August 14, 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. The sheet also includes a table that summarizes the length of positive and negative streaks.

First, the Log5 Method picks:

0.332 — Didi Gregorius batting against Rafael Montero
0.323 — Jean Segura batting against Kevin Gausman
0.313 — Dee Gordon batting against Ty Blach
0.308 — Ronald Torreyes batting against Rafael Montero
0.304 — J.T. Realmuto batting against Ty Blach
0.304 — Jose Altuve batting against Zack Greinke
0.303 — Marcell Ozuna batting against Ty Blach
0.302 — Gerardo Parra batting against Julio Teheran
0.302 — Mikie Mahtook batting against Martin Perez
0.300 — Benjamin Gamel batting against Kevin Gausman

Gregorius leads the field on a day with a light schedule. With a .309 BA and a .332 OBP, Gregorius’s ability to get on base is due almost entirely to his ability to collect hits. That makes him a great batter to choose to extend a streak.

Here is how the NN with Park ranks the players:

0.304, 0.764 — Jose Altuve batting against Zack Greinke.
0.323, 0.746 — Jean Segura batting against Kevin Gausman.
0.302, 0.744 — Gerardo Parra batting against Julio Teheran.
0.297, 0.744 — Charlie Blackmon batting against Julio Teheran.
0.332, 0.741 — Didi Gregorius batting against Rafael Montero.
0.313, 0.736 — Dee Gordon batting against Ty Blach.
0.297, 0.735 — Eduardo Nunez batting against Trevor Bauer.
0.284, 0.730 — DJ LeMahieu batting against Julio Teheran.
0.294, 0.728 — Jose Ramirez batting against Doug Fister.
0.290, 0.727 — Ender Inciarte batting against Chad Bettis.

Over a three-year period, Altuve is better at collecting hits, and the NN moves him to the top of the list. Jean Segura is actually the consensus first pick, finishing second in both lists.

As always, your best pick will fail to get a hit about 25% of the time.

Here is the daily list of active streaks of plate appearances without a hit, with pitchers eliminated:

Batter PA since Last Hit
Michael Freeman 34
Bradley Zimmer 30
Arismendy Alcantara 24
Aaron Hill 23
Raul Mondesi 23
Jarrod Saltalamacchia 23
Eduardo Escobar 21
Jesus Aguilar 20
Kyle Higashioka 20
Taylor Featherston 19
Lucas Duda 18
Kelby Tomlinson 18
Jorge Soler 18
Mark Zagunis 18
Matthew Szczur 18
Xander Bogaerts 16
Tony John Wolters 16
Joey Gallo 16
Greg Bird 15
Hyun Soo Kim 15
Allen Cordoba 15
Chase D'Arnaud 15
Rio Ruiz 15
Paul Janish 15
Ryan Schimpf 14
Emilio Bonifacio 14
Cristhian Adames 14
Stephen Drew 13
Cameron Rupp 13
Austin Hedges 13
Lewis Brinson 13
Francisco Cervelli 13
Ben Revere 13
Chris Coghlan 13
Gregor Blanco 13
Yasiel Puig 13
Yadier Molina 12
John Hicks 12
Martin Prado 12
Joc Pederson 12
Jose Bautista 12
Andrew Romine 12
Jarrett Parker 12
Nolan Fontana 12
Nick Ahmed 12
Kevin Plawecki 11
Carlos Ruiz 11
A.J. Ellis 11
Jason Heyward 11
Salvador Perez 11
Brock Stassi 11
Brandon Guyer 11
Scott Van Slyke 11
Chris Gimenez 11
Danny Ortiz 11
Kaleb Cowart 11
Andrelton Simmons 10
Adeiny Hechavarria 10
Tom Murphy 10
Carlos Sanchez 10
Ben Zobrist 10
Carlos Correa 10
Josh Reddick 10
Jared W. Hoying 10
Yandy Diaz 10
Zach Granite 10
Jordan Luplow 10
Adrian Gonzalez 10
Wilson Ramos 10
Jabari Blash 10
Tyler Collins 10
Derek Fisher 10
Erik Gonzalez 10
Luis Sardinas 10
JaCoby Jones 10

Good luck!

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