38%
488721 Peter Bourjos White 462 441.7026 1453 1.40%
461815 David Murphy White 310 298.9713 784 1.41%
664058 David Fletcher White 306 296.2411 693 1.41%
474233 Hank Conger White 246 234.8248 789 1.42%
116338 Torii Hunter Black 274 260.3605 954 1.43%
461858 Trevor Plouffe White 934 895.0727 2719 1.43%
518586 Charlie Culberson White 226 215.6594 722 1.43%
571974 J. R. Murphy White 337 322.3985 1017 1.44%
516770 Starlin Castro Dominican 1489 1424.406 4444 1.45%
605412 Joe Panik White 1371 1311.011 4125 1.45%
543590 Kirk Nieuwenhuis White 415 395.1976 1343 1.47%
445988 Martin Prado Venezuela 1555 1500.295 3704 1.48%
460077 Drew Butera White 433 414.4265 1249 1.49%
572008 Chris Owings White 929 887.7045 2750 1.50%
408314 Jose Reyes Dominican 1084 1037.425 3093 1.51%
572041 A. J. Pollock White 1112 1063.139 3215 1.52%
641313 Tim Anderson Black 909 867.6962 2703 1.53%
519299 Eric Sogard White 729 700.0568 1882 1.54%
572019 Ben Paulsen White 176 165.075 709 1.54%
623182 Patrick Kivlehan Unassigned 145 137.2271 502 1.55%
553869 Elias Diaz Venezuela 297 281.9468 960 1.57%
543105 Alex Dickerson White 170 160.6674 593 1.57%
431171 Casey McGehee White 242 230.4108 728 1.59%
588751 Adeiny Hechavarria Cuba 875 832.0019 2658 1.62%
456488 Eduardo Nunez Dominican 959 911.661 2895 1.64%
449181 Paulo Orlando Other_Latin 448 425.1604 1391 1.64%
435079 Ian Kinsler White 1761 1675.762 5183 1.64%
424825 Coco Crisp Black 483 459.7575 1406 1.65%
493351 Alexei Ramirez Cuba 721 687.2565 2037 1.66%
621020 Dansby Swanson White 735 697.5882 2237 1.67%
607387 Ryan Rua White 467 444.2356 1338 1.70%
664068 Scott Kingery White 366 350.5361 907 1.70%
457477 Alejandro De Aza Dominican 485 459.9586 1461 1.71%
592192 Mark Canha White 869 827.342 2425 1.72%
608061 T. J. Rivera White 175 165.465 550 1.73%
571757 Jeremy Hazelbaker White 177 167.7837 515 1.79%
430897 Nick Swisher White 175 164.496 586 1.79%
467070 Elian Herrera Dominican 149 139.7939 511 1.80%
444489 Manny Pina Venezuela 482 455.9266 1428 1.83%
433217 Andres Blanco Venezuela 357 335.9573 1141 1.84%
493329 Yuli Gurriel Cuba 695 655.0282 2136 1.87%
408047 Justin Morneau White 183 170.3675 673 1.88%
456124 Erik Kratz White 251 237.9308 679 1.92%
630111 Yasmany Tomas Cuba 492 457.7853 1768 1.94%
425766 James Loney White 377 352.0431 1267 1.97%
519208 Clint Robinson White 383 358.188 1250 1.98%
609280 Miguel Andujar Dominican 309 288.237 1028 2.02%
571912 Luke Maile White 374 351.7791 1087 2.04%
542454 Danny Santana Dominican 354 331.8675 1077 2.06%
594807 Adam Duvall White 1087 1017.88 3338 2.07%
430404 Jonny Gomes US_Latino 267 252.6391 692 2.08%
571788 Brock Holt White 1382 1308.667 3484 2.10%
593495 Daniel Castro Other_Latin 201 189.9204 503 2.20%
461416 Will Venable White 290 270.7838 858 2.24%
600474 Pedro Severino Dominican 187 174.3485 562 2.25%
444876 Alcides Escobar Venezuela 1397 1302.627 4152 2.27%
605125 Cody Asche White 487 452.7365 1501 2.28%
456422 Michael Bourn Black 667 621.6415 1975 2.30%
456078 Welington Castillo Dominican 1116 1043.928 3048 2.36%
429713 Grady Sizemore White 167 154.2698 538 2.37%
430203 David DeJesus White 223 207.3143 650 2.41%
474443 Ivan De Jesus US_Latino 186 172.9074 535 2.45%
455755 Chris Stewart White 391 365.8512 963 2.61%
595751 Jorge Alfaro Other_Latin 207 188.6036 682 2.70%
435401 Skip Schumaker White 194 179.5353 532 2.72%
489267 Adam Rosales US_Latino 514 470.7259 1543 2.80%
591720 Ronald Torreyes Venezuela 299 270.5408 879 3.24%
mlbamid Pitcher Name Race Strikes Called Strikes Expected Pitches Taken CSAA%
673633 Yoshihisa Hirano Asian 171 149.2384226 552 3.94%
446899 Brad Ziegler White 550 481.6394746 1841 3.71%
572971 Dallas Keuchel White 2176 1951.520563 6787 3.31%
519008 T. J. McFarland White 455 406.2965034 1505 3.24%
489265 Sergio Romo US_Latino 611 553.2441252 1807 3.20%
434672 Chris Smith White 160 142.0079724 568 3.17%
621112 Paul Blackburn White 210 187.1828383 736 3.10%
448609 Tony Sipp Black 486 439.0586335 1568 2.99%
594835 Marco Gonzales US_Latino 623 571.8276141 1718 2.98%
605200 Zach Davies White 1283 1169.407538 3827 2.97%
433584 Roberto Hernandez Dominican 258 236.1663729 793 2.75%
502046 Jeff Locke White 834 761.2487837 2665 2.73%
462515 Miguel Socolovich Venezuela 199 183.1604356 581 2.73%
346798 Kyle Lohse White 453 416.1723395 1383 2.66%
434643 Wandy Rodriguez Dominican 328 303.6846478 914 2.66%
502211 Mike Bolsinger White 581 538.4337544 1626 2.62%
433589 Yusmeiro Petit Venezuela 816 757.7080557 2273 2.56%
664192 Joey Lucchesi White 346 320.176818 1013 2.55%
425657 Javier Lopez Unassigned 170 155.881883 554 2.55%
547943 Hyun-Jin Ryu Asian 630 582.7419865 1878 2.52%
532077 Roberto Osuna Other_Latin 591 544.9056801 1854 2.49%
458708 Josh Tomlin White 1330 1240.653361 3609 2.48%
519267 Evan Scribner White 263 247.7802085 615 2.47%
628317 Kenta Maeda Asian 1177 1087.975843 3603 2.47%
548389 Ross Stripling White 786 729.5118267 2376 2.38%
445926 Jesse Chavez White 1323 1229.015098 3963 2.37%
518567 Josh Collmenter White 472 436.719326 1491 2.37%
445276 Kenley Jansen Other_Latin 731 683.8978625 2007 2.35%
