Thursday, June 15, 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:

0.361 — Justin Turner batting against Josh Tomlin
0.320 — Avisail Garcia batting against Chris Tillman
0.314 — Corey Seager batting against Josh Tomlin
0.314 — Daniel Murphy batting against Steven Matz
0.311 — Charlie Blackmon batting against Matt Moore
0.310 — Xander Bogaerts batting against Nick Pivetta
0.307 — Eric Hosmer batting against Ricky Nolasco
0.307 — Chris Taylor batting against Josh Tomlin
0.300 — Ryan Zimmerman batting against Steven Matz
0.295 — Jose Abreu batting against Chris Tillman

Tomlin allows a .314 BA this season with a .326 OBP, so his hit average allowed in 2017 is very high, .309. It might be a good day to double down on Dodgers.

Here is how the NN with Park ranks the players:

0.361, 0.762 — Justin Turner batting against Josh Tomlin.
0.314, 0.762 — Daniel Murphy batting against Steven Matz.
0.311, 0.746 — Charlie Blackmon batting against Matt Moore.
0.310, 0.741 — Xander Bogaerts batting against Nick Pivetta.
0.320, 0.729 — Avisail Garcia batting against Chris Tillman.
0.314, 0.723 — Corey Seager batting against Josh Tomlin.
0.300, 0.722 — Ryan Zimmerman batting against Steven Matz.
0.307, 0.722 — Eric Hosmer batting against Ricky Nolasco.
0.286, 0.721 — DJ LeMahieu batting against Matt Moore.
0.290, 0.721 — Didi Gregorius batting against Sonny Gray.

Turner and Murphy are tied for first, but since Turner has the better Log5 probability, I will go with him as the top pick today. Murphy is 2 for 6 career against Matz. Gregorius owns the longest hit streak in the majors right now, 16 games. He collected 25 hits and one walk, with just nine strikeouts. His BABIP during the streak is .400, so putting the ball in play is helping him maintain his streak.

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
Carlos Gonzalez 25
Raul Mondesi 23
Jeff Mathis 23
Jarrod Saltalamacchia 23
Kyle Higashioka 20
Michael Saunders 20
Conor Gillaspie 19
Omar Narvaez 19
Jett Bandy 17
Zack Cozart 17
Darwin Barney 17
Victor Martinez 16
Greg Bird 15
Jedd Gyorko 15
Emilio Bonifacio 14
Ryan Schimpf 14
Cristhian Adames 14
Mark Reynolds 13
Chris Coghlan 13
Carlos Santana 13
Chase D'Arnaud 13
Todd Frazier 13
Jose Lobaton 12
Kevin Pillar 12
Ehire Adrianza 12
Leonys Martin 12
Nolan Fontana 12
Matt Olson 11
Cliff Pennington 11
Danny Ortiz 11
Craig Gentry 11
Orlando Calixte 11
Charlie Blackmon 11
Odubel Herrera 11
Peter Kozma 11
Deven Marrero 11
Starling Marte 11
Kevin Plawecki 11
JaCoby Jones 10
Adrian Gonzalez 10
Yandy Diaz 10
Scott Van Slyke 10
Boog Powell 10
Ryan Braun 10
Brandon Belt 10
Luis Sardinas 10
Tyler Collins 10
Stuart Turner 10
Hanley Ramirez 10
Jared W. Hoying 10

Good luck!



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