Moneyball
Cristian Ramos Lorenzo
19/5/2019
En este documentro trabajaremos con el dataset obtenido de la página de Sean Lahaman para trabajar con estadísticas de beisbol. El objetivo es trabajar con datos reales y simular, salvando las distancias, la preparación y análisis con datos que realizó el equipo de Oakland Athletics’, dirigido por el gerente general Billy Beane. Para más información.
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
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## filter, lag## The following objects are masked from 'package:base':
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## intersect, setdiff, setequal, unionlibrary(ggplot2)## Registered S3 methods overwritten by 'ggplot2':
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## print.quosures rlanglibrary(plotly)##
## Attaching package: 'plotly'## The following object is masked from 'package:ggplot2':
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## layout#Abrimos el documento.
batting <- read.csv("~/R/Capstone Project/Batting.csv")
head(batting)## playerID yearID stint teamID lgID G G_batting AB R H X2B X3B HR RBI SB
## 1 aardsda01 2004 1 SFN NL 11 11 0 0 0 0 0 0 0 0
## 2 aardsda01 2006 1 CHN NL 45 43 2 0 0 0 0 0 0 0
## 3 aardsda01 2007 1 CHA AL 25 2 0 0 0 0 0 0 0 0
## 4 aardsda01 2008 1 BOS AL 47 5 1 0 0 0 0 0 0 0
## 5 aardsda01 2009 1 SEA AL 73 3 0 0 0 0 0 0 0 0
## 6 aardsda01 2010 1 SEA AL 53 4 0 0 0 0 0 0 0 0
## CS BB SO IBB HBP SH SF GIDP G_old
## 1 0 0 0 0 0 0 0 0 11
## 2 0 0 0 0 0 1 0 0 45
## 3 0 0 0 0 0 0 0 0 2
## 4 0 0 1 0 0 0 0 0 5
## 5 0 0 0 0 0 0 0 0 NA
## 6 0 0 0 0 0 0 0 0 NAnames(batting)## [1] "playerID" "yearID" "stint" "teamID" "lgID"
## [6] "G" "G_batting" "AB" "R" "H"
## [11] "X2B" "X3B" "HR" "RBI" "SB"
## [16] "CS" "BB" "SO" "IBB" "HBP"
## [21] "SH" "SF" "GIDP" "G_old"Las columnas se refieren a lo siguiente:
# playerID Player ID code
# yearID Year
# stint player's stint (order of appearances within a season)
# teamID Team
# lgID League
# G Games
# G_batting Game as batter
# AB At Bats
# R Runs
# H Hits
# 2B Doubles
# 3B Triples
# HR Homeruns
# RBI Runs Batted In (Cuando el lanzador lanza un fly para que un corredor puede puntuar pero él es eliminado)
# SB Stolen Bases (CUando un corredor alcanza una base sin ser eliminado)
# CS Caught Stealing (Cuando un corredor intenta alcanzar la base pero es eliminado)
# BB Base on Balls (Cuando el bateador alcanza la primera base debido a 4 bolas del pitcher)
# SO Strikeouts (El bateador es eliminado por 3 fallos)
# IBB Intentional walks (El pitcher provoca un BB a próposito)
# HBP Hit by pitch (El pitcher golpea al bateador)
# SH Sacrifice hits (Lanzamiento sacrificándose el jugador para que un corredor se mueva de base )
# SF Sacrifice flies (Lanzamiento bombeado sacrificándose el jugador para que un corredor se mueva de base)
# GIDP Grounded into double plays (Doble eliminación en un golpeo)
# G_Old Old version of games (deprecated)str(batting)## 'data.frame': 97889 obs. of 24 variables:
## $ playerID : Factor w/ 18107 levels "aardsda01","aaronha01",..: 1 1 1 1 1 1 1 2 2 2 ...
## $ yearID : int 2004 2006 2007 2008 2009 2010 2012 1954 1955 1956 ...
## $ stint : int 1 1 1 1 1 1 1 1 1 1 ...
## $ teamID : Factor w/ 149 levels "ALT","ANA","ARI",..: 117 35 33 16 116 116 93 80 80 80 ...
## $ lgID : Factor w/ 6 levels "AA","AL","FL",..: 4 4 2 2 2 2 2 4 4 4 ...
## $ G : int 11 45 25 47 73 53 1 122 153 153 ...
## $ G_batting: int 11 43 2 5 3 4 NA 122 153 153 ...
## $ AB : int 0 2 0 1 0 0 NA 468 602 609 ...
## $ R : int 0 0 0 0 0 0 NA 58 105 106 ...
## $ H : int 0 0 0 0 0 0 NA 131 189 200 ...
## $ X2B : int 0 0 0 0 0 0 NA 27 37 34 ...
## $ X3B : int 0 0 0 0 0 0 NA 6 9 14 ...
## $ HR : int 0 0 0 0 0 0 NA 13 27 26 ...
## $ RBI : int 0 0 0 0 0 0 NA 69 106 92 ...
## $ SB : int 0 0 0 0 0 0 NA 2 3 2 ...
## $ CS : int 0 0 0 0 0 0 NA 2 1 4 ...
## $ BB : int 0 0 0 0 0 0 NA 28 49 37 ...
## $ SO : int 0 0 0 1 0 0 NA 39 61 54 ...
## $ IBB : int 0 0 0 0 0 0 NA NA 5 6 ...
## $ HBP : int 0 0 0 0 0 0 NA 3 3 2 ...
## $ SH : int 0 1 0 0 0 0 NA 6 7 5 ...
## $ SF : int 0 0 0 0 0 0 NA 4 4 7 ...
## $ GIDP : int 0 0 0 0 0 0 NA 13 20 21 ...
## $ G_old : int 11 45 2 5 NA NA NA 122 153 153 ...head(batting$AB)## [1] 0 2 0 1 0 0head(batting$X2B)## [1] 0 0 0 0 0 0Crearemos 3 columnas estadísticas que se usan hoy en día en el baseball. En primer lugar, el Batting Average (BA), que es el número de golpes por apariciones para batear. \(BA=\dfrac{H}{AB}\). Se considera que un jugador tiene un promedio excelente cuando tiene un BA mayor que 0.300 y ver a alguien con más de 0.400 es casi un hito.
Otra medida estadística que añadiremos será el On-base percentage (OBP), que nos indica un porcentaje de cómo de frecuente es que un bateador alcance la base. \(OBP=\dfrac{H+BB+HBP}{AB+BB+HBP+SF}\).
Por último, el Slugging percentage(SLG) es una medida estadística que nos indica la productividad del bateador. Es una fórmula que divide el número de bases por el número total de apariciones para batear, podemos comprobar que cada base da un peso a la fórmula, tal y cómo es lógico pues hacer un doble es más complicado que ir a primera base. \(SLG=\dfrac{(1B)+(2\cdot{2B})+3\cdot{3B})+(4\cdot{DB})}{AB}\)
batting$BA = batting$H/batting$AB
batting$OBP = (batting$H + batting$BB + batting$HBP)/(batting$AB + batting$BB + batting$HBP + batting$SF)
batting$SLG = ((batting$H-batting$X2B-batting$X3B-batting$HR)+(2*batting$X2B)+(3*batting$X3B) + (4*batting$HR))/batting$ABhead(batting)## playerID yearID stint teamID lgID G G_batting AB R H X2B X3B HR RBI SB
## 1 aardsda01 2004 1 SFN NL 11 11 0 0 0 0 0 0 0 0
## 2 aardsda01 2006 1 CHN NL 45 43 2 0 0 0 0 0 0 0
## 3 aardsda01 2007 1 CHA AL 25 2 0 0 0 0 0 0 0 0
## 4 aardsda01 2008 1 BOS AL 47 5 1 0 0 0 0 0 0 0
## 5 aardsda01 2009 1 SEA AL 73 3 0 0 0 0 0 0 0 0
## 6 aardsda01 2010 1 SEA AL 53 4 0 0 0 0 0 0 0 0
## CS BB SO IBB HBP SH SF GIDP G_old BA OBP SLG
## 1 0 0 0 0 0 0 0 0 11 NaN NaN NaN
## 2 0 0 0 0 0 1 0 0 45 0 0 0
## 3 0 0 0 0 0 0 0 0 2 NaN NaN NaN
## 4 0 0 1 0 0 0 0 0 5 0 0 0
## 5 0 0 0 0 0 0 0 0 NA NaN NaN NaN
## 6 0 0 0 0 0 0 0 0 NA NaN NaN NaNtail(batting)## playerID yearID stint teamID lgID G G_batting AB R H X2B X3B
## 97884 zieglbr01 2013 1 ARI NL 78 78 2 0 0 0 0
## 97885 zimmejo02 2013 1 WAS NL 32 32 65 4 8 1 0
## 97886 zimmery01 2013 1 WAS NL 147 147 568 84 156 26 2
## 97887 zitoba01 2013 1 SFN NL 30 30 34 3 5 0 0
## 97888 zobribe01 2013 1 TBA AL 157 157 612 77 168 36 3
## 97889 zuninmi01 2013 1 SEA AL 52 52 173 22 37 5 0
## HR RBI SB CS BB SO IBB HBP SH SF GIDP G_old BA OBP
## 97884 0 0 0 0 0 0 0 0 0 0 0 NA 0.0000000 0.0000000
## 97885 0 2 0 0 1 20 0 0 6 1 0 NA 0.1230769 0.1343284
## 97886 26 79 6 0 60 133 2 2 0 3 16 NA 0.2746479 0.3443918
## 97887 0 2 0 0 0 8 0 0 9 0 1 NA 0.1470588 0.1470588
## 97888 12 71 11 3 72 91 4 7 1 6 18 NA 0.2745098 0.3543759
## 97889 5 14 1 0 16 49 0 3 0 1 5 NA 0.2138728 0.2901554
## SLG
## 97884 0.0000000
## 97885 0.1384615
## 97886 0.4647887
## 97887 0.1470588
## 97888 0.4019608
## 97889 0.3294798Vamos a unir el dataframe de los salarios con el dataframe de batting.
salaries <- read.csv("~/R/Capstone Project/Salaries.csv")El dataframe salaries tiene menor número de observaciones que el dataframe de batting. Miramos su estrucura.
str(salaries)## 'data.frame': 23956 obs. of 5 variables:
## $ yearID : int 1985 1985 1985 1985 1985 1985 1985 1985 1985 1985 ...
## $ teamID : Factor w/ 35 levels "ANA","ARI","ATL",..: 4 4 4 4 4 4 4 4 4 4 ...
## $ lgID : Factor w/ 2 levels "AL","NL": 1 1 1 1 1 1 1 1 1 1 ...
## $ playerID: Factor w/ 4668 levels "aardsda01","aasedo01",..: 2961 2517 3566 2304 1332 394 4061 2604 3634 2722 ...
## $ salary : int 1472819 1090000 800000 725000 641667 625000 581250 560000 558333 547143 ...El dataset de salaries empieza a contar a partir deal año 1985, por lo que para unir ambos dataframes tendremos que tomar un dataframe más pequeño de batting, exactamente desde 1985 hasta ahora.
batting2 <- batting %>% filter(yearID>=1985)
summary(batting2)## playerID yearID stint teamID
## moyerja01: 27 Min. :1985 Min. :1.00 SDN : 1313
## mulhote01: 26 1st Qu.:1993 1st Qu.:1.00 CLE : 1306
## weathda01: 26 Median :2000 Median :1.00 PIT : 1299
## maddugr01: 25 Mean :2000 Mean :1.08 NYN : 1297
## sierrru01: 25 3rd Qu.:2007 3rd Qu.:1.00 BOS : 1279
## thomeji01: 25 Max. :2013 Max. :4.00 CIN : 1279
## (Other) :35498 (Other):27879
## lgID G G_batting AB
## AA: 0 Min. : 1.0 Min. : 0.00 Min. : 0.0
## AL:17226 1st Qu.: 14.0 1st Qu.: 4.00 1st Qu.: 3.0
## FL: 0 Median : 34.0 Median : 27.00 Median : 47.0
## NL:18426 Mean : 51.7 Mean : 46.28 Mean :144.7
## PL: 0 3rd Qu.: 77.0 3rd Qu.: 77.00 3rd Qu.:241.0
## UA: 0 Max. :163.0 Max. :163.00 Max. :716.0
## NA's :1406 NA's :4377
## R H X2B X3B
## Min. : 0.00 Min. : 0.00 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 4.00 Median : 8.00 Median : 1.000 Median : 0.000
## Mean : 19.44 Mean : 37.95 Mean : 7.293 Mean : 0.824
## 3rd Qu.: 30.00 3rd Qu.: 61.00 3rd Qu.:11.000 3rd Qu.: 1.000
## Max. :152.00 Max. :262.00 Max. :59.000 Max. :23.000
## NA's :4377 NA's :4377 NA's :4377 NA's :4377
## HR RBI SB CS
## Min. : 0.000 Min. : 0.00 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 0.000 Median : 3.00 Median : 0.000 Median : 0.000
## Mean : 4.169 Mean : 18.41 Mean : 2.811 Mean : 1.219
## 3rd Qu.: 5.000 3rd Qu.: 27.00 3rd Qu.: 2.000 3rd Qu.: 1.000
## Max. :73.000 Max. :165.00 Max. :110.000 Max. :29.000
## NA's :4377 NA's :4377 NA's :4377 NA's :4377
## BB SO IBB HBP
## Min. : 0.00 Min. : 0.00 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.00 1st Qu.: 1.00 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 3.00 Median : 12.00 Median : 0.000 Median : 0.000
## Mean : 14.06 Mean : 27.03 Mean : 1.171 Mean : 1.273
## 3rd Qu.: 21.00 3rd Qu.: 42.00 3rd Qu.: 1.000 3rd Qu.: 1.000
## Max. :232.00 Max. :223.00 Max. :120.000 Max. :35.000
## NA's :4377 NA's :4377 NA's :4378 NA's :4387
## SH SF GIDP G_old
## Min. : 0.000 Min. : 0.000 Min. : 0.00 Min. : 0.0
## 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.: 11.0
## Median : 0.000 Median : 0.000 Median : 1.00 Median : 32.0
## Mean : 1.465 Mean : 1.212 Mean : 3.25 Mean : 49.7
## 3rd Qu.: 2.000 3rd Qu.: 2.000 3rd Qu.: 5.00 3rd Qu.: 77.0
## Max. :39.000 Max. :17.000 Max. :35.00 Max. :163.0
## NA's :4377 NA's :4378 NA's :4377 NA's :5189
## BA OBP SLG
## Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:0.136 1st Qu.:0.188 1st Qu.:0.167
## Median :0.233 Median :0.296 Median :0.333
## Mean :0.205 Mean :0.262 Mean :0.304
## 3rd Qu.:0.274 3rd Qu.:0.342 3rd Qu.:0.423
## Max. :1.000 Max. :1.000 Max. :4.000
## NA's :8905 NA's :8821 NA's :8905combo <- merge(batting2, salaries, by=c('playerID','yearID'))
summary(combo)## playerID yearID stint teamID.x
## moyerja01: 27 Min. :1985 Min. :1.000 LAN : 940
## thomeji01: 25 1st Qu.:1993 1st Qu.:1.000 PHI : 937
## weathda01: 25 Median :1999 Median :1.000 BOS : 935
## vizquom01: 24 Mean :1999 Mean :1.098 NYA : 928
## gaettga01: 23 3rd Qu.:2006 3rd Qu.:1.000 CLE : 920
## griffke02: 23 Max. :2013 Max. :4.000 SDN : 914
## (Other) :25250 (Other):19823
## lgID.x G G_batting AB
## AA: 0 Min. : 1.00 Min. : 0.00 Min. : 0.0
## AL:12292 1st Qu.: 26.00 1st Qu.: 8.00 1st Qu.: 5.0
## FL: 0 Median : 50.00 Median : 42.00 Median : 85.0
## NL:13105 Mean : 64.06 Mean : 57.58 Mean :182.4
## PL: 0 3rd Qu.:101.00 3rd Qu.:101.00 3rd Qu.:336.0
## UA: 0 Max. :163.00 Max. :163.00 Max. :716.0
## NA's :906 NA's :2661
## R H X2B X3B
## Min. : 0.00 Min. : 0.00 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.00 1st Qu.: 1.00 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 9.00 Median : 19.00 Median : 3.000 Median : 0.000
## Mean : 24.71 Mean : 48.18 Mean : 9.276 Mean : 1.033
## 3rd Qu.: 43.00 3rd Qu.: 87.25 3rd Qu.:16.000 3rd Qu.: 1.000
## Max. :152.00 Max. :262.00 Max. :59.000 Max. :23.000
## NA's :2661 NA's :2661 NA's :2661 NA's :2661
## HR RBI SB CS
## Min. : 0.000 Min. : 0.00 Min. : 0.000 Min. : 0.00
## 1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 0.00
## Median : 1.000 Median : 8.00 Median : 0.000 Median : 0.00
## Mean : 5.369 Mean : 23.56 Mean : 3.568 Mean : 1.54
## 3rd Qu.: 7.000 3rd Qu.: 39.00 3rd Qu.: 3.000 3rd Qu.: 2.00
## Max. :73.000 Max. :165.00 Max. :110.000 Max. :29.00
## NA's :2661 NA's :2661 NA's :2661 NA's :2661
## BB SO IBB HBP
## Min. : 0.00 Min. : 0.00 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.00 1st Qu.: 2.00 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 6.00 Median : 20.00 Median : 0.000 Median : 0.000
## Mean : 17.98 Mean : 33.52 Mean : 1.533 Mean : 1.614
## 3rd Qu.: 29.00 3rd Qu.: 55.00 3rd Qu.: 2.000 3rd Qu.: 2.000
## Max. :232.00 Max. :223.00 Max. :120.000 Max. :35.000
## NA's :2661 NA's :2661 NA's :2662 NA's :2670
## SH SF GIDP G_old
## Min. : 0.000 Min. : 0.000 Min. : 0.000 Min. : 0.00
## 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 20.00
## Median : 0.000 Median : 0.000 Median : 2.000 Median : 47.00
## Mean : 1.786 Mean : 1.554 Mean : 4.127 Mean : 61.43
## 3rd Qu.: 2.000 3rd Qu.: 2.000 3rd Qu.: 7.000 3rd Qu.:101.00
## Max. :39.000 Max. :17.000 Max. :35.000 Max. :163.00
## NA's :2661 NA's :2662 NA's :2661 NA's :3414
## BA OBP SLG teamID.y
## Min. :0.000 Min. :0.000 Min. :0.000 CLE : 935
## 1st Qu.:0.160 1st Qu.:0.208 1st Qu.:0.200 PIT : 932
## Median :0.242 Median :0.305 Median :0.351 PHI : 931
## Mean :0.212 Mean :0.270 Mean :0.317 SDN : 923
## 3rd Qu.:0.276 3rd Qu.:0.346 3rd Qu.:0.432 LAN : 921
## Max. :1.000 Max. :1.000 Max. :4.000 CIN : 912
## NA's :5618 NA's :5562 NA's :5618 (Other):19843
## lgID.y salary
## AL:12304 Min. : 0
## NL:13093 1st Qu.: 255000
## Median : 550000
## Mean : 1879256
## 3rd Qu.: 2150000
## Max. :33000000
## El equipo de los Oaklands perdió a 3 jugadores clave antes de empezar la temporada. Lo que nos interesa ahora es encontrar esos jugadores para saber qué estadísticas tenemos que reemplazar. Esos jugadores son Jason Giambi(giambja01), Johnny Damon (damonjo01) y Rainer Gustavo “Ray” Olmedo (‘saenzol01’).
lost_players <- combo %>% filter(playerID %in% c("giambja01", "damonjo01", "saenzol01"))Estos jugadores abandonaron el equipo antes del comienzo de la temporada 2002, por lo que buscaremos los datos relativos a su última temporada en el equipo de los Oaklands
lost_players_2001 <- lost_players %>% filter(yearID==2001) %>% select(playerID, H, X2B, X3B,HR, OBP, SLG, BA, AB)
lost_players_2001## playerID H X2B X3B HR OBP SLG BA AB
## 1 damonjo01 165 34 4 9 0.3235294 0.3633540 0.2562112 644
## 2 giambja01 178 47 2 38 0.4769001 0.6596154 0.3423077 520
## 3 saenzol01 67 21 1 9 0.2911765 0.3836066 0.2196721 305Nuestra misión final es encontrar 3 jugadores con estadísticas iguales o mejores en AB, OBP y con un presupuesto máximo de 15 millones.
