Monday, June 12, 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:

0.326 — Daniel Murphy batting against Mike Foltynewicz
0.322 — Xander Bogaerts batting against Jerad Eickhoff
0.312 — Ryan Zimmerman batting against Mike Foltynewicz
0.311 — Charlie Blackmon batting against Jameson Taillon
0.308 — Zack Cozart batting against Luis Perdomo
0.307 — Scooter Gennett batting against Luis Perdomo
0.303 — Howie Kendrick batting against Rick Porcello
0.301 — Jose Peraza batting against Luis Perdomo
0.298 — Elvis Andrus batting against Joe Musgrove
0.297 — Dustin Pedroia batting against Jerad Eickhoff

There are a number of the usual characters on the list, even with an abbreviated schedule. Elvis Andrus currently owns the longest hit streak in the majors, and Blackmon is at nine games.

Here is how the NN with Park ranks the players:

0.326, 0.766 — Daniel Murphy batting against Mike Foltynewicz.
0.311, 0.747 — Charlie Blackmon batting against Jameson Taillon.
0.322, 0.747 — Xander Bogaerts batting against Jerad Eickhoff.
0.312, 0.726 — Ryan Zimmerman batting against Mike Foltynewicz.
0.297, 0.720 — Dustin Pedroia batting against Jerad Eickhoff.
0.301, 0.717 — Jose Peraza batting against Luis Perdomo.
0.307, 0.717 — Scooter Gennett batting against Luis Perdomo.
0.294, 0.716 — Avisail Garcia batting against Wade Miley.
0.281, 0.716 — DJ LeMahieu batting against Jameson Taillon.
0.283, 0.716 — Trea Turner batting against Mike Foltynewicz.

Murphy is the unanimous pick. Andrus is just off the list with a .714 probability of getting a hit in the game.

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 29
Jarrod Saltalamacchia 23
Raul Mondesi 23
Kyle Higashioka 20
Jeff Mathis 20
Kurt Suzuki 20
Conor Gillaspie 19
Russell Martin 18
Darwin Barney 17
Carlos Gonzalez 17
Trevor Story 16
Max Kepler-Rozycki 16
Michael Saunders 15
Greg Bird 15
Ryan Schimpf 14
Jorge Bonifacio 14
Eric Sogard 14
Zack Cozart 14
Pablo Sandoval 14
Cristhian Adames 14
Emilio Bonifacio 14
Jett Bandy 13
Cameron Rupp 13
Mark Trumbo 13
Chase D'Arnaud 13
Ian Happ 13
Chris Coghlan 13
Nolan Fontana 12
Taylor Motter 12
Leonys Martin 12
Pat Valaika 12
Starling Marte 11
Orlando Calixte 11
Omar Narvaez 11
Danny Ortiz 11
Kevan Smith 11
Jurickson Profar 11
Matt Olson 11
Craig Gentry 11
Kevin Plawecki 11
Steven Souza 10
Rob Refsnyder 10
Scott Van Slyke 10
Martin Maldonado 10
Trea Turner 10
Derek Norris 10
Javier Baez 10
Boog Powell 10
Lucas Duda 10
Chris Taylor 10
Yandy Diaz 10
Stuart Turner 10
Tyler Collins 10
JaCoby Jones 10
Adrian Gonzalez 10
Deven Marrero 10
Ryan Braun 10
Greg Garcia 10
Luis Sardinas 10
Peter Kozma 10

Cozart has a high probability of getting a hit today, and if you believe in such things, he’s due.

Good luck!



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