453214 Steven Wright White 931 868.4842027 2678 2.33%
547888 Masahiro Tanaka Asian 1769 1645.27196 5317 2.33%
444436 Ryan Webb Unassigned 189 177.3482568 503 2.32%
477132 Clayton Kershaw White 1810 1687.565366 5329 2.30%
623430 Ryan Dull White 461 429.5128278 1380 2.28%
517008 Alex Colome Dominican 752 699.169275 2363 2.24%
592346 Chi Chi Gonzalez US_Latino 228 211.2001742 761 2.21%
595307 Seth Maness White 271 253.6077615 788 2.21%
502748 Brad Peacock White 816 764.7744151 2337 2.19%
460283 Jerry Blevins White 518 486.6766291 1435 2.18%
548337 Logan Verrett White 374 349.5508622 1147 2.13%
453344 Brandon Morrow White 259 240.6233377 865 2.12%
656547 Jonathan Holder White 330 310.1285381 936 2.12%
493200 Seunghwan Oh Asian 521 486.1586342 1645 2.12%
150359 A. J. Burnett White 437 410.3294305 1261 2.12%
605151 Archie Bradley White 1025 962.2074526 2969 2.11%
621111 Walker Buehler White 390 366.1507504 1153 2.07%
474029 Zach Putnam White 187 172.7730834 689 2.06%
640463 Braden Shipley White 247 227.9361119 930 2.05%
434718 Huston Street White 221 205.8115322 750 2.03%
489119 Wade Miley White 1788 1673.84124 5779 1.98%
518452 Chad Bettis White 1160 1084.522693 3855 1.96%
543380 Taylor Jungmann White 439 412.4232678 1381 1.92%
572788 Tyler Cravy White 197 184.7806238 639 1.91%
453343 Mark Melancon US_Latino 573 541.2731269 1666 1.90%
444468 Hector Rondon Venezuela 670 631.2876083 2038 1.90%
503285 Darren O'Day White 535 506.6268649 1495 1.90%
501925 Joe Smith White 646 614.2401346 1690 1.88%
656794 Sean Newcomb White 717 671.6418214 2460 1.84%
642545 Jaime Barria Other_Latin 347 326.3293309 1147 1.80%
461325 Tyler Clippard White 662 620.6887088 2293 1.80%
461872 Anthony Swarzak White 415 393.531613 1215 1.77%
503449 Wily Peralta Dominican 845 793.7301668 2912 1.76%
605498 Andrew Suarez US_Latino 419 397.1530188 1263 1.73%
572102 Keyvius Sampson Black 268 251.4421333 963 1.72%
500610 Deolis Guerra Venezuela 244 230.1328633 819 1.69%
453646 Carlos Villanueva Dominican 368 350.3062401 1046 1.69%
433579 John Danks White 567 537.6097851 1742 1.69%
425844 Zack Greinke White 1995 1891.581338 6142 1.68%
592665 Addison Reed White 711 677.3723076 2048 1.64%
408061 Francisco Rodriguez Venezuela 409 390.4151243 1163 1.60%
595032 Chase Whitley White 231 219.9102083 701 1.58%
534812 Kevin Quackenbush White 472 449.3723353 1443 1.57%
462136 Marco Estrada Other_Latin 1861 1766.247113 6066 1.56%
592779 Brock Stewart White 194 183.5290805 671 1.56%
458584 Xavier Cedeno US_Latino 378 360.300647 1136 1.56%
622072 Alex Wood White 1486 1417.183997 4421 1.56%
449173 Lucas Harrell Unassigned 151 142.2777371 566 1.54%
445213 Brandon Kintzler White 588 562.3948287 1673 1.53%
433586 Santiago Casilla Dominican 597 568.4576492 1865 1.53%
571893 Adam Liberatore White 237 225.6018314 747 1.53%
621366 Ryan Borucki White 272 259.0238933 854 1.52%
501822 Chris Hatcher White 506 481.1168215 1642 1.52%
452657 Jon Lester White 2127 2025.3755 6814 1.49%
573109 AJ Ramos US_Latino 674 643.5345293 2053 1.48%
643354 Donnie Hart White 241 230.1029952 744 1.46%
607536 Kyle Freeland White 905 862.1073647 2949 1.45%
594798 Jacob deGrom White 1832 1752.243788 5497 1.45%
554234 Williams Perez Venezuela 475 454.5990768 1419 1.44%
592135 Cam Bedrosian White 617 591.8542053 1754 1.43%
543779 Kevin Siegrist White 557 532.878425 1688 1.43%
453284 Blake Parker White 434 414.9658684 1332 1.43%
595465 Dan Winkler White 186 176.7548581 656 1.41%
605154 John Brebbia White 301 289.5395752 816 1.40%
607067 Colin Rea White 376 359.3865087 1184 1.40%
502190 Mike Leake White 1864 1789.246185 5343 1.40%
501625 Jose Alvarez Venezuela 611 585.5844603 1832 1.39%
519443 Brandon Workman White 250 239.811358 738 1.38%
518516 Madison Bumgarner White 1675 1604.51921 5107 1.38%
543054 Jarred Cosart White 414 393.4766206 1488 1.38%
608665 Kendall Graveman White 1280 1226.577188 3889 1.37%
571901 Aaron Loup White 530 510.146701 1469 1.35%
489446 Kirby Yates White 481 460.1197382 1548 1.35%
429717 Dan Haren White 519 498.785106 1500 1.35%
502004 George Kontos White 508 486.3989151 1617 1.34%
519096 Dan Otero White 617 594.1005467 1717 1.33%
450275 Mark Lowe White 324 312.0045989 912 1.32%
218596 Tim Hudson White 326 313.2606796 972 1.31%
621199 Matthew Bowman White 411 394.4878747 1282 1.29%
527054 Julio Teheran Other_Latin 1902 1824.096551 6054 1.29%
476589 Adam Warren White 853 816.2065674 2867 1.28%
285064 Ryan Vogelsong White 644 618.2392629 2009 1.28%
554340 Yimi Garcia Dominican 204 196.0813975 621 1.28%
434442 J. P. Howell White 330 316.7676297 1044 1.27%
488786 Louis Coleman White 276 263.9262704 955 1.26%
518468 Michael Blazek White 340 327.1953309 1013 1.26%
502085 David Robertson White 828 797.9764586 2386 1.26%
520980 Pedro Baez Dominican 543 517.4806792 2039 1.25%
519322 Drew Storen White 476 458.8349115 1372 1.25%
456501 Johnny Cueto Dominican 1549 1487.389173 4960 1.24%
474699 Vance Worley White 636 612.2411362 1928 1.23%
605182 Mike Clevinger White 1135 1091.200006 3580 1.22%
519381 Pat Venditte White 212 204.6145863 610 1.21%