lost_players_2001 %>% summarize(mean(AB), mean(OBP)) ## mean(AB) mean(OBP)
## 1 489.6667 0.3638687combo_2001 <- combo %>% filter(yearID==2001)
combo_2001## playerID yearID stint teamID.x lgID.x G G_batting AB R H X2B
## 1 abbotje01 2001 1 FLO NL 28 28 42 5 11 3
## 2 abbotku01 2001 1 ATL NL 6 6 9 0 2 0
## 3 abbotpa01 2001 1 SEA AL 28 2 4 0 1 0
## 4 abreubo01 2001 1 PHI NL 162 162 588 118 170 48
## 5 adamste01 2001 1 LAN NL 43 41 39 2 2 1
## 6 agbaybe01 2001 1 NYN NL 91 91 296 28 82 14
## 7 alfonan01 2001 1 FLO NL 58 54 0 0 0 0
## 8 alfoned01 2001 1 NYN NL 124 124 457 64 111 22
## 9 alicelu01 2001 1 KCA AL 113 113 387 44 106 16
## 10 allench01 2001 1 MIN AL 57 57 175 20 46 13
## 11 almanar01 2001 1 FLO NL 52 49 0 0 0 0
## 12 almanca01 2001 1 NYA AL 10 1 0 0 0 0
## 13 alomaro01 2001 1 CLE AL 157 157 575 113 193 34
## 14 alomasa02 2001 1 CHA AL 70 70 220 17 54 8
## 15 aloumo01 2001 1 HOU NL 136 136 513 79 170 31
## 16 anderbr01 2001 1 BAL AL 131 131 430 50 87 12
## 17 anderbr02 2001 1 ARI NL 33 31 37 1 5 1
## 18 anderga01 2001 1 ANA AL 161 161 672 83 194 39
## 19 anderji02 2001 1 PIT NL 34 32 59 2 7 1
## 20 anderma01 2001 1 DET AL 62 4 0 0 0 0
## 21 anderma02 2001 1 PHI NL 147 147 522 69 153 30
## 22 ankieri01 2001 1 SLN NL 6 6 8 1 0 0
## 23 appieke01 2001 1 NYN NL 33 31 62 4 7 0
## 24 ariasal01 2001 1 SDN NL 70 70 137 19 31 9
## 25 armasto02 2001 1 MON NL 34 32 53 2 8 1
## 26 arrojro01 2001 1 BOS AL 41 3 4 0 0 0
## 27 arroybr01 2001 1 PIT NL 24 23 21 0 1 0
## 28 ashbyan01 2001 1 LAN NL 3 3 2 1 1 0
## 29 astacpe01 2001 2 HOU NL 4 4 11 0 1 0
## 30 astacpe01 2001 1 COL NL 22 20 42 2 4 0
## 31 aurilri01 2001 1 SFN NL 156 156 636 114 206 37
## 32 ausmubr01 2001 1 HOU NL 128 128 422 45 98 23
## 33 aybarma01 2001 1 CHN NL 17 17 3 1 3 0
## 34 bagweje01 2001 1 HOU NL 161 161 600 126 173 43
## 35 baineha01 2001 1 CHA AL 32 32 84 3 11 1
## 36 bakopa01 2001 1 ATL NL 61 61 137 19 29 10
## 37 baldwja01 2001 1 CHA AL 17 1 2 0 0 0
## 38 baldwja01 2001 2 LAN NL 12 12 26 0 2 1
## 39 barajro01 2001 1 ARI NL 51 51 106 9 17 3
## 40 barkegl01 2001 1 HOU NL 70 70 24 12 2 0
## 41 barnejo01 2001 1 MIN AL 9 9 21 1 1 0
## 42 barremi01 2001 1 MON NL 132 132 472 42 118 33
## 43 barteki01 2001 1 COL NL 12 12 15 0 0 0
## 44 batismi01 2001 1 ARI NL 48 46 32 2 2 0
## 45 batisto01 2001 2 BAL AL 84 84 308 41 82 16
## 46 batisto01 2001 1 TOR AL 72 72 271 29 56 11
## 47 bautida01 2001 1 ARI NL 100 100 222 26 67 11
## 48 beckro01 2001 1 BOS AL 68 4 1 0 0 0
## 49 beimejo01 2001 1 PIT NL 42 41 26 3 7 0
## 50 beirnke01 2001 1 TOR AL 5 0 NA NA NA NA
## 51 bellda01 2001 1 SEA AL 135 135 470 62 122 28
## 52 bellde01 2001 1 PIT NL 46 46 156 14 27 3
## 53 bellicl01 2001 1 NYA AL 51 51 81 12 13 1
## 54 belliro01 2001 1 MIL NL 101 101 364 69 96 30
## 55 bellja01 2001 1 ARI NL 129 129 428 59 106 24
## 56 bellro01 2001 2 TEX AL 18 0 NA NA NA NA
## 57 bellro01 2001 1 CIN NL 9 7 7 0 1 0
## 58 beltrad01 2001 1 LAN NL 126 126 475 59 126 22
## 59 beltrca01 2001 1 KCA AL 155 155 617 106 189 32
## 60 benarma01 2001 1 SFN NL 129 129 392 70 104 19
## 61 benesan01 2001 1 SLN NL 27 26 32 1 5 3
## 62 benitar01 2001 1 NYN NL 73 71 1 0 0 0
## 63 bennega01 2001 3 COL NL 19 19 55 7 15 3
## 64 bennega01 2001 1 PHI NL 26 26 75 8 16 3
## 65 bennega01 2001 2 NYN NL 1 1 1 0 1 0
## 66 bereja01 2001 1 CHN NL 32 31 62 2 12 4
## 67 bergda01 2001 1 FLO NL 82 82 215 26 52 12
## 68 bergepe01 2001 1 MON NL 102 102 375 53 79 11
## 69 berkmla01 2001 1 HOU NL 156 156 577 110 191 55
## 70 bicheda01 2001 1 BOS AL 107 107 391 45 112 30
## 71 biddlro01 2001 1 CHA AL 30 1 1 0 0 0
## 72 bierbni01 2001 1 ARI NL 6 6 6 3 4 1
## 73 bierbni01 2001 2 TBA AL 11 0 NA NA NA NA
## 74 biggicr01 2001 1 HOU NL 155 155 617 118 180 35
## 75 blanche01 2001 1 MIL NL 104 104 314 33 66 18
## 76 blumge01 2001 1 MON NL 148 148 453 57 107 25
## 77 bocachi01 2001 1 LAN NL 75 75 133 15 31 11
## 78 boehrbr01 2001 2 SFN NL 29 25 3 0 0 0
## 79 boehrbr01 2001 1 NYA AL 22 1 0 0 0 0
## 80 bogarti01 2001 1 LAN NL 12 12 15 4 5 2
## 81 bohanbr01 2001 1 COL NL 21 20 31 3 10 4
## 82 bondsba01 2001 1 SFN NL 153 153 476 129 156 32
## 83 bonesri01 2001 1 FLO NL 61 59 2 0 1 0
## 84 bonilbo01 2001 1 SLN NL 93 93 174 17 37 7
## 85 booneaa01 2001 1 CIN NL 103 103 381 54 112 26
## 86 boonebr01 2001 1 SEA AL 158 158 623 118 206 37
## 87 borbope02 2001 1 TOR AL 71 4 0 0 0 0
## 88 bordimi01 2001 1 BAL AL 58 58 229 32 57 13
## 89 bottari01 2001 1 PHI NL 66 64 3 1 1 1
## 90 botteke01 2001 1 HOU NL 13 12 14 0 2 0
## 91 bradlmi01 2001 1 MON NL 67 67 220 19 49 16
## 92 bradlmi01 2001 2 CLE AL 10 10 18 3 4 1
## 93 brantje01 2001 1 TEX AL 18 0 NA NA NA NA
## 94 branyru01 2001 1 CLE AL 113 113 315 48 73 16
## 95 brockch01 2001 1 PHI NL 24 23 3 0 1 0
## 96 brognri01 2001 1 ATL NL 72 72 206 15 51 9
## 97 brosisc01 2001 1 NYA AL 120 120 428 57 123 25
## 98 brownad01 2001 1 PIT NL 8 8 31 3 6 0
## 99 brownde02 2001 1 KCA AL 106 106 380 39 93 19
## 100 brownem01 2001 1 PIT NL 61 61 123 18 25 4
## 101 brownem01 2001 2 SDN NL 13 13 14 3 1 0
## 102 brownke01 2001 1 LAN NL 20 20 36 2 3 0
## 103 brownro01 2001 1 CHN NL 39 39 83 13 22 6
## 104 buchabr01 2001 1 MIN AL 69 69 197 28 54 12
## 105 buehrma01 2001 1 CHA AL 32 1 3 0 0 0
## 106 buforda01 2001 1 CHN NL 35 35 85 11 15 2
## 107 buhneja01 2001 1 SEA AL 19 19 45 4 10 2
## 108 burbada01 2001 1 CLE AL 32 3 2 1 0 0
## 109 burkejo03 2001 1 ATL NL 34 32 65 2 6 0
## 110 burksel01 2001 1 CLE AL 124 124 439 83 123 29
## 111 burneaj01 2001 1 FLO NL 27 25 50 0 4 1
## 112 burnije01 2001 1 MIL NL 154 154 562 104 141 32
## 113 burrepa01 2001 1 PHI NL 155 155 539 70 139 29
## 114 bushho01 2001 1 TOR AL 78 78 271 32 83 11
## 115 cabrejo02 2001 1 CLE AL 141 141 287 50 75 16
## 116 cabreor01 2001 1 MON NL 162 162 626 64 173 41
## 117 camermi01 2001 1 SEA AL 150 150 540 99 144 30
## 118 caminke01 2001 1 TEX AL 54 54 185 24 43 8
## 119 caminke01 2001 2 ATL NL 64 64 171 12 38 9
## 120 cardoja01 2001 1 DET AL 46 46 96 10 25 8
## 121 carpech01 2001 1 TOR AL 34 3 6 0 1 0
## 122 carrahe01 2001 1 MIN AL 56 3 0 0 0 0
## 123 casanra01 2001 1 MIL NL 71 71 192 21 50 10
## 124 caseyse01 2001 1 CIN NL 145 145 533 69 165 40
## 125 castial01 2001 1 TOR AL 66 66 131 9 26 4
## 126 castifr01 2001 1 BOS AL 26 1 2 0 0 0
## 127 castilu01 2001 1 FLO NL 134 134 537 76 141 16
## 128 castivi02 2001 2 HOU NL 122 122 445 62 120 28
## 129 castivi02 2001 1 TBA AL 24 24 93 7 20 6
## 130 castrju01 2001 1 CIN NL 96 96 242 27 54 10
## 131 castrra01 2001 1 FLO NL 7 7 11 0 2 0
## 132 catalfr01 2001 1 TEX AL 133 133 463 77 153 31
## 133 cedenro01 2001 1 DET AL 131 131 523 79 153 14
## 134 chaveer01 2001 1 OAK AL 151 151 552 91 159 43
## 135 chenbr01 2001 2 NYN NL 11 11 19 0 3 0
## 136 chenbr01 2001 1 PHI NL 16 15 28 1 3 0
## 137 choatra01 2001 1 NYA AL 37 5 3 0 0 0
## 138 chouibo01 2001 1 COL NL 8 8 0 0 0 0
## 139 chrisja01 2001 2 SFN NL 25 25 0 0 0 0
## 140 chrisja01 2001 1 SLN NL 30 28 0 0 0 0
## 141 chrisry01 2001 2 ARI NL 19 19 4 3 1 1
## 142 chrisry01 2001 1 OAK AL 7 7 4 1 0 0
## 143 cirilje01 2001 1 COL NL 138 138 528 72 165 26
## 144 clarkje02 2001 1 DET AL 3 3 0 1 0 0
## 145 clarkto02 2001 1 DET AL 126 126 428 67 123 29
## 146 claytro01 2001 1 CHA AL 135 135 433 62 114 21
## 147 clemema01 2001 1 FLO NL 32 31 50 2 4 0
## 148 clemero02 2001 1 NYA AL 33 1 2 0 0 0
## 149 coganto01 2001 1 KCA AL 39 4 0 0 0 0
## 150 colbrgr01 2001 1 ARI NL 59 59 97 12 28 8
## 151 colemmi01 2001 1 NYA AL 12 12 38 5 8 0
## 152 colonba01 2001 1 CLE AL 34 2 7 0 1 0
## 153 coneda01 2001 1 BOS AL 25 1 1 0 0 0
## 154 coninje01 2001 1 BAL AL 139 139 524 75 163 23
## 155 cookde01 2001 1 NYN NL 43 40 1 0 0 0
## 156 cookde01 2001 2 PHI NL 19 19 0 0 0 0
## 157 coomero01 2001 1 CHN NL 111 111 349 25 91 19
## 158 coraal01 2001 1 LAN NL 134 134 405 38 88 18
## 159 cordefr01 2001 1 TEX AL 3 0 NA NA NA NA
## 160 cordewi01 2001 1 CLE AL 89 89 268 30 67 11
## 161 cordoma01 2001 1 CLE AL 122 122 409 61 123 20
## 162 cormirh01 2001 1 PHI NL 60 55 1 0 0 0
## 163 coxst01 2001 1 TBA AL 108 108 342 37 88 22
## 164 crabtti01 2001 1 TEX AL 21 3 0 0 0 0
## 165 crawfpa02 2001 1 BOS AL 8 0 NA NA NA NA
## 166 creekdo01 2001 1 TBA AL 66 4 0 0 0 0
## 167 crespfe01 2001 1 SFN NL 40 40 66 8 13 1
## 168 crespfe01 2001 2 PHI NL 33 33 41 1 7 3
## 169 cruzde01 2001 1 DET AL 110 110 414 39 106 28
## 170 cruzja01 2001 1 CLE AL 28 28 68 12 15 4
## 171 cruzja01 2001 2 COL NL 44 44 76 7 16 1
## 172 cruzjo02 2001 1 TOR AL 146 146 577 92 158 38
## 173 cruzne01 2001 1 HOU NL 66 62 6 0 1 0
## 174 cummimi01 2001 1 ARI NL 20 20 20 1 6 1
## 175 cunnawi01 2001 1 MIL NL 32 31 7 0 0 0
## 176 curtich01 2001 1 TEX AL 38 38 115 24 29 3
## 177 daalom01 2001 1 PHI NL 32 30 55 7 13 1
## 178 damicje01 2001 1 MIL NL 10 10 15 0 1 0
## 179 damonjo01 2001 1 OAK AL 155 155 644 108 165 34
## 180 darenvi01 2001 1 FLO NL 59 55 0 0 0 0
## 181 darrmi02 2001 1 SDN NL 105 105 289 36 80 13
## 182 daubabr01 2001 1 BOS AL 122 122 407 54 107 28
## 183 daveyto01 2001 1 SDN NL 39 37 0 0 0 0
## 184 davisbe01 2001 1 SDN NL 138 138 448 56 107 20
## 185 davisdo02 2001 1 TEX AL 30 2 3 0 0 0
## 186 daviser01 2001 1 SFN NL 74 74 156 17 32 7
## 187 davisru01 2001 1 SFN NL 53 53 167 16 43 13
## 188 dejeami01 2001 1 MIL NL 75 72 3 0 0 0
## 189 delgaca01 2001 1 TOR AL 162 162 574 102 160 31
## 190 delluda01 2001 1 ARI NL 115 115 217 28 60 10
## 191 delosva01 2001 1 MIL NL 1 1 0 0 0 0
## 192 dempsry01 2001 1 FLO NL 34 32 61 1 3 1
## 193 deshide01 2001 1 BAL AL 58 58 188 29 37 8
## 194 deshide01 2001 2 CHN NL 68 68 163 26 45 9
## 195 desseel01 2001 1 CIN NL 35 33 57 3 11 1
## 196 diazei01 2001 1 CLE AL 134 134 437 54 121 34
## 197 difelmi01 2001 1 TBA AL 48 48 149 13 31 5
## 198 difelmi01 2001 2 ARI NL 12 12 21 1 1 0
## 199 donnech01 2001 1 LAN NL 66 66 88 8 15 2
## 200 doteloc01 2001 1 HOU NL 61 57 11 0 1 0
## 201 dreifda01 2001 1 LAN NL 16 16 33 4 5 2
## 202 drewjd01 2001 1 SLN NL 109 109 375 80 121 18
## 203 drewti01 2001 1 CLE AL 8 0 NA NA NA NA
## 204 duceyro01 2001 2 MON NL 27 27 46 6 11 2
## 205 duceyro01 2001 1 PHI NL 30 30 27 4 6 1
## 206 duncaco01 2001 1 CHN NL 36 35 3 1 0 0
## 207 dunstsh01 2001 1 SFN NL 88 88 186 26 52 10
## 208 durazer01 2001 1 ARI NL 92 92 175 34 47 11
## 209 durhara01 2001 1 CHA AL 152 152 611 104 163 42
## 210 dyeje01 2001 2 OAK AL 61 61 232 41 69 17
## 211 dyeje01 2001 1 KCA AL 97 97 367 50 100 14
## 212 easleda01 2001 1 DET AL 154 154 585 77 146 27
## 213 eatonad01 2001 1 SDN NL 23 23 38 3 4 1
## 214 echevan01 2001 1 MIL NL 75 75 133 12 34 11
## 215 eckstda01 2001 1 ANA AL 153 153 582 82 166 26
## 216 edmonji01 2001 1 SLN NL 150 150 500 95 152 38
## 217 elartsc01 2001 2 COL NL 4 4 8 0 1 0
## 218 elartsc01 2001 1 HOU NL 20 18 30 1 2 0
## 219 eldreca01 2001 1 CHA AL 2 0 NA NA NA NA
## 220 embreal01 2001 2 CHA AL 39 0 NA NA NA NA
## 221 embreal01 2001 1 SFN NL 22 22 1 0 0 0
## 222 encarju01 2001 1 DET AL 120 120 417 52 101 19
## 223 erstada01 2001 1 ANA AL 157 157 631 89 163 35
## 224 escobke01 2001 1 TOR AL 59 6 0 0 0 0
## 225 estalbo02 2001 1 SFN NL 29 29 93 11 19 5
## 226 estalbo02 2001 2 NYA AL 3 3 4 1 0 0
## 227 estessh01 2001 1 SFN NL 27 25 42 2 3 0
## 228 estraho01 2001 1 COL NL 4 4 0 0 0 0
## 229 eusebto01 2001 1 HOU NL 59 59 154 16 39 8
## 230 evereca01 2001 1 BOS AL 102 102 409 61 105 24
## 231 fabrejo01 2001 1 ANA AL 53 53 148 9 33 4
## 232 farnsky01 2001 1 CHN NL 76 72 2 0 0 0
## 233 fasansa01 2001 3 COL NL 25 25 63 10 16 5
## 234 fasansa01 2001 1 OAK AL 11 11 21 2 1 0
## 235 fasansa01 2001 2 KCA AL 3 3 1 0 0 0
## 236 fasseje01 2001 1 CHN NL 82 78 2 0 0 0
## 237 febleca01 2001 1 KCA AL 79 79 292 45 69 9
## 238 felizpe01 2001 1 SFN NL 94 94 220 23 50 9
## 239 fernaos01 2001 1 CIN NL 20 18 19 1 1 0
## 240 fernato01 2001 2 TOR AL 48 48 59 5 18 4
## 241 fernato01 2001 1 MIL NL 28 28 64 6 18 0
## 242 fettemi01 2001 1 LAN NL 34 31 0 0 0 0
## 243 fettemi01 2001 2 PIT NL 20 20 0 0 0 0
## 244 fickro01 2001 1 DET AL 124 124 401 62 109 21
## 245 finlech01 2001 1 CLE AL 22 0 NA NA NA NA
## 246 finlest01 2001 1 ARI NL 140 140 495 66 136 27
## 247 flahejo01 2001 1 TBA AL 78 78 248 20 59 17
## 248 fletcda01 2001 1 TOR AL 134 134 416 36 94 20
## 249 floribr01 2001 1 BOS AL 7 2 0 0 0 0
## 250 floydcl01 2001 1 FLO NL 149 149 555 123 176 44
## 251 fordybr01 2001 1 BAL AL 95 95 292 30 61 18
## 252 foulkke01 2001 1 CHA AL 72 4 0 0 0 0
## 253 foxan01 2001 1 FLO NL 54 54 81 8 15 0
## 254 francjo01 2001 1 NYN NL 58 56 0 0 0 0
## 255 frankry01 2001 1 SEA AL 38 2 0 0 0 0
## 256 frankwa01 2001 1 HOU NL 11 11 0 0 0 0
## 257 freelry01 2001 1 TOR AL 9 9 22 1 6 1
## 258 fryeje01 2001 1 TOR AL 74 74 175 24 43 6
## 259 frymatr01 2001 1 CLE AL 98 98 334 34 88 15
## 260 fullmbr01 2001 1 TOR AL 146 146 522 71 143 31
## 261 fultzaa01 2001 1 SFN NL 66 62 5 1 2 0
## 262 furcara01 2001 1 ATL NL 79 79 324 39 89 19
## 263 fyhrimi01 2001 2 OAK AL 3 0 NA NA NA NA
## 264 fyhrimi01 2001 1 CHN NL 15 15 2 0 0 0
## 265 gagneer01 2001 1 LAN NL 33 33 44 3 6 2
## 266 galaran01 2001 1 TEX AL 72 72 243 33 57 16
## 267 galaran01 2001 2 SFN NL 49 49 156 17 45 12
## 268 gantro01 2001 2 OAK AL 34 34 81 15 21 5
## 269 gantro01 2001 1 COL NL 59 59 171 31 44 8
## 270 garceri01 2001 1 BOS AL 62 3 2 0 0 0
## 271 garcifr02 2001 1 SEA AL 34 2 7 0 1 0
## 272 garcino01 2001 1 BOS AL 21 21 83 13 24 3
## 273 gardnma01 2001 1 SFN NL 23 22 21 1 0 0
## 274 giambja01 2001 1 OAK AL 154 154 520 109 178 47
## 275 giambje01 2001 1 OAK AL 124 124 371 64 105 26
## 276 gibboja01 2001 1 BAL AL 73 73 225 27 53 10
## 277 gilbe01 2001 1 ANA AL 104 104 260 33 77 15
## 278 gilesbr02 2001 1 PIT NL 160 160 576 116 178 37
## 279 gipsoch01 2001 1 SEA AL 94 94 64 16 14 2
## 280 girarjo01 2001 1 CHN NL 78 78 229 22 58 10
## 281 glanvdo01 2001 1 PHI NL 153 153 634 74 166 24
## 282 glaustr01 2001 1 ANA AL 161 161 588 100 147 38
## 283 glavito02 2001 1 ATL NL 35 32 57 4 8 2
## 284 glovega01 2001 1 CHA AL 46 4 0 0 0 0
## 285 glynnry01 2001 1 TEX AL 12 0 NA NA NA NA
## 286 gomeswa01 2001 1 PHI NL 42 41 1 0 1 0
## 287 gomeswa01 2001 2 SFN NL 13 13 0 0 0 0
## 288 gomezch02 2001 2 TBA AL 58 58 189 31 57 16
## 289 gomezch02 2001 1 SDN NL 40 40 112 6 21 3
## 290 gonzaal01 2001 1 TOR AL 154 154 636 79 161 25
## 291 gonzaal02 2001 1 FLO NL 145 145 515 57 129 36
## 292 gonzaju03 2001 1 CLE AL 140 140 532 97 173 34
## 293 gonzalu01 2001 1 ARI NL 162 162 609 128 198 36
## 294 gonzawi01 2001 1 SDN NL 64 64 160 16 44 6
## 295 goodwto01 2001 1 LAN NL 105 105 286 51 66 8
## 296 gordoto01 2001 1 CHN NL 47 45 0 0 0 0
## 297 gracema01 2001 1 ARI NL 145 145 476 66 142 31
## 298 graffto01 2001 1 CHA AL 74 74 145 23 44 9
## 299 graveda01 2001 1 CIN NL 66 63 4 1 1 0
## 300 grebecr01 2001 1 BOS AL 23 23 41 1 2 1
## 301 greensh01 2001 1 LAN NL 161 161 619 121 184 31
## 302 greerru01 2001 1 TEX AL 62 62 245 38 67 23
## 303 grievbe01 2001 1 TBA AL 154 154 542 72 143 30
## 304 griffke02 2001 1 CIN NL 111 111 364 57 104 20
## 305 grillja01 2001 1 FLO NL 6 6 7 1 2 0
## 306 grimsja01 2001 1 KCA AL 73 5 0 0 0 0
## 307 grissma02 2001 1 LAN NL 135 135 448 56 99 17
## 308 groombu01 2001 1 BAL AL 70 4 0 0 0 0
## 309 grudzma01 2001 1 LAN NL 133 133 539 83 146 21
## 310 guarded01 2001 1 MIN AL 67 2 0 0 0 0
## 311 guerrvl01 2001 1 MON NL 159 159 599 107 184 45
## 312 guerrwi01 2001 1 CIN NL 60 60 142 16 48 5
## 313 guillca01 2001 1 SEA AL 140 140 456 72 118 21
## 314 guilljo01 2001 1 TBA AL 41 41 135 14 37 5
## 315 guthrma01 2001 1 OAK AL 54 4 0 0 0 0
## 316 gutieri01 2001 1 CHN NL 147 147 528 76 153 23
## 317 guzmacr01 2001 1 MIN AL 118 118 493 80 149 28
## 318 gwynnto01 2001 1 SDN NL 71 71 102 5 33 9
## 319 hackmlu01 2001 1 SLN NL 35 34 1 0 0 0
## 320 hairsje02 2001 1 BAL AL 159 159 532 63 124 25
## 321 halamjo01 2001 1 SEA AL 31 1 1 0 0 0
## 322 haltesh01 2001 1 DET AL 136 136 450 53 128 32
## 323 hamilda02 2001 1 NYN NL 52 52 126 15 27 7
## 324 hamiljo02 2001 1 TOR AL 22 1 3 0 1 1
## 325 hamiljo02 2001 2 CIN NL 4 4 5 0 0 0
## 326 hammoje01 2001 1 MIL NL 49 49 174 20 43 11
## 327 hamptmi01 2001 1 COL NL 43 42 79 20 23 2
## 328 hanseda01 