PED’s, it will be interesting to see if that is the case or not.
Get the data (wikipedia site)
bb_player_PED <- read.csv("Baseball_Players_PED.csv")
head(bb_player_PED, 10)
## Player Team Date.announced Drug
## 1 Alex Sánchez Tampa Bay Devil Rays April 3, 2005
## 2 AgustÃn Montero Texas Rangers April 20, 2005
## 3 Jamal Strong Seattle Mariners April 26, 2005
## 4 Juan Rincón Minnesota Twins May 2, 2005
## 5 Rafael Betancourt Cleveland Indians July 8, 2005
## 6 Rafael Palmeiro SS GG Baltimore Orioles August 1, 2005 Stanozolol
## 7 Ryan Franklin Seattle Mariners August 2, 2005
## 8 Mike Morse Seattle Mariners September 7, 2005
## 9 Carlos Almanzar Texas Rangers October 4, 2005
## 10 Félix Heredia New York Mets October 18, 2005
## Penalty Position Response Ref.
## 1 10 days OF [a] [5]
## 2 10 days P [b] [7]
## 3 10 days OF [c] [9]
## 4 10 days P [d] [9]
## 5 10 days P [e] [12]
## 6 10 days DH [f] [14]
## 7 10 days P [g] [16]
## 8 10 days SS [h] [18]
## 9 10 days P [i] [20]
## 10 10 days P [j] [22]
Go into the Lahman Databse
(you have three options, donwload it as a csv, MS Access or SQL) for the
challenge I decided to go with SQL instead of being used to csv files
There are archive data that contains previous MLB season but the one I will
use is 2015 MLB (at the time of this project the latest is 2015 as that is
the most recent one)
# connect to database
con <- dbConnect(MySQL(), user = "cunysps", password = "cunyspsdb",
dbname = "stats", host = "127.0.0.1")
# Query to get baseball battings statistics during regular season since 1990
bb_batting_query <- "select b.*, m.nameFirst, m.nameLast, m.nameGiven, m.bats, m.throws, m.debut, m.finalGame
from batting b inner join stats.master m
on b.playerID = m.playerID
where b.yearID >= 1990;"
baseball_batting_data <- dbGetQuery(con, bb_batting_query)
summary(baseball_batting_data)
## playerID yearID stint teamID
## Length:31875 Min. :1990 Min. :1.000 Length:31875
## Class :character 1st Qu.:1998 1st Qu.:1.000 Class :character
## Mode :character Median :2004 Median :1.000 Mode :character
## Mean :2004 Mean :1.083
## 3rd Qu.:2010 3rd Qu.:1.000
## Max. :2015 Max. :4.000
## lgID G AB R
## Length:31875 Min. : 0.00 Min. : 0.0 Min. : 0.00
## Class :character 1st Qu.: 15.00 1st Qu.: 1.0 1st Qu.: 0.00
## Mode :character Median : 35.00 Median : 29.0 Median : 2.00
## Mean : 52.35 Mean :129.9 Mean : 17.47
## 3rd Qu.: 78.00 3rd Qu.:205.0 3rd Qu.: 25.00
## Max. :163.00 Max. :716.0 Max. :152.00
## H 2B 3B HR
## Min. : 0.00 Min. : 0.000 Min. : 0.0000 Min. : 0.000
## 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.: 0.000
## Median : 5.00 Median : 1.000 Median : 0.0000 Median : 0.000
## Mean : 34.09 Mean : 6.652 Mean : 0.7258 Mean : 3.807
## 3rd Qu.: 51.00 3rd Qu.:10.000 3rd Qu.: 1.0000 3rd Qu.: 4.000
## Max. :262.00 Max. :59.000 Max. :23.0000 Max. :73.000
## RBI SB CS BB
## Min. : 0.00 Min. : 0.000 Min. : 0.000 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.00
## Median : 2.00 Median : 0.000 Median : 0.000 Median : 1.00
## Mean : 16.58 Mean : 2.408 Mean : 1.028 Mean : 12.51
## 3rd Qu.: 23.00 3rd Qu.: 1.000 3rd Qu.: 1.000 3rd Qu.: 17.00
## Max. :165.00 Max. :78.000 Max. :28.000 Max. :232.00
## SO IBB HBP SH
## Min. : 0.00 Length:31875 Length:31875 Length:31875
## 1st Qu.: 0.00 Class :character Class :character Class :character
## Median : 8.00 Mode :character Mode :character Mode :character
## Mean : 25.13
## 3rd Qu.: 38.00
## Max. :223.00
## SF GIDP nameFirst
## Length:31875 Length:31875 Length:31875
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
## nameLast nameGiven bats
## Length:31875 Length:31875 Length:31875
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
## throws debut finalGame
## Length:31875 Length:31875 Length:31875
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
# Query to get baseball pitching statistics during regular season since 1990
bb_pitching_query <- "select p.*, m.nameFirst, m.nameLast, m.nameGiven, m.bats, m.throws, m.debut, m.finalGame
from pitching p inner join stats.master m
on p.playerID = m.playerID