605228 Jose Fernandez Dominican 665 642.3834654 1904 1.19%
592866 Trevor Williams White 757 727.123217 2525 1.18%
584171 Hector Velazquez Other_Latin 262 251.9784814 850 1.18%
501381 Michael Pineda Dominican 1172 1131.88258 3526 1.14%
596133 Luke Weaver White 638 615.3281212 1993 1.14%
502202 Brad Boxberger White 582 563.381922 1648 1.13%
433587 Felix Hernandez Venezuela 1602 1546.486755 4922 1.13%
458681 Lance Lynn White 1236 1183.515093 4673 1.12%
488674 Burke Badenhop White 195 188.6392753 571 1.11%
670950 Trevor Richards White 336 323.5014312 1123 1.11%
489334 Craig Stammen White 414 400.3846442 1234 1.10%
595918 A. J. Cole White 418 403.2960247 1341 1.10%
475243 Travis Wood White 715 690.082674 2309 1.08%
542432 Jose Ramirez Dominican 294 283.188974 1005 1.08%
477569 Fernando Salas Other_Latin 601 581.2843118 1842 1.07%
543901 Ryan Weber White 217 210.9703647 568 1.06%
607231 John Gant White 487 470.4762493 1557 1.06%
543294 Kyle Hendricks White 2289 2224.720284 6090 1.06%
450729 Doug Fister White 1477 1433.500155 4125 1.05%
571578 Patrick Corbin White 1452 1401.017161 4849 1.05%
435400 Jason Motte White 281 271.4874763 916 1.04%
592468 Nick Kingham White 190 183.4582397 633 1.03%
643493 Austin Pruitt White 402 389.9479481 1179 1.02%
501697 Jhan Marinez Dominican 287 276.407149 1043 1.02%
612672 Wei-Yin Chen Asian 1245 1207.576302 3693 1.01%
519144 Rick Porcello White 2326 2260.289341 6578 1.00%
623149 Paul Sewald White 356 345.4858235 1065 0.99%
606965 Chris Devenski White 628 609.6996983 1862 0.98%
543208 Sam Gaviglio White 609 591.7062345 1763 0.98%
657610 Trevor Hildenberger White 315 306.2602983 902 0.97%
571927 Steven Matz White 1172 1139.549136 3370 0.96%
279571 Matt Belisle White 457 444.2592397 1324 0.96%
425532 Jerome Williams Black 325 314.7501806 1072 0.96%
607473 Chase Bradford White 171 165.0412012 625 0.95%
571670 Dylan Floro White 254 246.9222713 757 0.93%
450212 Pat Neshek White 548 535.6337192 1336 0.93%
644364 Victor Arano Other_Latin 147 142.3716382 511 0.91%
607200 Erick Fedde White 208 202.0193323 663 0.90%
573186 Marcus Stroman Black 1562 1519.748962 4686 0.90%
573046 Mike Morin White 311 302.9945055 892 0.90%
607352 Joe Biagini White 751 730.9432204 2278 0.88%
606930 Jacob Barnes White 332 321.3138932 1223 0.87%
457918 J. A. Happ White 1887 1835.289195 5979 0.86%
592865 Taylor Williams White 155 150.4827944 524 0.86%
461829 Gio Gonzalez US_Latino 1985 1928.588802 6587 0.86%
592789 Noah Syndergaard White 1261 1227.512938 3928 0.85%
608716 Drew Steckenrider White 293 285.4245034 893 0.85%
572193 Ryan Tepera US_Latino 403 389.8977355 1550 0.85%
571760 Andrew Heaney White 852 830.5701225 2553 0.84%
571656 Buck Farmer White 550 535.2025826 1797 0.82%
608349 Corey Knebel White 739 721.5321987 2123 0.82%
456034 David Price Black 1967 1919.891438 5753 0.82%
504379 Juan Nicasio Dominican 829 808.2249631 2551 0.81%
471911 Carlos Carrasco Venezuela 1803 1759.859954 5422 0.80%
502171 Alex Cobb White 1063 1038.466763 3087 0.79%
605538 Matt Wisler White 782 761.3127836 2609 0.79%
543219 Sean Gilmartin White 301 293.8705596 901 0.79%
544993 Steve Geltz White 244 237.6536352 808 0.79%
542914 Anthony Bass White 256 249.8639207 784 0.78%
518553 Steve Cishek White 778 760.8966469 2228 0.77%
493157 Koji Uehara Asian 308 300.875553 947 0.75%
596064 Henry Owens White 209 203.0956611 785 0.75%
451661 Josh Fields White 406 395.795994 1365 0.75%
592332 Kevin Gausman White 1772 1729.264422 5754 0.74%
475115 Tyson Ross Black 1131 1103.978314 3654 0.74%
641627 Trevor Gott White 217 212.108323 669 0.73%
502381 Luke Gregerson White 495 484.0762814 1511 0.72%
607188 Jake Faria White 397 387.3164844 1342 0.72%
571882 Derek Law White 323 316.1410919 954 0.72%
605476 Carson Smith White 330 323.9779061 852 0.71%
570663 Hansel Robles Dominican 661 646.1015681 2141 0.70%
623439 Ryan Garton White 167 163.2544312 541 0.69%
502032 Bud Norris White 898 878.3075601 2848 0.69%
593140 Michael Feliz Dominican 516 504.608716 1650 0.69%
592340 Erik Goeddel White 331 323.2438845 1127 0.69%
607625 Seth Lugo White 707 692.7820859 2074 0.69%
518748 Justin Grimm White 564 551.9068402 1765 0.69%
541640 Erasmo Ramirez Other_Latin 1062 1040.004322 3242 0.68%
446372 Corey Kluber White 2317 2272.628774 6554 0.68%
593958 Eduardo Rodriguez Venezuela 1354 1323.659944 4563 0.66%
607229 Robert Gsellman White 577 564.1803253 1938 0.66%
425626 Chris Capuano White 194 190.0152944 609 0.65%
605446 Dereck Rodriguez White 313 307.0558037 936 0.64%
543548 Tommy Milone White 792 776.9385186 2401 0.63%
592804 Tyler Thornburg White 372 364.7579413 1156 0.63%
545333 Trevor Bauer White 2186 2143.632669 6802 0.62%
502009 Mat Latos White 490 480.1938168 1614 0.61%
600526 Jose Torres Venezuela 151 147.8429108 520 0.61%
543606 Jake Odorizzi White 1662 1627.291276 5885 0.59%
642229 Daniel Wright Unassigned 142 138.9578083 518 0.59%
533167 Matt Shoemaker White 992 973.4134658 3186 0.58%
516910 Carlos Frias Dominican 171 167.5309274 595 0.58%
594577 Mike Mayers White 176 172.7724258 560 0.58%
592426 Luke Jackson White 264 258.6918495 921 0.58%