2001 1 LAN NL 92 92 140 13 33 10
## 329 harnipe01 2001 1 CIN NL 8 8 11 2 3 1
## 330 harpetr01 2001 1 TBA AL 2 0 NA NA NA NA
## 331 harrile01 2001 1 NYN NL 110 110 135 12 30 5
## 332 harvich01 2001 1 OAK AL 3 0 NA NA NA NA
## 333 hasegsh01 2001 1 ANA AL 46 1 0 0 0 0
## 334 haselbi01 2001 1 TEX AL 47 47 130 12 37 6
## 335 hattesc01 2001 1 BOS AL 94 94 278 34 68 19
## 336 hawkila01 2001 1 MIN AL 62 2 0 0 0 0
## 337 hayesch01 2001 1 HOU NL 31 31 50 4 10 2
## 338 hayneji01 2001 1 MIL NL 32 31 52 5 8 2
## 339 helliri01 2001 1 TEX AL 34 2 4 0 0 0
## 340 helmswe01 2001 1 ATL NL 100 100 216 28 48 10
## 341 heltoto01 2001 1 COL NL 159 159 587 132 197 54
## 342 henderi01 2001 1 SDN NL 123 123 379 70 86 17
## 343 henrydo01 2001 1 KCA AL 53 2 0 0 0 0
## 344 hentgpa01 2001 1 BAL AL 9 0 NA NA NA NA
## 345 heredfe01 2001 1 CHN NL 48 46 1 0 0 0
## 346 heredgi01 2001 1 OAK AL 24 1 3 0 1 0
## 347 hergema01 2001 1 LAN NL 75 71 9 0 4 0
## 348 hermadu01 2001 1 SLN NL 34 33 62 2 5 1
## 349 hernaal01 2001 1 PIT NL 7 7 11 0 1 0
## 350 hernajo01 2001 1 MIL NL 152 152 542 67 135 26
## 351 hernali01 2001 1 SFN NL 35 33 81 7 24 4
## 352 hernaor01 2001 1 NYA AL 17 0 NA NA NA NA
## 353 hernara02 2001 1 OAK AL 136 136 453 55 115 25
## 354 hernaro01 2001 1 KCA AL 63 4 0 0 0 0
## 355 hidalri01 2001 1 HOU NL 146 146 512 70 141 29
## 356 higgibo02 2001 1 DET AL 147 147 541 84 150 28
## 357 hillesh02 2001 1 BOS AL 139 139 468 52 123 20
## 358 hillgl01 2001 1 ANA AL 16 16 66 4 9 0
## 359 hillke01 2001 1 TBA AL 5 0 NA NA NA NA
## 360 hinchaj01 2001 1 KCA AL 45 45 121 10 19 3
## 361 hitchst01 2001 2 NYA AL 10 0 NA NA NA NA
## 362 hitchst01 2001 1 SDN NL 3 3 8 1 1 0
## 363 hockide01 2001 1 MIN AL 112 112 327 34 82 16
## 364 hoffmtr01 2001 1 SDN NL 62 60 4 0 0 0
## 365 hollato01 2001 1 COL NL 33 33 117 21 43 15
## 366 holtch01 2001 1 DET AL 30 2 4 0 1 1
## 367 holtzmi01 2001 1 ANA AL 63 4 0 0 0 0
## 368 houstty01 2001 1 MIL NL 75 75 235 36 68 7
## 369 howrybo01 2001 1 CHA AL 69 2 0 0 0 0
## 370 hudsoti01 2001 1 OAK AL 36 4 8 1 0 0
## 371 hundlto01 2001 1 CHN NL 79 79 246 23 46 10
## 372 huntebr02 2001 1 PHI NL 83 83 145 22 40 6
## 373 hunteto01 2001 1 MIN AL 148 148 564 82 147 32
## 374 hutchch01 2001 1 SLN NL 3 3 1 0 0 0
## 375 ingebr01 2001 1 DET AL 79 79 189 13 34 11
## 376 irabuhi01 2001 1 MON NL 3 2 3 0 0 0
## 377 isrinja01 2001 1 OAK AL 65 2 0 0 0 0
## 378 jacksda04 2001 1 SDN NL 122 122 440 67 106 21
## 379 jacksmi02 2001 1 HOU NL 67 63 1 0 0 0
## 380 jacksry01 2001 1 DET AL 79 79 118 19 25 4
## 381 jahajo01 2001 1 OAK AL 12 12 45 2 4 3
## 382 jamesmi01 2001 1 SLN NL 40 38 1 0 0 0
## 383 jarvike01 2001 1 SDN NL 34 33 61 8 11 3
## 384 javiest01 2001 1 SEA AL 89 89 281 44 82 14
## 385 jenkige01 2001 1 MIL NL 105 105 397 60 105 21
## 386 jenniro01 2001 2 COL NL 1 1 3 0 0 0
## 387 jenniro01 2001 3 CIN NL 27 27 77 10 22 5
## 388 jenniro01 2001 1 OAK AL 20 20 52 4 13 3
## 389 jeterde01 2001 1 NYA AL 150 150 614 110 191 35
## 390 jimenda01 2001 1 SDN NL 86 86 308 45 85 19
## 391 jimenjo01 2001 1 COL NL 56 56 1 0 0 0
## 392 johnsch04 2001 1 FLO NL 128 128 451 51 117 32
## 393 johnsja02 2001 1 BAL AL 32 2 3 0 1 0
## 394 johnsjo08 2001 1 TEX AL 5 0 NA NA NA NA
## 395 johnsmi02 2001 1 MON NL 10 10 1 0 0 0
## 396 johnsra05 2001 1 ARI NL 35 33 80 2 8 0
## 397 johnsru01 2001 1 TBA AL 85 85 248 32 73 19
## 398 jonesan01 2001 1 ATL NL 161 161 625 104 157 25
## 399 jonesbo03 2001 1 SDN NL 33 31 57 5 8 2
## 400 jonesch06 2001 1 ATL NL 159 159 572 113 189 33
## 401 jonesja04 2001 1 MIN AL 149 149 475 57 131 25
## 402 joneste02 2001 1 MON NL 30 30 77 8 20 5
## 403 jonesto02 2001 1 DET AL 45 3 0 0 0 0
## 404 jonesto02 2001 2 MIN AL 24 0 NA NA NA NA
## 405 jordabr01 2001 1 ATL NL 148 148 560 82 165 32
## 406 jordake01 2001 1 PHI NL 68 68 113 9 27 5
## 407 joynewa01 2001 1 ANA AL 53 53 148 14 36 5
## 408 juddmi01 2001 1 TBA AL 8 0 NA NA NA NA
## 409 juddmi01 2001 2 TEX AL 4 1 1 0 0 0
## 410 justida01 2001 1 NYA AL 111 111 381 58 92 16
## 411 kaplega01 2001 1 TEX AL 134 134 483 77 129 29
## 412 karroer01 2001 1 LAN NL 121 121 438 42 103 22
## 413 karsast01 2001 1 CLE AL 31 2 0 0 0 0
## 414 karsast01 2001 2 ATL NL 43 43 2 0 0 0
## 415 kendaja01 2001 1 PIT NL 157 157 606 84 161 22
## 416 kennead01 2001 1 ANA AL 137 137 478 48 129 25
## 417 kentje01 2001 1 SFN NL 159 159 607 84 181 49
## 418 kileda01 2001 1 SLN NL 34 33 71 5 9 4
## 419 kimby01 2001 1 ARI NL 78 74 6 0 1 0
## 420 kingra01 2001 1 MIL NL 82 79 2 0 0 0
## 421 kinkami01 2001 1 BAL AL 61 61 160 19 44 5
## 422 kleskry01 2001 1 SDN NL 146 146 538 105 154 34
## 423 klinest02 2001 1 SLN NL 89 85 2 0 1 0
## 424 knoblch01 2001 1 NYA AL 137 137 521 66 130 20
## 425 knorrra01 2001 1 MON NL 34 34 91 13 20 2
## 426 kochbi01 2001 1 TOR AL 69 3 0 0 0 0
## 427 kohlmry01 2001 1 BAL AL 34 1 0 0 0 0
## 428 kolbda01 2001 1 TEX AL 17 0 NA NA NA NA
## 429 konerpa01 2001 1 CHA AL 156 156 582 92 164 35
## 430 koskico01 2001 1 MIN AL 153 153 562 100 155 37
## 431 kotsama01 2001 1 SDN NL 119 119 406 67 118 29
## 432 kreutch01 2001 1 LAN NL 73 73 191 21 41 11
## 433 lampkto01 2001 1 SEA AL 79 79 204 28 46 10
## 434 lankfra01 2001 1 SLN NL 91 91 264 38 62 18
## 435 lankfra01 2001 2 SDN NL 40 40 125 20 36 10
## 436 lansimi01 2001 1 BOS AL 106 106 352 45 88 23
## 437 larkiba01 2001 1 CIN NL 45 45 156 29 40 12
## 438 larueja01 2001 1 CIN NL 121 121 364 39 86 21
## 439 lawtoma02 2001 2 NYN NL 48 48 183 24 45 11
## 440 lawtoma02 2001 1 MIN AL 103 103 376 71 110 25
## 441 ledeeri01 2001 1 TEX AL 78 78 242 33 56 21
## 442 leeca01 2001 1 CHA AL 150 150 558 75 150 33
## 443 leede02 2001 1 FLO NL 158 158 561 83 158 37
## 444 leetr01 2001 1 PHI NL 157 157 555 75 143 34
## 445 leiteal01 2001 1 NYN NL 29 27 62 2 4 0
## 446 leitema01 2001 1 MIL NL 20 20 7 0 1 0
## 447 leskacu01 2001 1 MIL NL 70 66 1 0 0 0
## 448 levinal01 2001 1 ANA AL 64 4 0 0 0 0
## 449 lewisda01 2001 1 BOS AL 82 81 164 18 46 9
## 450 liebejo01 2001 1 CHN NL 35 33 76 3 12 2
## 451 liebemi01 2001 1 PHI NL 34 34 121 21 28 8
## 452 ligteke01 2001 1 ATL NL 53 49 0 0 0 0
## 453 limajo01 2001 2 DET AL 18 1 1 0 0 0
## 454 limajo01 2001 1 HOU NL 14 13 16 0 0 0
## 455 linebsc01 2001 1 HOU NL 9 9 0 0 0 0
## 456 littlma01 2001 1 COL NL 51 51 85 18 29 6
## 457 lloydgr01 2001 1 MON NL 84 79 2 0 0 0
## 458 loaizes01 2001 1 TOR AL 36 3 2 0 0 0
## 459 lockhke01 2001 1 ATL NL 104 104 178 17 39 6
## 460 loducpa01 2001 1 LAN NL 125 125 460 71 147 28
## 461 loeweca01 2001 1 SDN NL 2 1 0 0 0 0
## 462 loftoke01 2001 1 CLE AL 133 133 517 91 135 21
## 463 loiseri01 2001 1 PIT NL 18 17 0 0 0 0
## 464 longte01 2001 1 OAK AL 162 162 629 90 178 37
## 465 loopebr01 2001 1 FLO NL 71 67 2 0 0 0
## 466 lopezal02 2001 2 ARI NL 13 13 24 0 1 0
## 467 lopezal02 2001 1 TBA AL 20 2 5 0 0 0
## 468 lopezja01 2001 1 ATL NL 128 128 438 45 117 16
## 469 lopezlu02 2001 1 MIL NL 92 92 222 22 60 8
## 470 loretma01 2001 1 MIL NL 102 102 384 40 111 14
## 471 lowede01 2001 1 BOS AL 67 4 1 0 0 0
## 472 lowelmi01 2001 1 FLO NL 146 146 551 65 156 37
## 473 lowese01 2001 1 CHA AL 45 3 3 0 1 0
## 474 lugoju01 2001 1 HOU NL 140 140 513 93 135 20
## 475 lunarfe01 2001 1 BAL AL 64 64 167 8 41 7
## 476 maciajo01 2001 1 DET AL 137 137 488 62 131 24
## 477 maddugr01 2001 1 ATL NL 35 34 64 3 12 0
## 478 madurca01 2001 1 BAL AL 22 1 0 0 0 0
## 479 magadda01 2001 1 SDN NL 91 91 128 12 32 7
## 480 mageewe01 2001 1 DET AL 90 90 207 26 44 11
## 481 magnami01 2001 1 OAK AL 65 3 0 0 0 0
## 482 mahompa01 2001 1 TEX AL 56 4 1 1 1 0
## 483 mantema01 2001 1 ARI NL 8 8 0 0 0 0
## 484 manzajo01 2001 1 PIT NL 71 68 1 0 0 0
## 485 marquja01 2001 1 ATL NL 40 37 31 3 1 0
## 486 marreel01 2001 1 SLN NL 86 86 203 37 54 11
## 487 martial03 2001 1 SEA AL 100 100 283 41 68 15
## 488 martida01 2001 1 ATL NL 120 120 237 33 68 11
## 489 martied01 2001 1 SEA AL 132 132 470 80 144 40
## 490 martife01 2001 1 TBA AL 77 77 219 24 54 13
## 491 martipe02 2001 1 BOS AL 18 0 NA NA NA NA
## 492 martira03 2001 1 SFN NL 128 128 391 48 99 18
## 493 martisa01 2001 1 MON NL 1 1 1 0 0 0
## 494 martiti02 2001 1 NYA AL 154 154 589 89 165 24
## 495 mateoru01 2001 1 TEX AL 40 40 129 18 32 5
## 496 mathemi01 2001 1 SLN NL 121 121 381 40 83 12
## 497 mathetj01 2001 2 SLN NL 10 10 3 0 0 0
## 498 mathetj01 2001 1 OAK AL 20 0 NA NA NA NA
## 499 matoslu01 2001 1 BAL AL 31 31 98 16 21 7
## 500 matthga02 2001 1 CHN NL 106 106 258 41 56 9
## 501 matthga02 2001 2 PIT NL 46 46 147 22 36 6
## 502 matthmi01 2001 1 SLN NL 52 51 17 2 2 0
## 503 maureda01 2001 1 SDN NL 3 3 1 0 0 0
## 504 maxweja01 2001 1 MIN AL 39 39 68 4 13 4
## 505 maynebr01 2001 2 KCA AL 51 51 166 13 40 4
## 506 maynebr01 2001 1 COL NL 49 49 160 15 53 7
## 507 maysjo01 2001 1 MIN AL 34 1 1 0 0 0
## 508 mccarda01 2001 1 KCA AL 98 98 200 26 50 10
## 509 mcdonjo03 2001 1 CLE AL 17 17 22 1 2 1
## 510 mcelrch01 2001 1 BAL AL 18 1 0 0 0 0
## 511 mcelrch01 2001 2 SDN NL 31 31 3 0 0 0
## 512 mcewijo01 2001 1 NYN NL 116 116 283 41 80 17
## 513 mcgrifr01 2001 2 CHN NL 49 49 170 27 48 7
## 514 mcgrifr01 2001 1 TBA AL 97 97 343 40 109 18
## 515 mcgwima01 2001 1 SLN NL 97 97 299 48 56 4
## 516 mclemma01 2001 1 SEA AL 125 125 409 78 117 16
## 517 mcmilbi01 2001 1 DET AL 20 20 34 1 3 1
## 518 mcmilbi01 2001 2 OAK AL 20 20 58 6 17 7
## 519 meadobr01 2001 1 KCA AL 10 0 NA NA NA NA
## 520 mearepa01 2001 1 PIT NL 86 86 270 27 57 11
## 521 mecirji01 2001 1 OAK AL 54 3 0 0 0 0
## 522 mendedo01 2001 1 SDN NL 46 46 118 11 18 2
## 523 mendora01 2001 1 NYA AL 56 4 2 0 0 0
## 524 menecfr01 2001 1 OAK AL 139 139 471 82 114 22
## 525 mercejo02 2001 1 BAL AL 33 2 5 0 0 0
## 526 merceor01 2001 1 HOU NL 94 94 137 19 36 6
## 527 mesajo01 2001 1 PHI NL 71 68 0 0 0 0
## 528 micelda01 2001 1 FLO NL 29 29 0 0 0 0
## 529 micelda01 2001 2 COL NL 22 20 0 0 0 0
## 530 michach01 2001 2 TEX AL 11 0 NA NA NA NA
## 531 michach01 2001 1 TOR AL 24 2 3 0 1 0
## 532 mientdo01 2001 1 MIN AL 151 151 543 77 166 39
## 533 millake01 2001 1 FLO NL 144 144 449 62 141 39
## 534 milleda02 2001 1 ARI NL 123 123 380 45 103 19
## 535 milletr01 2001 1 MIN AL 45 6 0 0 0 0
## 536 millewa04 2001 1 HOU NL 32 30 66 6 11 2
## 537 millsal01 2001 1 BAL AL 15 2 0 0 0 0
## 538 millwke01 2001 1 ATL NL 21 21 43 3 4 0
## 539 miltoer01 2001 1 MIN AL 35 1 2 1 0 0
## 540 minorda01 2001 1 SFN NL 19 19 45 3 7 1
## 541 mirabdo01 2001 2 BOS AL 54 54 141 16 38 8
## 542 mirabdo01 2001 1 TEX AL 23 23 49 4 5 2
## 543 mlickda01 2001 1 DET AL 15 1 1 0 0 0
## 544 mlickda01 2001 2 HOU NL 19 17 26 2 3 0
## 545 moehlbr01 2001 1 DET AL 1 0 NA NA NA NA
## 546 molinbe01 2001 1 ANA AL 96 96 325 31 85 11
## 547 mondera01 2001 1 TOR AL 149 149 572 88 144 26
## 548 morame01 2001 1 BAL AL 128 128 436 49 109 28
## 549 mordemi01 2001 1 MON NL 96 96 254 28 71 17
## 550 morgami01 2001 1 ARI NL 31 31 0 0 0 0
## 551 morrima01 2001 1 SLN NL 34 32 72 5 10 2
## 552 motagu01 2001 1 MON NL 53 49 3 0 1 0
## 553 moutoja01 2001 1 MIL NL 75 75 138 20 34 8
## 554 moutoly01 2001 1 FLO NL 21 21 17 1 1 0
## 555 moyerja01 2001 1 SEA AL 33 1 1 0 0 0
## 556 muellbi02 2001 1 CHN NL 70 70 210 38 62 12
## 557 muldema01 2001 1 OAK AL 34 2 5 0 1 0
## 558 mulhote01 2001 1 PIT NL 22 21 3 0 0 0
## 559 mulhote01 2001 2 LAN NL 19 19 6 0 0 0
## 560 mullesc01 2001 1 KCA AL 17 0 NA NA NA NA
## 561 murraca01 2001 1 SFN NL 106 106 326 54 80 14
## 562 mussimi01 2001 1 NYA AL 34 3 7 0 1 0
## 563 myersgr01 2001 2 OAK AL 33 33 87 13 16 1
## 564 myersgr01 2001 1 BAL AL 25 25 74 11 20 2
## 565 myersmi01 2001 1 COL NL 73 71 0 0 0 0
## 566 myersro01 2001 1 SDN NL 37 36 2 0 0 0
## 567 nagych01 2001 1 CLE AL 15 1 1 1 1 0
## 568 neaglde01 2001 1 COL NL 30 29 56 6 11 4
## 569 nelsoje01 2001 1 SEA AL 69 3 0 0 0 0
## 570 nenro01 2001 1 SFN NL 79 75 1 0 0 0
## 571 nevinph01 2001 1 SDN NL 149 149 546 97 167 31
## 572 nievejo01 2001 1 ANA AL 29 29 53 5 13 3
## 573 nitkocj01 2001 1 DET AL 56 3 0 0 0 0
## 574 nitkocj01 2001 2 NYN NL 5 5 0 0 0 0
## 575 nixontr01 2001 1 BOS AL 148 148 535 100 150 31
## 576 nomohi01 2001 1 BOS AL 33 2 5 0 1 0
## 577 nortogr01 2001 1 COL NL 117 117 225 30 60 13
## 578 nunezab01 2001 1 PIT NL 115 115 301 30 79 11
## 579 nunezjo02 2001 1 LAN NL 6 6 0 0 0 0
## 580 nunezjo02 2001 2 SDN NL 56 52 3 0 0 0
## 581 nunezvl01 2001 1 FLO NL 52 49 9 1 1 0
## 582 ochoaal01 2001 1 CIN NL 90 90 349 48 101 20
## 583 ochoaal01 2001 2 COL NL 58 58 187 25 47 10
## 584 offerjo01 2001 1 BOS AL 128 128 524 76 140 23
## 585 ohkato01 2001 1 BOS AL 12 1 3 0 0 0
## 586 ohkato01 2001 2 MON NL 10 10 15 1 3 0
## 587 ojedaau01 2001 1 CHN NL 78 78 144 16 29 5
## 588 oleartr01 2001 1 BOS AL 104 104 341 50 82 16
## 589 olerujo01 2001 1 SEA AL 159 159 572 91 173 32
## 590 olivaom01 2001 1 PIT NL 47 44 27 3 6 2
## 591 oliveda02 2001 1 TEX AL 28 3 6 0 2 1
## 592 olivejo01 2001 1 NYA AL 12 12 36 3 9 1
## 593 olivejo01 2001 2 BOS AL 5 5 12 1 3 1
## 594 olsongr01 2001 1 LAN NL 28 28 0 0 0 0
## 595 oneilpa01 2001 1 NYA AL 137 137 510 77 136 33
## 596 ordazlu01 2001 1 KCA AL 28 28 56 8 14 3
## 597 ordonma01 2001 1 CHA AL 160 160 593 97 181 40
## 598 ordonre01 2001 1 NYN NL 149 149 461 31 114 24
## 599 oropeed01 2001 1 PHI NL 30 28 0 0 0 0
## 600 ortizda01 2001 1 MIN AL 89 89 303 46 71 17
## 601 ortizhe01 2001 1 KCA AL 56 56 154 12 38 6
## 602 ortizjo02 2001 2 COL NL 53 53 204 38 52 8
## 603 ortizjo02 2001 1 OAK AL 11 11 42 4 7 0
## 604 ortizra01 2001 1 ANA AL 32 2 7 0 0 0
## 605 ortizru01 2001 1 SFN NL 33 32 67 6 13 6
## 606 osikke01 2001 1 PIT NL 56 56 120 9 25 4
## 607 osunaan01 2001 1 CHA AL 4 0 NA NA NA NA
## 608 owenser01 2001 1 FLO NL 119 119 400 51 101 16
## 609 padilvi01 2001 1 PHI NL 23 21 3 1 1 1
## 610 paintla01 2001 2 MIL NL 13 13 0 0 0 0
## 611 paintla01 2001 1 TOR AL 10 0 NA NA NA NA
## 612 palmede01 2001 1 DET AL 57 57 216 34 48 11
## 613 palmeor01 2001 1 ANA AL 104 104 230 29 56 10
## 614 palmera01 2001 1 TEX AL 160 160 600 98 164 33
## 615 paniajo01 2001 1 SEA AL 60 3 1 0 0 0
## 616 paquecr01 2001 1 SLN NL 123 123 340 47 96 17
## 617 parkch01 2001 1 LAN NL 36 34 69 6 10 3
## 618 parkech01 2001 1 NYA AL 1 0 NA NA NA NA
## 619 parquji01 2001 1 CHA AL 5 0 NA NA NA NA
## 620 parrist01 2001 1 TOR AL 19 1 1 0 0 0
## 621 patteda04 2001 1 DET AL 60 4 0 0 0 0
## 622 pauljo01 2001 1 CHA AL 57 57 139 20 37 11
## 623 pavanca01 2001 1 MON NL 8 8 13 0 1 0
## 624 paytoja01 2001 1 NYN NL 104 104 361 44 92 16
## 625 penaan01 2001 1 LAN NL 22 22 54 3 11 1
## 626 pennybr01 2001 1 FLO NL 31 29 62 5 10 1
## 627 percitr01 2001 1 ANA AL 57 3 0 0 0 0
## 628 perezed02 2001 1 ATL NL 5 5 10 0 3 0
## 629 perezne01 2001 2 KCA AL 49 49 199 18 48 7
## 630 perezne01 2001 1 COL NL 87 87 382 65 114 19
## 631 perezod01 2001 1 ATL NL 24 24 26 1 5 1
## 632 perezsa01 2001 1 SDN NL 43 43 81 13 16 1
## 633 perezti01 2001 1 NYN NL 85 85 239 26 59 9
## 634 perezto03 2001 1 PHI NL 62 62 135 11 41 7
## 635 perisma01 2001 1 DET AL 30 0 NA NA NA NA
## 636 perryhe01 2001 1 CHA AL 92 92 285 38 73 21
## 637 persoro01 2001 1 PHI NL 33 31 67 4 8 1
## 638 peterch01 2001 1 MON NL 13 13 11 1 1 0
## 639 petkoma01 2001 1 TEX AL 55 4 1 0 0 0
## 640 petribe01 2001 1 COL NL 85 85 244 41 58 15
## 641 pettian01 2001 1 NYA AL 31 2 4 0 0 0
## 642 piattad01 2001 1 OAK AL 36 36 95 9 20 5
## 643 piazzmi01 2001 1 NYN NL 141 141 503 81 151 29
## 644 pichahi01 2001 1 BOS AL 30 6 0 0 0 0
## 645 pierrju01 2001 1 COL NL 156 156 617 108 202 26
## 646 pierzaj01 2001 1 MIN AL 114 114 381 51 110 33
## 647 plesada01 2001 1 TOR AL 62 4 0 0 0 0
## 648 polanpl01 2001 1 SLN NL 144 144 564 87 173 26
## 649 politcl01 2001 1 PHI NL 23 22 2 1 0 0
## 650 ponsosi01 2001 1 BAL AL 23 2 3 0 0 0
## 651 portebo03 2001 1 TEX AL 48 48 87 18 20 4
## 652 posadjo01 2001 1 NYA AL 138 138 484 59 134 28
## 653 potelo01 2001 1 ANA AL 44 5 0 0 0 0
## 654 powelja04 2001 1 HOU NL 35 32 1 0 0 0
## 655 powelja04 2001 2 COL NL 39 36 0 0 0 0
## 656 prattto02 2001 1 NYN NL 45 45 80 6 13 5
## 657 prattto02 2001 2 PHI NL 35 35 93 12 19 3
## 658 prietar01 2001 1 TBA AL 3 0 NA NA NA NA
## 659 princto01 2001 1 MIN AL 64 64 196 19 43 4
## 660 prokolu01 2001 1 LAN NL 30 28 36 