where p.yearID >= 1990;"
baseball_pitching_data <- dbGetQuery(con, bb_pitching_query)
summary(baseball_pitching_data)
## playerID yearID stint teamID
## Length:16832 Min. :1990 Min. :1.000 Length:16832
## Class :character 1st Qu.:1997 1st Qu.:1.000 Class :character
## Mode :character Median :2004 Median :1.000 Mode :character
## Mean :2003 Mean :1.085
## 3rd Qu.:2010 3rd Qu.:1.000
## Max. :2015 Max. :4.000
## lgID W L G
## Length:16832 Min. : 0.000 Min. : 0.000 Min. : 1.00
## Class :character 1st Qu.: 0.000 1st Qu.: 1.000 1st Qu.: 9.00
## Mode :character Median : 2.000 Median : 2.000 Median :22.00
## Mean : 3.591 Mean : 3.591 Mean :26.27
## 3rd Qu.: 5.000 3rd Qu.: 6.000 3rd Qu.:35.00
## Max. :27.000 Max. :21.000 Max. :94.00
## GS CG SHO SV
## Min. : 0.000 Min. : 0.0000 Min. :0.0000 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.:0.0000 1st Qu.: 0.000
## Median : 0.000 Median : 0.0000 Median :0.0000 Median : 0.000
## Mean : 7.184 Mean : 0.3422 Mean :0.1202 Mean : 1.822
## 3rd Qu.:11.000 3rd Qu.: 0.0000 3rd Qu.:0.0000 3rd Qu.: 0.000
## Max. :37.000 Max. :15.0000 Max. :6.0000 Max. :62.000
## IPouts H ER HR
## Min. : 1.0 Min. : 0.00 Min. : 0.00 Min. : 0.000
## 1st Qu.: 47.0 1st Qu.: 17.00 1st Qu.: 9.00 1st Qu.: 2.000
## Median :136.0 Median : 44.00 Median : 20.00 Median : 5.000
## Mean :192.5 Mean : 64.55 Mean : 30.35 Mean : 7.209
## 3rd Qu.:254.0 3rd Qu.: 87.00 3rd Qu.: 42.00 3rd Qu.:10.000
## Max. :815.0 Max. :284.00 Max. :145.00 Max. :48.000
## BB SO BAOpp ERA
## Min. : 0.00 Min. : 0.00 Length:16832 Min. : 0.000
## 1st Qu.: 7.00 1st Qu.: 11.00 Class :character 1st Qu.: 3.380
## Median : 18.00 Median : 33.00 Mode :character Median : 4.450
## Mean : 23.69 Mean : 47.59 Mean : 5.423
## 3rd Qu.: 33.00 3rd Qu.: 67.00 3rd Qu.: 5.910
## Max. :152.00 Max. :372.00 Max. :189.000
## IBB WP HBP BK
## Length:16832 Length:16832 Length:16832 Min. :0.0000
## Class :character Class :character Class :character 1st Qu.:0.0000
## Mode :character Mode :character Mode :character Median :0.0000
## Mean :0.2746
## 3rd Qu.:0.0000
## Max. :9.0000
## BFP GF R SH
## Length:16832 Length:16832 Min. : 0.00 Length:16832
## Class :character Class :character 1st Qu.: 10.00 Class :character
## Mode :character Mode :character Median : 22.00 Mode :character
## Mean : 33.09
## 3rd Qu.: 46.00
## Max. :160.00
## SF GIDP nameFirst
## Length:16832 Length:16832 Length:16832
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
## nameLast nameGiven bats
## Length:16832 Length:16832 Length:16832
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
## throws debut finalGame
## Length:16832 Length:16832 Length:16832
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
# get teamID and team names throughout since 1990
bb_teams_query <- "select distinct t.yearID, t.name, t.teamID, t.lgID
from stats.teams t where t.yearID >= 1990;"
baseball_teams_data <- dbGetQuery(con, bb_teams_query)
summary(baseball_teams_data)
## yearID name teamID lgID
## Min. :1990 Length:758 Length:758 Length:758
## 1st Qu.:1996 Class :character Class :character Class :character
## Median :2003 Mode :character Mode :character Mode :character
## Mean :2003
## 3rd Qu.:2009
## Max. :2015
dbDisconnect(conn = con)
## [1] TRUE
Begin Cleaning the dataset(s)
# remove some columns from the baseball_players_PED list
# remove response and reference columns
bb_player_PED_clean <- bb_player_PED %>% select(-Ref.) %>% select(-Response)
# change the "Date.Announced" name to something more meaningful like "Date_Caught"
colnames(bb_player_PED_clean)[3] <- "Date_Caught"
# change the data type of Date_Caught to be of character format
bb_player_PED_clean$Date_Caught <- as.character(bb_player_PED_clean$Date_Caught)
# in the Penalty field, remove any '^' characters, [A] or [B] or [C] string
bb_player_PED_clean$Penalty <- gsub("(\\[A\\]|\\^|\\[B\\]|\\[C\\])", ""
,bb_player_PED_clean$Penalty)
# in the Player's Name field, remove any "([0-9])" characters
# and ("SS, GG, MVP") as it is not relvalent for this data analysis if a player
# was a Golden Glove or voted most valuable player.
bb_player_PED_clean$Player <- gsub("(SS|GG|MVP)", ""