543506 Brandon Maurer White 606 595.0155266 1922 0.57%
408241 Jake Peavy White 573 562.7226088 1831 0.56%
664641 Ariel Miranda Cuba 555 544.4194858 1895 0.56%
592102 Cody Allen White 853 838.3135135 2636 0.56%
430599 Joe Blanton White 522 513.1565201 1623 0.54%
490063 Matt Garza US_Latino 871 855.3215383 2881 0.54%
543045 Adam Conley White 805 789.8876532 2804 0.54%
451584 Wade Davis White 653 640.8205473 2274 0.54%
518875 Shawn Kelley White 469 461.5042892 1402 0.53%
656756 Jordan Montgomery White 492 483.7446223 1563 0.53%
669456 Shane Bieber White 362 357.0522517 946 0.52%
598271 Brian Johnson White 416 409.6342624 1229 0.52%
572096 Trevor Rosenthal White 448 440.5969708 1483 0.50%
571704 Ken Giles White 624 614.2720394 1989 0.49%
592741 Chasen Shreve White 488 478.8293482 1901 0.48%
605483 Blake Snell White 1145 1127.052261 3772 0.48%
501789 Will Harris White 660 650.3159841 2061 0.47%
608718 Brent Suter White 540 532.865439 1537 0.46%
628333 Odrisamer Despaigne Cuba 631 621.3042697 2090 0.46%
501593 Luis Avilan Venezuela 385 378.4135706 1430 0.46%
592662 Robbie Ray White 1668 1645.954941 5344 0.41%
453249 Jeff Manship White 218 215.0182267 729 0.41%
643338 Chad Green White 542 534.9727339 1730 0.41%
453281 Wade LeBlanc White 788 778.5707669 2322 0.41%
448178 Kevin Jepsen White 363 357.9647085 1250 0.40%
518886 Craig Kimbrel White 768 758.5766869 2351 0.40%
282332 CC Sabathia Black 1895 1872.499277 5657 0.40%
543243 Sonny Gray White 1683 1661.751186 5397 0.39%
642564 Francis Martes Dominican 173 170.8508585 557 0.39%
622663 Luis Severino Dominican 1570 1552.375726 4597 0.38%
279824 Mark Buehrle White 491 485.5946352 1428 0.38%
571666 Mike Fiers White 1878 1856.180125 5769 0.38%
628711 Julio Urias Other_Latin 312 308.2270987 1032 0.37%
598264 Matt Barnes White 766 757.1375911 2460 0.36%
488768 Andrew Cashner White 1795 1774.635256 5656 0.36%
517414 Randall Delgado Other_Latin 568 560.9154186 1985 0.36%
502624 Chase Anderson White 1474 1456.819531 4841 0.35%
502154 Zack Britton White 536 530.0046743 1715 0.35%
502706 Derek Holland White 1336 1321.10937 4275 0.35%
592390 Heath Hembree White 524 517.988017 1749 0.34%
542960 Brad Brach White 725 716.6158351 2496 0.34%
445060 Ricky Nolasco US_Latino 1135 1122.824336 3683 0.33%
570632 Jose Urena Dominican 1095 1081.855524 4055 0.32%
455374 Antonio Bastardo Dominican 308 304.197558 1191 0.32%
570666 Luis Cessa Other_Latin 406 402.0759968 1261 0.31%
453311 Tim Lincecum White 320 316.5653168 1122 0.31%
452027 Andrew Albers White 201 199.407237 538 0.30%
543037 Gerrit Cole White 1905 1888.545845 5746 0.29%
543521 Collin McHugh White 1561 1547.626751 4678 0.29%
580792 Nick Goody White 257 254.5542516 859 0.28%
608371 Lucas Sims White 213 211.0828434 675 0.28%
501817 Tony Barnette White 232 229.8764111 749 0.28%
592130 Danny Barnes White 298 294.975848 1076 0.28%
605400 Aaron Nola White 1642 1629.808496 4367 0.28%
592836 Taijuan Walker Black 1327 1316.20165 4079 0.26%
594742 Alec Asher White 331 328.1475019 1082 0.26%
592791 Jameson Taillon White 1051 1042.391302 3266 0.26%
448855 Junior Guerra Venezuela 724 716.8659273 2707 0.26%
519242 Chris Sale White 2352 2335.030445 6481 0.26%
543746 Rob Scahill White 214 212.1265346 721 0.26%
448281 Sean Doolittle White 298 295.5687233 940 0.26%
475054 Chaz Roe White 422 419.1829241 1141 0.25%
519301 Sammy Solis White 359 356.2594752 1172 0.23%
572140 Tyler Skaggs White 825 819.6262417 2341 0.23%
519263 A. J. Schugel White 244 242.3111764 746 0.23%
519141 Drew Pomeranz White 1481 1470.749584 4762 0.22%
466948 Jean Machi Unassigned 151 149.9149542 507 0.21%
543935 Alex Wilson White 590 585.8018266 1972 0.21%
502593 Jake Petricka White 359 356.6998567 1161 0.20%
543242 J. R. Graham White 166 164.9925752 548 0.18%
663855 Jordan Hicks Black 240 238.6982926 724 0.18%
543408 Tom Koehler White 1126 1119.23743 3779 0.18%
518790 Chris Heston White 512 509.2783289 1613 0.17%
598287 Noe Ramirez US_Latino 382 380.1217255 1120 0.17%
502188 Jeff Samardzija White 1696 1687.555828 5140 0.16%
476451 Jeremy Hellickson White 1349 1341.419587 4616 0.16%
431148 Scott Kazmir White 903 898.4354118 2786 0.16%
450308 Jered Weaver White 1096 1091.188107 3118 0.15%
592869 Tyler Wilson White 370 368.2250588 1181 0.15%
643327 Zack Godley White 1107 1101.807713 3703 0.14%
407890 Colby Lewis White 926 922.391444 2660 0.14%
488748 Ryan Buchter White 442 439.9782293 1499 0.13%
605452 Joe Ross White 668 665.2815563 2108 0.13%
519085 Brett Oberholtzer White 309 307.8372691 949 0.12%
501992 Nate Karns White 874 870.9125778 2655 0.12%
606131 Luis Perdomo Dominican 895 891.8585713 2841 0.11%
592761 Caleb Smith White 220 219.1135162 806 0.11%
656427 Jack Flaherty White 423 421.4743807 1447 0.11%
605397 Joe Musgrove White 750 747.8705339 2111 0.10%
450351 C. J. Wilson White 375 373.8252354 1187 0.10%
518774 Matt Harvey White 1386 1382.515493 4195 0.08%
542881 Tyler Anderson White 893 890.8673157 2780 0.08%
573064 Vidal Nuno US_Latino 539 537.9006003 1582 0.07%
572362 Robbie Erlin White 302 301.3699642 910 0.07%