1 7 1
## 661 pujolal01 2001 1 SLN NL 161 161 590 112 194 47
## 662 quantpa01 2001 1 TOR AL 80 4 0 0 0 0
## 663 quinnma01 2001 1 KCA AL 118 118 453 57 122 31
## 664 radkebr01 2001 1 MIN AL 33 2 4 0 2 0
## 665 raineti01 2001 2 BAL AL 4 4 11 1 3 0
## 666 raineti01 2001 1 MON NL 47 47 78 13 24 8
## 667 ramirar01 2001 1 PIT NL 158 158 603 83 181 40
## 668 ramirju01 2001 1 CHA AL 22 22 37 2 3 0
## 669 ramirma02 2001 1 BOS AL 142 142 529 93 162 33
## 670 randajo01 2001 1 KCA AL 151 151 581 59 147 34
## 671 rapppa01 2001 1 ANA AL 31 2 5 0 0 0
## 672 reamebr01 2001 1 MON NL 41 41 17 2 2 0
## 673 rebouje01 2001 1 LAN NL 94 94 214 35 57 15
## 674 redmama01 2001 2 DET AL 2 0 NA NA NA NA
## 675 redmama01 2001 1 MIN AL 9 0 NA NA NA NA
## 676 redmomi01 2001 1 FLO NL 48 48 141 19 44 4
## 677 reedri01 2001 1 NYN NL 20 19 40 2 5 1
## 678 reedri01 2001 2 MIN AL 12 0 NA NA NA NA
## 679 reedst01 2001 1 CLE AL 32 1 0 0 0 0
## 680 reedst01 2001 2 ATL NL 39 37 0 0 0 0
## 681 reesepo01 2001 1 CIN NL 133 133 428 50 96 20
## 682 reichda01 2001 1 KCA AL 27 2 5 0 0 0
## 683 reitsch01 2001 1 CIN NL 38 36 48 3 5 1
## 684 rekarbr01 2001 1 TBA AL 25 1 2 0 0 0
## 685 relafde01 2001 1 NYN NL 120 120 301 43 91 27
## 686 remlimi01 2001 1 ATL NL 75 71 2 0 0 0
## 687 renteed01 2001 1 SLN NL 141 141 493 54 128 19
## 688 reyesde01 2001 1 CIN NL 36 36 11 0 2 0
## 689 reynoar02 2001 1 ARI NL 9 8 10 0 1 1
## 690 reynosh01 2001 1 HOU NL 28 27 52 4 4 0
## 691 rhodear01 2001 1 SEA AL 72 3 1 0 0 0
## 692 richach01 2001 1 BAL AL 136 136 483 74 128 31
## 693 riedljo01 2001 1 CIN NL 29 29 1 0 0 0
## 694 rigdopa01 2001 1 MIL NL 15 14 20 1 4 0
## 695 rincori01 2001 1 CLE AL 67 3 0 0 0 0
## 696 riosar01 2001 2 PIT NL 2 2 3 0 1 0
## 697 riosar01 2001 1 SFN NL 93 93 316 38 82 17
## 698 ripkeca01 2001 1 BAL AL 128 128 477 43 114 16
## 699 ritchto01 2001 1 PIT NL 34 32 59 1 9 2
## 700 rivaslu01 2001 1 MIN AL 153 153 563 70 150 21
## 701 riverma01 2001 1 NYA AL 71 5 0 0 0 0
## 702 riverru01 2001 1 CIN NL 117 117 263 37 67 13
## 703 roberda07 2001 1 CLE AL 15 15 12 3 4 1
## 704 roberwi01 2001 1 BAL AL 46 2 4 0 1 0
## 705 rockejo01 2001 2 CLE AL 38 2 0 0 0 0
## 706 rockejo01 2001 1 ATL NL 30 28 0 0 0 0
## 707 rodrial01 2001 1 TEX AL 162 162 632 133 201 34
## 708 rodrife01 2001 1 SFN NL 80 77 0 0 0 0
## 709 rodrihe02 2001 1 NYA AL 5 5 8 0 0 0
## 710 rodriiv01 2001 1 TEX AL 111 111 442 70 136 24
## 711 rogerke01 2001 1 TEX AL 20 1 2 0 0 0
## 712 rolensc01 2001 1 PHI NL 151 151 554 96 160 39
## 713 rolliji01 2001 1 PHI NL 158 158 656 97 180 29
## 714 rollsda01 2001 1 TBA AL 81 81 237 33 62 11
## 715 romerjc01 2001 1 MIN AL 14 1 2 1 1 1
## 716 rosebr01 2001 2 TBA AL 7 0 NA NA NA NA
## 717 rosebr01 2001 1 NYN NL 3 3 1 0 0 0
## 718 rueteki01 2001 1 SFN NL 36 34 58 5 10 0
## 719 rupery01 2001 1 TBA AL 28 1 3 1 1 1
## 720 ruschgl01 2001 1 NYN NL 33 31 54 0 3 0
## 721 ryanbj01 2001 1 BAL AL 61 4 1 0 0 0
## 722 saberbr01 2001 1 BOS AL 3 0 NA NA NA NA
## 723 sadledo01 2001 2 KCA AL 54 54 101 19 13 3
## 724 sadledo01 2001 1 CIN NL 39 39 84 9 17 3
## 725 saenzol01 2001 1 OAK AL 106 106 305 33 67 21
## 726 salmoti01 2001 1 ANA AL 137 137 475 63 108 21
## 727 sanchre01 2001 1 KCA AL 100 100 390 46 118 14
## 728 sanchre01 2001 2 ATL NL 49 49 154 10 35 4
## 729 sandean01 2001 1 SEA AL 9 9 17 1 3 2
## 730 sandere02 2001 1 ARI NL 126 126 441 84 116 21
## 731 santajo01 2001 1 MIN AL 15 1 0 0 0 0
## 732 santibe01 2001 1 SFN NL 133 133 477 39 125 25
## 733 santijo03 2001 2 PHI NL 53 50 3 0 0 0
## 734 santijo03 2001 1 KCA AL 20 0 NA NA NA NA
## 735 sasakka01 2001 1 SEA AL 69 3 0 0 0 0
## 736 sauersc01 2001 1 PIT NL 70 66 2 0 0 0
## 737 schilcu01 2001 1 ARI NL 35 34 83 4 11 1
## 738 schmija01 2001 2 SFN NL 11 11 26 3 4 0
## 739 schmija01 2001 1 PIT NL 14 12 23 2 4 0
## 740 schoesc01 2001 1 ANA AL 32 1 0 0 0 0
## 741 schoupe01 2001 1 BOS AL 33 1 0 0 0 0
## 742 seabosc01 2001 1 NYA AL 1 1 1 0 0 0
## 743 seelbch02 2001 1 ATL NL 5 5 0 0 0 0
## 744 seguida01 2001 1 BAL AL 82 82 292 48 88 18
## 745 seguife01 2001 1 MON NL 46 46 50 0 7 2
## 746 seleaa01 2001 1 SEA AL 34 3 6 2 1 0
## 747 sexsori01 2001 1 MIL NL 158 158 598 94 162 24
## 748 shawje01 2001 1 LAN NL 77 75 0 0 0 0
## 749 sheetbe01 2001 1 MIL NL 25 23 42 4 3 0
## 750 sheffga01 2001 1 LAN NL 143 143 515 98 160 28
## 751 sheldsc01 2001 1 TEX AL 61 61 120 11 24 5
## 752 shinjts01 2001 1 NYN NL 123 123 400 46 107 23
## 753 shueypa01 2001 1 CLE AL 47 3 0 0 0 0
## 754 shumpte01 2001 1 COL NL 114 114 242 37 70 14
## 755 silvajo01 2001 1 PIT NL 26 26 2 0 0 0
## 756 simmobr01 2001 1 TOR AL 60 60 107 8 19 5
## 757 singlch01 2001 1 CHA AL 140 140 392 57 117 21
## 758 slusajo01 2001 2 HOU NL 8 6 0 0 0 0
## 759 slusajo01 2001 1 ATL NL 4 4 0 0 0 0
## 760 smithbo06 2001 1 TBA AL 6 6 19 1 2 0
## 761 smithch06 2001 1 FLO NL 15 13 26 1 5 0
## 762 smoltjo01 2001 1 ATL NL 36 35 7 0 0 0
## 763 snowjt01 2001 1 SFN NL 101 101 285 43 70 12
## 764 sobkosc01 2001 1 ATL NL 1 1 0 0 0 0
## 765 sojolu01 2001 1 NYA AL 39 39 79 5 13 2
## 766 soriaal01 2001 1 NYA AL 158 158 574 77 154 34
## 767 sosasa01 2001 1 CHN NL 160 160 577 146 189 34
## 768 sparkst01 2001 1 DET AL 36 3 4 0 0 0
## 769 speieju01 2001 1 CLE AL 12 0 NA NA NA NA
## 770 speieju01 2001 2 COL NL 42 42 7 0 0 0
## 771 spencsh01 2001 1 NYA AL 80 80 283 40 73 14
## 772 spierbi01 2001 1 HOU NL 4 4 3 0 1 0
## 773 spiezsc01 2001 1 ANA AL 139 139 457 57 124 29
## 774 sprinru01 2001 1 ARI NL 18 18 0 0 0 0
## 775 stairma01 2001 1 CHN NL 128 128 340 48 85 21
## 776 stantmi02 2001 1 NYA AL 76 6 0 0 0 0
## 777 stechge01 2001 1 SLN NL 69 65 3 1 2 0
## 778 steinbl01 2001 1 KCA AL 36 3 2 0 0 0
## 779 stevele01 2001 1 MON NL 152 152 542 77 133 35
## 780 stewasc01 2001 1 MON NL 62 57 0 0 0 0
## 781 stewash01 2001 1 TOR AL 155 155 640 103 202 44
## 782 stinnke01 2001 1 CIN NL 63 63 187 27 48 11
## 783 stricsc01 2001 1 MON NL 77 75 3 0 0 0
## 784 sturtta01 2001 1 TBA AL 39 3 8 0 1 0
## 785 stynech01 2001 1 BOS AL 96 96 361 52 101 19
## 786 sullisc01 2001 1 CIN NL 79 75 3 0 0 0
## 787 suppaje01 2001 1 KCA AL 34 2 5 0 2 0
## 788 surhobj01 2001 1 ATL NL 141 141 484 68 131 33
## 789 suttola01 2001 1 SLN NL 33 33 42 3 5 1
## 790 suzukic01 2001 1 SEA AL 157 157 692 127 242 34
## 791 suzukma01 2001 2 COL NL 3 3 1 0 0 0
## 792 suzukma01 2001 1 KCA AL 15 1 0 0 0 0
## 793 suzukma01 2001 3 MIL NL 15 15 17 0 0 0
## 794 sweenmi01 2001 1 KCA AL 147 147 559 97 170 46
## 795 swindgr01 2001 1 ARI NL 64 62 0 0 0 0
## 796 tabakje01 2001 1 SLN NL 8 8 0 0 0 0
## 797 tamje01 2001 1 OAK AL 70 3 0 0 0 0
## 798 tapanke01 2001 1 CHN NL 29 29 50 1 12 0
## 799 tatisfe01 2001 1 MON NL 41 41 145 20 37 9
## 800 taubeed01 2001 1 CLE AL 52 52 116 16 29 2
## 801 tavarju01 2001 1 CHN NL 34 32 41 4 5 0
## 802 tejadmi01 2001 1 OAK AL 162 162 622 107 166 31
## 803 telemam01 2001 1 PHI NL 24 22 21 2 2 0
## 804 telfoan01 2001 1 MON NL 8 8 0 0 0 0
## 805 thomafr04 2001 1 CHA AL 20 20 68 8 15 3
## 806 thomeji01 2001 1 CLE AL 156 156 526 101 153 26
## 807 thomsjo01 2001 1 COL NL 14 14 29 3 7 0
## 808 thurmmi01 2001 1 MON NL 28 27 42 0 1 0
## 809 timlimi01 2001 1 SLN NL 68 65 1 0 0 0
## 810 tollbbr01 2001 1 SDN NL 19 18 40 4 8 0
## 811 tomkobr01 2001 1 SEA AL 11 0 NA NA NA NA
## 812 trachst01 2001 1 NYN NL 28 26 56 2 9 1
## 813 tracyan01 2001 1 MON NL 38 38 55 4 6 1
## 814 trammbu01 2001 1 SDN NL 142 142 490 66 128 20
## 815 trombmi01 2001 2 LAN NL 19 19 0 0 0 0
## 816 trombmi01 2001 1 BAL AL 50 3 0 0 0 0
## 817 trubych01 2001 1 HOU NL 48 48 136 11 28 6
## 818 tuckemi01 2001 1 CIN NL 86 86 231 31 56 10
## 819 tuckemi01 2001 2 CHN NL 63 63 205 31 54 9
## 820 urbinug01 2001 2 BOS AL 19 0 NA NA NA NA
## 821 urbinug01 2001 1 MON NL 45 42 1 0 0 0
## 822 valdeis01 2001 1 ANA AL 27 2 5 0 1 0
## 823 valdema01 2001 1 ATL NL 9 9 0 0 0 0
## 824 valdema02 2001 1 OAK AL 32 32 54 7 15 1
## 825 valenjo02 2001 1 BOS AL 20 20 60 8 12 2
## 826 valenjo03 2001 1 CHA AL 124 124 438 74 113 22
## 827 vandejo02 2001 2 SFN NL 49 49 139 19 35 6
## 828 vandejo02 2001 1 PIT NL 97 97 313 39 87 22
## 829 vanpoto01 2001 1 CHN NL 59 57 7 1 2 0
## 830 varitja01 2001 1 BOS AL 51 51 174 19 51 11
## 831 vaughgr01 2001 1 TBA AL 136 136 485 74 113 25
## 832 vazquja01 2001 1 MON NL 32 31 62 5 16 2
## 833 velarra01 2001 1 TEX AL 78 78 296 46 88 16
## 834 velarra01 2001 2 NYA AL 15 15 46 4 7 3
## 835 venafmi01 2001 1 TEX AL 70 6 0 0 0 0
## 836 venturo01 2001 1 NYN NL 142 142 456 70 108 20
## 837 verasqu01 2001 1 ATL NL 71 71 258 39 65 14
## 838 veresda01 2001 1 SLN NL 71 69 3 0 0 0
## 839 vidrojo01 2001 1 MON NL 124 124 486 82 155 34
## 840 villoro01 2001 1 COL NL 22 22 9 0 0 0
## 841 villoro01 2001 2 HOU NL 31 29 13 2 1 1
## 842 vinafe01 2001 1 SLN NL 154 154 631 95 191 30
## 843 vizcajo01 2001 1 HOU NL 107 107 256 38 71 8
## 844 vizquom01 2001 1 CLE AL 155 155 611 84 156 26
## 845 voylebr01 2001 1 KCA AL 7 0 NA NA NA NA
## 846 wagnebi02 2001 1 HOU NL 64 63 0 0 0 0
## 847 wakefti01 2001 1 BOS AL 45 2 3 0 1 0
## 848 walkeke01 2001 1 SDN NL 16 16 0 0 0 0
## 849 walkela01 2001 1 COL NL 142 142 497 107 174 35
## 850 walketo04 2001 1 COL NL 85 85 290 52 86 18
## 851 walketo04 2001 2 CIN NL 66 66 261 41 77 17
## 852 walldo01 2001 1 NYN NL 33 32 0 1 0 0
## 853 wardda01 2001 1 HOU NL 95 95 213 21 56 15
## 854 wasdijo01 2001 1 COL NL 18 18 3 1 1 1
## 855 wasdijo01 2001 2 BAL AL 26 1 0 0 0 0
## 856 washbja01 2001 1 ANA AL 30 2 5 1 3 0
## 857 weathda01 2001 2 CHN NL 28 28 0 0 0 0
## 858 weathda01 2001 1 MIL NL 52 50 1 0 0 0
## 859 weaveje01 2001 1 DET AL 33 2 5 0 0 0
## 860 weberbe01 2001 1 ANA AL 56 4 0 0 0 0
## 861 wehnejo01 2001 1 PIT NL 43 43 51 3 10 1
## 862 wellsbo01 2001 1 MIN AL 65 4 0 0 0 0
## 863 wellsda01 2001 1 CHA AL 16 1 2 0 0 0
## 864 wendetu01 2001 2 PHI NL 21 21 0 0 0 0
## 865 wendetu01 2001 1 NYN NL 49 46 2 0 0 0
## 866 whitede03 2001 1 MIL NL 126 126 390 52 108 25
## 867 whitega01 2001 1 COL NL 69 68 3 0 0 0
## 868 whiteri01 2001 1 NYN NL 55 52 3 0 0 0
## 869 whitero02 2001 1 CHN NL 95 95 323 43 99 19
## 870 wickmbo01 2001 1 CLE AL 70 3 0 0 0 0
## 871 wilkima01 2001 1 PIT NL 14 14 0 0 0 0
## 872 willibe02 2001 1 NYA AL 146 146 540 102 166 38
## 873 willige02 2001 2 NYA AL 38 38 47 12 8 1
## 874 willige02 2001 1 TBA AL 62 62 232 30 48 17
## 875 willima04 2001 1 ARI NL 106 106 408 58 112 30
## 876 willimi03 2001 2 HOU NL 25 25 0 0 0 0
## 877 willimi03 2001 1 PIT NL 40 38 0 0 0 0
## 878 willisc01 2001 1 CIN NL 2 2 0 0 0 0
## 879 willito02 2001 1 NYA AL 15 0 NA NA NA NA
## 880 williwo02 2001 1 SDN NL 26 26 55 7 9 3
## 881 williwo02 2001 2 SLN NL 11 11 27 4 7 2
## 882 wilsoda01 2001 1 SEA AL 123 123 377 44 100 20
## 883 wilsoen01 2001 2 NYA AL 48 48 99 10 24 5
## 884 wilsoen01 2001 1 PIT NL 46 46 129 7 24 3
## 885 wilsoja02 2001 1 PIT NL 108 108 390 44 87 17
## 886 wilsokr01 2001 1 KCA AL 29 1 3 1 1 0
## 887 wilsopa02 2001 1 TBA AL 37 4 0 0 0 0
## 888 wilsopr01 2001 1 FLO NL 123 123 468 70 128 30
## 889 winchsc01 2001 1 CIN NL 12 11 3 0 0 0
## 890 winnra01 2001 1 TBA AL 128 128 429 54 117 25
## 891 wisema01 2001 1 ANA AL 11 0 NA NA NA NA
## 892 witasja01 2001 2 NYA AL 32 3 0 0 0 0
## 893 witasja01 2001 1 SDN NL 31 30 1 0 0 0
## 894 wittbo01 2001 1 ARI NL 14 14 12 0 3 0
## 895 wohlema01 2001 1 CIN NL 30 29 0 0 0 0
## 896 wohlema01 2001 2 NYA AL 31 5 0 0 0 0
## 897 wolfra02 2001 1 PHI NL 28 25 45 2 8 0
## 898 womacto01 2001 1 ARI NL 125 125 481 66 128 19
## 899 woodast01 2001 1 CLE AL 29 3 1 0 0 0
## 900 woodke02 2001 1 CHN NL 29 28 48 3 9 1
## 901 woodwch01 2001 1 TOR AL 37 37 63 9 12 3
## 902 wootesh01 2001 1 ANA AL 79 79 221 24 69 8
## 903 worreti01 2001 1 SFN NL 73 72 2 0 0 0
## 904 wrighja01 2001 1 MIL NL 34 33 67 7 13 1
## 905 wrighja02 2001 1 CLE AL 7 1 2 0 1 0
## 906 wunscke01 2001 1 CHA AL 33 2 0 0 0 0
## 907 yanes01 2001 1 TBA AL 54 2 0 0 0 0
## 908 youngdm01 2001 1 CIN NL 142 142 540 68 163 28
## 909 younger01 2001 1 CHN NL 149 149 603 98 168 43
## 910 youngke01 2001 1 PIT NL 142 142 449 53 104 33
## 911 zaungr01 2001 1 KCA AL 39 39 125 15 40 9
## 912 zeileto01 2001 1 NYN NL 151 151 531 66 141 25
## 913 zimmeje02 2001 1 TEX AL 66 3 0 0 0 0
## 914 zitoba01 2001 1 OAK AL 35 2 5 0 0 0
## 915 zuletju01 2001 1 CHN NL 49 49 106 11 23 3
## X3B HR RBI SB CS BB SO IBB HBP SH SF GIDP G_old BA
## 1 0 0 5 0 0 3 7 0 1 0 0 1 28 0.26190476
## 2 0 0 0 1 0 0 3 0 0 0 0 0 6 0.22222222
## 3 0 0 0 0 0 0 1 0 0 1 0 0 2 0.25000000
## 4 4 31 110 36 14 106 137 11 1 0 9 13 162 0.28911565
## 5 0 0 1 0 0 3 19 0 0 5 1 0 41 0.05128205
## 6 2 6 27 4 5 36 73 0 5 1 1 11 91 0.27702703
## 7 0 0 0 0 0 0 0 0 0 0 0 0 54 NaN
## 8 0 17 49 5 0 51 62 0 5 1 5 7 124 0.24288840
## 9 4 4 32 8 6 23 56 0 4 3 1 6 113 0.27390181
## 10 2 4 20 1 2 19 37 1 0 0 1 7 57 0.26285714
## 11 0 0 0 0 0 0 0 0 0 0 0 0 49 NaN
## 12 0 0 0 0 0 0 0 0 0 0 0 0 1 NaN
## 13 12 20 100 30 6 80 71 5 4 9 9 9 157 0.33565217
## 14 1 4 21 1 2 12 17 1 2 3 2 6 70 0.24545455
## 15 1 27 108 5 1 57 57 14 3 0 8 18 136 0.33138402
## 16 3 8 45 12 4 60 77 4 8 2 1 3 131 0.20232558
## 17 1 0 2 0 0 0 9 0 0 0 0 2 31 0.13513514
## 18 2 28 123 13 6 27 100 4 0 0 5 12 161 0.28869048
## 19 0 0 3 0 0 4 15 0 0 6 0 1 32 0.11864407
## 20 0 0 0 0 0 0 0 0 0 0 0 0 4 NaN
## 21 2 11 61 8 5 35 74 5 2 10 5 12 147 0.29310345
## 22 0 0 0 0 0 1 5 0 0 1 0 0 6 0.00000000
## 23 0 0 4 0 0 1 24 0 1 3 0 0 31 0.11290323
## 24 0 2 12 1 0 17 22 1 1 1 2 3 70 0.22627737
## 25 0 0 4 0 0 0 17 0 0 6 0 0 32 0.15094340
## 26 0 0 0 0 0 0 3 0 0 0 0 0 3 0.00000000
## 27 0 0 1 0 0 1 16 0 0 0 1 0 23 0.04761905
## 28 0 0 1 0 0 1 0 0 0 2 0 0 3 0.50000000
## 29 0 0 0 0 0 0 5 0 0 1 0 0 4 0.09090909
## 30 0 0 3 0 0 0 12 0 0 10 0 0 20 0.09523810
## 31 5 37 97 1 3 47 83 2 0 3 3 14 156 0.32389937
## 32 4 5 34 4 1 30 64 6 1 6 2 13 128 0.23222749
## 33 0 0 0 0 0 0 0 0 0 1 0 0 17 1.00000000
## 34 4 39 130 11 3 106 135 5 6 0 5 20 161 0.28833333
## 35 0 0 6 0 0 8 16 0 0 0 2 2 32 0.13095238
## 36 1 2 15 1 0 20 34 2 0 0 0 3 61 0.21167883
## 37 0 0 0 0 0 0 1 0 0 0 0 0 1 0.00000000
## 38 0 0 1 0 0 0 12 0 0 1 0 1 12 0.07692308
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## 788 0.32075472 0.40495868 ATL NL 4833333