,bb_player_PED_clean$Player)
bb_player_PED_clean$Player <- gsub("(\\([0-9]\\))", ""
,bb_player_PED_clean$Player)
# Trim white spaces
bb_player_PED_clean$Player <- str_trim(bb_player_PED_clean$Player)
# Remove accents in baseball player names (this will help us in cross-ref names
# with the lahman database)
bb_player_PED_clean$Player <- iconv(bb_player_PED_clean$Player,
to = 'ASCII//TRANSLIT')
bb_player_PED_clean
## Player Team Date_Caught
## 1 Alex Sanchez Tampa Bay Devil Rays April 3, 2005
## 2 Agustin Montero Texas Rangers April 20, 2005
## 3 Jamal Strong Seattle Mariners April 26, 2005
## 4 Juan Rincon Minnesota Twins May 2, 2005
## 5 Rafael Betancourt Cleveland Indians July 8, 2005
## 6 Rafael Palmeiro Baltimore Orioles August 1, 2005
## 7 Ryan Franklin Seattle Mariners August 2, 2005
## 8 Mike Morse Seattle Mariners September 7, 2005
## 9 Carlos Almanzar Texas Rangers October 4, 2005
## 10 Felix Heredia New York Mets October 18, 2005
## 11 Matt Lawton New York Yankees November 2, 2005
## 12 Yusaku Iriki New York Mets April 28, 2006
## 13 Jason Grimsley Arizona Diamondbacks June 12, 2006
## 14 Guillermo Mota New York Mets November 1, 2006
## 15 Juan Salas Tampa Bay Devil Rays May 7, 2007
## 16 Neifi Perez Detroit Tigers July 6, 2007
## 17 Neifi Perez Detroit Tigers August 3, 2007
## 18 Mike Cameron San Diego Padres October 31, 2007
## 19 Dan Serafini Colorado Rockies November 27, 2007
## 20 Jose Guillen Kansas City Royals December 6, 2007
## 21 Jay Gibbons Baltimore Orioles December 6, 2007
## 22 Eliezer Alfonzo San Francisco Giants April 30, 2008
## 23 J. C. Romero Philadelphia Phillies January 6, 2009
## 24 Manny Ramirez Los Angeles Dodgers May 7, 2009
## 25 Edinson Volquez Cincinnati Reds April 20, 2010
## 26 Manny Ramirez Tampa Bay Rays April 8, 2011
## 27 Eliezer Alfonzo Colorado Rockies September 14, 2011
## 28 Guillermo Mota San Francisco Giants May 7, 2012
## 29 Freddy Galvis Philadelphia Phillies June 19, 2012
## 30 Marlon Byrd Free agent June 25, 2012
## 31 Melky Cabrera San Francisco Giants August 15, 2012
## 32 Bartolo Colon Oakland Athletics August 22, 2012
## 33 Yasmani Grandal San Diego Padres November 7, 2012
## 34 Carlos Ruiz Philadelphia Phillies November 27, 2012
## 35 Ryan Braun Milwaukee Brewers July 22, 2013
## 36 Nelson Cruz Texas Rangers August 5, 2013
## 37 Jhonny Peralta Detroit Tigers August 5, 2013
## 38 Everth Cabrera San Diego Padres August 5, 2013
## 39 Antonio Bastardo Philadelphia Phillies August 5, 2013
## 40 Francisco Cervelli New York Yankees August 5, 2013
## 41 Alex Rodriguez New York Yankees August 5, 2013
## 42 Miguel Tejada Kansas City Royals August 17, 2013
## 43 Troy Patton Baltimore Orioles December 20, 2013
## 44 Cameron Maybin San Diego Padres July 23, 2014
## 45 David Rollins Seattle Mariners March 27, 2015
## 46 Ervin Santana Minnesota Twins April 3, 2015
## 47 Jenrry Mejia New York Mets April 11, 2015
## 48 Andrew McKirahan Atlanta Braves April 20, 2015
## 49 Jenrry Mejia New York Mets July 28, 2015
## 50 Cody Stanley St. Louis Cardinals September 12, 2015
## 51 Jenrry Mejia New York Mets February 12, 2016
## 52 Abraham Almonte Cleveland Indians February 26, 2016
## 53 Daniel Stumpf Philadelphia Phillies April 14, 2016
## 54 Chris Colabello Toronto Blue Jays April 22, 2016
## 55 Dee Gordon Miami Marlins April 29, 2016
## 56 Josh Ravin Los Angeles Dodgers May 2, 2016
## 57 Raul A. Mondesi Kansas City Royals May 10, 2016
## 58 Marlon Byrd Cleveland Indians June 1, 2016
## 59 Alec Asher Philadelphia Phillies June 16, 2016
## Drug Penalty Position
## 1 10 days OF
## 2 10 days P
## 3 10 days OF
## 4 10 days P
## 5 10 days P
## 6 Stanozolol 10 days DH
## 7 10 days P
## 8 10 days SS
## 9 10 days P
## 10 10 days P
## 11 10 days OF
## 12 50 games P
## 13 50 games P
## 14 50 games P
## 15 50 games P
## 16 25 games UT
## 17 80 games UT
## 18 25 games OF
## 19 50 games P
## 20 15 games OF
## 21 15 games OF
## 22 50 games C
## 23 50 games P
## 24 50 games OF
## 25 50 games P
## 