Wednesday, July 26, 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:

0.337 — Didi Gregorius batting against Homer Bailey
0.323 — Daniel Murphy batting against Jimmy Nelson
0.322 — Ender Inciarte batting against Patrick Corbin
0.318 — Brandon Phillips batting against Patrick Corbin
0.316 — Ronald Torreyes batting against Homer Bailey
0.316 — Freddie Freeman batting against Patrick Corbin
0.316 — Jose Altuve batting against Aaron Nola
0.314 — Johan Camargo batting against Patrick Corbin
0.313 — Jose Ramirez batting against Ricky Nolasco
0.313 — Matt Kemp batting against Patrick Corbin

Gregorius always was a bit of hacker, and this season he is a very successful one. He currently owns a .307 BA with a .338 OBP, so most of his on-base appearances come from hits. He’s hitting for power, so he can launch the ball over fielders. He doesn’t strike out very much. This makes him a great player to advance a streak.

Here is how the NN with Park ranks the players:

0.316, 0.768 — Jose Altuve batting against Aaron Nola.
0.323, 0.766 — Daniel Murphy batting against Jimmy Nelson.
0.337, 0.743 — Didi Gregorius batting against Homer Bailey.
0.322, 0.740 — Ender Inciarte batting against Patrick Corbin.
0.312, 0.740 — Eduardo Nunez batting against Trevor Williams.
0.313, 0.739 — Jose Ramirez batting against Ricky Nolasco.
0.318, 0.737 — Brandon Phillips batting against Patrick Corbin.
0.291, 0.731 — A.J. Pollock batting against Aaron Blair.
0.291, 0.730 — David Peralta batting against Aaron Blair.
0.304, 0.728 — Buster Posey batting against Trevor Williams.
0.316, 0.728 — Freddie Freeman batting against Patrick Corbin.

Altuve and Harper both kept their streaks alive Tuesday night with a single hit, and Daniel Murphy kept the NN streak alive with a double in the bottom of the ninth. This is a tough call. Altuve is the NN pick, but Murphy and Gregorius are tied for consensus pick. Altuve has a long hitting streak, and Aaron Nola is tough on right-handed batters. Nelson is tough on lefties, as far as right-handed pitchers go, especially this season. Bailey is just getting creamed, and if you follow the hit streak link above, Gregorius is working on a seven game streak during which he is 14 for 25 with four home runs.

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
John Jaso 33
Aaron Hill 23
Raul Mondesi 23
Jarrod Saltalamacchia 23
Kyle Higashioka 20
Nick Castellanos 19
Dansby Swanson 18
Maikel Franco 18
Jorge Soler 18
Mark Zagunis 18
Nicholas Franklin 17
Taylor Featherston 17
Jacob Lamb 17
Logan Morrison 17
Keon Broxton 16
Mitch Haniger 16
Alcides Escobar 16
Christopher Herrmann 16
Jacoby Ellsbury 15
Greg Bird 15
Jorge Polanco 15
Nick Markakis 15
Paul Janish 15
Chase D'Arnaud 15
Rio Ruiz 15
Ryan Schimpf 14
Jarrod Dyson 14
Lewis Brinson 14
Tyler Moore 14
Cristhian Adames 14
Emilio Bonifacio 14
Dexter Fowler 14
Stephen Drew 13
Chris Coghlan 13
Trevor Plouffe 13
Corey Dickerson 13
Rene Rivera 12
Nick Ahmed 12
Avisail Garcia 12
Leonys Martin 12
Nolan Fontana 12
Martin Prado 12
Wil Myers 12
Rob Refsnyder 12
Giovanny Urshela 11
Xander Bogaerts 11
Kevin Plawecki 11
Mitch Moreland 11
Arismendy Alcantara 11
Derek Dietrich 11
Bruce Maxwell III 11
Jae-Gyun Hwang 11
Scott Van Slyke 11
Danny Ortiz 11
Brock Stassi 11
Tom Murphy 10
Yandy Diaz 10
Jared W. Hoying 10
JaCoby Jones 10
Brandon Phillips 10
Daniel Santana 10
Kevin Pillar 10
Rajai Davis 10
Jose Iglesias 10
Jed Lowrie 10
Carlos Correa 10
Nelson Cruz 10
Adrian Gonzalez 10
Luis Sardinas 10
Tyler Collins 10

Good luck!



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