605240 Jace Fry White 184 183.6337977 565 0.06%
434622 Ubaldo Jimenez Dominican 1534 1531.057381 4598 0.06%
606162 Yefry Ramirez Dominican 160 159.588792 648 0.06%
432934 Chris Young White 708 706.5317218 2367 0.06%
434538 Francisco Liriano Dominican 1561 1557.84618 5283 0.06%
527055 Arodys Vizcaino Dominican 427 426.2360952 1389 0.05%
592145 Jesse Biddle White 182 181.7408536 541 0.05%
458690 Chris Volstad White 226 225.7334465 626 0.04%
543883 Nick Vincent White 439 438.4353537 1366 0.04%
571800 Drew Hutchison White 581 580.2484974 1860 0.04%
452718 Kyle Kendrick White 358 357.5376787 1179 0.04%
606160 Rafael Montero Dominican 422 421.4495039 1447 0.04%
500779 Jose Quintana Other_Latin 2232 2230.752109 6802 0.02%
544928 Tyler Lyons White 572 571.7999355 1483 0.01%
519294 Josh Smoker White 241 240.9249045 755 0.01%
468504 Jhoulys Chacin Venezuela 1616 1615.543348 4710 0.01%
573124 Taylor Rogers White 592 591.9185049 1548 0.01%
621389 Ty Blach White 788 788.0033161 2378 0.00%
544150 Albert Suarez Venezuela 295 295.1160956 964 -0.01%
477003 Jonathon Niese White 809 809.4927142 2386 -0.02%
592170 Parker Bridwell White 314 314.2597753 998 -0.03%
425794 Adam Wainwright White 1105 1106.134742 3337 -0.03%
605254 Daniel Gossett White 307 307.3752876 995 -0.04%
543144 Danny Farquhar White 380 380.5904106 1286 -0.05%
450203 Charlie Morton White 1385 1387.232786 4097 -0.05%
641745 Brad Keller White 357 357.7935996 1187 -0.07%
449097 Jonathan Papelbon White 226 226.4570543 676 -0.07%
444857 Scott Feldman White 898 899.9684685 2718 -0.07%
467100 Ivan Nova Dominican 1289 1292.497987 4232 -0.08%
605276 David Hess White 259 259.7533504 901 -0.08%
571787 David Holmberg White 289 289.8342219 938 -0.09%
476454 Dellin Betances US_Latino 1081 1083.695496 2953 -0.09%
451596 Yovani Gallardo Other_Latin 1586 1590.944192 5342 -0.09%
624586 James Hoyt White 183 183.6032604 622 -0.10%
112526 Bartolo Colon Dominican 1948 1952.904698 5041 -0.10%
502043 Kyle Gibson White 1752 1758.263332 6070 -0.10%
605540 Brandon Woodruff White 245 245.811487 767 -0.11%
434378 Justin Verlander White 2254 2261.0824 6686 -0.11%
621121 Lance McCullers White 1381 1386.16463 4316 -0.12%
592314 Mike Foltynewicz White 1527 1532.744246 4715 -0.12%
448306 James Shields Black 1722 1729.576505 6061 -0.13%
605388 Adam Morgan White 714 717.1925253 2325 -0.14%
453385 Clayton Richard White 1078 1083.0714 3445 -0.15%
621242 Edwin Diaz US_Latino 465 467.2316625 1507 -0.15%
605177 Andrew Chafin White 498 500.9812907 1746 -0.17%
548357 Christian Bergman White 417 419.2384767 1252 -0.18%
608648 Tyler Duffey White 823 827.7917931 2449 -0.20%
595001 Josh Smith White 356 358.311998 1157 -0.20%
572070 Garrett Richards White 958 963.9231256 2962 -0.20%
592593 Justin Nicolino White 497 500.0423087 1494 -0.20%
518813 Greg Holland White 429 431.6857659 1317 -0.20%
501957 Chris Tillman White 1257 1266.177173 4438 -0.21%
607259 Nick Martinez US_Latino 796 801.2112318 2492 -0.21%
435221 Brandon McCarthy White 616 619.7672884 1784 -0.21%
519326 Hunter Strickland White 532 535.6703563 1736 -0.21%
457429 Boone Logan White 318 320.2269449 1033 -0.22%
592644 Adam Plutko White 184 185.4054334 651 -0.22%
453172 Jared Hughes White 484 488.1340358 1869 -0.22%
571863 Matt Koch White 224 225.7187375 753 -0.23%
607374 Nick Tropeano White 515 519.016979 1694 -0.24%
465657 Joakim Soria Other_Latin 707 712.5129321 2248 -0.25%
547749 Junichi Tazawa Asian 463 466.9350856 1603 -0.25%
502042 Chris Archer Black 2133 2149.612401 6589 -0.25%
622694 Elieser Hernandez Venezuela 179 180.452756 575 -0.25%
606424 Jarlin Garcia Dominican 290 292.6421951 970 -0.27%
460024 Luke Hochevar White 260 262.2705116 801 -0.28%
572750 Eddie Butler White 568 574.364648 2043 -0.31%
596295 Austin Gomber White 192 193.9333373 613 -0.32%
519166 Neil Ramirez US_Latino 327 330.4956485 1081 -0.32%
612434 Miguel Castro Dominican 493 498.3128419 1636 -0.32%
593144 Richard Rodriguez Dominican 217 219.056758 620 -0.33%
453265 Tony Watson White 599 605.3411981 1909 -0.33%
543507 Trevor May White 523 528.3152472 1593 -0.33%
452666 Tom Wilhelmsen White 362 366.3105176 1271 -0.34%
453329 Clay Buchholz White 950 959.6437818 2814 -0.34%
596043 Daniel Mengden White 657 663.811853 1939 -0.35%
502327 Hector Santiago US_Latino 1661 1679.203342 5170 -0.35%
621397 Tyler Olson White 189 190.8712124 524 -0.36%
642232 Ryan Yarbrough White 395 399.2784717 1184 -0.36%
607457 Kyle Barraclough White 703 711.4800936 2246 -0.38%
516969 Kelvin Herrera Dominican 565 572.4016788 1920 -0.39%
459429 Jake McGee White 493 499.141189 1593 -0.39%
623167 Chris Flexen White 152 154.1485145 557 -0.39%
573185 Dan Straily White 1232 1247.895962 4100 -0.39%
542674 Gonzalez Germen Dominican 173 175.9477495 729 -0.40%
502239 Trevor Cahill White 840 851.9795466 2844 -0.42%
605541 Mike Wright White 651 660.1716796 2173 -0.42%
544727 Jeurys Familia Dominican 656 664.8347468 2084 -0.42%
570240 Felix Pena Dominican 356 360.8251503 1117 -0.43%
621244 Jose Berrios US_Latino 1043 1057.864887 3431 -0.43%
518715 Cory Gearrin White 478 484.5930217 1495 -0.44%