26 100 games OF
## 27 48 games C
## 28 100 games P
## 29 Clostebol 50 games UT
## 30 Tamoxifen 50 games OF
## 31 Testosterone 50 games OF
## 32 Testosterone 50 games P
## 33 Testosterone 50 games C
## 34 25 games C
## 35 Season (65 games) OF
## 36 50 games OF
## 37 50 games SS
## 38 50 games SS
## 39 50 games P
## 40 50 games C
## 41 2014 season (162 games) 3B
## 42 Amphetamine 105 games UT
## 43 Amphetamine 25 games P
## 44 25 games OF
## 45 80 games P
## 46 Stanozolol 80 games P
## 47 Stanozolol 80 games P
## 48 Ipamorelin 80 games P
## 49 Boldenone, Stanozolol 162 games P
## 50 80 games C
## 51 Boldenone Lifetime Ban P
## 52 Boldenone 80 games OF
## 53 Turinabol 80 games P
## 54 Turinabol 80 games 1B
## 55 Clostebol, Testosterone 80 games 2B
## 56 Pralmorelin 80 games P
## 57 50 games SS
## 58 Ipamorelin 162 games OF
## 59 Turinabol 80 games P
Exploratory Data Analysis
Here we will compare some player stats to get some insight
# graph baseball_ped user stats for a random set of people
# get random rows
PED_sample_rows <- sample(1:nrow(bb_player_PED_clean), 10 , replace = TRUE)
# get data indexed by those random rows
sample_baseball <- bb_player_PED_clean %>% slice(PED_sample_rows)
for (i in 1:nrow(sample_baseball)) {
# get the year the baseball player was suspended and caught
year <- regmatches(sample_baseball$Date_Caught[i],
regexpr("([0-9]){4}", sample_baseball$Date_Caught[i]))
# plot the data (if it is a pitcher, display stats such as ERA, SO and BB)
# split the Player name into first and last name to filter the data from
# the Lahman database
fname <- with(sample_baseball, head((str_split(Player[i], " "))[[1]], n = 1))
lname <- with(sample_baseball, tail((str_split(Player[i], " "))[[1]], n = 1))
if (sample_baseball$Position[i] == "P"){
tmp <- baseball_pitching_data %>%
filter(grepl(fname, nameFirst),
nameLast == lname)
print(tmp)
print(ggplot(data = tmp, aes(yearID, ERA)) +
geom_point(aes(color = "cyl")) +
geom_line(aes(color = "blue")) +
geom_vline(xintercept = as.integer(year)))
}
else {
tmp <- baseball_batting_data %>%
filter(grepl(fname, nameFirst),
nameLast == lname)
print(tmp)
print(ggplot(data = tmp, aes(yearID, HR)) +
geom_point(aes(color = "cyl")) +
geom_line(aes(color = "blue")) +
geom_vline(xintercept = as.integer(year)))
}
}
## playerID yearID stint teamID lgID G AB R H 2B 3B HR RBI SB CS
## 1 peraljh01 2003 1 CLE AL 77 242 24 55 10 1 4 21 1 3
## 2 peraljh01 2004 1 CLE AL 8 25 2 6 1 0 0 2 0 1
## 3 peraljh01 2005 1 CLE AL 141 504 82 147 35 4 24 78 0 2
## 4 peraljh01 2006 1 CLE AL 149 569 84 146 28 3 13 68 0 1
## 5 peraljh01 2007 1 CLE AL 152 574 87 155 27 1 21 72 4 4
## 6 peraljh01 2008 1 CLE AL 154 605 104 167 42 4 23 89 3 1
## 7 peraljh01 2009 1 CLE AL 151 582 57 148 35 1 11 83 0 2
## 8 peraljh01 2010 1 CLE AL 91 334 37 82 23 2 7 43 1 0
## 9 peraljh01 2010 2 DET AL 57 217 23 55 7 0 8 38 0 0
## 10 peraljh01 2011 1 DET AL 146 525 68 157 25 3 21 86 0 2
## 11 peraljh01 2012 1 DET AL 150 531 58 127 32 3 13 63 1 2
## 12 peraljh01 2013 1 DET AL 107 409 50 124 30 0 11 55 3 3
## 13 peraljh01 2014 1 SLN NL 157 560 61 147 38 0 21 75 3 2
## 14 peraljh01 2015 1 SLN NL 155 579 64 159 26 1 17 71 1 4
## BB SO IBB HBP SH SF GIDP nameFirst nameLast nameGiven bats throws
## 1 20 65 0 4 2 2 5 Jhonny Peralta Jhonny Antonio R R
## 2 3 6 0 0 0 0 0 Jhonny Peralta Jhonny Antonio R R
## 3 58 128 3 3 1 4 12 Jhonny Peralta Jhonny Antonio R R
## 4 56 152 0 1 3 3 19 Jhonny Peralta Jhonny Antonio R R
## 5 61 146 2 4 1 7 12 Jhonny Peralta Jhonny Antonio R R
## 6 48 126 2 4 2 5 26 Jhonny Peralta Jhonny Antonio R R
## 7 51 134 0 4 2 6 20 Jhonny Peralta Jhonny Antonio R R
## 8 32 69 1 1 0 6 7 Jhonny Peralta Jhonny Antonio R R
## 9 21 34 1 0 0 4 4 Jhonny Peralta Jhonny Antonio R R
## 10 40 95 2 2 0 9 17 Jhonny Peralta Jhonny Antonio R R
## 11 49 105 3 2 1 2 20 Jhonny Peralta Jhonny Antonio R R
## 12 35 98 2 1 1 2 9 Jhonny Peralta Jhonny Antonio R R
## 13 58 112 2 6 0 4 19 Jhonny Peralta Jhonny Antonio R R
## 14 50 111 6 5 0 6 23 Jhonny Peralta Jhonny Antonio R R
## debut finalGame
## 1 2003-06-12 