## 789 0.13953488 0.21428571 SLN NL 305000
## 790 0.38147139 0.45664740 SEA AL 5666667
## 791 0.00000000 0.00000000 KCA AL 320000
## 792 NaN NaN KCA AL 320000
## 793 0.05555556 0.00000000 KCA AL 320000
## 794 0.37400951 0.54203936 KCA AL 5000000
## 795 NaN NaN ARI NL 2533333
## 796 NaN NaN SLN NL 400000
## 797 NaN NaN OAK AL 350000
## 798 0.25490196 0.24000000 CHN NL 6500000
## 799 0.33928571 0.35862069 MON NL 2750000
## 800 0.31496063 0.36206897 CLE AL 1800000
## 801 0.18181818 0.12195122 CHN NL 2275000
## 802 0.32551320 0.47588424 OAK AL 2025000
## 803 0.17391304 0.09523810 PHI NL 375000
## 804 NaN NaN MON NL 1225000
## 805 0.31645570 0.44117647 CHA AL 9927000
## 806 0.41614907 0.62357414 CLE AL 7875000
## 807 0.26666667 0.31034483 COL NL 300000
## 808 0.06818182 0.02380952 MON NL 300000
## 809 0.00000000 0.00000000 SLN NL 4250000
## 810 0.23809524 0.20000000 SDN NL 230000
## 811 NA NA SEA AL 1100000
## 812 0.16071429 0.17857143 NYN NL 3000000
## 813 0.19047619 0.23636364 MON NL 218000
## 814 0.32967033 0.46734694 SDN NL 335000
## 815 NaN NaN BAL AL 2333333
## 816 NaN NaN BAL AL 2333333
## 817 0.27631579 0.44117647 HOU NL 237500
## 818 0.30769231 0.38528139 CIN NL 1800000
## 819 0.33913043 0.44878049 CIN NL 1800000
## 820 NA NA MON NL 4200000
## 821 0.00000000 0.00000000 MON NL 4200000
## 822 0.20000000 0.20000000 ANA AL 2500000
## 823 NaN NaN ATL NL 375000
## 824 0.41791045 0.35185185 OAK AL 205000
## 825 0.31428571 0.28333333 BOS AL 6350000
## 826 0.33603239 0.50913242 CHA AL 5166667
## 827 0.36969697 0.37410072 PIT NL 1850000
## 828 0.36111111 0.47284345 PIT NL 1850000
## 829 0.28571429 0.28571429 CHN NL 850000
## 830 0.37055838 0.48850575 BOS AL 1800000
## 831 0.33274021 0.43298969 TBA AL 8250000
## 832 0.28787879 0.29032258 MON NL 2000000
## 833 0.36858006 0.45608108 TEX AL 3150000
## 834 0.27777778 0.21739130 TEX AL 3150000
## 835 NaN NaN TEX AL 310000
## 836 0.35883424 0.41885965 NYN NL 8000000
## 837 0.32989691 0.35658915 ATL NL 3900000
## 838 0.00000000 0.00000000 SLN NL 1900000
## 839 0.37051040 0.48559671 MON NL 2500000
## 840 0.00000000 0.00000000 COL NL 2800000
## 841 0.07692308 0.15384615 COL NL 2800000
## 842 0.35662300 0.41838352 SLN NL 4333333
## 843 0.32234432 0.34375000 HOU NL 1500000
## 844 0.32300885 0.33387889 CLE AL 3000000
## 845 NA NA ATL NL 200000
## 846 NaN NaN HOU NL 5000000
## 847 0.33333333 0.33333333 BOS AL 3000000
## 848 NaN NaN SDN NL 255000
## 849 0.44925125 0.66197183 COL NL 12166667
## 850 0.34905660 0.49655172 COL NL 1050000
## 851 0.36111111 0.41762452 COL NL 1050000
## 852 NaN NaN NYN NL 1150000
## 853 0.32340426 0.46009390 HOU NL 287500
## 854 0.33333333 0.66666667 COL NL 975000
## 855 NaN NaN COL NL 975000
## 856 0.66666667 0.60000000 ANA AL 270000
## 857 NaN NaN MIL NL 1200000
## 858 0.50000000 0.00000000 MIL NL 1200000
## 859 0.00000000 0.00000000 DET AL 425000
## 860 NaN NaN ANA AL 203500
## 861 0.32786885 0.21568627 PIT NL 375000
## 862 NaN NaN MIN AL 1100000
## 863 0.00000000 0.00000000 CHA AL 9250000
## 864 NaN NaN NYN NL 3100000
## 865 0.00000000 0.00000000 NYN NL 3100000
## 866 0.34338747 0.45897436 MIL NL 5000000
## 867 0.00000000 0.00000000 COL NL 1166667
## 868 0.00000000 0.00000000 NYN NL 1150000
## 869 0.37078652 0.52941176 CHN NL 4000000
## 870 NaN NaN CLE AL 2600000
## 871 NaN NaN PIT NL 500000
## 872 0.39494471 0.52222222 NYA AL 12357143
## 873 0.26415094 0.19148936 TBA AL 3000000
## 874 0.26104418 0.33189655 TBA AL 3000000
## 875 0.31422018 0.46568627 ARI NL 9000000
## 876 NaN NaN PIT NL 1200000
## 877 NaN NaN PIT NL 1200000
## 878 NaN NaN CIN NL 400000
## 879 NA NA NYA AL 320000
## 880 0.20000000 0.21818182 SDN NL 5083333
## 881 0.28571429 0.33333333 SDN NL 5083333
## 882 0.30500000 0.40318302 SEA AL 4400000
## 883 0.28301887 0.34343434 PIT NL 635000
## 884 0.20300752 0.23255814 PIT NL 635000
## 885 0.25490196 0.29487179 PIT NL 200000
## 886 0.33333333 0.33333333 KCA AL 205000
## 887 NaN NaN TBA AL 350000
## 888 0.33138402 0.49358974 FLO NL 1000000
## 889 0.00000000 0.00000000 CIN NL 202000
## 890 0.33894737 0.40093240 TBA AL 270000
## 891 NA NA ANA AL 207500
## 892 NaN NaN SDN NL 800000
## 893 0.00000000 0.00000000 SDN NL 800000
## 894 0.25000000 0.25000000 ARI NL 500000
## 895 NaN NaN CIN NL 500000
## 896 NaN NaN CIN NL 500000
## 897 0.22916667 0.17777778 PHI NL 365000
## 898 0.30724070 0.34511435 ARI NL 4000000
## 899 0.00000000 0.00000000 CLE AL 1325000
## 900 0.20408163 0.20833333 CHN NL 1940000
## 901 0.20312500 0.39682540 TOR AL 223000
## 902 0.33189655 0.46606335 ANA AL 200500
## 903 0.00000000 0.00000000 SFN NL 1300000
## 904 0.22857143 0.20895522 MIL NL 2350000
## 905 0.50000000 0.50000000 CLE AL 2562500
## 906 NaN NaN CHA AL 260000
## 907 NaN NaN TBA AL 650000
## 908 0.35042735 0.48148148 CIN NL 3500000
## 909 0.33333333 0.39303483 CHN NL 4500000
## 910 0.30966469 0.39866370 PIT NL 6125000
## 911 0.37681159 0.53600000 KCA AL 1150000
## 912 0.35947712 0.37288136 NYN NL 6833333
## 913 NaN NaN TEX AL 307500
## 914 0.00000000 0.00000000 OAK AL 240000
## 915 0.28813559 0.41509434 CHN NL 200000combo_2001 %>% arrange(salary)## playerID yearID stint teamID.x lgID.x G G_batting AB R H X2B
## 1 barnejo01 2001 1 MIN AL 9 9 21 1 1 0
## 2 beimejo01 2001 1 PIT NL 42 41 26 3 7 0
## 3 bierbni01 2001 1 ARI NL 6 6 6 3 4 1
## 4 bierbni01 2001 2 TBA AL 11 0 NA NA NA NA
## 5 bocachi01 2001 1 LAN NL 75 75 133 15 31 11
## 6 choatra01 2001 1 NYA AL 37 5 3 0 0 0
## 7 clarkje02 2001 1 DET AL 3 3 0 1 0 0
## 8 coganto01 2001 1 KCA AL 39 4 0 0 0 0
## 9 crawfpa02 2001 1 BOS AL 8 0 NA NA NA NA
## 10 duncaco01 2001 1 CHN NL 36 35 3 1 0 0
## 11 eckstda01 2001 1 ANA AL 153 153 582 82 166 26
## 12 freelry01 2001 1 TOR AL 9 9 22 1 6 1
## 13 gibboja01 2001 1 BAL AL 73 73 225 27 53 10
## 14 glovega01 2001 1 CHA AL 46 4 0 0 0 0
## 15 grillja01 2001 1 FLO NL 6 6 7 1 2 0
## 16 hackmlu01 2001 1 SLN NL 35 34 1 0 0 0
## 17 hillesh02 2001 1 BOS AL 139 139 468 52 123 20
## 18 ingebr01 2001 1 DET AL 79 79 189 13 34 11
## 19 jimenda01 2001 1 SDN NL 86 86 308 45 85 19
## 20 joynewa01 2001 1 ANA AL 53 53 148 14 36 5
## 21 mendedo01 2001 1 SDN NL 46 46 118 11 18 2
## 22 michach01 2001 2 TEX AL 11 0 NA NA NA NA
## 23 michach01 2001 1 TOR AL 24 2 3 0 1 0
## 24 minorda01 2001 1 SFN NL 19 19 45 3 7 1
## 25 mullesc01 2001 1 KCA AL 17 0 NA NA NA NA
## 26 nunezjo02 2001 1 LAN NL 6 6 0 0 0 0
## 27 nunezjo02 2001 2 SDN NL 56 52 3 0 0 0
## 28 oropeed01 2001 1 PHI NL 30 28 0 0 0 0
## 29 parkech01 2001 1 NYA AL 1 0 NA NA NA NA
## 30 prokolu01 2001 1 LAN NL 30 28 36 1 7 1
## 31 pujolal01 2001 1 SLN NL 161 161 590 112 194 47
## 32 ramirju01 2001 1 CHA AL 22 22 37 2 3 0
## 33 reitsch01 2001 1 CIN NL 38 36 48 3 5 1
## 34 rivaslu01 2001 1 MIN AL 153 153 563 70 150 21
## 35 roberwi01 2001 1 BAL AL 46 2 4 0 1 0
## 36 rolliji01 2001 1 PHI NL 158 158 656 97 180 29
## 37 rollsda01 2001 1 TBA AL 81 81 237 33 62 11
## 38 seabosc01 2001 1 NYA AL 1 1 1 0 0 0
## 39 seelbch02 2001 1 ATL NL 5 5 0 0 0 0
## 40 sheetbe01 2001 1 MIL NL 25 23 42 4 3 0
## 41 sobkosc01 2001 1 ATL NL 1 1 0 0 0 0
## 42 stewasc01 2001 1 MON NL 62 57 0 0 0 0
## 43 voylebr01 2001 1 KCA AL 7 0 NA NA NA NA
## 44 wilsoja02 2001 1 PIT NL 108 108 390 44 87 17
## 45 zuletju01 2001 1 CHN NL 49 49 106 11 23 3
## 46 wootesh01 2001 1 ANA AL 79 79 221 24 69 8
## 47 felizpe01 2001 1 SFN NL 94 94 220 23 50 9
## 48 ortizjo02 2001 2 COL NL 53 53 204 38 52 8
## 49 ortizjo02 2001 1 OAK AL 11 11 42 4 7 0
## 50 drewti01 2001 1 CLE AL 8 0 NA NA NA NA
## 51 harpetr01 2001 1 TBA AL 2 0 NA NA NA NA
## 52 winchsc01 2001 1 CIN NL 12 11 3 0 0 0
## 53 frankry01 2001 1 SEA AL 38 2 0 0 0 0
## 54 johnsjo08 2001 1 TEX AL 5 0 NA NA NA NA
## 55 kolbda01 2001 1 TEX AL 17 0 NA NA NA NA
## 56 maureda01 2001 1 SDN NL 3 3 1 0 0 0
## 57 sandean01 2001 1 SEA AL 9 9 17 1 3 2
## 58 estraho01 2001 1 COL NL 4 4 0 0 0 0
## 59 weberbe01 2001 1 ANA AL 56 4 0 0 0 0
## 60 colemmi01 2001 1 NYA AL 12 12 38 5 8 0
## 61 harvich01 2001 1 OAK AL 3 0 NA NA NA NA
## 62 biddlro01 2001 1 CHA AL 30 1 1 0 0 0
## 63 brownde02 2001 1 KCA AL 106 106 380 39 93 19
## 64 buchabr01 2001 1 MIN AL 69 69 197 28 54 12
## 65 hernaal01 2001 1 PIT NL 7 7 11 0 1 0
## 66 lunarfe01 2001 1 BAL AL 64 64 167 8 41 7
## 67 marquja01 2001 1 ATL NL 40 37 31 3 1 0
## 68 perezti01 2001 1 NYN NL 85 85 239 26 59 9
## 69 stechge01 2001 1 SLN NL 69 65 3 1 2 0
## 70 valdema02 2001 1 OAK AL 32 32 54 7 15 1
## 71 wilsokr01 2001 1 KCA AL 29 1 3 1 1 0
## 72 bradlmi01 2001 1 MON NL 67 67 220 19 49 16
## 73 bradlmi01 2001 2 CLE AL 10 10 18 3 4 1
## 74 perezsa01 2001 1 SDN NL 43 43 81 13 16 1
## 75 portebo03 2001 1 TEX AL 48 48 87 18 20 4
## 76 romerjc01 2001 1 MIN AL 14 1 2 1 1 1
## 77 wisema01 2001 1 ANA AL 11 0 NA NA NA NA
## 78 barajro01 2001 1 ARI NL 51 51 106 9 17 3
## 79 juddmi01 2001 1 TBA AL 8 0 NA NA NA NA
## 80 juddmi01 2001 2 TEX AL 4 1 1 0 0 0
## 81 mcdonjo03 2001 1 CLE AL 17 17 22 1 2 1
## 82 frankwa01 2001 1 HOU NL 11 11 0 0 0 0
## 83 helmswe01 2001 1 ATL NL 100 100 216 28 48 10
## 84 linebsc01 2001 1 HOU NL 9 9 0 0 0 0
## 85 littlma01 2001 1 COL NL 51 51 85 18 29 6
## 86 madurca01 2001 1 BAL AL 22 1 0 0 0 0
## 87 penaan01 2001 1 LAN NL 22 22 54 3 11 1
## 88 pierzaj01 2001 1 MIN AL 114 114 381 51 110 33
## 89 ryanbj01 2001 1 BAL AL 61 4 1 0 0 0
## 90 roberda07 2001 1 CLE AL 15 15 12 3 4 1
## 91 ojedaau01 2001 1 CHN NL 78 78 144 16 29 5
## 92 reamebr01 2001 1 MON NL 41 41 17 2 2 0
## 93 santajo01 2001 1 MIN AL 15 1 0 0 0 0
## 94 castrra01 2001 1 FLO NL 7 7 11 0 2 0
## 95 riedljo01 2001 1 CIN NL 29 29 1 0 0 0
## 96 darrmi02 2001 1 SDN NL 105 105 289 36 80 13
## 97 kinkami01 2001 1 BAL AL 61 61 160 19 44 5
## 98 maxweja01 2001 1 MIN AL 39 39 68 4 13 4
## 99 mientdo01 2001 1 MIN AL 151 151 543 77 166 39
## 100 pierrju01 2001 1 COL NL 156 156 617 108 202 26
## 101 potelo01 2001 1 ANA AL 44 5 0 0 0 0
## 102 cardoja01 2001 1 DET AL 46 46 96 10 25 8
## 103 piattad01 2001 1 OAK AL 36 36 95 9 20 5
## 104 tracyan01 2001 1 MON NL 38 38 55 4 6 1
## 105 branyru01 2001 1 CLE AL 113 113 315 48 73 16
## 106 fultzaa01 2001 1 SFN NL 66 62 5 1 2 0
## 107 gagneer01 2001 1 LAN NL 33 33 44 3 6 2
## 108 johnsmi02 2001 1 MON NL 10 10 1 0 0 0
## 109 kingra01 2001 1 MIL NL 82 79 2 0 0 0
## 110 perezod01 2001 1 ATL NL 24 24 26 1 5 1
## 111 murraca01 2001 1 SFN NL 106 106 326 54 80 14
## 112 beirnke01 2001 1 TOR AL 5 0 NA NA NA NA
## 113 woodwch01 2001 1 TOR AL 37 37 63 9 12 3
## 114 almanar01 2001 1 FLO NL 52 49 0 0 0 0
## 115 arroybr01 2001 1 PIT NL 24 23 21 0 1 0
## 116 buehrma01 2001 1 CHA AL 32 1 3 0 0 0
## 117 joneste02 2001 1 MON NL 30 30 77 8 20 5
## 118 loeweca01 2001 1 SDN NL 2 1 0 0 0 0
## 119 matthga02 2001 1 CHN NL 106 106 258 41 56 9
## 120 matthga02 2001 2 PIT NL 46 46 147 22 36 6
## 121 matthmi01 2001 1 SLN NL 52 51 17 2 2 0
## 122 menecfr01 2001 1 OAK AL 139 139 471 82 114 22
## 123 ohkato01 2001 1 BOS AL 12 1 3 0 0 0
## 124 ohkato01 2001 2 MON NL 10 10 15 1 3 0
## 125 politcl01 2001 1 PHI NL 23 22 2 1 0 0
## 126 rigdopa01 2001 1 MIL NL 15 14 20 1 4 0
## 127 sadledo01 2001 2 KCA AL 54 54 101 19 13 3
## 128 sadledo01 2001 1 CIN NL 39 39 84 9 17 3
## 129 simmobr01 2001 1 TOR AL 60 60 107 8 19 5
## 130 matoslu01 2001 1 BAL AL 31 31 98 16 21 7
## 131 armasto02 2001 1 MON NL 34 32 53 2 8 1
## 132 bellicl01 2001 1 NYA AL 51 51 81 12 13 1
## 133 brownro01 2001 1 CHN NL 39 39 83 13 22 6
## 134 cruzja01 2001 1 CLE AL 28 28 68 12 15 4
## 135 cruzja01 2001 2 COL NL 44 44 76 7 16 1
## 136 daveyto01 2001 1 SDN NL 39 37 0 0 0 0
## 137 hunteto01 2001 1 MIN AL 148 148 564 82 147 32
## 138 kohlmry01 2001 1 BAL AL 34 1 0 0 0 0
## 139 loducpa01 2001 1 LAN NL 125 125 460 71 147 28
## 140 ortizhe01 2001 1 KCA AL 56 56 154 12 38 6
## 141 padilvi01 2001 1 PHI NL 23 21 3 1 1 1
## 142 pauljo01 2001 1 CHA AL 57 57 139 20 37 11
## 143 tollbbr01 2001 1 SDN NL 19 18 40 4 8 0
## 144 seguife01 2001 1 MON NL 46 46 50 0 7 2
## 145 nievejo01 2001 1 ANA AL 29 29 53 5 13 3
## 146 petribe01 2001 1 COL NL 85 85 244 41 58 15
## 147 muldema01 2001 1 OAK AL 34 2 5 0 1 0
## 148 richach01 2001 1 BAL AL 136 136 483 74 128 31
## 149 motagu01 2001 1 MON NL 53 49 3 0 1 0
## 150 davisbe01 2001 1 SDN NL 138 138 448 56 107 20
## 151 eatonad01 2001 1 SDN NL 23 23 38 3 4 1
## 152 gipsoch01 2001 1 SEA AL 94 94 64 16 14 2
## 153 hairsje02 2001 1 BAL AL 159 159 532 63 124 25
## 154 larueja01 2001 1 CIN NL 121 121 364 39 86 21
## 155 ordazlu01 2001 1 KCA AL 28 28 56 8 14 3
## 156 redmama01 2001 2 DET AL 2 0 NA NA NA NA
## 157 redmama01 2001 1 MIN AL 9 0 NA NA NA NA
## 158 cabrejo02 2001 1 CLE AL 141 141 287 50 75 16
## 159 bennega01 2001 3 COL NL 19 19 55 7 15 3
## 160 bennega01 2001 1 PHI NL 26 26 75 8 16 3
## 161 bennega01 2001 2 NYN NL 1 1 1 0 1 0
## 162 sturtta01 2001 1 TBA AL 39 3 8 0 1 0
## 163 trubych01 2001 1 HOU NL 48 48 136 11 28 6
## 164 allench01 2001 1 MIN AL 57 57 175 20 46 13
## 165 coraal01 2001 1 LAN NL 134 134 405 38 88 18
## 166 fyhrimi01 2001 2 OAK AL 3 0 NA NA NA NA
## 167 fyhrimi01 2001 1 CHN NL 15 15 2 0 0 0
## 168 glynnry01 2001 1 TEX AL 12 0 NA NA NA NA
## 169 gonzawi01 2001 1 SDN NL 64 64 160 16 44 6
## 170 maciajo01 2001 1 DET AL 137 137 488 62 131 24
## 171 smithch06 2001 1 FLO NL 15 13 26 1 5 0
## 172 zitoba01 2001 1 OAK AL 35 2 5 0 0 0
## 173 longte01 2001 1 OAK AL 162 162 629 90 178 37
## 174 millewa04 2001 1 HOU NL 32 30 66 6 11 2
## 175 bergepe01 2001 1 MON NL 102 102 375 53 79 11
## 176 rupery01 2001 1 TBA AL 28 1 3 1 1 1
## 177 speieju01 2001 1 CLE AL 12 0 NA NA NA NA
## 178 speieju01 2001 2 COL NL 42 42 7 0 0 0
## 179 farnsky01 2001 1 CHN NL 76 72 2 0 0 0
## 180 hernara02 2001 1 OAK AL 136 136 453 55 115 25
## 181 lugoju01 2001 1 HOU NL 140 140 513 93 135 20
## 182 bellro01 2001 2 TEX AL 18 0 NA NA NA NA
## 183 bellro01 2001 1 CIN NL 9 7 7 0 1 0
## 184 burneaj01 2001 1 FLO NL 27 25 50 0 4 1
## 185 davisdo02 2001 1 TEX AL 30 2 3 0 0 0
## 186 hergema01 2001 1 LAN NL 75 71 9 0 4 0
## 187 jacksry01 2001 1 DET AL 79 79 118 19 25 4
## 188 ortizra01 2001 1 ANA AL 32 2 7 0 0 0
## 189 stricsc01 2001 1 MON NL 77 75 3 0 0 0
## 190 mcewijo01 2001 1 NYN NL 116 116 283 41 80 17
## 191 coxst01 2001 1 TBA AL 108 108 342 37 88 22
## 192 cunnawi01 2001 1 MIL NL 32 31 7 0 0 0
## 193 fickro01 2001 1 DET AL 124 124 401 62 109 21
## 194 martife01 2001 1 TBA AL 77 77 219 24 54 13
## 195 milletr01 2001 1 MIN AL 45 6 0 0 0 0
## 196 perisma01 2001 1 DET AL 30 0 NA NA NA NA
## 197 smithbo06 2001 1 TBA AL 6 6 19 1 2 0
## 198 walkeke01 2001 1 SDN NL 16 16 0 0 0 0
## 199 agbaybe01 2001 1 NYN NL 91 91 296 28 82 14
## 200 blumge01 2001 1 MON NL 148 148 453 57 107 25
## 201 creekdo01 2001 1 TBA AL 66 4 0 0 0 0
## 202 durazer01 2001 1 ARI NL 92 92 175 34 47 11
## 203 hinchaj01 2001 1 KCA AL 45 45 121 10 19 3
## 204 maysjo01 2001 1 MIN AL 34 1 1 0 0 0
## 205 mcmilbi01 2001 1 DET AL 20 20 34 1 3 1
## 206 mcmilbi01 2001 2 OAK AL 20 20 58 6 17 7
## 207 ortizda01 2001 1 MIN AL 89 89 303 46 71 17
## 208 pennybr01 2001 1 FLO NL 31 29 62 5 10 1
## 209 santijo03 2001 2 PHI NL 53 50 3 0 0 0
## 210 santijo03 2001 1 KCA AL 20 0 NA NA NA NA
## 211 wunscke01 2001 1 CHA AL 33 2 0 0 0 0
## 212 nunezvl01 2001 1 FLO NL 52 49 9 1 1 0
## 213 brownem01 2001 1 PIT NL 61 61 123 18 25 4
## 214 brownem01 2001 2 SDN NL 13 13 14 3 1 0
## 215 reichda01 2001 1 KCA AL 27 2 5 0 0 0
## 216 sheldsc01 2001 1 TEX AL 61 61 120 11 24 5
## 217 chrisry01 2001 2 ARI NL 19 19 4 3 1 1
## 218 chrisry01 2001 1 OAK AL 7 7 4 1 0 0
## 219 almanca01 2001 1 NYA AL 10 1 0 0 0 0
## 220 barkegl01 2001 1 HOU NL 70 70 24 12 2 0
## 221 barteki01 2001 1 COL NL 12 12 15 0 0 0
## 222 johnsru01 2001 1 TBA AL 85 85 248 32 73 19
## 223 morame01 2001 1 BAL AL 128 128 436 49 109 28
## 224 washbja01 2001 1 ANA AL 30 2 5 1 3 0
## 225 winnra01 2001 1 TBA AL 128 128 429 54 117 25
## 226 delosva01 2001 1 MIL NL 1 1 0 0 0 0
## 227 jonesja04 2001 1 MIN AL 149 149 475 57 131 25
## 228 mageewe01 2001 1 DET AL 90 90 207 26 44 11
## 229 nunezab01 2001 1 PIT NL 115 115 301 30 79 11
## 230 schoesc01 2001 1 ANA AL 32 1 0 0 0 0
## 231 steinbl01 2001 1 KCA AL 36 3 2 0 0 0
## 232 cordefr01 2001 1 TEX AL 3 0 NA NA NA NA
## 233 chouibo01 2001 1 COL NL 8 8 0 0 0 0
## 234 rosebr01 2001 2 TBA AL 7 0 NA NA NA NA
## 235 rosebr01 2001 1 NYN NL 3 3 1 0 0 0
## 236 anderma02 2001 1 PHI NL 147 147 522 69 153 30
## 237 echevan01 2001 1 MIL NL 75 75 133 12 34 11
## 238 kennead01 2001 1 ANA AL 137 137 478 48 129 25
## 239 perezto03 2001 1 PHI NL 62 62 135 11 41 7
## 240 quinnma01 2001 1 KCA AL 118 118 453 57 122 31
## 241 giambje01 2001 1 OAK AL 124 124 371 64 105 26
## 242 anderji02 2001 1 PIT NL 34 32 59 2 7 1
## 243 barremi01 2001 1 MON NL 132 132 472 42 118 33
## 244 cruzne01 2001 1 HOU NL 66 62 6 0 1 0
## 245 guillca01 2001 1 SEA AL 140 140 456 72 118 21
## 246 ramirar01 2001 1 PIT NL 158 158 603 83 181 40
## 247 wardda01 2001 1 HOU NL 95 95 213 21 56 15
## 248 jenniro01 2001 2 COL NL 1 1 3 0 0 0
## 249 jenniro01 2001 3 CIN NL 27 27 77 10 22 5
## 250 jenniro01 2001 1 OAK AL 20 20 52 4 13 3
## 251 myersro01 2001 1 SDN NL 37 36 2 0 0 0
## 252 paytoja01 2001 1 NYN NL 104 104 361 44 92 16
## 253 saenzol01 2001 1 OAK AL 106 106 305 33 67 21
## 254 gonzaal02 2001 1 FLO NL 145 145 515 57 129 36
## 255 mirabdo01 2001 2 BOS AL 54 54 141 16 38 8
## 256 mirabdo01 2001 1 TEX AL 23 23 49 4 5 2
## 257 abbotje01 2001 1 FLO NL 28 28 42 5 11 3
## 258 chenbr01 2001 2 NYN NL 11 11 19 0 3 0
## 259 chenbr01 2001 1 PHI NL 16 15 28 1 3 0
## 260 donnech01 2001 1 LAN NL 66 66 88 8 15 2
## 261 henderi01 2001 1 SDN NL 123 123 379 70 86 17
## 262 koskico01 2001 1 MIN AL 153 153 562 100 155 37
## 263 lowese01 2001 1 CHA AL 45 3 3 0 1 0
## 264 martira03 2001 1 SFN NL 128 128 391 48 99 18
## 265 mateoru01 2001 1 TEX AL 40 40 129 18 32 5
## 266 merceor01 2001 1 HOU NL 94 94 137 19 36 6
## 267 moutoja01 2001 1 MIL NL 75 75 138 20 34 8
## 268 redmomi01 2001 1 FLO NL 48 48 141 19 44 4
## 269 thomsjo01 2001 1 COL NL 14 14 29 3 7 0
## 270 thurmmi01 2001 1 MON NL 28 27 42 0 1 0
## 271 berkmla01 2001 1 HOU NL 