592811 Andrew Triggs White 495 501.7778067 1529 -0.44%
571476 Chris Beck White 324 329.389651 1202 -0.45%
608717 Chris Stratton White 580 588.1068395 1806 -0.45%
458006 Matt Albers White 539 546.4704767 1657 -0.45%
457711 Sean O'Sullivan White 248 251.5893338 775 -0.46%
594736 Cody Anderson White 333 338.0101363 1081 -0.46%
621295 Nick Wittgren White 355 360.1532706 1101 -0.47%
593334 Domingo German Dominican 297 301.2677272 908 -0.47%
643410 Mark Leiter White 328 333.0838905 1044 -0.49%
641571 Heath Fillmyer White 210 213.6072888 721 -0.50%
641771 Chad Kuhl White 792 805.3430687 2655 -0.50%
518927 Tommy Layne White 314 319.0771289 995 -0.51%
547874 Hisashi Iwakuma Asian 938 951.5011681 2639 -0.51%
592767 Drew Smyly White 681 691.6149451 2070 -0.51%
467008 Pedro Strop Dominican 626 636.566365 2049 -0.52%
608379 Michael Wacha White 1338 1360.845104 4412 -0.52%
650828 Edgar Santana Dominican 199 202.2674879 619 -0.53%
608337 Lucas Giolito White 636 647.4882583 2167 -0.53%
641871 Keynan Middleton Black 172 175.4333543 616 -0.56%
434628 Jason Hammel White 1692 1721.11404 5222 -0.56%
607219 Sal Romano White 581 591.7009353 1902 -0.56%
430912 Matt Cain White 793 806.91699 2458 -0.57%
572143 Burch Smith White 237 241.3134243 756 -0.57%
453178 Ian Kennedy White 1816 1847.957044 5571 -0.57%
571527 David Buchanan White 192 195.5789234 618 -0.58%
605347 Jorge Lopez US_Latino 194 197.4367554 593 -0.58%
455009 Jonathan Broxton White 318 324.3973673 1102 -0.58%
594760 Aaron Blair White 159 162.690874 626 -0.59%
519455 Jordan Zimmermann White 1589 1616.402634 4636 -0.59%
543699 Tanner Roark White 1761 1795.957684 5747 -0.61%
502083 Zach McAllister White 701 713.3556886 2024 -0.61%
462382 Jim Johnson White 773 786.5147865 2211 -0.61%
493247 Peter Moylan White 379 386.0692545 1150 -0.61%
453192 Andrew Miller White 882 895.562401 2149 -0.63%
444520 Craig Breslow White 283 288.9403133 941 -0.63%
448802 Jaime Garcia Other_Latin 1304 1330.622618 4208 -0.63%
592717 Aaron Sanchez Black 1235 1260.03559 3933 -0.64%
456167 A. J. Griffin White 610 621.6636931 1831 -0.64%
595191 Jerad Eickhoff White 959 978.2428293 3016 -0.64%
456379 Al Alburquerque Dominican 256 260.846668 758 -0.64%
641941 Emilio Pagan White 222 226.9626454 776 -0.64%
554430 Zach Wheeler White 653 666.9092613 2128 -0.65%
543118 Oliver Drake White 383 391.0439046 1228 -0.66%
608334 Carson Fulmer White 168 171.9864334 606 -0.66%
656186 Dan Altavilla White 190 194.4770953 679 -0.66%
593372 Carlos Martinez Dominican 1729 1764.226455 5303 -0.66%
448179 Rich Hill White 1460 1485.037299 3734 -0.67%
459987 Cesar Ramos US_Latino 250 255.7968559 855 -0.68%
474463 Brett Anderson White 831 848.2141862 2534 -0.68%
623352 Josh Hader White 321 328.1415144 1048 -0.68%
474521 Shawn Tolleson White 346 352.8256761 1000 -0.68%
592773 Ryne Stanek White 191 196.2316862 764 -0.68%
592826 Vince Velasquez US_Latino 1060 1083.234454 3364 -0.69%
621345 A. J. Minter White 180 184.3111311 619 -0.70%
543101 Anthony DeSclafani White 1027 1049.625235 3211 -0.70%
430935 Cole Hamels White 1771 1813.860022 6012 -0.71%
608678 Dominic Leone White 296 303.900854 1077 -0.73%
542953 Buddy Boshers White 192 196.2272901 565 -0.75%
519293 Will Smith White 483 493.0106634 1320 -0.76%
543557 Mike Montgomery White 1151 1179.774764 3791 -0.76%
460059 Mike Pelfrey White 1206 1235.626307 3884 -0.76%
608331 Max Fried White 177 181.3917138 568 -0.77%
542882 Matt Andriese White 965 987.9408148 2929 -0.78%
543456 Kyle Lobstein White 224 230.0218863 766 -0.79%
457915 Javy Guerra US_Latino 162 166.0480263 512 -0.79%
502272 Casey Fien White 265 271.7153453 848 -0.79%
450306 Jason Vargas US_Latino 1002 1025.619408 2977 -0.79%
455119 Chris Martin White 185 189.3804717 551 -0.80%
527048 Martin Perez Venezuela 1404 1441.850289 4647 -0.81%
622608 Antonio Senzatela Venezuela 633 649.4072643 1983 -0.83%
517593 Danny Salazar Dominican 1104 1135.056047 3711 -0.84%
572888 Shane Greene White 819 838.6866928 2338 -0.84%
592351 Jon Gray White 1265 1298.219619 3941 -0.84%
571946 Shelby Miller White 834 856.9043789 2686 -0.85%
641816 Tyler Mahle White 372 382.319744 1200 -0.86%
543184 Christian Friedrich White 448 460.865899 1496 -0.86%
664208 Phil Maton White 223 229.7633933 784 -0.86%
523260 Joe Kelly White 960 986.9366385 3079 -0.87%
475479 David Phelps White 866 887.3774911 2388 -0.90%
519043 Matt Moore White 1432 1472.869848 4487 -0.91%
523989 Rubby De La Rosa Dominican 575 592.4485357 1910 -0.91%
621107 Zach Eflin White 628 645.8511572 1945 -0.92%
446099 John Axford White 590 608.6395927 2017 -0.92%
543272 Brad Hand White 931 957.6041129 2858 -0.93%
592815 Sam Tuivailala White 304 312.0904488 864 -0.94%
543022 Tyler Chatwood White 938 972.2422525 3642 -0.94%
605194 Jharel Cotton Black 397 409.5718073 1321 -0.95%
534947 Tim Adleman White 447 461.9480691 1526 -0.98%
451085 Brian Matusz White 157 162.1871986 529 -0.98%
542609 Enrique Burgos Other_Latin 187 193.5471009 659 -0.99%
446399 Brett Cecil White 460 474.5757808 1462 -1.00%
543331 J. J. Hoover White 356 369.1111958 1313 -1.00%