2015-10-04
## 2 2003-06-12 2015-10-04
## 3 2003-06-12 2015-10-04
## 4 2003-06-12 2015-10-04
## 5 2003-06-12 2015-10-04
## 6 2003-06-12 2015-10-04
## 7 2003-06-12 2015-10-04
## 8 2003-06-12 2015-10-04
## 9 2003-06-12 2015-10-04
## 10 2003-06-12 2015-10-04
## 11 2003-06-12 2015-10-04
## 12 2003-06-12 2015-10-04
## 13 2003-06-12 2015-10-04
## 14 2003-06-12 2015-10-04
## playerID yearID stint teamID lgID G AB R H 2B 3B HR RBI SB CS
## 1 ramirma02 1993 1 CLE AL 22 53 5 9 1 0 2 5 0 0
## 2 ramirma02 1994 1 CLE AL 91 290 51 78 22 0 17 60 4 2
## 3 ramirma02 1995 1 CLE AL 137 484 85 149 26 1 31 107 6 6
## 4 ramirma02 1996 1 CLE AL 152 550 94 170 45 3 33 112 8 5
## 5 ramirma02 1997 1 CLE AL 150 561 99 184 40 0 26 88 2 3
## 6 ramirma02 1998 1 CLE AL 150 571 108 168 35 2 45 145 5 3
## 7 ramirma02 1999 1 CLE AL 147 522 131 174 34 3 44 165 2 4
## 8 ramirma02 2000 1 CLE AL 118 439 92 154 34 2 38 122 1 1
## 9 ramirma02 2001 1 BOS AL 142 529 93 162 33 2 41 125 0 1
## 10 ramirma02 2002 1 BOS AL 120 436 84 152 31 0 33 107 0 0
## 11 ramirma02 2003 1 BOS AL 154 569 117 185 36 1 37 104 3 1
## 12 ramirma02 2004 1 BOS AL 152 568 108 175 44 0 43 130 2 4
## 13 ramirma02 2005 1 BOS AL 152 554 112 162 30 1 45 144 1 0
## 14 ramirma02 2006 1 BOS AL 130 449 79 144 27 1 35 102 0 1
## 15 ramirma02 2007 1 BOS AL 133 483 84 143 33 1 20 88 0 0
## 16 ramirma02 2008 1 BOS AL 100 365 66 109 22 1 20 68 1 0
## 17 ramirma02 2008 2 LAN NL 53 187 36 74 14 0 17 53 2 0
## 18 ramirma02 2009 1 LAN NL 104 352 62 102 24 2 19 63 0 1
## 19 ramirma02 2010 1 LAN NL 66 196 32 61 15 0 8 40 1 1
## 20 ramirma02 2010 2 CHA AL 24 69 6 18 1 0 1 2 0 0
## 21 ramirma02 2011 1 TBA AL 5 17 0 1 0 0 0 1 0 0
## BB SO IBB HBP SH SF GIDP nameFirst nameLast nameGiven bats
## 1 2 8 0 0 0 0 3 Manny Ramirez Manuel Aristides R
## 2 42 72 4 0 0 4 6 Manny Ramirez Manuel Aristides R
## 3 75 112 6 5 2 5 13 Manny Ramirez Manuel Aristides R
## 4 85 104 8 3 0 9 18 Manny Ramirez Manuel Aristides R
## 5 79 115 5 7 0 4 19 Manny Ramirez Manuel Aristides R
## 6 76 121 6 6 0 10 18 Manny Ramirez Manuel Aristides R
## 7 96 131 9 13 0 9 12 Manny Ramirez Manuel Aristides R
## 8 86 117 9 3 0 4 9 Manny Ramirez Manuel Aristides R
## 9 81 147 25 8 0 2 9 Manny Ramirez Manuel Aristides R
## 10 73 85 14 8 0 1 13 Manny Ramirez Manuel Aristides R
## 11 97 94 28 8 0 5 22 Manny Ramirez Manuel Aristides R
## 12 82 124 15 6 0 7 17 Manny Ramirez Manuel Aristides R
## 13 80 119 9 10 0 6 20 Manny Ramirez Manuel Aristides R
## 14 100 102 16 1 0 8 13 Manny Ramirez Manuel Aristides R
## 15 71 92 13 7 0 8 21 Manny Ramirez Manuel Aristides R
## 16 52 86 8 8 0 0 12 Manny Ramirez Manuel Aristides R
## 17 35 38 16 3 0 4 5 Manny Ramirez Manuel Aristides R
## 18 71 81 21 7 0 1 7 Manny Ramirez Manuel Aristides R
## 19 32 38 4 1 0 3 4 Manny Ramirez Manuel Aristides R
## 20 14 23 0 5 0 0 2 Manny Ramirez Manuel Aristides R
## 21 0 4 0 0 0 0 0 Manny Ramirez Manuel Aristides R
## throws debut finalGame
## 1 R 1993-09-02 2011-04-06
## 2 R 1993-09-02 2011-04-06
## 3 R 1993-09-02 2011-04-06
## 4 R 1993-09-02 2011-04-06
## 5 R 1993-09-02 2011-04-06
## 6 R 1993-09-02 2011-04-06
## 7 R 1993-09-02 2011-04-06
## 8 R 1993-09-02 2011-04-06
## 9 R 1993-09-02 2011-04-06
## 10 R 1993-09-02 2011-04-06
## 11 R 1993-09-02 2011-04-06
## 12 R 1993-09-02 2011-04-06
## 13 R 1993-09-02 2011-04-06
## 14 R 1993-09-02 2011-04-06
## 15 R 1993-09-02 2011-04-06
## 16 R 1993-09-02 2011-04-06
## 17 R 1993-09-02 2011-04-06
## 18 R 1993-09-02 2011-04-06
## 19 R 1993-09-02 2011-04-06
## 20 R 1993-09-02 2011-04-06
## 21 R 1993-09-02 2011-04-06
## playerID yearID stint teamID lgID W L G GS CG SHO SV IPouts H ER HR
## 1 salasju01 2006 1 TBA AL 0 0 8 0 0 0 0 30 13 6 1
## 2 salasju01 2007 1 TBA AL 1 1 34 0 0 0 0 109 36 15 7
## 3 salasju01 2008 1 TBA AL 0 0 5 0 0 0 0 19 5 5 0
## BB SO BAOpp ERA IBB WP HBP BK BFP GF R SH SF GIDP nameFirst nameLast
## 1 3 8 0.295 5.40 0 3 0 0 48 2 7 0 1 Juan Salas
## 2 17 26 0.248 3.72 0 3 5 0 168 10 19 1 0 Juan Salas
## 3 4 8 0.217 7.11 0 1 0 0 27 2 5 0 0 Juan Salas
## nameGiven bats throws debut finalGame
## 