156 156 577 110 191 55
## 272 doteloc01 2001 1 HOU NL 61 57 11 0 1 0
## 273 suttola01 2001 1 SLN NL 33 33 42 3 5 1
## 274 zimmeje02 2001 1 TEX AL 66 3 0 0 0 0
## 275 belliro01 2001 1 MIL NL 101 101 364 69 96 30
## 276 estalbo02 2001 1 SFN NL 29 29 93 11 19 5
## 277 estalbo02 2001 2 NYA AL 3 3 4 1 0 0
## 278 febleca01 2001 1 KCA AL 79 79 292 45 69 9
## 279 knorrra01 2001 1 MON NL 34 34 91 13 20 2
## 280 riosar01 2001 2 PIT NL 2 2 3 0 1 0
## 281 riosar01 2001 1 SFN NL 93 93 316 38 82 17
## 282 venafmi01 2001 1 TEX AL 70 6 0 0 0 0
## 283 singlch01 2001 1 CHA AL 140 140 392 57 117 21
## 284 martisa01 2001 1 MON NL 1 1 1 0 0 0
## 285 polanpl01 2001 1 SLN NL 144 144 564 87 173 26
## 286 spencsh01 2001 1 NYA AL 80 80 283 40 73 14
## 287 suzukma01 2001 2 COL NL 3 3 1 0 0 0
## 288 suzukma01 2001 1 KCA AL 15 1 0 0 0 0
## 289 suzukma01 2001 3 MIL NL 15 15 17 0 0 0
## 290 willito02 2001 1 NYA AL 15 0 NA NA NA NA
## 291 delluda01 2001 1 ARI NL 115 115 217 28 60 10
## 292 guzmacr01 2001 1 MIN AL 118 118 493 80 149 28
## 293 trammbu01 2001 1 SDN NL 142 142 490 66 128 20
## 294 cabreor01 2001 1 MON NL 162 162 626 64 173 41
## 295 jimenjo01 2001 1 COL NL 56 56 1 0 0 0
## 296 boehrbr01 2001 2 SFN NL 29 25 3 0 0 0
## 297 boehrbr01 2001 1 NYA AL 22 1 0 0 0 0
## 298 gilbe01 2001 1 ANA AL 104 104 260 33 77 15
## 299 jacksda04 2001 1 SDN NL 122 122 440 67 106 21
## 300 johnsja02 2001 1 BAL AL 32 2 3 0 1 0
## 301 molinbe01 2001 1 ANA AL 96 96 325 31 85 11
## 302 moutoly01 2001 1 FLO NL 21 21 17 1 1 0
## 303 raineti01 2001 2 BAL AL 4 4 11 1 3 0
## 304 raineti01 2001 1 MON NL 47 47 78 13 24 8
## 305 tamje01 2001 1 OAK AL 70 3 0 0 0 0
## 306 wilsopa02 2001 1 TBA AL 37 4 0 0 0 0
## 307 anderma01 2001 1 DET AL 62 4 0 0 0 0
## 308 furcara01 2001 1 ATL NL 79 79 324 39 89 19
## 309 slusajo01 2001 2 HOU NL 8 6 0 0 0 0
## 310 slusajo01 2001 1 ATL NL 4 4 0 0 0 0
## 311 wolfra02 2001 1 PHI NL 28 25 45 2 8 0
## 312 fasansa01 2001 3 COL NL 25 25 63 10 16 5
## 313 fasansa01 2001 1 OAK AL 11 11 21 2 1 0
## 314 fasansa01 2001 2 KCA AL 3 3 1 0 0 0
## 315 graffto01 2001 1 CHA AL 74 74 145 23 44 9
## 316 howrybo01 2001 1 CHA AL 69 2 0 0 0 0
## 317 leede02 2001 1 FLO NL 158 158 561 83 158 37
## 318 marreel01 2001 1 SLN NL 86 86 203 37 54 11
## 319 mordemi01 2001 1 MON NL 96 96 254 28 71 17
## 320 telemam01 2001 1 PHI NL 24 22 21 2 2 0
## 321 valdema01 2001 1 ATL NL 9 9 0 0 0 0
## 322 wehnejo01 2001 1 PIT NL 43 43 51 3 10 1
## 323 brownad01 2001 1 PIT NL 8 8 31 3 6 0
## 324 diazei01 2001 1 CLE AL 134 134 437 54 121 34
## 325 nixontr01 2001 1 BOS AL 148 148 535 100 150 31
## 326 ankieri01 2001 1 SLN NL 6 6 8 1 0 0
## 327 batismi01 2001 1 ARI NL 48 46 32 2 2 0
## 328 booneaa01 2001 1 CIN NL 103 103 381 54 112 26
## 329 carrahe01 2001 1 MIN AL 56 3 0 0 0 0
## 330 casanra01 2001 1 MIL NL 71 71 192 21 50 10
## 331 castrju01 2001 1 CIN NL 96 96 242 27 54 10
## 332 daubabr01 2001 1 BOS AL 122 122 407 54 107 28
## 333 dempsry01 2001 1 FLO NL 34 32 61 1 3 1
## 334 elartsc01 2001 2 COL NL 4 4 8 0 1 0
## 335 elartsc01 2001 1 HOU NL 20 18 30 1 2 0
## 336 guerrwi01 2001 1 CIN NL 60 60 142 16 48 5
## 337 leeca01 2001 1 CHA AL 150 150 558 75 150 33
## 338 loopebr01 2001 1 FLO NL 71 67 2 0 0 0
## 339 princto01 2001 1 MIN AL 64 64 196 19 43 4
## 340 tabakje01 2001 1 SLN NL 8 8 0 0 0 0
## 341 willisc01 2001 1 CIN NL 2 2 0 0 0 0
## 342 ledeeri01 2001 1 TEX AL 78 78 242 33 56 21
## 343 sauersc01 2001 1 PIT NL 70 66 2 0 0 0
## 344 haltesh01 2001 1 DET AL 136 136 450 53 128 32
## 345 beltrca01 2001 1 KCA AL 155 155 617 106 189 32
## 346 crespfe01 2001 1 SFN NL 40 40 66 8 13 1
## 347 crespfe01 2001 2 PHI NL 33 33 41 1 7 3
## 348 cummimi01 2001 1 ARI NL 20 20 20 1 6 1
## 349 garcifr02 2001 1 SEA AL 34 2 7 0 1 0
## 350 halamjo01 2001 1 SEA AL 31 1 1 0 0 0
## 351 weaveje01 2001 1 DET AL 33 2 5 0 0 0
## 352 bakopa01 2001 1 ATL NL 61 61 137 19 29 10
## 353 kaplega01 2001 1 TEX AL 134 134 483 77 129 29
## 354 nortogr01 2001 1 COL NL 117 117 225 30 60 13
## 355 peterch01 2001 1 MON NL 13 13 11 1 1 0
## 356 rebouje01 2001 1 LAN NL 94 94 214 35 57 15
## 357 desseel01 2001 1 CIN NL 35 33 57 3 11 1
## 358 relafde01 2001 1 NYN NL 120 120 301 43 91 27
## 359 cordoma01 2001 1 CLE AL 122 122 409 61 123 20
## 360 duceyro01 2001 2 MON NL 27 27 46 6 11 2
## 361 duceyro01 2001 1 PHI NL 30 30 27 4 6 1
## 362 fabrejo01 2001 1 ANA AL 53 53 148 9 33 4
## 363 hayesch01 2001 1 HOU NL 31 31 50 4 10 2
## 364 leitema01 2001 1 MIL NL 20 20 7 0 1 0
## 365 lowelmi01 2001 1 FLO NL 146 146 551 65 156 37
## 366 mahompa01 2001 1 TEX AL 56 4 1 1 1 0
## 367 santibe01 2001 1 SFN NL 133 133 477 39 125 25
## 368 shinjts01 2001 1 NYN NL 123 123 400 46 107 23
## 369 sojolu01 2001 1 NYA AL 39 39 79 5 13 2
## 370 stinnke01 2001 1 CIN NL 63 63 187 27 48 11
## 371 wilkima01 2001 1 PIT NL 14 14 0 0 0 0
## 372 wittbo01 2001 1 ARI NL 14 14 12 0 3 0
## 373 wohlema01 2001 1 CIN NL 30 29 0 0 0 0
## 374 wohlema01 2001 2 NYA AL 31 5 0 0 0 0
## 375 bogarti01 2001 1 LAN NL 12 12 15 4 5 2
## 376 hudsoti01 2001 1 OAK AL 36 4 8 1 0 0
## 377 ariasal01 2001 1 SDN NL 70 70 137 19 31 9
## 378 jarvike01 2001 1 SDN NL 34 33 61 8 11 3
## 379 manzajo01 2001 1 PIT NL 71 68 1 0 0 0
## 380 parquji01 2001 1 CHA AL 5 0 NA NA NA NA
## 381 magadda01 2001 1 SDN NL 91 91 128 12 32 7
## 382 bergda01 2001 1 FLO NL 82 82 215 26 52 12
## 383 abbotku01 2001 1 ATL NL 6 6 9 0 2 0
## 384 fernaos01 2001 1 CIN NL 20 18 19 1 1 0
## 385 fernato01 2001 2 TOR AL 48 48 59 5 18 4
## 386 fernato01 2001 1 MIL NL 28 28 64 6 18 0
## 387 prattto02 2001 1 NYN NL 45 45 80 6 13 5
## 388 prattto02 2001 2 PHI NL 35 35 93 12 19 3
## 389 chaveer01 2001 1 OAK AL 151 151 552 91 159 43
## 390 darenvi01 2001 1 FLO NL 59 55 0 0 0 0
## 391 hanseda01 2001 1 LAN NL 92 92 140 13 33 10
## 392 jonesbo03 2001 1 SDN NL 33 31 57 5 8 2
## 393 reyesde01 2001 1 CIN NL 36 36 11 0 2 0
## 394 soriaal01 2001 1 NYA AL 158 158 574 77 154 34
## 395 wilsoen01 2001 2 NYA AL 48 48 99 10 24 5
## 396 wilsoen01 2001 1 PIT NL 46 46 129 7 24 3
## 397 brantje01 2001 1 TEX AL 18 0 NA NA NA NA
## 398 perezed02 2001 1 ATL NL 5 5 10 0 3 0
## 399 sparkst01 2001 1 DET AL 36 3 4 0 0 0
## 400 yanes01 2001 1 TBA AL 54 2 0 0 0 0
## 401 aybarma01 2001 1 CHN NL 17 17 3 1 3 0
## 402 bautida01 2001 1 ARI NL 100 100 222 26 67 11
## 403 brockch01 2001 1 PHI NL 24 23 3 0 1 0
## 404 grebecr01 2001 1 BOS AL 23 23 41 1 2 1
## 405 jordake01 2001 1 PHI NL 68 68 113 9 27 5
## 406 lopezlu02 2001 1 MIL NL 92 92 222 22 60 8
## 407 millake01 2001 1 FLO NL 144 144 449 62 141 39
## 408 morgami01 2001 1 ARI NL 31 31 0 0 0 0
## 409 prietar01 2001 1 TBA AL 3 0 NA NA NA NA
## 410 holtzmi01 2001 1 ANA AL 63 4 0 0 0 0
## 411 blanche01 2001 1 MIL NL 104 104 314 33 66 18
## 412 levinal01 2001 1 ANA AL 64 4 0 0 0 0
## 413 castial01 2001 1 TOR AL 66 66 131 9 26 4
## 414 shumpte01 2001 1 COL NL 114 114 242 37 70 14
## 415 kochbi01 2001 1 TOR AL 69 3 0 0 0 0
## 416 eldreca01 2001 1 CHA AL 2 0 NA NA NA NA
## 417 grimsja01 2001 1 KCA AL 73 5 0 0 0 0
## 418 hillke01 2001 1 TBA AL 5 0 NA NA NA NA
## 419 jacksmi02 2001 1 HOU NL 67 63 1 0 0 0
## 420 klinest02 2001 1 SLN NL 89 85 2 0 1 0
## 421 mccarda01 2001 1 KCA AL 98 98 200 26 50 10
## 422 kimby01 2001 1 ARI NL 78 74 6 0 1 0
## 423 difelmi01 2001 1 TBA AL 48 48 149 13 31 5
## 424 difelmi01 2001 2 ARI NL 12 12 21 1 1 0
## 425 foxan01 2001 1 FLO NL 54 54 81 8 15 0
## 426 loiseri01 2001 1 PIT NL 18 17 0 0 0 0
## 427 silvajo01 2001 1 PIT NL 26 26 2 0 0 0
## 428 alicelu01 2001 1 KCA AL 113 113 387 44 106 16
## 429 bonesri01 2001 1 FLO NL 61 59 2 0 1 0
## 430 haselbi01 2001 1 TEX AL 47 47 130 12 37 6
## 431 leetr01 2001 1 PHI NL 157 157 555 75 143 34
## 432 lockhke01 2001 1 ATL NL 104 104 178 17 39 6
## 433 witasja01 2001 2 NYA AL 32 3 0 0 0 0
## 434 witasja01 2001 1 SDN NL 31 30 1 0 0 0
## 435 fordybr01 2001 1 BAL AL 95 95 292 30 61 18
## 436 paniajo01 2001 1 SEA AL 60 3 1 0 0 0
## 437 catalfr01 2001 1 TEX AL 133 133 463 77 153 31
## 438 vanpoto01 2001 1 CHN NL 59 57 7 1 2 0
## 439 osikke01 2001 1 PIT NL 56 56 120 9 25 4
## 440 bonilbo01 2001 1 SLN NL 93 93 174 17 37 7
## 441 clemema01 2001 1 FLO NL 32 31 50 2 4 0
## 442 hockide01 2001 1 MIN AL 112 112 327 34 82 16
## 443 huntebr02 2001 1 PHI NL 83 83 145 22 40 6
## 444 kreutch01 2001 1 LAN NL 73 73 191 21 41 11
## 445 magnami01 2001 1 OAK AL 65 3 0 0 0 0
## 446 mathemi01 2001 1 SLN NL 121 121 381 40 83 12
## 447 palmeor01 2001 1 ANA AL 104 104 230 29 56 10
## 448 dejeami01 2001 1 MIL NL 75 72 3 0 0 0
## 449 ortizru01 2001 1 SFN NL 33 32 67 6 13 6
## 450 gomeswa01 2001 1 PHI NL 42 41 1 0 1 0
## 451 gomeswa01 2001 2 SFN NL 13 13 0 0 0 0
## 452 guilljo01 2001 1 TBA AL 41 41 135 14 37 5
## 453 perryhe01 2001 1 CHA AL 92 92 285 38 73 21
## 454 wasdijo01 2001 1 COL NL 18 18 3 1 1 1
## 455 wasdijo01 2001 2 BAL AL 26 1 0 0 0 0
## 456 baineha01 2001 1 CHA AL 32 32 84 3 11 1
## 457 coneda01 2001 1 BOS AL 25 1 1 0 0 0
## 458 dunstsh01 2001 1 SFN NL 88 88 186 26 52 10
## 459 fryeje01 2001 1 TOR AL 74 74 175 24 43 6
## 460 paintla01 2001 2 MIL NL 13 13 0 0 0 0
## 461 paintla01 2001 1 TOR AL 10 0 NA NA NA NA
## 462 riverru01 2001 1 CIN NL 117 117 263 37 67 13
## 463 schoupe01 2001 1 BOS AL 33 1 0 0 0 0
## 464 wilsopr01 2001 1 FLO NL 123 123 468 70 128 30
## 465 rodrife01 2001 1 SFN NL 80 77 0 0 0 0
## 466 hattesc01 2001 1 BOS AL 94 94 278 34 68 19
## 467 walketo04 2001 1 COL NL 85 85 290 52 86 18
## 468 walketo04 2001 2 CIN NL 66 66 261 41 77 17
## 469 buforda01 2001 1 CHN NL 35 35 85 11 15 2
## 470 coomero01 2001 1 CHN NL 111 111 349 25 91 19
## 471 harrile01 2001 1 NYN NL 110 110 135 12 30 5
## 472 lampkto01 2001 1 SEA AL 79 79 204 28 46 10
## 473 olivejo01 2001 1 NYA AL 12 12 36 3 9 1
## 474 olivejo01 2001 2 BOS AL 5 5 12 1 3 1
## 475 patteda04 2001 1 DET AL 60 4 0 0 0 0
## 476 tomkobr01 2001 1 SEA AL 11 0 NA NA NA NA
## 477 wellsbo01 2001 1 MIN AL 65 4 0 0 0 0
## 478 mecirji01 2001 1 OAK AL 54 3 0 0 0 0
## 479 sexsori01 2001 1 MIL NL 158 158 598 94 162 24
## 480 spiezsc01 2001 1 ANA AL 139 139 457 57 124 29
## 481 heredfe01 2001 1 CHN NL 48 46 1 0 0 0
## 482 walldo01 2001 1 NYN NL 33 32 0 1 0 0
## 483 whiteri01 2001 1 NYN NL 55 52 3 0 0 0
## 484 zaungr01 2001 1 KCA AL 39 39 125 15 40 9
## 485 whitega01 2001 1 COL NL 69 68 3 0 0 0
## 486 hutchch01 2001 1 SLN NL 3 3 1 0 0 0
## 487 jenkige01 2001 1 MIL NL 105 105 397 60 105 21
## 488 henrydo01 2001 1 KCA AL 53 2 0 0 0 0
## 489 ligteke01 2001 1 ATL NL 53 49 0 0 0 0
## 490 morrima01 2001 1 SLN NL 34 32 72 5 10 2
## 491 myersgr01 2001 2 OAK AL 33 33 87 13 16 1
## 492 myersgr01 2001 1 BAL AL 25 25 74 11 20 2
## 493 nitkocj01 2001 1 DET AL 56 3 0 0 0 0
## 494 nitkocj01 2001 2 NYN NL 5 5 0 0 0 0
## 495 weathda01 2001 2 CHN NL 28 28 0 0 0 0
## 496 weathda01 2001 1 MIL NL 52 50 1 0 0 0
## 497 willimi03 2001 2 HOU NL 25 25 0 0 0 0
## 498 willimi03 2001 1 PIT NL 40 38 0 0 0 0
## 499 telfoan01 2001 1 MON NL 8 8 0 0 0 0
## 500 beltrad01 2001 1 LAN NL 126 126 475 59 126 22
## 501 glaustr01 2001 1 ANA AL 161 161 588 100 147 38
## 502 milleda02 2001 1 ARI NL 123 123 380 45 103 19
## 503 myersmi01 2001 1 COL NL 73 71 0 0 0 0
## 504 owenser01 2001 1 FLO NL 119 119 400 51 101 16
## 505 crabtti01 2001 1 TEX AL 21 3 0 0 0 0
## 506 davisru01 2001 1 SFN NL 53 53 167 16 43 13
## 507 eusebto01 2001 1 HOU NL 59 59 154 16 39 8
## 508 pavanca01 2001 1 MON NL 8 8 13 0 1 0
## 509 stynech01 2001 1 BOS AL 96 96 361 52 101 19
## 510 worreti01 2001 1 SFN NL 73 72 2 0 0 0
## 511 woodast01 2001 1 CLE AL 29 3 1 0 0 0
## 512 garceri01 2001 1 BOS AL 62 3 2 0 0 0
## 513 houstty01 2001 1 MIL NL 75 75 235 36 68 7
## 514 rekarbr01 2001 1 TBA AL 25 1 2 0 0 0
## 515 floribr01 2001 1 BOS AL 7 2 0 0 0 0
## 516 hawkila01 2001 1 MIN AL 62 2 0 0 0 0
## 517 borbope02 2001 1 TOR AL 71 4 0 0 0 0
## 518 bottari01 2001 1 PHI NL 66 64 3 1 1 1
## 519 brognri01 2001 1 ATL NL 72 72 206 15 51 9
## 520 daviser01 2001 1 SFN NL 74 74 156 17 32 7
## 521 escobke01 2001 1 TOR AL 59 6 0 0 0 0
## 522 hasegsh01 2001 1 ANA AL 46 1 0 0 0 0
## 523 hillgl01 2001 1 ANA AL 16 16 66 4 9 0
## 524 javiest01 2001 1 SEA AL 89 89 281 44 82 14
## 525 martida01 2001 1 ATL NL 120 120 237 33 68 11
## 526 osunaan01 2001 1 CHA AL 4 0 NA NA NA NA
## 527 paquecr01 2001 1 SLN NL 123 123 340 47 96 17
## 528 rincori01 2001 1 CLE AL 67 3 0 0 0 0
## 529 rodrihe02 2001 1 NYA AL 5 5 8 0 0 0
## 530 sandere02 2001 1 ARI NL 126 126 441 84 116 21
## 531 vizcajo01 2001 1 HOU NL 107 107 256 38 71 8
## 532 mcelrch01 2001 1 BAL AL 18 1 0 0 0 0
## 533 mcelrch01 2001 2 SDN NL 31 31 3 0 0 0
## 534 jamesmi01 2001 1 SLN NL 40 38 1 0 0 0
## 535 chrisja01 2001 2 SFN NL 25 25 0 0 0 0
## 536 chrisja01 2001 1 SLN NL 30 28 0 0 0 0
## 537 colbrgr01 2001 1 ARI NL 59 59 97 12 28 8
## 538 mendora01 2001 1 NYA AL 56 4 2 0 0 0
## 539 ochoaal01 2001 1 CIN NL 90 90 349 48 101 20
## 540 ochoaal01 2001 2 COL NL 58 58 187 25 47 10
## 541 powelja04 2001 1 HOU NL 35 32 1 0 0 0
## 542 powelja04 2001 2 COL NL 39 36 0 0 0 0
## 543 reedst01 2001 1 CLE AL 32 1 0 0 0 0
## 544 reedst01 2001 2 ATL NL 39 37 0 0 0 0
## 545 remlimi01 2001 1 ATL NL 75 71 2 0 0 0
## 546 arrojro01 2001 1 BOS AL 41 3 4 0 0 0
## 547 nevinph01 2001 1 SDN NL 149 149 546 97 167 31
## 548 pichahi01 2001 1 BOS AL 30 6 0 0 0 0
## 549 abbotpa01 2001 1 SEA AL 28 2 4 0 1 0
## 550 spierbi01 2001 1 HOU NL 4 4 3 0 1 0
## 551 sprinru01 2001 1 ARI NL 18 18 0 0 0 0
## 552 sullisc01 2001 1 CIN NL 79 75 3 0 0 0
## 553 fettemi01 2001 1 LAN NL 34 31 0 0 0 0
## 554 fettemi01 2001 2 PIT NL 20 20 0 0 0 0
## 555 burkejo03 2001 1 ATL NL 34 32 65 2 6 0
## 556 gantro01 2001 2 OAK AL 34 34 81 15 21 5
## 557 gantro01 2001 1 COL NL 59 59 171 31 44 8
## 558 gardnma01 2001 1 SFN NL 23 22 21 1 0 0
## 559 olsongr01 2001 1 LAN NL 28 28 0 0 0 0
## 560 guarded01 2001 1 MIN AL 67 2 0 0 0 0
## 561 guthrma01 2001 1 OAK AL 54 4 0 0 0 0
## 562 quantpa01 2001 1 TOR AL 80 4 0 0 0 0
## 563 ruschgl01 2001 1 NYN NL 33 31 54 0 3 0
## 564 taubeed01 2001 1 CLE AL 52 52 116 16 29 2
## 565 tuckemi01 2001 1 CIN NL 86 86 231 31 56 10
## 566 tuckemi01 2001 2 CHN NL 63 63 205 31 54 9
## 567 varitja01 2001 1 BOS AL 51 51 174 19 51 11
## 568 buhneja01 2001 1 SEA AL 19 19 45 4 10 2
## 569 holtch01 2001 1 DET AL 30 2 4 0 1 1
## 570 vandejo02 2001 2 SFN NL 49 49 139 19 35 6
## 571 vandejo02 2001 1 PIT NL 97 97 313 39 87 22
## 572 curtich01 2001 1 TEX AL 38 38 115 24 29 3
## 573 mathetj01 2001 2 SLN NL 10 10 3 0 0 0
## 574 mathetj01 2001 1 OAK AL 20 0 NA NA NA NA
## 575 meadobr01 2001 1 KCA AL 10 0 NA NA NA NA
## 576 rockejo01 2001 2 CLE AL 38 2 0 0 0 0
## 577 rockejo01 2001 1 ATL NL 30 28 0 0 0 0
## 578 veresda01 2001 1 SLN NL 71 69 3 0 0 0
## 579 burrepa01 2001 1 PHI NL 155 155 539 70 139 29
## 580 ritchto01 2001 1 PIT NL 34 32 59 1 9 2
## 581 woodke02 2001 1 CHN NL 29 28 48 3 9 1
## 582 botteke01 2001 1 HOU NL 13 12 14 0 2 0
## 583 girarjo01 2001 1 CHN NL 78 78 229 22 58 10
## 584 gordoto01 2001 1 CHN NL 47 45 0 0 0 0
## 585 groombu01 2001 1 BAL AL 70 4 0 0 0 0
## 586 gwynnto01 2001 1 SDN NL 71 71 102 5 33 9
## 587 mclemma01 2001 1 SEA AL 125 125 409 78 117 16
## 588 micelda01 2001 1 FLO NL 29 29 0 0 0 0
## 589 micelda01 2001 2 COL NL 22 20 0 0 0 0
## 590 rapppa01 2001 1 ANA AL 31 2 5 0 0 0
## 591 reynoar02 2001 1 ARI NL 9 8 10 0 1 1
## 592 shueypa01 2001 1 CLE AL 47 3 0 0 0 0
## 593 vazquja01 2001 1 MON NL 32 31 62 5 16 2
## 594 tejadmi01 2001 1 OAK AL 162 162 622 107 166 31
## 595 hernaor01 2001 1 NYA AL 17 0 NA NA NA NA
## 596 petkoma01 2001 1 TEX AL 55 4 1 0 0 0
## 597 graveda01 2001 1 CIN NL 66 63 4 1 1 0
## 598 ponsosi01 2001 1 BAL AL 23 2 3 0 0 0
## 599 kotsama01 2001 1 SDN NL 119 119 406 67 118 29
## 600 lowede01 2001 1 BOS AL 67 4 1 0 0 0
## 601 maynebr01 2001 2 KCA AL 51 51 166 13 40 4
## 602 maynebr01 2001 1 COL NL 49 49 160 15 53 7
## 603 miltoer01 2001 1 MIN AL 35 1 2 1 0 0
## 604 stewash01 2001 1 TOR AL 155 155 640 103 202 44
## 605 bellda01 2001 1 SEA AL 135 135 470 62 122 28
## 606 castilu01 2001 1 FLO NL 134 134 537 76 141 16
## 607 hayneji01 2001 1 MIL NL 32 31 52 5 8 2
## 608 leskacu01 2001 1 MIL NL 