Wednesday, July 5, 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:

0.328 — Jose Ramirez batting against Luis Perdomo
0.321 — Ender Inciarte batting against Joe Musgrove
0.313 — Matt Kemp batting against Joe Musgrove
0.313 — Brandon Phillips batting against Joe Musgrove
0.310 — Buster Posey batting against Daniel Norris
0.307 — Michael Brantley batting against Luis Perdomo
0.306 — Freddie Freeman batting against Joe Musgrove
0.305 — Trey Mancini batting against Matt Garza
0.301 — Tyler Flowers batting against Joe Musgrove
0.300 — Xander Bogaerts batting against Andrew Cashner

Jose Ramirez continues his hot hitting, getting off to a .438 start in July. He is 7 for 16 with six runs scored in four games, including a double, triple, and three home runs. Joe Musgrove, however, seems to be the pitcher to hit today. The league is hitting .308 against him this season with lots of power.

Here is how the NN with Park ranks the players:

0.328, 0.752 — Jose Ramirez batting against Luis Perdomo.
0.291, 0.749 — Daniel Murphy batting against Jacob deGrom.
0.295, 0.744 — Jose Altuve batting against Jaime Garcia.
0.296, 0.742 — DJ LeMahieu batting against Scott Feldman.
0.321, 0.740 — Ender Inciarte batting against Joe Musgrove.
0.292, 0.740 — Jean Segura batting against Jason Vargas.
0.292, 0.734 — Charlie Blackmon batting against Scott Feldman.
0.310, 0.733 — Buster Posey batting against Daniel Norris.
0.300, 0.733 — Xander Bogaerts batting against Andrew Cashner.
0.313, 0.733 — Brandon Phillips batting against Joe Musgrove.

It takes Jacob deGrom to knock Murphy out of the top slot. Murphy is three for nine career against deGrom. Ramirez is the unanimous choice 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
Michael Freeman 34
Franchy Cordero 27
Aaron Hill 23
Jarrod Saltalamacchia 23
Raul Mondesi 23
Allen Cordoba 23
Eric Fryer 23
Kyle Higashioka 20
Josh Harrison 18
Josh Donaldson 18
Mark Zagunis 18
Hyun Soo Kim 16
Patrick Kivlehan 16
Jaycob Brugman 16
Rio Ruiz 15
Kyle Seager 15
Chase D'Arnaud 15
Jonathan Villar 15
C.J. Cron 15
Greg Bird 15
Enrique Hernandez 14
Wil Myers 14
Cristhian Adames 14
Lewis Brinson 14
Ryan Schimpf 14
Emilio Bonifacio 14
Dexter Fowler 13
Chris Coghlan 13
Rob Refsnyder 12
Tyler Wade 12
Nolan Fontana 12
Nick Ahmed 12
Matt Holliday 12
Didi Gregorius 12
Leonys Martin 12
Jesus Aguilar 12
Paul Janish 12
Rajai Davis 12
Jose Iglesias 12
Steve Pearce 11
Devin Mesoraco 11
Taylor Featherston 11
Mitch Haniger 11
Kevin Plawecki 11
Clint Frazier 11
Starling Marte 11
Adam Frazier 11
Josh Bell 11
Danny Ortiz 11
Orlando Calixte 11
Tommy Joseph 11
Ian Kinsler 10
Yandy Diaz 10
Lorenzo Cain 10
Matthew Szczur 10
Norichika Aoki 10
Tom Murphy 10
Denard Span 10
Jared W. Hoying 10
JaCoby Jones 10
Ryan Zimmerman 10
Tyler Collins 10
Joey Gallo 10
Adrian Gonzalez 10
Brian McCann 10
Luis Sardinas 10
Scott Van Slyke 10
Trevor Story 10

Good luck!



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