1 Juan R R 2006-09-05 2008-09-15
## 2 Juan R R 2006-09-05 2008-09-15
## 3 Juan R R 2006-09-05 2008-09-15
## playerID yearID stint teamID lgID W L G GS CG SHO SV IPouts H ER HR
## 1 bastaan01 2009 1 PHI NL 2 3 6 5 0 0 0 71 26 17 4
## 2 bastaan01 2010 1 PHI NL 2 0 25 0 0 0 0 56 19 9 1
## 3 bastaan01 2011 1 PHI NL 6 1 64 0 0 0 8 174 28 17 6
## 4 bastaan01 2012 1 PHI NL 2 5 65 0 0 0 1 156 40 25 7
## 5 bastaan01 2013 1 PHI NL 3 2 48 0 0 0 2 128 33 11 2
## 6 bastaan01 2014 1 PHI NL 5 7 67 0 0 0 0 192 43 28 4
## 7 bastaan01 2015 1 PIT NL 4 1 66 0 0 0 1 172 39 19 4
## BB SO BAOpp ERA IBB WP HBP BK BFP GF R SH SF GIDP nameFirst nameLast
## 1 9 19 0.274 6.46 0 0 2 0 106 0 18 0 0 Antonio Bastardo
## 2 9 26 0.253 4.34 0 0 2 0 86 2 9 0 0 Antonio Bastardo
## 3 26 70 0.144 2.64 0 4 0 0 225 15 17 2 2 Antonio Bastardo
## 4 26 81 0.207 4.33 3 5 2 0 224 10 26 1 2 Antonio Bastardo
## 5 21 47 0.217 2.32 1 4 1 0 179 15 12 4 1 Antonio Bastardo
## 6 34 81 0.188 3.94 4 5 2 0 271 17 31 3 3 3 Antonio Bastardo
## 7 26 64 0.188 2.98 2 8 3 0 239 18 19 2 0 Antonio Bastardo
## nameGiven bats throws debut finalGame
## 1 Antonio Francisco R L 2009-06-02 2015-10-02
## 2 Antonio Francisco R L 2009-06-02 2015-10-02
## 3 Antonio Francisco R L 2009-06-02 2015-10-02
## 4 Antonio Francisco R L 2009-06-02 2015-10-02
## 5 Antonio Francisco R L 2009-06-02 2015-10-02
## 6 Antonio Francisco R L 2009-06-02 2015-10-02
## 7 Antonio Francisco R L 2009-06-02 2015-10-02
## playerID yearID stint teamID lgID W L G GS CG SHO SV IPouts H ER
## 1 frankry01 1999 1 SEA AL 0 0 6 0 0 0 0 34 10 6
## 2 frankry01 2001 1 SEA AL 5 1 38 0 0 0 0 235 76 31
## 3 frankry01 2002 1 SEA AL 7 5 41 12 0 0 0 356 117 53
## 4 frankry01 2003 1 SEA AL 11 13 32 32 2 1 0 636 199 84
## 5 frankry01 2004 1 SEA AL 4 16 32 32 2 1 0 601 224 109
## 6 frankry01 2005 1 SEA AL 8 15 32 30 2 1 0 572 212 108
## 7 frankry01 2006 1 PHI NL 1 5 46 0 0 0 0 159 59 27
## 8 frankry01 2006 2 CIN NL 5 2 20 0 0 0 0 73 27 12
## 9 frankry01 2007 1 SLN NL 4 4 69 0 0 0 1 240 70 27
## 10 frankry01 2008 1 SLN NL 6 6 74 0 0 0 17 236 86 31
## 11 frankry01 2009 1 SLN NL 4 3 62 0 0 0 38 183 49 13
## 12 frankry01 2010 1 SLN NL 6 2 59 0 0 0 27 195 57 25
## 13 frankry01 2011 1 SLN NL 1 4 21 0 0 0 1 83 44 26
## HR BB SO BAOpp ERA IBB WP HBP BK BFP GF R SH SF GIDP nameFirst
## 1 2 8 6 0 4.76 1 0 1 0 51 2 6 Ryan
## 2 13 24 60 0.25 3.56 4 2 4 0 335 14 32 1 2 Ryan
## 3 14 22 65 0.255 4.02 1 0 5 0 495 10 62 5 5 Ryan
## 4 34 61 99 0.251 3.57 3 1 9 2 877 0 93 8 5 Ryan
## 5 33 61 104 0.285 4.90 1 0 10 3 870 0 116 2 11 Ryan
## 6 28 62 93 0.28 5.10 4 3 7 1 832 0 110 3 3 Ryan
## 7 10 17 25 0.28 4.58 4 1 4 0 233 13 28 0 1 Ryan
## 8 3 16 18 0.297 4.44 6 1 0 0 110 6 14 2 1 Ryan
## 9 8 11 44 0.234 3.04 0 2 3 0 317 8 28 2 2 Ryan
## 10 10 30 51 0.278 3.55 4 3 3 0 346 39 34 2 2 Ryan
## 11 2 24 44 0.22 1.92 3 1 1 0 250 54 13 0 2 Ryan
## 12 7 10 42 0.23 3.46 1 5 4 0 264 51 25 1 1 Ryan
## 13 9 7 17 0.367 8.46 2 1 1 0 133 9 27 4 1 Ryan
## nameLast nameGiven bats throws debut finalGame
## 1 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## 2 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## 3 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## 4 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## 5 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## 6 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## 7 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## 8 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## 9 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## 10 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## 11 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## 12 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## 13 Franklin Ryan Ray R R 1999-05-15 2011-06-28
## playerID yearID stint teamID lgID G AB R H 2B 3B HR RBI SB CS BB SO
## 1 alfonel01 2006 1 SFN NL 87 286 27 76 17 2 12 39 1 0 9 74
## 2 alfonel01 2007 1 SFN NL 26 64 5 16 2 1 1 6 0 2 2 23
## 3 alfonel01 2008 1 SFN NL 5 11 0 1 0 0 0 1 0 0 0 4
## 4 alfonel01 2009 1 SDN NL 37 114 6 20 3 0 2 8 0 0 3 34
## 