Wednesday, August 2, 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:

0.360 — Jose Altuve batting against Austin Pruitt
0.343 — Daniel Murphy batting against Vance Worley
0.329 — Howie Kendrick batting against Vance Worley
0.321 — Jose Ramirez batting against Rick Porcello
0.319 — Didi Gregorius batting against Jordan Zimmermann
0.314 — Buster Posey batting against Daniel Gossett
0.313 — Eddie Rosario batting against Luis Perdomo
0.308 — Gerardo Parra batting against Chris Flexen
0.306 — Ryan Zimmerman batting against Vance Worley
0.305 — Marwin Gonzalez batting against Austin Pruitt
0.305 — Ronald Torreyes batting against Jordan Zimmermann

Altuve had a rare 0 for 4 Tuesday night, so he’s probably due. 🙂 Pruitt is an old rookie, seasonal age 27. Batters are hitting .314/.370/.487 against him so far in in 173 PA. Howie Kendrick went five for five Tuesday night, and he owns a high BA in a low number of PA.

Here is how the NN with Park ranks the players:

0.360, 0.786 — Jose Altuve batting against Austin Pruitt.
0.343, 0.770 — Daniel Murphy batting against Vance Worley.
0.308, 0.748 — Gerardo Parra batting against Chris Flexen.
0.321, 0.745 — Jose Ramirez batting against Rick Porcello.
0.299, 0.744 — Charlie Blackmon batting against Chris Flexen.
0.296, 0.740 — Jean Segura batting against Andrew Cashner.
0.329, 0.739 — Howie Kendrick batting against Vance Worley.
0.291, 0.738 — DJ LeMahieu batting against Chris Flexen.
0.297, 0.736 — Eduardo Nunez batting against Trevor Bauer.
0.314, 0.734 — Buster Posey batting against Daniel Gossett.

There is perfect agreement at the very top of the list. Eduardo Nunez get pulled in by the NN, and he is on a tear since joining the Red Sox, 11 for 22 with four doubles and two home runs. He went three for five Tuesday night in Boston’s wild win over Cleveland, as the Indians lose on a wild pitch strikeout that should have ended the game, and instead led to a three-run homer by Christian Vazquez to ice the win.

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
John Jaso 41
Michael Freeman 34
Raul Mondesi 23
Aaron Hill 23
Jarrod Saltalamacchia 23
Christopher Herrmann 21
Keon Broxton 20
Rene Rivera 20
Kyle Higashioka 20
David Peralta 20
Mark Trumbo 20
Taylor Featherston 19
Mark Zagunis 18
Jorge Soler 18
Jackie Bradley, Jr. 17
Tony John Wolters 16
Arismendy Alcantara 16
Jorge Polanco 16
Rio Ruiz 15
Martin Maldonado 15
Chase D'Arnaud 15
Greg Bird 15
Paul Janish 15
Yan Gomes 14
Ryan Schimpf 14
Emilio Bonifacio 14
Francisco Cervelli 14
Dexter Fowler 14
Cristhian Adames 14
Stephen Drew 13
Khristopher Davis 13
Chris Coghlan 13
Martin Prado 12
Nick Ahmed 12
Lewis Brinson 12
Asdrubal Cabrera 12
Nolan Fontana 12
Jedd Gyorko 12
Robinson Chirinos 12
Avisail Garcia 12
Sean Rodriguez 12
Jonathan Villar 12
Alex Presley 11
Paul DeJong 11
Hanley Ramirez 11
Scott Van Slyke 11
Danny Ortiz 11
Benjamin Gamel 11
Kevin Plawecki 11
Allen Cordoba 11
Matt Wieters 11
Brock Stassi 11
Ryan Zimmerman 10
Jordan Luplow 10
Austin Barnes 10
Adrian Gonzalez 10
Josh Harrison 10
Yandy Diaz 10
Tyler Collins 10
Wil Myers 10
Carlos Correa 10
Jabari Blash 10
Tom Murphy 10
Yoan Moncada 10
Jared W. Hoying 10
Luis Sardinas 10
JaCoby Jones 10

That’s an impressive streak by Jaso.

Good luck!



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