518716 Dillon Gee White 610 627.7289361 1771 -1.00%
596271 Casey Lawrence White 198 205.0097296 700 -1.00%
596001 Jakob Junis White 775 798.1965823 2297 -1.01%
425840 Neal Cotts White 146 151.4228256 536 -1.01%
605242 Michael Fulmer White 1035 1070.41367 3479 -1.02%
625643 Reynaldo Lopez Dominican 720 744.6625877 2416 -1.02%
573668 Juan Minaya Dominican 274 284.2871716 992 -1.04%
572020 James Paxton White 1281 1321.837966 3935 -1.04%
407845 Fernando Rodney Dominican 792 818.2059754 2517 -1.04%
429722 Ervin Santana Dominican 1236 1281.065639 4323 -1.04%
605164 Dylan Bundy White 1182 1220.841345 3709 -1.05%
453286 Max Scherzer White 1978 2040.644034 5981 -1.05%
451775 Fernando Rodriguez US_Latino 223 231.6845848 815 -1.07%
592222 Alex Claudio US_Latino 592 609.5493873 1631 -1.08%
543135 Nathan Eovaldi White 1132 1169.034681 3433 -1.08%
641778 Eric Lauer White 285 295.3206288 951 -1.09%
407793 John Lackey White 1403 1449.91919 4311 -1.09%
571945 Miles Mikolas White 461 475.6937786 1334 -1.10%
594943 Zach Neal White 150 155.9651336 538 -1.11%
276542 Joaquin Benoit Dominican 318 332.6021645 1297 -1.13%
622097 Jake Thompson White 302 313.9001866 1055 -1.13%
518858 Nate Jones White 297 308.1898326 990 -1.13%
571710 Mychal Givens Black 707 731.8553738 2195 -1.13%
541652 Bruce Rondon Venezuela 310 322.3865636 1085 -1.14%
606273 Roenis Elias Cuba 435 452.1257682 1487 -1.15%
641729 Joe Jimenez US_Latino 228 236.9619629 778 -1.15%
453562 Jake Arrieta White 2106 2182.176708 6537 -1.17%
430589 Chad Qualls White 240 248.5242547 729 -1.17%
571735 David Hale White 197 205.7367843 744 -1.17%
518603 Justin De Fratus White 178 186.3828577 713 -1.18%
543766 Bryan Shaw White 678 706.1420219 2354 -1.20%
606167 Adalberto Mejia Dominican 314 327.2337528 1095 -1.21%
276520 Bronson Arroyo White 172 178.5249494 538 -1.21%
450172 Edinson Volquez Dominican 1484 1539.333327 4543 -1.22%
596112 Robert Stephenson White 297 311.6949885 1199 -1.23%
605894 Severino Gonzalez Other_Latin 159 165.4633161 526 -1.23%
544931 Stephen Strasburg White 1484 1538.398059 4424 -1.23%
545332 Jake Barrett White 215 224.7237116 785 -1.24%
608032 Carlos Estevez Dominican 231 241.0156905 808 -1.24%
594840 Matt Grace White 342 354.3519769 995 -1.24%
571561 Tony Cingrani White 434 453.2075929 1502 -1.28%
570649 Yordano Ventura Dominican 1016 1058.793002 3326 -1.29%
450665 Kris Medlen White 275 286.3924506 884 -1.29%
656546 Jeff Hoffman White 384 399.7165943 1217 -1.29%
491646 Jeanmar Gomez Venezuela 547 569.1193343 1682 -1.32%
461833 Phil Hughes White 781 810.4103623 2235 -1.32%
622491 Luis Castillo Dominican 572 598.3516871 1951 -1.35%
621381 Matt Strahm White 349 363.8433119 1091 -1.36%
547973 Aroldis Chapman Cuba 680 709.757486 2177 -1.37%
434671 Anibal Sanchez Venezuela 1551 1617.078459 4817 -1.37%
607192 Tyler Glasnow White 542 567.4408697 1844 -1.38%
543483 Matt Magill White 152 160.0016902 578 -1.38%
544836 Enny Romero Dominican 388 406.4657931 1328 -1.39%
502026 Jeremy Jeffress Black 750 782.3498902 2297 -1.41%
456068 Miguel Gonzalez Other_Latin 1179 1231.264868 3711 -1.41%
543278 Blaine Hardy White 628 653.5639868 1804 -1.42%
543339 Daniel Hudson White 580 609.3417519 2064 -1.42%
547179 Michael Lorenzen White 814 853.5657831 2771 -1.43%
543475 Jordan Lyles White 613 644.0679709 2175 -1.43%
642231 Jimmy Yacabonis White 160 167.467849 521 -1.43%
285079 R. A. Dickey White 1477 1540.935442 4459 -1.43%
430661 Dustin McGowan White 327 346.5959174 1360 -1.44%
518397 Scott Alexander White 365 383.2287268 1255 -1.45%
448614 Carlos Torres US_Latino 472 497.0875445 1716 -1.46%
601713 Nick Pivetta White 803 840.3002613 2538 -1.47%
592547 Deck McGuire Unassigned 160 167.6727755 514 -1.49%
519076 Jimmy Nelson White 1362 1424.968261 4181 -1.51%
605195 Kyle Crick White 256 268.9098504 850 -1.52%
605121 Justin Anderson White 184 193.7956493 644 -1.52%
622766 Miguel Diaz Dominican 160 168.8898629 583 -1.52%
543542 Alex Meyer White 318 333.5425562 1014 -1.53%
621237 Jose Alvarado Venezuela 270 282.6572473 818 -1.55%
596057 Daniel Norris White 801 842.0554501 2652 -1.55%
640455 Sean Manaea White 1121 1174.86558 3474 -1.55%
425386 Jeremy Guthrie White 443 464.3850115 1353 -1.58%
430641 Blaine Boyer White 473 496.475249 1484 -1.58%
591693 Edubray Ramos Venezuela 427 446.6427608 1241 -1.58%
488846 Brian Duensing White 407 429.9957134 1447 -1.59%
502522 Justin Miller White 296 312.639742 1043 -1.60%
518633 Danny Duffy White 1598 1679.486956 5086 -1.60%
592229 Dylan Covey White 544 572.7605625 1789 -1.61%
605232 Brandon Finnegan White 589 623.5639718 2148 -1.61%
519240 Marc Rzepczynski White 309 328.108689 1177 -1.62%
608566 German Marquez Venezuela 992 1039.992022 2946 -1.63%
421685 Aaron Harang White 390 412.7161607 1387 -1.64%
543734 Chris Rusin White 829 873.5321563 2711 -1.64%
429719 Edwin Jackson Black 704 746.9672122 2607 -1.65%
594902 Ben Lively White 313 328.8559458 961 -1.65%
593423 Frankie Montas Dominican 285 301.1660022 974 -1.66%
593576 Hector Neris Dominican 561 594.1542446 1958 -1.69%
605218 Carl Edwards Black 422 448.3137192 1531 -1.72%