70 66 1 0 0 0
## 609 plesada01 2001 1 TOR AL 62 4 0 0 0 0
## 610 bereja01 2001 1 CHN NL 32 31 62 2 12 4
## 611 castifr01 2001 1 BOS AL 26 1 2 0 0 0
## 612 parrist01 2001 1 TOR AL 19 1 1 0 0 0
## 613 tavarju01 2001 1 CHN NL 34 32 41 4 5 0
## 614 damicje01 2001 1 MIL NL 10 10 15 0 1 0
## 615 konerpa01 2001 1 CHA AL 156 156 582 92 164 35
## 616 randajo01 2001 1 KCA AL 151 151 581 59 147 34
## 617 sanchre01 2001 1 KCA AL 100 100 390 46 118 14
## 618 sanchre01 2001 2 ATL NL 49 49 154 10 35 4
## 619 trombmi01 2001 2 LAN NL 19 19 0 0 0 0
## 620 trombmi01 2001 1 BAL AL 50 3 0 0 0 0
## 621 cruzjo02 2001 1 TOR AL 146 146 577 92 158 38
## 622 suppaje01 2001 1 KCA AL 34 2 5 0 2 0
## 623 wrighja01 2001 1 MIL NL 34 33 67 7 13 1
## 624 cookde01 2001 1 NYN NL 43 40 1 0 0 0
## 625 cookde01 2001 2 PHI NL 19 19 0 0 0 0
## 626 embreal01 2001 2 CHA AL 39 0 NA NA NA NA
## 627 embreal01 2001 1 SFN NL 22 22 1 0 0 0
## 628 fasseje01 2001 1 CHN NL 82 78 2 0 0 0
## 629 moehlbr01 2001 1 DET AL 1 0 NA NA NA NA
## 630 alfonan01 2001 1 FLO NL 58 54 0 0 0 0
## 631 stantmi02 2001 1 NYA AL 76 6 0 0 0 0
## 632 fullmbr01 2001 1 TOR AL 146 146 522 71 143 31
## 633 irabuhi01 2001 1 MON NL 3 2 3 0 0 0
## 634 lewisda01 2001 1 BOS AL 82 81 164 18 46 9
## 635 valdeis01 2001 1 ANA AL 27 2 5 0 1 0
## 636 vidrojo01 2001 1 MON NL 124 124 486 82 155 34
## 637 swindgr01 2001 1 ARI NL 64 62 0 0 0 0
## 638 bushho01 2001 1 TOR AL 78 78 271 32 83 11
## 639 wrighja02 2001 1 CLE AL 7 1 2 0 1 0
## 640 carpech01 2001 1 TOR AL 34 3 6 0 1 0
## 641 cormirh01 2001 1 PHI NL 60 55 1 0 0 0
## 642 adamste01 2001 1 LAN NL 43 41 39 2 2 1
## 643 wickmbo01 2001 1 CLE AL 70 3 0 0 0 0
## 644 colonba01 2001 1 CLE AL 34 2 7 0 1 0
## 645 cordewi01 2001 1 CLE AL 89 89 268 30 67 11
## 646 benarma01 2001 1 SFN NL 129 129 392 70 104 19
## 647 cedenro01 2001 1 DET AL 131 131 523 79 153 14
## 648 karsast01 2001 1 CLE AL 31 2 0 0 0 0
## 649 karsast01 2001 2 ATL NL 43 43 2 0 0 0
## 650 daalom01 2001 1 PHI NL 32 30 55 7 13 1
## 651 drewjd01 2001 1 SLN NL 109 109 375 80 121 18
## 652 grievbe01 2001 1 TBA AL 154 154 542 72 143 30
## 653 hollato01 2001 1 COL NL 33 33 117 21 43 15
## 654 mercejo02 2001 1 BAL AL 33 2 5 0 0 0
## 655 muellbi02 2001 1 CHN NL 70 70 210 38 62 12
## 656 mulhote01 2001 1 PIT NL 22 21 3 0 0 0
## 657 mulhote01 2001 2 LAN NL 19 19 6 0 0 0
## 658 tatisfe01 2001 1 MON NL 41 41 145 20 37 9
## 659 villoro01 2001 1 COL NL 22 22 9 0 0 0
## 660 villoro01 2001 2 HOU NL 31 29 13 2 1 1
## 661 alomasa02 2001 1 CHA AL 70 70 220 17 54 8
## 662 mesajo01 2001 1 PHI NL 71 68 0 0 0 0
## 663 lopezal02 2001 2 ARI NL 13 13 24 0 1 0
## 664 lopezal02 2001 1 TBA AL 20 2 5 0 0 0
## 665 persoro01 2001 1 PHI NL 33 31 67 4 8 1
## 666 caseyse01 2001 1 CIN NL 145 145 533 69 165 40
## 667 coninje01 2001 1 BAL AL 139 139 524 75 163 23
## 668 flahejo01 2001 1 TBA AL 78 78 248 20 59 17
## 669 gomezch02 2001 2 TBA AL 58 58 189 31 57 16
## 670 gomezch02 2001 1 SDN NL 40 40 112 6 21 3
## 671 gracema01 2001 1 ARI NL 145 145 476 66 142 31
## 672 lloydgr01 2001 1 MON NL 84 79 2 0 0 0
## 673 millsal01 2001 1 BAL AL 15 2 0 0 0 0
## 674 trachst01 2001 1 NYN NL 28 26 56 2 9 1
## 675 vizquom01 2001 1 CLE AL 155 155 611 84 156 26
## 676 wakefti01 2001 1 BOS AL 45 2 3 0 1 0
## 677 willige02 2001 2 NYA AL 38 38 47 12 8 1
## 678 willige02 2001 1 TBA AL 62 62 232 30 48 17
## 679 glanvdo01 2001 1 PHI NL 153 153 634 74 166 24
## 680 hernali01 2001 1 SFN NL 35 33 81 7 24 4
## 681 foulkke01 2001 1 CHA AL 72 4 0 0 0 0
## 682 millwke01 2001 1 ATL NL 21 21 43 3 4 0
## 683 wendetu01 2001 2 PHI NL 21 21 0 0 0 0
## 684 wendetu01 2001 1 NYN NL 49 46 2 0 0 0
## 685 velarra01 2001 1 TEX AL 78 78 296 46 88 16
## 686 velarra01 2001 2 NYA AL 15 15 46 4 7 3
## 687 reesepo01 2001 1 CIN NL 133 133 428 50 96 20
## 688 schmija01 2001 2 SFN NL 11 11 26 3 4 0
## 689 schmija01 2001 1 PIT NL 14 12 23 2 4 0
## 690 stairma01 2001 1 CHN NL 128 128 340 48 85 21
## 691 aurilri01 2001 1 SFN NL 156 156 636 114 206 37
## 692 boonebr01 2001 1 SEA AL 158 158 623 118 206 37
## 693 jahajo01 2001 1 OAK AL 12 12 45 2 4 3
## 694 rhodear01 2001 1 SEA AL 72 3 1 0 0 0
## 695 batisto01 2001 2 BAL AL 84 84 308 41 82 16
## 696 batisto01 2001 1 TOR AL 72 72 271 29 56 11
## 697 heredgi01 2001 1 OAK AL 24 1 3 0 1 0
## 698 isrinja01 2001 1 OAK AL 65 2 0 0 0 0
## 699 hamilda02 2001 1 NYN NL 52 52 126 15 27 7
## 700 hernajo01 2001 1 MIL NL 152 152 542 67 135 26
## 701 nelsoje01 2001 1 SEA AL 69 3 0 0 0 0
## 702 gutieri01 2001 1 CHN NL 147 147 528 76 153 23
## 703 percitr01 2001 1 ANA AL 57 3 0 0 0 0
## 704 camermi01 2001 1 SEA AL 150 150 540 99 144 30
## 705 goodwto01 2001 1 LAN NL 105 105 286 51 66 8
## 706 erstada01 2001 1 ANA AL 157 157 631 89 163 35
## 707 caminke01 2001 1 TEX AL 54 54 185 24 43 8
## 708 caminke01 2001 2 ATL NL 64 64 171 12 38 9
## 709 hidalri01 2001 1 HOU NL 146 146 512 70 141 29
## 710 hundlto01 2001 1 CHN NL 79 79 246 23 46 10
## 711 loretma01 2001 1 MIL NL 102 102 384 40 111 14
## 712 youngdm01 2001 1 CIN NL 142 142 540 68 163 28
## 713 cruzde01 2001 1 DET AL 110 110 414 39 106 28
## 714 fletcda01 2001 1 TOR AL 134 134 416 36 94 20
## 715 perezne01 2001 2 KCA AL 49 49 199 18 48 7
## 716 perezne01 2001 1 COL NL 87 87 382 65 114 19
## 717 francjo01 2001 1 NYN NL 58 56 0 0 0 0
## 718 mantema01 2001 1 ARI NL 8 8 0 0 0 0
## 719 harnipe01 2001 1 CIN NL 8 8 11 2 3 1
## 720 ordonma01 2001 1 CHA AL 160 160 593 97 181 40
## 721 mearepa01 2001 1 PIT NL 86 86 270 27 57 11
## 722 dyeje01 2001 2 OAK AL 61 61 232 41 69 17
## 723 dyeje01 2001 1 KCA AL 97 97 367 50 100 14
## 724 lawtoma02 2001 2 NYN NL 48 48 183 24 45 11
## 725 lawtoma02 2001 1 MIN AL 103 103 376 71 110 25
## 726 verasqu01 2001 1 ATL NL 71 71 258 39 65 14
## 727 jonesto02 2001 1 DET AL 45 3 0 0 0 0
## 728 jonesto02 2001 2 MIN AL 24 0 NA NA NA NA
## 729 bohanbr01 2001 1 COL NL 21 20 31 3 10 4
## 730 grudzma01 2001 1 LAN NL 133 133 539 83 146 21
## 731 olivaom01 2001 1 PIT NL 47 44 27 3 6 2
## 732 ordonre01 2001 1 NYN NL 149 149 461 31 114 24
## 733 stevele01 2001 1 MON NL 152 152 542 77 133 35
## 734 whitero02 2001 1 CHN NL 95 95 323 43 99 19
## 735 womacto01 2001 1 ARI NL 125 125 481 66 128 19
## 736 posadjo01 2001 1 NYA AL 138 138 484 59 134 28
## 737 giambja01 2001 1 OAK AL 154 154 520 109 178 47
## 738 anderbr02 2001 1 ARI NL 33 31 37 1 5 1
## 739 urbinug01 2001 2 BOS AL 19 0 NA NA NA NA
## 740 urbinug01 2001 1 MON NL 45 42 1 0 0 0
## 741 ausmubr01 2001 1 HOU NL 128 128 422 45 98 23
## 742 gonzaal01 2001 1 TOR AL 154 154 636 79 161 25
## 743 loaizes01 2001 1 TOR AL 36 3 2 0 0 0
## 744 timlimi01 2001 1 SLN NL 68 65 1 0 0 0
## 745 vinafe01 2001 1 SLN NL 154 154 631 95 191 30
## 746 deshide01 2001 1 BAL AL 58 58 188 29 37 8
## 747 deshide01 2001 2 CHN NL 68 68 163 26 45 9
## 748 encarju01 2001 1 DET AL 120 120 417 52 101 19
## 749 wilsoda01 2001 1 SEA AL 123 123 377 44 100 20
## 750 clarkto02 2001 1 DET AL 126 126 428 67 123 29
## 751 anderga01 2001 1 ANA AL 161 161 672 83 194 39
## 752 beckro01 2001 1 BOS AL 68 4 1 0 0 0
## 753 bordimi01 2001 1 BAL AL 58 58 229 32 57 13
## 754 claytro01 2001 1 CHA AL 135 135 433 62 114 21
## 755 helliri01 2001 1 TEX AL 34 2 4 0 0 0
## 756 hentgpa01 2001 1 BAL AL 9 0 NA NA NA NA
## 757 nomohi01 2001 1 BOS AL 33 2 5 0 1 0
## 758 renteed01 2001 1 SLN NL 141 141 493 54 128 19
## 759 younger01 2001 1 CHN NL 149 149 603 98 168 43
## 760 greerru01 2001 1 TEX AL 62 62 245 38 67 23
## 761 oleartr01 2001 1 BOS AL 104 104 341 50 82 16
## 762 sasakka01 2001 1 SEA AL 69 3 0 0 0 0
## 763 estessh01 2001 1 SFN NL 27 25 42 2 3 0
## 764 gonzalu01 2001 1 ARI NL 162 162 609 128 198 36
## 765 surhobj01 2001 1 ATL NL 141 141 484 68 131 33
## 766 cirilje01 2001 1 COL NL 138 138 528 72 165 26
## 767 rueteki01 2001 1 SFN NL 36 34 58 5 10 0
## 768 heltoto01 2001 1 COL NL 159 159 587 132 197 54
## 769 abreubo01 2001 1 PHI NL 162 162 588 118 170 48
## 770 bellde01 2001 1 PIT NL 46 46 156 14 27 3
## 771 burbada01 2001 1 CLE AL 32 3 2 1 0 0
## 772 grissma02 2001 1 LAN NL 135 135 448 56 99 17
## 773 johnsch04 2001 1 FLO NL 128 128 451 51 117 32
## 774 martial03 2001 1 SEA AL 100 100 283 41 68 15
## 775 saberbr01 2001 1 BOS AL 3 0 NA NA NA NA
## 776 sweenmi01 2001 1 KCA AL 147 147 559 97 170 46
## 777 wagnebi02 2001 1 HOU NL 64 63 0 0 0 0
## 778 whitede03 2001 1 MIL NL 126 126 390 52 108 25
## 779 easleda01 2001 1 DET AL 154 154 585 77 146 27
## 780 liebejo01 2001 1 CHN NL 35 33 76 3 12 2
## 781 williwo02 2001 1 SDN NL 26 26 55 7 9 3
## 782 williwo02 2001 2 SLN NL 11 11 27 4 7 2
## 783 kendaja01 2001 1 PIT NL 157 157 606 84 161 22
## 784 valenjo03 2001 1 CHA AL 124 124 438 74 113 22
## 785 aloumo01 2001 1 HOU NL 136 136 513 79 170 31
## 786 brosisc01 2001 1 NYA AL 120 120 428 57 123 25
## 787 mlickda01 2001 1 DET AL 15 1 1 0 0 0
## 788 mlickda01 2001 2 HOU NL 19 17 26 2 3 0
## 789 higgibo02 2001 1 DET AL 147 147 541 84 150 28
## 790 hermadu01 2001 1 SLN NL 34 33 62 2 5 1
## 791 finlest01 2001 1 ARI NL 140 140 495 66 136 27
## 792 floydcl01 2001 1 FLO NL 149 149 555 123 176 44
## 793 martied01 2001 1 SEA AL 132 132 470 80 144 40
## 794 rolensc01 2001 1 PHI NL 151 151 554 96 160 39
## 795 burnije01 2001 1 MIL NL 154 154 562 104 141 32
## 796 burksel01 2001 1 CLE AL 124 124 439 83 123 29
## 797 suzukic01 2001 1 SEA AL 157 157 692 127 242 34
## 798 alfoned01 2001 1 NYN NL 124 124 457 64 111 22
## 799 frymatr01 2001 1 CLE AL 98 98 334 34 88 15
## 800 kleskry01 2001 1 SDN NL 146 146 538 105 154 34
## 801 snowjt01 2001 1 SFN NL 101 101 285 43 70 12
## 802 benitar01 2001 1 NYN NL 73 71 1 0 0 0
## 803 baldwja01 2001 1 CHA AL 17 1 2 0 0 0
## 804 baldwja01 2001 2 LAN NL 12 12 26 0 2 1
## 805 ashbyan01 2001 1 LAN NL 3 3 2 1 1 0
## 806 galaran01 2001 1 TEX AL 72 72 243 33 57 16
## 807 galaran01 2001 2 SFN NL 49 49 156 17 45 12
## 808 guerrvl01 2001 1 MON NL 159 159 599 107 184 45
## 809 hernaro01 2001 1 KCA AL 63 4 0 0 0 0
## 810 hitchst01 2001 2 NYA AL 10 0 NA NA NA NA
## 811 hitchst01 2001 1 SDN NL 3 3 8 1 1 0
## 812 kentje01 2001 1 SFN NL 159 159 607 84 181 49
## 813 knoblch01 2001 1 NYA AL 137 137 521 66 130 20
## 814 nagych01 2001 1 CLE AL 15 1 1 1 1 0
## 815 youngke01 2001 1 PIT NL 142 142 449 53 104 33
## 816 lansimi01 2001 1 BOS AL 106 106 352 45 88 23
## 817 limajo01 2001 2 DET AL 18 1 1 0 0 0
## 818 limajo01 2001 1 HOU NL 14 13 16 0 0 0
## 819 martiti02 2001 1 NYA AL 154 154 589 89 165 24
## 820 ripkeca01 2001 1 BAL AL 128 128 477 43 114 16
## 821 edmonji01 2001 1 SLN NL 150 150 500 95 152 38
## 822 liebemi01 2001 1 PHI NL 34 34 121 21 28 8
## 823 valenjo02 2001 1 BOS AL 20 20 60 8 12 2
## 824 shawje01 2001 1 LAN NL 77 75 0 0 0 0
## 825 bagweje01 2001 1 HOU NL 161 161 600 126 173 43
## 826 hammoje01 2001 1 MIL NL 49 49 174 20 43 11
## 827 mcgrifr01 2001 2 CHN NL 49 49 170 27 48 7
## 828 mcgrifr01 2001 1 TBA AL 97 97 343 40 109 18
## 829 moyerja01 2001 1 SEA AL 33 1 1 0 0 0
## 830 salmoti01 2001 1 ANA AL 137 137 475 63 108 21
## 831 schilcu01 2001 1 ARI NL 35 34 83 4 11 1
## 832 tapanke01 2001 1 CHN NL 29 29 50 1 12 0
## 833 nenro01 2001 1 SFN NL 79 75 1 0 0 0
## 834 benesan01 2001 1 SLN NL 27 26 32 1 5 3
## 835 kileda01 2001 1 SLN NL 34 33 71 5 9 4
## 836 olerujo01 2001 1 SEA AL 159 159 572 91 173 32
## 837 hoffmtr01 2001 1 SDN NL 62 60 4 0 0 0
## 838 offerjo01 2001 1 BOS AL 128 128 524 76 140 23
## 839 reedri01 2001 1 NYN NL 20 19 40 2 5 1
## 840 reedri01 2001 2 MIN AL 12 0 NA NA NA NA
## 841 zeileto01 2001 1 NYN NL 151 151 531 66 141 25
## 842 astacpe01 2001 2 HOU NL 4 4 11 0 1 0
## 843 astacpe01 2001 1 COL NL 22 20 42 2 4 0
## 844 bicheda01 2001 1 BOS AL 107 107 391 45 112 30
## 845 oliveda02 2001 1 TEX AL 28 3 6 0 2 1
## 846 pettian01 2001 1 NYA AL 31 2 4 0 0 0
## 847 seguida01 2001 1 BAL AL 82 82 292 48 88 18
## 848 seleaa01 2001 1 SEA AL 34 3 6 2 1 0
## 849 damonjo01 2001 1 OAK AL 155 155 644 108 165 34
## 850 reynosh01 2001 1 HOU NL 28 27 52 4 4 0
## 851 anderbr01 2001 1 BAL AL 131 131 430 50 87 12
## 852 neaglde01 2001 1 COL NL 30 29 56 6 11 4
## 853 castivi02 2001 2 HOU NL 122 122 445 62 120 28
## 854 castivi02 2001 1 TBA AL 24 24 93 7 20 6
## 855 garcino01 2001 1 BOS AL 21 21 83 13 24 3
## 856 hamiljo02 2001 1 TOR AL 22 1 3 0 1 1
## 857 hamiljo02 2001 2 CIN NL 4 4 5 0 0 0
## 858 oneilpa01 2001 1 NYA AL 137 137 510 77 136 33
## 859 evereca01 2001 1 BOS AL 102 102 409 61 105 24
## 860 gilesbr02 2001 1 PIT NL 160 160 576 116 178 37
## 861 karroer01 2001 1 LAN NL 121 121 438 42 103 22
## 862 palmede01 2001 1 DET AL 57 57 216 34 48 11
## 863 rogerke01 2001 1 TEX AL 20 1 2 0 0 0
## 864 alomaro01 2001 1 CLE AL 157 157 575 113 193 34
## 865 biggicr01 2001 1 HOU NL 155 155 617 118 180 35
## 866 lopezja01 2001 1 ATL NL 128 128 438 45 117 16
## 867 radkebr01 2001 1 MIN AL 33 2 4 0 2 0
## 868 justida01 2001 1 NYA AL 111 111 381 58 92 16
## 869 thomeji01 2001 1 CLE AL 156 156 526 101 153 26
## 870 loftoke01 2001 1 CLE AL 133 133 517 91 135 21
## 871 smoltjo01 2001 1 ATL NL 36 35 7 0 0 0
## 872 venturo01 2001 1 NYN NL 142 142 456 70 108 20
## 873 bellja01 2001 1 ARI NL 129 129 428 59 106 24
## 874 lankfra01 2001 1 SLN NL 91 91 264 38 62 18
## 875 lankfra01 2001 2 SDN NL 40 40 125 20 36 10
## 876 jonesan01 2001 1 ATL NL 161 161 625 104 157 25
## 877 rodriiv01 2001 1 TEX AL 111 111 442 70 136 24
## 878 vaughgr01 2001 1 TBA AL 136 136 485 74 113 25
## 879 appieke01 2001 1 NYN NL 33 31 62 4 7 0
## 880 durhara01 2001 1 CHA AL 152 152 611 104 163 42
## 881 larkiba01 2001 1 CIN NL 45 45 156 29 40 12
## 882 palmera01 2001 1 TEX AL 160 160 600 98 164 33
## 883 willima04 2001 1 ARI NL 106 106 408 58 112 30
## 884 jordabr01 2001 1 ATL NL 148 148 560 82 165 32
## 885 riverma01 2001 1 NYA AL 71 5 0 0 0 0
## 886 wellsda01 2001 1 CHA AL 16 1 2 0 0 0
## 887 dreifda01 2001 1 LAN NL 16 16 33 4 5 2
## 888 glavito02 2001 1 ATL NL 35 32 57 4 8 2
## 889 finlech01 2001 1 CLE AL 22 0 NA NA NA NA
## 890 leiteal01 2001 1 NYN NL 29 27 62 2 4 0
## 891 parkch01 2001 1 LAN NL 36 34 69 6 10 3
## 892 sheffga01 2001 1 LAN NL 143 143 515 98 160 28
## 893 thomafr04 2001 1 CHA AL 20 20 68 8 15 3
## 894 gonzaju03 2001 1 CLE AL 140 140 532 97 173 34
## 895 mussimi01 2001 1 NYA AL 34 3 7 0 1 0
## 896 bondsba01 2001 1 SFN NL 153 153 476 129 156 32
## 897 clemero02 2001 1 NYA AL 33 1 2 0 0 0
## 898 jonesch06 2001 1 ATL NL 159 159 572 113 189 33
## 899 hamptmi01 2001 1 COL NL 43 42 79 20 23 2
## 900 mcgwima01 2001 1 SLN NL 97 97 299 48 56 4
## 901 mondera01 2001 1 TOR AL 149 149 572 88 144 26
## 902 greensh01 2001 1 LAN NL 161 161 619 121 184 31
## 903 walkela01 2001 1 COL NL 142 142 497 107 174 35
## 904 willibe02 2001 1 NYA AL 146 146 540 102 166 38
## 905 griffke02 2001 1 CIN NL 111 111 364 57 104 20
## 906 maddugr01 2001 1 ATL NL 35 34 64 3 12 0
## 907 sosasa01 2001 1 CHN NL 160 160 577 146 189 34
## 908 jeterde01 2001 1 NYA AL 150 150 614 110 191 35
## 909 martipe02 2001 1 BOS AL 18 0 NA NA NA NA
## 910 ramirma02 2001 1 BOS AL 142 142 529 93 162 33
## 911 johnsra05 2001 1 ARI NL 35 33 80 2 8 0
## 912 piazzmi01 2001 1 NYN NL 141 141 503 81 151 29
## 913 delgaca01 2001 1 TOR AL 162 162 574 102 160 31
## 914 brownke01 2001 1 LAN NL 20 20 36 2 3 0
## 915 rodrial01 2001 1 TEX AL 162 162 632 133 201 34
## X3B HR RBI SB CS BB SO IBB HBP SH SF GIDP G_old BA
## 1 0 0 0 0 0 1 3 0 1 0 0 0 9 0.04761905
## 2 0 0 0 0 0 1 10 0 0 4 0 0 41 0.26923077
## 3 0 0 0 0 0 2 0 0 0 2 0 0 6 0.66666667
## 4 NA NA NA NA NA NA NA NA NA NA NA NA 11 NA
## 5 1 2 9 4 1 9 33 0 1 0 0 1 75 0.23308271
## 6 0 0 0 0 0 0 2 0 0 0 0 0 5 0.00000000
## 7 0 0 0 0 0 0 0 0 0 0 0 0 3 NaN
## 8 0 0 0 0 0 0 0 0 0 0 0 0 4 NaN
## 9 NA NA NA NA NA NA NA NA NA NA NA NA 8 NA
## 10 0 0 1 0 0 2 1 0 0 0 0 0 35 0.00000000
## 11 2 4 41 29 4 43 60 0 21 16 2 11 153 0.28522337
## 12 0 0 3 2 1 1 4 0 1 0 0 0 9 0.27272727
## 13 0 15 36 0 1 17 39 0 4 0 0 7 73 0.23555556
## 14 0 0 0 0 0 0 0 0 0 0 0 0 4 NaN
## 15 0 1 2 0 0 0 2 0 0 2 0 0 6 0.28571429
## 16 0 0 0 0 0 0 0 0 0 2 0 0 34 0.00000000
## 17 2 12 49 3 4 13 61 3 7 1 4 12 139 0.26282051
## 18 0 0 15 1 4 9 41 0 0 2 2 2 79 0.17989418
## 19 0 3 33 2 3 39 68 4 0 0 2 9 86 0.27597403
## 20 1 3 14 1 1 13 18 0 0 0 0 3 53 0.24324324
## 21 1 1 5 1 2 5 37 2 3 1 0 2 46 0.15254237
## 22 NA NA NA NA NA NA NA NA NA NA NA NA 11 NA
## 23 1 0 0 0 0 0 1 0 0 2 0 0 2 0.33333333
## 24 0 0 3 0 0 3 8 1 0 0 0 1 19 0.15555556
## 25 NA NA NA NA NA NA NA NA NA NA NA NA 17 NA
## 26 0 0 0 0 0 0 0 0 0 0 0 0 6 NaN
## 27 0 0 0 0 0 0 2 0 0 0 0 0 52 0.00000000
## 28 0 0 0 0 0 0 0 0 0 0 0 0 28 NaN
## 29 NA NA NA NA NA NA NA NA NA NA NA NA 1 NA
## 30 0 0 0 0 0 0 13 0 0 7 0 0 28 0.19444444
## 31 4 37 130 1 3 69 93 6 9 1 7 21 161 0.32881356
## 32 0 0 1 2 0 2 15 0 0 0 0 0 22 0.08108108
## 33 0 0 1 0 0 2 24 0 1 7 0 1 36 0.10416667
## 34 6 7 47 31 11 40 99 0 6 5 5 15 153 0.26642984
## 35 0 0 0 0 0 0 3 0 0 1 0 0 2 0.25000000
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## 37 1 2 12 12 4 10 47 0 0 2 0 5 81 0.26160338