5 alfonel01 2010 1 SEA AL 13 41 4 9 1 0 1 4 0 0 0 10
## 6 alfonel01 2011 1 COL NL 25 75 2 20 1 0 1 9 0 0 3 13
## IBB HBP SH SF GIDP nameFirst nameLast nameGiven bats throws
## 1 7 7 4 3 10 Eliezer Alfonzo Eliezer Jesus R R
## 2 2 1 0 0 2 Eliezer Alfonzo Eliezer Jesus R R
## 3 0 0 0 0 2 Eliezer Alfonzo Eliezer Jesus R R
## 4 0 0 0 0 0 Eliezer Alfonzo Eliezer Jesus R R
## 5 0 0 0 0 2 Eliezer Alfonzo Eliezer Jesus R R
## 6 0 1 0 0 1 Eliezer Alfonzo Eliezer Jesus R R
## debut finalGame
## 1 2006-06-03 2011-09-13
## 2 2006-06-03 2011-09-13
## 3 2006-06-03 2011-09-13
## 4 2006-06-03 2011-09-13
## 5 2006-06-03 2011-09-13
## 6 2006-06-03 2011-09-13
## playerID yearID stint teamID lgID W L G GS CG SHO SV IPouts H ER HR
## 1 pattotr01 2007 1 HOU NL 0 2 3 2 0 0 0 38 10 5 3
## 2 pattotr01 2010 1 BAL AL 0 0 1 0 0 0 0 2 1 0 0
## 3 pattotr01 2011 1 BAL AL 2 1 20 0 0 0 0 90 25 10 2
## 4 pattotr01 2012 1 BAL AL 1 0 54 0 0 0 0 167 45 15 5
## 5 pattotr01 2013 1 BAL AL 2 0 56 0 0 0 0 168 57 23 8
## 6 pattotr01 2014 1 BAL AL 0 1 9 0 0 0 0 20 9 6 1
## 7 pattotr01 2014 2 SDN NL 0 0 8 0 0 0 0 22 7 2 1
## BB SO BAOpp ERA IBB WP HBP BK BFP GF R SH SF GIDP nameFirst nameLast
## 1 4 8 0.213 3.55 0 0 2 0 54 1 6 1 0 Troy Patton
## 2 1 1 0.333 0.00 0 0 0 0 4 0 0 0 0 Troy Patton
## 3 5 22 0.223 3.00 1 0 0 0 119 4 10 1 1 Troy Patton
## 4 12 49 0.215 2.43 2 1 2 0 224 12 15 0 1 Troy Patton
## 5 16 42 0.27 3.70 1 0 3 0 235 8 25 2 3 Troy Patton
## 6 4 5 0.333 8.10 1 0 0 0 31 3 6 0 0 1 Troy Patton
## 7 1 8 0.226 2.45 0 0 0 0 32 4 2 0 0 0 Troy Patton
## nameGiven bats throws debut finalGame
## 1 Troy Jamieson B L 2007-08-25 2014-06-13
## 2 Troy Jamieson B L 2007-08-25 2014-06-13
## 3 Troy Jamieson B L 2007-08-25 2014-06-13
## 4 Troy Jamieson B L 2007-08-25 2014-06-13
## 5 Troy Jamieson B L 2007-08-25 2014-06-13
## 6 Troy Jamieson B L 2007-08-25 2014-06-13
## 7 Troy Jamieson B L 2007-08-25 2014-06-13
## playerID yearID stint teamID lgID W L G GS CG SHO SV IPouts H ER HR
## 1 mejiaje01 2010 1 NYN NL 0 4 33 3 0 0 0 117 46 20 3
## 2 mejiaje01 2012 1 NYN NL 1 2 5 3 0 0 0 48 20 10 2
## 3 mejiaje01 2013 1 NYN NL 1 2 5 5 0 0 0 82 28 7 2
## 4 mejiaje01 2014 1 NYN NL 6 6 63 7 0 0 28 281 98 38 9
## 5 mejiaje01 2015 1 NYN NL 1 0 7 0 0 0 0 22 4 0 0
## BB SO BAOpp ERA IBB WP HBP BK BFP GF R SH SF GIDP nameFirst nameLast
## 1 20 22 0.289 4.62 2 7 3 0 183 8 21 0 1 Jenrry Mejia
## 2 9 8 0.313 5.63 0 1 0 0 74 1 10 1 0 Jenrry Mejia
## 3 4 27 0.269 2.30 0 1 0 0 112 0 9 0 4 Jenrry Mejia
## 4 41 98 0.265 3.65 8 5 4 0 417 49 41 2 0 10 Jenrry Mejia
## 5 2 7 0.167 0.00 1 0 0 0 27 1 0 1 0 Jenrry Mejia
## nameGiven bats throws debut finalGame
## 1 Jenrry Manuel R R 2010-04-07 2015-07-26
## 2 Jenrry Manuel R R 2010-04-07 2015-07-26
## 3 Jenrry Manuel R R 2010-04-07 2015-07-26
## 4 Jenrry Manuel R R 2010-04-07 2015-07-26
## 5 Jenrry Manuel R R 2010-04-07 2015-07-26
## playerID yearID stint teamID lgID G AB R H 2B 3B HR RBI SB CS BB
## 1 guilljo01 1997 1 PIT NL 143 498 58 133 20 5 14 70 1 2 17
## 2 guilljo01 1998 1 PIT NL 153 573 60 153 38 2 14 84 3 5 21
## 3 guilljo01 1999 1 PIT NL 40 120 18 32 6 0 1 18 1 0 10
## 4 guilljo01 1999 2 TBA AL 47 168 24 41 10 0 2 13 0 0 10
## 5 guilljo01 2000 1 TBA AL 105 316 40 80 16 5 10 41 3 1 18
## 6 guilljo01 2001 1 TBA AL 41 135 14 37 5 0 3 11 2 3 6
## 7 guilljo01 2002 1 ARI NL 54 131 13 30 4 0 4 15 3 4 7
## 8 guilljo01 2002 2 CIN NL 31 109 12 27 3 0 4 16 1 1 7
## 9 guilljo01 2003 1 CIN NL 91 315 52 106 21 1 23 63 1 3 17
## 10 guilljo01 2003 2 OAK AL 45 170 25 45 7 1 8 23 0 0 7
## 11 guilljo01 2004 1 ANA AL 148 565 88 166 28 3 27 104 5 4 37
## 12 guilljo01 2005 1 WAS NL 148 551 81 156 32 2 24 76 1 1 31
## 13 guilljo01 2006 1 WAS NL 69 241 28 52 15 1 9 40 1 0 15
## 14 guilljo01 2007 1 SEA AL 153 593 84 172 28 2 23 99 5 1 41
## 15 guilljo01 2008 1 KCA AL 153 598 66 158 42 1 20 97 2 1 23
## 16 guilljo01 2009 1 KCA AL 81 281 30 68 8 0 9 40 1 0 22
## 17 guilljo01 2010 1 KCA AL 106 396 46 101 17 2 16 62 1 0 27
## 18 guilljo01 2010 2 SFN NL 42 128 9 34 5 0 3 15 0 0 5
## SO IBB HBP SH SF GIDP nameFirst nameLast nameGiven