456696 David Hernandez US_Latino 559 590.0751389 1800 -1.73%
542587 Elvis Araujo Venezuela 185 195.4249338 602 -1.73%
493603 Adam Ottavino White 631 661.8565402 1780 -1.73%
445197 Mike Dunn White 434 460.8699427 1529 -1.76%
543169 Brian Flynn White 290 310.0090318 1130 -1.77%
472610 Luis Garcia Dominican 445 473.6123452 1615 -1.77%
592454 Tommy Kahnle White 428 453.3490692 1426 -1.78%
475416 Justin Masterson White 174 184.2995642 579 -1.78%
542947 Richard Bleier White 239 252.8111678 771 -1.79%
534910 Jesse Hahn White 567 599.7723007 1829 -1.79%
599683 Warwick Saupold White 252 269.9277855 997 -1.80%
630023 Yonny Chirinos Venezuela 179 190.0080249 612 -1.80%
642547 Freddy Peralta Dominican 226 239.2264207 733 -1.80%
407822 Jorge De La Rosa Other_Latin 885 944.5645254 3253 -1.83%
572308 Jose Valdez Unassigned 137 146.2792787 504 -1.84%
543859 Michael Tonkin White 339 358.8438795 1077 -1.84%
500724 J. C. Ramirez Other_Latin 659 697.737158 2094 -1.85%
642003 Cody Reed White 272 290.2099091 973 -1.87%
491708 Arquimedes Caminero Dominican 309 329.4520806 1092 -1.87%
659275 Dinelson Lamet Dominican 279 296.770544 931 -1.91%
506433 Yu Darvish Asian 925 980.4231945 2838 -1.95%
473879 Sam Dyson White 622 662.1905053 2047 -1.96%
606625 Reyes Moronta Dominican 214 226.9196172 658 -1.96%
521230 Liam Hendriks White 552 587.8125424 1817 -1.97%
446321 Ross Detwiler White 304 326.1740192 1122 -1.98%
425492 Ryan Madson White 421 448.8295288 1389 -2.00%
623184 Scott Oberg White 486 520.1283049 1698 -2.01%
571871 Ian Krol White 343 366.5805541 1173 -2.01%
491703 Neftali Feliz Dominican 341 366.8366876 1273 -2.03%
543964 Tony Zych White 234 247.0298102 640 -2.04%
501985 Mike Minor White 566 603.1864573 1824 -2.04%
643230 Steven Brault White 389 419.6116185 1501 -2.04%
607215 Eric Skoglund White 226 241.6880929 769 -2.04%
518693 Sam Freeman Black 435 465.3851704 1488 -2.04%
543359 Dan Jennings White 693 738.6803592 2227 -2.05%
594027 Tayron Guerrero Other_Latin 148 159.9567861 566 -2.11%
471822 Jumbo Diaz Dominican 315 338.8363427 1126 -2.12%
502212 Austin Bibens-Dirkx White 270 291.8133348 1030 -2.12%
641427 Alan Busenitz Unassigned 156 166.8640691 510 -2.13%
519151 Ryan Pressly White 609 647.7905566 1813 -2.14%
543424 John Lamb White 391 417.1857707 1218 -2.15%
571510 Matt Boyd White 1247 1334.11183 4045 -2.15%
642152 Lou Trivino White 158 170.1389343 562 -2.16%
543726 Robbie Ross White 368 392.7174077 1144 -2.16%
435043 Zach Duke White 532 569.2738161 1722 -2.16%
607237 Amir Garrett Black 320 345.1595399 1151 -2.19%
462985 Franklin Morales Venezuela 195 208.2777044 605 -2.19%
600917 Jose Leclerc Dominican 286 310.7915063 1115 -2.22%
276351 Jason Grilli White 380 408.9261953 1282 -2.26%
592169 Austin Brice White 195 208.6945431 603 -2.27%
592879 Asher Wojciechowski White 216 232.1198231 699 -2.31%
457768 Bryan Morris White 198 217.0488113 818 -2.33%
430580 Alfredo Simon Dominican 615 665.0700419 2148 -2.33%
623395 Brian Ellington White 206 228.4178949 953 -2.35%
611093 Silvino Bracho Venezuela 217 234.1538605 724 -2.37%
468396 Alexi Ogando Dominican 256 277.8419732 915 -2.39%
518445 Chad Bell White 200 216.8449326 702 -2.40%
424144 Oliver Perez Other_Latin 511 544.4865322 1369 -2.45%
572021 James Pazos White 278 300.9460526 938 -2.45%
594986 Kyle Ryan White 303 326.49058 959 -2.45%
518617 Jake Diekman White 537 582.5906815 1834 -2.49%
518560 Paul Clemens White 189 204.3744702 616 -2.50%
456027 Ross Ohlendorf White 226 246.8029424 826 -2.52%
628452 Raisel Iglesias Cuba 584 630.659935 1840 -2.54%
641838 Kevin McCarthy White 274 297.3096331 918 -2.54%
621385 Daniel Stumpf White 230 249.561947 765 -2.56%
502028 Blake Wood White 446 483.6302297 1453 -2.59%
573589 Michael Ynoa Dominican 158 174.7826413 648 -2.59%
553878 Felipe Vazquez Venezuela 690 744.6960917 2089 -2.62%
605309 Keone Kela White 547 591.8528473 1710 -2.62%
447714 Eric O'Flaherty White 199 216.5941883 670 -2.63%
623451 Jackson Stephens White 139 152.6041807 518 -2.63%
456701 Homer Bailey White 540 588.2368007 1829 -2.64%
593974 Wandy Peralta Dominican 273 300.7664829 1014 -2.74%
534737 Pat Dean White 186 202.8267869 611 -2.75%
592533 Cody Martin Unassigned 178 192.5898873 529 -2.76%
458677 Justin Wilson White 605 663.2070037 2085 -2.79%
488984 Tommy Hunter White 505 547.4124627 1510 -2.81%
472551 Fernando Abad Dominican 440 478.6354247 1337 -2.89%
595014 Blake Treinen White 697 760.7768119 2207 -2.89%
543056 Danny Coulombe White 386 421.786337 1236 -2.90%
571951 Bryan Mitchell White 403 446.5270284 1454 -2.99%
545363 Jacob Turner White 174 193.4984529 634 -3.08%
572403 Drew VerHagen White 362 399.1150613 1190 -3.12%
592612 Josh Osich White 246 280.2107183 1005 -3.40%
456071 Yohan Flande Dominican 184 203.9855667 574 -3.48%
605135 Chris Bassitt White 442 491.3435144 1410 -3.50%
607074 Carlos Rodon US_Latino 921 1034.212323 3168 -3.57%
605304 Erik Johnson White 197 220.9414369 645 -3.71%
607481 Aaron Bummer White 161 184.0722773 561 -4.11%
456713 Matt Bush White 182 212.0107584 644 -4.66%
467094 Felix Doubront Venezuela 201 234.705081 688 -4.90%