Sunday, July 30, 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:

0.341 — Daniel Murphy batting against Jonathan Gray
0.337 — Ryon Healy batting against Bartolo Colon
0.331 — Josh Harrison batting against Clayton Richard
0.329 — Starling Marte batting against Clayton Richard
0.328 — Gerardo Parra batting against Edwin Jackson
0.325 — Adam Frazier batting against Clayton Richard
0.324 — Melky Cabrera batting against Josh Tomlin
0.321 — Avisail Garcia batting against Josh Tomlin
0.321 — Gregory Polanco batting against Clayton Richard
0.320 — Andrew McCutchen batting against Clayton Richard

Log5 indicates the Pirates should do well against Clayton Richard. He comes into the game with a .329 BA allowed, and doesn’t get helped by PETCO Park. Be very careful picking Murphy today, as the Nationals play a split double header, and Dusty Baker tends to rest his veterans. Gray pitched worse on the road this season, so if Murphy does start that game he would be a good choice.

Here is how the NN with Park ranks the players:

0.341, 0.772 — Daniel Murphy batting against Jonathan Gray.
0.312, 0.759 — Daniel Murphy batting against Kyle Freeland.
0.328, 0.758 — Gerardo Parra batting against Edwin Jackson.
0.296, 0.757 — Jose Altuve batting against Justin Verlander.
0.308, 0.747 — Gerardo Parra batting against Erick Fedde.
0.308, 0.743 — Charlie Blackmon batting against Edwin Jackson.
0.311, 0.742 — Jean Segura batting against Seth Lugo.
0.302, 0.738 — DJ LeMahieu batting against Edwin Jackson.
0.329, 0.736 — Starling Marte batting against Clayton Richard.
0.324, 0.734 — Melky Cabrera batting against Josh Tomlin.
0.297, 0.734 — Eduardo Nunez batting against Jason Hammel.

See the above comment on why you should probably not double down on Daniel Murphy, and the same goes for Gerardo Parra. I might very well go with Altuve and Segura today.

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 37
Michael Freeman 34
Jacob Lamb 32
Albert Pujols 25
Jarrod Saltalamacchia 23
Raul Mondesi 23
Aaron Hill 23
Christopher Herrmann 20
Mitch Moreland 20
Mark Trumbo 20
Rene Rivera 20
Kyle Higashioka 20
Jorge Soler 18
Mark Zagunis 18
Trevor Plouffe 18
Taylor Featherston 17
Jorge Polanco 16
Keon Broxton 16
Paul Janish 15
Chase D'Arnaud 15
Rio Ruiz 15
Greg Bird 15
Daniel Santana 15
Dexter Fowler 14
Cristhian Adames 14
Adam Engel 14
Kolten Wong 14
Ruben Tejada 14
Arismendy Alcantara 14
Emilio Bonifacio 14
Ryan Schimpf 14
Yulieski Gurriel 13
Tony John Wolters 13
Stephen Drew 13
Jordy Mercer 13
Chris Coghlan 13
Josh Bell 13
Nolan Fontana 12
Avisail Garcia 12
Leonys Martin 12
Rob Refsnyder 12
Danny Espinosa 12
Joe Mauer 12
Martin Prado 12
Nick Ahmed 12
Ian Happ 11
Conor Gillaspie 11
Scott Van Slyke 11
Anthony Rizzo 11
Brock Stassi 11
Evan Longoria 11
Alex Presley 11
Danny Ortiz 11
Robinson Cano 11
Kevin Plawecki 11
David Peralta 10
Adrian Gonzalez 10
Francisco Cervelli 10
Jabari Blash 10
Allen Cordoba 10
Wilson Ramos 10
Jared W. Hoying 10
Domingo Santana 10
Tyler Collins 10
James Adduci 10
Luis Sardinas 10
Willson Contreras 10
Tom Murphy 10
Yandy Diaz 10
JaCoby Jones 10
Carlos Correa 10

Good luck!



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