bats throws
## 1 88 0 8 0 3 16 Jose Guillen Jose Manuel R R
## 2 100 0 6 1 4 7 Jose Guillen Jose Manuel R R
## 3 21 1 0 1 1 7 Jose Guillen Jose Manuel R R
## 4 36 1 7 0 1 8 Jose Guillen Jose Manuel R R
## 5 65 1 13 2 0 6 Jose Guillen Jose Manuel R R
## 6 26 2 3 0 1 2 Jose Guillen Jose Manuel R R
## 7 25 1 2 0 1 7 Jose Guillen Jose Manuel R R
## 8 18 0 1 1 0 6 Jose Guillen Jose Manuel R R
## 9 63 1 9 6 2 8 Jose Guillen Jose Manuel R R
## 10 32 1 5 2 1 8 Jose Guillen Jose Manuel R R
## 11 92 5 15 0 3 14 Jose Guillen Jose Manuel R R
## 12 102 6 19 1 9 14 Jose Guillen Jose Manuel R R
## 13 48 4 7 0 5 8 Jose Guillen Jose Manuel R R
## 14 118 2 19 0 5 17 Jose Guillen Jose Manuel R R
## 15 106 3 9 0 3 23 Jose Guillen Jose Manuel R R
## 16 50 1 8 0 1 13 Jose Guillen Jose Manuel R R
## 17 84 1 9 0 5 9 Jose Guillen Jose Manuel R R
## 18 29 0 5 0 1 8 Jose Guillen Jose Manuel R R
## debut finalGame
## 1 1997-04-01 2010-10-03
## 2 1997-04-01 2010-10-03
## 3 1997-04-01 2010-10-03
## 4 1997-04-01 2010-10-03
## 5 1997-04-01 2010-10-03
## 6 1997-04-01 2010-10-03
## 7 1997-04-01 2010-10-03
## 8 1997-04-01 2010-10-03
## 9 1997-04-01 2010-10-03
## 10 1997-04-01 2010-10-03
## 11 1997-04-01 2010-10-03
## 12 1997-04-01 2010-10-03
## 13 1997-04-01 2010-10-03
## 14 1997-04-01 2010-10-03
## 15 1997-04-01 2010-10-03
## 16 1997-04-01 2010-10-03
## 17 1997-04-01 2010-10-03
## 18 1997-04-01 2010-10-03
## playerID yearID stint teamID lgID W L G GS CG SHO SV IPouts H ER HR
## 1 motagu01 1999 1 MON NL 2 4 51 0 0 0 0 166 54 18 5
## 2 motagu01 2000 1 MON NL 1 1 29 0 0 0 0 90 27 20 3
## 3 motagu01 2001 1 MON NL 1 3 53 0 0 0 0 149 51 29 9
## 4 motagu01 2002 1 LAN NL 1 3 43 0 0 0 0 182 45 28 4
## 5 motagu01 2003 1 LAN NL 6 3 76 0 0 0 1 315 78 23 7
## 6 motagu01 2004 1 LAN NL 8 4 52 0 0 0 1 189 51 15 4
## 7 motagu01 2004 2 FLO NL 1 4 26 0 0 0 3 101 24 18 4
## 8 motagu01 2005 1 FLO NL 2 2 56 0 0 0 2 201 65 35 5
## 9 motagu01 2006 1 CLE AL 1 3 34 0 0 0 0 113 45 26 9
## 10 motagu01 2006 2 NYN NL 3 0 18 0 0 0 0 54 10 2 2
## 11 motagu01 2007 1 NYN NL 2 2 52 0 0 0 0 178 63 38 8
## 12 motagu01 2008 1 MIL NL 5 6 58 0 0 0 1 171 52 26 7
## 13 motagu01 2009 1 LAN NL 3 4 61 0 0 0 0 196 53 25 6
## 14 motagu01 2010 1 SFN NL 1 3 56 0 0 0 1 162 49 26 4
## 15 motagu01 2011 1 SFN NL 2 2 52 0 0 0 1 241 71 34 10
## 16 motagu01 2012 1 SFN NL 0 1 26 0 0 0 0 62 24 12 3
## BB SO BAOpp ERA IBB WP HBP BK BFP GF R SH SF GIDP nameFirst nameLast
## 1 25 27 0 2.93 3 1 2 1 243 18 24 Guillermo Mota
## 2 12 24 0.245 6.00 0 1 2 1 126 7 21 1 1 Guillermo Mota
## 3 18 31 0.271 5.26 1 1 1 0 212 12 30 3 2 Guillermo Mota
## 4 27 49 0.202 4.15 6 3 2 0 256 11 30 3 1 Guillermo Mota
## 5 26 99 0.206 1.97 4 0 1 0 410 18 23 3 1 Guillermo Mota
## 6 27 52 0.228 2.14 5 5 2 0 259 11 15 4 2 Guillermo Mota
## 7 10 33 0.2 4.81 1 0 2 0 134 7 18 1 1 Guillermo Mota
## 8 32 60 0.254 4.70 7 4 1 0 293 24 38 1 3 Guillermo Mota
## 9 19 27 0.298 6.21 3 2 0 0 173 13 27 0 3 Guillermo Mota
## 10 5 19 0.159 1.00 1 0 0 0 68 4 2 0 0 Guillermo Mota
## 11 18 47 0.264 5.76 2 2 2 0 261 10 39 2 0 Guillermo Mota
## 12 28 50 0.245 4.11 0 4 0 1 244 18 28 1 3 Guillermo Mota
## 13 24 39 0.224 3.44 8 3 5 0 273 27 25 3 4 Guillermo Mota
## 14 22 38 0.243 4.33 5 5 0 0 228 17 29 0 4 Guillermo Mota
## 15 30 77 0.24 3.81 4 1 2 1 333 11 34 3 2 Guillermo Mota
## 16 8 24 0.3 5.23 0 0 2 0 91 4 13 0 1 Guillermo Mota
## nameGiven bats throws debut finalGame
## 1 Guillermo R R 1999-05-02 2012-10-02
## 2 Guillermo R R 1999-05-02 2012-10-02
## 3 Guillermo R R 1999-05-02 2012-10-02
## 4 Guillermo R R 1999-05-02 2012-10-02
## 5 Guillermo R R 1999-05-02 2012-10-02
## 6 Guillermo R R 1999-05-02 2012-10-02
## 7 Guillermo R R 1999-05-02 2012-10-02
## 8 Guillermo R R 1999-05-02 2012-10-02
## 9 Guillermo R R 1999-05-02 2012-10-02
## 10 Guillermo R R 1999-05-02 2012-10-02
## 11 Guillermo R R 1999-05-02 2012-10-02
## 12 Guillermo R R 1999-05-02 2012-10-02
## 13 Guillermo R R 1999-05-02 2012-10-02
## 14 Guillermo R R 1999-05-02 2012-10-02
## 15 Guillermo R R 1999-05-02 2012-10-02
## 16 Guillermo R R 1999-05-02 2012-10-02
