Monday, July 24, 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:

0.373 — Justin Turner batting against Bartolo Colon
0.351 — Chris Taylor batting against Bartolo Colon
0.343 — T.J. Rivera batting against Clayton Richard
0.342 — Corey Seager batting against Bartolo Colon
0.340 — Gerardo Parra batting against Mike Leake
0.338 — Wilmer Flores batting against Clayton Richard
0.334 — Scooter Gennett batting against Josh Tomlin
0.330 — Yoenis Cespedes batting against Clayton Richard
0.327 — Charlie Blackmon batting against Mike Leake
0.322 — Jose Altuve batting against Vincent Velasquez

It’s almost never a bad night to pick Justin Turner. Colon gets hit hard this season, and he still walks few batters.

Here is how the NN with Park ranks the players:

0.322, 0.768 — Jose Altuve batting against Vincent Velasquez.
0.373, 0.765 — Justin Turner batting against Bartolo Colon.
0.340, 0.763 — Gerardo Parra batting against Mike Leake.
0.327, 0.757 — Charlie Blackmon batting against Mike Leake.
0.316, 0.747 — DJ LeMahieu batting against Mike Leake.
0.343, 0.742 — T.J. Rivera batting against Clayton Richard.
0.342, 0.741 — Corey Seager batting against Bartolo Colon.
0.351, 0.740 — Chris Taylor batting against Bartolo Colon.
0.321, 0.740 — J.T. Realmuto batting against Martin Perez.
0.334, 0.739 — Scooter Gennett batting against Josh Tomlin.
0.313, 0.739 — Eduardo Nunez batting against Gerrit Cole.

The NN prefers Jose Altuve by just a little bit. Altuve is working on a long hit streak himself. The NN also likes the Rockies against Mike Leake, who allows quite a few hits despite his low ERA.

Turner is the consensus pick, however. Turner is only 2 for 14 versus Colon.

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 31
Nomar Mazara 26
Curtis Granderson 25
Aaron Hill 23
Jarrod Saltalamacchia 23
Raul Mondesi 23
Scott Schebler 22
Jonathan Lucroy 21
Kyle Higashioka 20
Mark Zagunis 18
Chris Owings 18
Jorge Soler 18
Dansby Swanson 17
Kevan Smith 17
Nicholas Franklin 17
Taylor Featherston 17
Keon Broxton 16
Timothy Beckham 16
Allen Cordoba 15
Greg Bird 15
Paul Janish 15
Yunel Escobar 15
Jacoby Ellsbury 15
Joey Votto 15
Chase D'Arnaud 15
Jean Segura 15
Rio Ruiz 15
Christopher Herrmann 15
Alex Avila 14
Lewis Brinson 14
Ryan Schimpf 14
Jarrod Dyson 14
Cristhian Adames 14
Ender Inciarte 14
Emilio Bonifacio 14
Mike Napoli 14
Logan Morrison 13
Chris Coghlan 13
Nolan Fontana 12
Russell Martin 12
Luke Voit 12
Martin Prado 12
Nick Ahmed 12
Jose Bautista 12
Kole Calhoun 12
Andrew Romine 12
Rene Rivera 12
Leonys Martin 12
Rob Refsnyder 12
Brock Stassi 11
Scott Van Slyke 11
Danny Ortiz 11
Kevin Plawecki 11
Jae-Gyun Hwang 11
Christian Vazquez 11
Jared W. Hoying 10
Jorge Polanco 10
Tyler Collins 10
Dexter Fowler 10
Paul Goldschmidt 10
Nick Castellanos 10
Tom Murphy 10
Luis Sardinas 10
JaCoby Jones 10
Carlos Correa 10
Maikel Franco 10
Yandy Diaz 10
Adrian Gonzalez 10
Jackie Bradley, Jr. 10
Yoan Moncada 10

Good luck!



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