May 27, 2017

Beat the Streak Picks

Here are the top picks my programs produced for use in Beat the Streak. This post mostly explains the ideas behind the calculations. In addition, this post shows tests on the Neural Network (NN). This post discusses an NN that includes the ballpark. I recently updated the models, and the results of those tests are here.

For 2017, I am just going to publish the Log5 hit averages and the NN probabilities with parks factored in. I am keeping track of the results here. I added a graph that gives a visual representation of the probability and success each day.

First, the Log5 Method picks:

0.363 — Charlie Blackmon batting against Adam Wainwright
0.349 — Daniel Murphy batting against Clayton Richard
0.337 — Ryan Zimmerman batting against Clayton Richard
0.330 — DJ LeMahieu batting against Adam Wainwright
0.323 — Nolan Arenado batting against Adam Wainwright
0.322 — Mark Reynolds batting against Adam Wainwright
0.315 — Buster Posey batting against Mike Foltynewicz
0.315 — Alexi Amarista batting against Adam Wainwright
0.311 — Bryce Harper batting against Clayton Richard
0.310 — Chris Owings batting against Chase Anderson

Blackmon is coming off a strong night in which he went four for four, missing the cycle by a double. He hit his twelfth home run and his seventh triple. With 11 doubles, he’s now slugging .634 on the season. For our purposes, he’s also over 200 PA for the season, so his 2017 hit average of .311 is getting full credit. As a point of historical comparison, Joe DiMaggio held a career .311 hit average going into the 1941 season. Wainwright has become a very hittable pitcher. To top it all off, against pitchers Blackmon faced at least 10 times, he has the highest BA against Wainwright!

Here is how the NN with Park ranks the players:

0.363, 0.777 — Charlie Blackmon batting against Adam Wainwright.
0.349, 0.768 — Daniel Murphy batting against Clayton Richard.
0.330, 0.749 — DJ LeMahieu batting against Adam Wainwright.
0.303, 0.742 — Jean Segura batting against Brian Johnson.
0.323, 0.731 — Nolan Arenado batting against Adam Wainwright.
0.337, 0.730 — Ryan Zimmerman batting against Clayton Richard.
0.315, 0.730 — Buster Posey batting against Mike Foltynewicz.
0.287, 0.727 — Xander Bogaerts batting against Rob Whalen.
0.322, 0.723 — Mark Reynolds batting against Adam Wainwright.
0.310, 0.722 — Chris Owings batting against Chase Anderson.

Murphy computed to a very high probability yesterday, and Blackmon tops that today. Blackmon is the unanimous first choice, and Murphy the unanimous second choice. It might be a good day to double down. As always, however, your best pick has around a 25% chance of not getting a hit.

Here is the daily list of active streaks of plate appearances without a hit:

Batter PA since Last Hit
Michael Freeman 29
Ivan Nova 27
Gorkys Hernandez 23
Raul Mondesi 23
Jarrod Saltalamacchia 23
Johnny Cueto 21
Christian Arroyo 21
Tyler Anderson 21
Kyle Higashioka 20
JaCoby Jones 19
Matt Harvey 19
Conor Gillaspie 19
Scott Feldman 19
Travis D'Arnaud 17
Patrick Kivlehan 17
Eric Thames 16
Taylor Motter 16
Danny Espinosa 15
Greg Bird 15
Ezequiel Carrera 15
Joe Panik 14
Zack Greinke 14
Kyle Hendricks 14
Cristhian Adames 14
Julio Teheran 14
Seth Smith 14
Mike Foltynewicz 14
Adam Jones 14
Buster Posey 13
Mark Trumbo 13
Bartolo Colon 13
Michael Wacha 13
Raimel Tapia 13
Derek Norris 13
Miguel Sano 13
Jefry Marte 12
Brock Stassi 12
Mike Zunino 12
Roberto Perez 12
Luke Maile 12
Brandon McCarthy 12
Leonys Martin 12
Chad Kuhl 12
Billy Hamilton 12
Ty Blach 12
Ben Revere 12
Danny Ortiz 11
Emilio Bonifacio 11
Willson Contreras 11
Jonathan Villar 11
Austin Barnes 11
Timothy Adleman 11
Starling Marte 11
Kevin Plawecki 11
Todd Frazier 11
Robert Gsellman 11
Cameron Rupp 11
Craig Gentry 11
Wil Myers 10
Thomas Koehler 10
Scott Van Slyke 10
Derek Dietrich 10
Stuart Turner 10
Alex Wood 10
Matt Garza 10
Devin Mesoraco 10
Erick Aybar 10
Jered Weaver 10
Ryan Braun 10
Yandy Diaz 10
Lonnie Chisenhall 10
Luis Sardinas 10

Good luck!

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