## 38 0 0 0 0 0 0 0 0 0 0 0 0 1 0.00000000
## 39 0 0 0 0 0 0 0 0 0 0 0 0 5 NaN
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## 41 0 0 0 0 0 0 0 0 0 0 0 0 1 NaN
## 42 0 0 0 0 0 0 0 0 0 0 0 0 57 NaN
## 43 NA NA NA NA NA NA NA NA NA NA NA NA 7 NA
## 44 1 3 25 1 3 16 70 2 1 17 1 4 108 0.22307692
## 45 0 6 24 0 1 8 32 1 3 0 1 3 49 0.21698113
## 46 1 8 32 2 0 5 42 0 3 0 3 5 79 0.31221719
## 47 1 7 22 2 1 10 50 2 2 3 3 5 94 0.22727273
## 48 1 13 35 3 1 14 36 0 4 1 1 5 53 0.25490196
## 49 0 0 3 1 0 3 5 0 0 0 1 4 11 0.16666667
## 50 NA NA NA NA NA NA NA NA NA NA NA NA 8 NA
## 51 NA NA NA NA NA NA NA NA NA NA NA NA 2 NA
## 52 0 0 0 0 0 0 2 0 0 0 0 1 11 0.00000000
## 53 0 0 0 0 0 0 0 0 0 0 0 0 2 NaN
## 54 NA NA NA NA NA NA NA NA NA NA NA NA 5 NA
## 55 NA NA NA NA NA NA NA NA NA NA NA NA 17 NA
## 56 0 0 0 0 0 0 1 0 0 0 0 0 3 0.00000000
## 57 0 0 2 0 0 2 3 0 0 0 0 0 9 0.17647059
## 58 0 0 0 0 0 0 0 0 0 0 0 0 4 NaN
## 59 0 0 0 0 0 0 0 0 0 0 0 0 4 NaN
## 60 0 1 7 0 1 0 15 0 0 0 1 0 12 0.21052632
## 61 NA NA NA NA NA NA NA NA NA NA NA NA 3 NA
## 62 0 0 0 0 0 0 1 0 0 1 0 0 1 0.00000000
## 63 0 7 40 5 3 22 81 4 1 1 2 12 106 0.24473684
## 64 0 10 32 1 1 19 58 0 2 0 1 2 69 0.27411168
## 65 0 0 0 0 0 0 2 0 0 0 0 1 7 0.09090909
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## 69 0 1 3 0 0 1 1 0 0 0 0 0 65 0.66666667
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## 71 0 0 0 0 0 0 1 0 0 0 0 0 1 0.33333333
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## 75 2 1 6 3 2 9 34 0 0 0 2 1 48 0.22988506
## 76 0 0 0 0 0 0 0 0 0 0 0 0 1 0.50000000
## 77 NA NA NA NA NA NA NA NA NA NA NA NA 11 NA
## 78 0 3 9 0 0 4 26 0 0 0 0 0 51 0.16037736
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## 80 0 0 0 0 0 0 1 0 0 0 0 0 1 0.00000000
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## 112 NA NA NA NA NA NA NA NA NA NA NA NA 5 NA
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## 155 0 0 4 0 0 3 8 0 1 2 1 1 28 0.25000000
## 156 NA NA NA NA NA NA NA NA NA NA NA NA 2 NA
## 157 NA NA NA NA NA NA NA NA NA NA NA NA 9 NA
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## 166 NA NA NA NA NA NA NA NA NA NA NA NA 3 NA
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## 182 NA NA NA NA NA NA NA NA NA NA NA NA 18 NA
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## 4 NA NA ARI NL 200000
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## 13 0.30081301 0.48000000 BAL AL 200000
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## 16 0.00000000 0.00000000 SLN NL 200000
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## 18 0.21500000 0.23809524 DET AL 200000
## 19 0.35530086 0.36688312 NYA AL 200000
## 20 0.30434783 0.35135135 ANA AL 200000
## 21 0.20634921 0.21186441 SDN NL 200000
## 22 NA NA TOR AL 200000
## 23 0.33333333 1.00000000 TOR AL 200000
## 24 0.20833333 0.17777778 SFN NL 200000
## 25 NA NA KCA AL 200000
## 26 NaN NaN LAN NL 200000
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## 28 NaN NaN PHI NL 200000
## 29 NA NA NYA AL 200000
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## 31 0.40296296 0.61016949 SLN NL 200000
## 32 0.12820513 0.08108108 CHA AL 200000
## 33 0.15686275 0.12500000 CIN NL 200000
## 34 0.31921824 0.36234458 MIN AL 200000
## 35 0.25000000 0.25000000 BAL AL 200000
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## 37 0.29149798 0.34177215 TBA AL 200000
## 38 0.00000000 0.00000000 NYA AL 200000
## 39 NaN NaN ATL NL 200000
## 40 0.15217391 0.07142857 MIL NL 200000
## 41 NaN NaN ATL NL 200000
## 42 NaN NaN MON NL 200000
## 43 NA NA ATL NL 200000
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## 45 0.28813559 0.41509434 CHN NL 200000
## 46 0.33189655 0.46606335 ANA AL 200500
## 47 0.26382979 0.37272727 SFN NL 201000
## 48 0.31390135 0.49509804 OAK AL 201000
## 49 0.21739130 0.16666667 OAK AL 201000
## 50 NA NA CLE AL 202000
## 51 NA NA TBA AL 202000
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## 53 NaN NaN SEA AL 202500
## 54 NA NA TEX AL 202500
## 55 NA NA TEX AL 202500
## 56 0.00000000 0.00000000 SDN NL 202500
## 57 0.26315789 0.29411765 SEA AL 202500
## 58 NaN NaN COL NL 203000
## 59 NaN NaN ANA AL 203500
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## 61 NA NA OAK AL 204000
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## 64 0.34246575 0.48730964 MIN AL 205000
## 65 0.09090909 0.09090909 PIT NL 205000
## 66 0.28651685 0.28742515 BAL AL 205000
## 67 0.09090909 0.03225806 ATL NL 205000
## 68 0.28740157 0.35564854 NYN NL 205000
## 69 0.75000000 1.66666667 SLN NL 205000
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## 72 0.28750000 0.33636364 MON NL 207000
## 73 0.30000000 0.27777778 MON NL 207000
## 74 0.31958763 0.20987654 SDN NL 207000
## 75 0.29591837 0.35632184 TEX AL 207000
## 76 0.50000000 1.00000000 MIN AL 207500
## 77 NA NA ANA AL 207500
## 78 0.19090909 0.27358491 ARI NL 208000
## 79 NA NA TBA AL 208000
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## 81 0.16666667 0.13636364 CLE AL 209000
## 82 NaN NaN HOU NL 210000
## 83 0.29288703 0.43518519 ATL NL 210000
## 84 NaN NaN HOU NL 210000
## 85 0.37777778 0.51764706 COL NL 210000
## 86 NaN NaN BAL AL 210000
## 87 0.21428571 0.27777778 LAN NL 210000
## 88 0.32178218 0.44094488 MIN AL 210000
## 89 0.00000000 0.00000000 BAL AL 210000
## 90 0.38461538 0.41666667 CLE AL 212000
## 91 0.26875000 0.27083333 CHN NL 212500
## 92 0.28571429 0.29411765 MON NL 212500
## 93 NaN NaN MIN AL 212500
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## 95 0.00000000 0.00000000 CIN NL 214000
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## 219 NaN NaN NYA AL 270000
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## 232 NA NA TEX AL 277500
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## 236 0.33687943 0.42145594 PHI NL 280000
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## 273 0.13953488 0.21428571 SLN NL 305000
## 274 NaN NaN TEX AL 307500
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## 281 0.32954545 0.46518987 SFN NL 310000
## 282 NaN NaN TEX AL 310000
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## 305 NaN NaN OAK AL 350000
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## 307 NaN NaN DET AL 355000
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## 310 NaN NaN ATL NL 360000
## 311 0.22916667 0.17777778 PHI NL 365000
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## 321 NaN NaN ATL NL 375000
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## 339 0.28372093 0.35714286 MIN AL 400000
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## 351 0.00000000 0.00000000 DET AL 425000
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## 359 0.34841629 0.50611247 CLE AL 500000
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## 361 0.36363636 0.37037037 PHI NL 500000
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## 365 0.34039088 0.44827586 FLO NL 500000
## 366 1.00000000 1.00000000 TEX AL 500000
## 367 0.29527559 0.36897275 SFN NL 500000
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## 369 0.21428571 0.18987342 NYA AL 500000
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## 373 NaN NaN CIN NL 500000
## 374 NaN NaN CIN NL 500000
## 375 0.41176471 0.86666667 LAN NL 525000
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## 380 NA NA CHA AL 550000
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## 397 NA NA TEX AL 650000
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## 399 0.00000000 0.00000000 DET AL 650000
## 400 NaN NaN TBA AL 650000
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## 402 0.34599156 0.43693694 ARI NL 675000
## 403 0.33333333 0.33333333 PHI NL 700000
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## 409 NA NA TBA AL 700000
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## 455 NaN NaN COL NL 975000
## 456 0.20212766 0.14285714 CHA AL 1000000
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## 459 0.30526316 0.32571429 TOR AL 1000000
## 460 NaN NaN TOR AL 1000000
## 461 NA NA TOR AL 1000000
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## 463 NaN NaN BOS AL 1000000
## 464 0.33138402 0.49358974 FLO NL 1000000
## 465 NaN NaN SFN NL 1037500
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## 475 NaN NaN DET AL 1100000
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## 482 NaN NaN NYN NL 1150000
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## 493 NaN NaN DET AL 1200000
## 494 NaN NaN DET AL 1200000
## 495 NaN NaN MIL NL 1200000
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## 497 NaN NaN PIT NL 1200000
## 498 NaN NaN PIT NL 1200000
## 499 NaN NaN MON NL 1225000
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## 503 NaN NaN COL NL 1250000
## 504 0.30232558 0.33500000 FLO NL 1250000
## 505 NaN NaN TEX AL 1300000
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## 515 NaN NaN BOS AL 1450000
## 516 NaN NaN MIN AL 1450000
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## 521 NaN NaN TOR AL 1500000
## 522 NaN NaN ANA AL 1500000
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## 532 NaN NaN BAL AL 1520000
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## 535 NaN NaN SLN NL 1600000
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## 542 NaN NaN HOU NL 1600000
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## 544 NaN NaN CLE AL 1600000
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## 546 0.00000000 0.00000000 BOS AL 1625000
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## 548 NaN NaN BOS AL 1660000
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## 553 NaN NaN LAN NL 1725000
## 554 NaN NaN LAN NL 1725000
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## 559 NaN NaN LAN NL 1750000
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## 561 NaN NaN OAK AL 1800000
## 562 NaN NaN TOR AL 1800000
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## 572 0.33846154 0.35652174 TEX AL 1900000
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## 574 NA NA OAK AL 1900000
## 575 NA NA KCA AL 1900000
## 576 NaN NaN ATL NL 1900000
## 577 NaN NaN ATL NL 1900000
## 578 0.00000000 0.00000000 SLN NL 1900000
## 579 0.34627832 0.46938776 PHI NL 1905000
## 580 0.19354839 0.18644068 PIT NL 1933333
## 581 0.20408163 0.20833333 CHN NL 1940000
## 582 0.14285714 0.14285714 HOU NL 2000000
## 583 0.31474104 0.34497817 CHN NL 2000000
## 584 NaN NaN CHN NL 2000000
## 585 NaN NaN BAL AL 2000000
## 586 0.38392857 0.46078431 SDN NL 2000000
## 587 0.38429752 0.40586797 SEA AL 2000000
## 588 NaN NaN FLO NL 2000000
## 589 NaN NaN FLO NL 2000000
## 590 0.00000000 0.00000000 ANA AL 2000000
## 591 0.10000000 0.20000000 ARI NL 2000000
## 592 NaN NaN CLE AL 2000000
## 593 0.28787879 0.29032258 MON NL 2000000
## 594 0.32551320 0.47588424 OAK AL 2025000
## 595 NA NA NYA AL 2050000
## 596 0.00000000 0.00000000 TEX AL 2050000
## 597 0.25000000 1.00000000 CIN NL 2100000
## 598 0.00000000 0.00000000 BAL AL 2100000
## 599 0.36601307 0.44088670 SDN NL 2125000
## 600 0.00000000 0.00000000 BOS AL 2125000
## 601 0.28333333 0.31325301 COL NL 2150000
## 602 0.38547486 0.37500000 COL NL 2150000
## 603 0.00000000 0.00000000 MIN AL 2150000
## 604 0.37106017 0.46250000 TOR AL 2183333
## 605 0.30297030 0.41489362 SEA AL 2200000
## 606 0.34375000 0.34078212 FLO NL 2200000
## 607 0.18518519 0.19230769 MIL NL 2200000
## 608 0.00000000 0.00000000 MIL NL 2200000
## 609 NaN NaN TOR AL 2200000
## 610 0.19354839 0.25806452 CHN NL 2250000
## 611 0.00000000 0.00000000 BOS AL 2250000
## 612 0.00000000 0.00000000 TOR AL 2275000
## 613 0.18181818 0.12195122 CHN NL 2275000
## 614 0.17647059 0.20000000 MIL NL 2300000
## 615 0.34923077 0.50687285 CHA AL 2300000
## 616 0.30708661 0.38554217 KCA AL 2300000
## 617 0.32186732 0.36410256 KCA AL 2300000
## 618 0.24528302 0.26623377 KCA AL 2300000
## 619 NaN NaN BAL AL 2333333
## 620 NaN NaN BAL AL 2333333
## 621 0.32640000 0.53032929 TOR AL 2350000
## 622 0.40000000 0.40000000 KCA AL 2350000
## 623 0.22857143 0.20895522 MIL NL 2350000
## 624 0.00000000 0.00000000 NYN NL 2400000
## 625 NaN NaN NYN NL 2400000
## 626 NA NA SFN NL 2400000
## 627 0.00000000 0.00000000 SFN NL 2400000
## 628 0.00000000 0.00000000 CHN NL 2400000
## 629 NA NA DET AL 2416667
## 630 NaN NaN FLO NL 2450000
## 631 NaN NaN NYA AL 2450000
## 632 0.32635253 0.44444444 TOR AL 2500000
## 633 0.00000000 0.00000000 MON NL 2500000
## 634 0.32571429 0.36585366 BOS AL 2500000
## 635 0.20000000 0.20000000 ANA AL 2500000
## 636 0.37051040 0.48559671 MON NL 2500000
## 637 NaN NaN ARI NL 2533333
## 638 0.33564014 0.38745387 TOR AL 2550000
## 639 0.50000000 0.50000000 CLE AL 2562500
## 640 0.16666667 0.16666667 TOR AL 2583333
## 641 0.00000000 0.00000000 PHI NL 2583333
## 642 0.11627907 0.07692308 LAN NL 2600000
## 643 NaN NaN CLE AL 2600000
## 644 0.14285714 0.14285714 CLE AL 2625000
## 645 0.31313131 0.34328358 CLE AL 2666667
## 646 0.32009346 0.43877551 SFN NL 2700000
## 647 0.33745583 0.39579350 DET AL 2700000
## 648 NaN NaN CLE AL 2700000
## 649 0.00000000 0.00000000 CLE AL 2700000
## 650 0.25000000 0.25454545 PHI NL 2750000
## 651 0.41363636 0.61333333 SLN NL 2750000
## 652 0.37245696 0.38745387 TBA AL 2750000
## 653 0.40800000 0.66666667 COL NL 2750000
## 654 0.00000000 0.00000000 BAL AL 2750000
## 655 0.40316206 0.44761905 CHN NL 2750000
## 656 0.00000000 0.00000000 PIT NL 2750000
## 657 0.00000000 0.00000000 PIT NL 2750000
## 658 0.33928571 0.35862069 MON NL 2750000
## 659 0.00000000 0.00000000 COL NL 2800000
## 660 0.07692308 0.15384615 COL NL 2800000
## 661 0.28813559 0.34545455 CHA AL 2900000
## 662 NaN NaN PHI NL 2900000
## 663 0.14814815 0.04166667 TBA AL 2975000
## 664 0.00000000 0.00000000 TBA AL 2975000
## 665 0.15714286 0.22388060 PHI NL 2975000
## 666 0.36904762 0.45778612 CIN NL 3000000
## 667 0.38602329 0.44274809 BAL AL 3000000
## 668 0.26923077 0.36290323 TBA AL 3000000
## 669 0.33168317 0.51322751 SDN NL 3000000
## 670 0.24390244 0.21428571 SDN NL 3000000
## 671 0.38586957 0.46638655 ARI NL 3000000
## 672 0.33333333 0.00000000 MON NL 3000000
## 673 NaN NaN BAL AL 3000000
## 674 0.16071429 0.17857143 NYN NL 3000000
## 675 0.32300885 0.33387889 CLE AL 3000000
## 676 0.33333333 0.33333333 BOS AL 3000000
## 677 0.26415094 0.19148936 TBA AL 3000000
## 678 0.26104418 0.33189655 TBA AL 3000000
## 679 0.28463855 0.37539432 PHI NL 3016667
## 680 0.29629630 0.38271605 SFN NL 3025000
## 681 NaN NaN CHA AL 3100000
## 682 0.11363636 0.09302326 ATL NL 3100000
## 683 NaN NaN NYN NL 3100000
## 684 0.00000000 0.00000000 NYN NL 3100000
## 685 0.36858006 0.45608108 TEX AL 3150000
## 686 0.27777778 0.21739130 TEX AL 3150000
## 687 0.28358209 0.34345794 CIN NL 3200000
## 688 0.18518519 0.26923077 PIT NL 3200000
## 689 0.17391304 0.30434783 PIT NL 3200000
## 690 0.35820896 0.46176471 CHN NL 3200000
## 691 0.36880466 0.57232704 SFN NL 3250000
## 692 0.37226277 0.57784912 SEA AL 3250000
## 693 0.19230769 0.15555556 OAK AL 3250000
## 694 0.00000000 0.00000000 SEA AL 3250000
## 695 0.30513595 0.46753247 TOR AL 3300000
## 696 0.25085911 0.39852399 TOR AL 3300000
## 697 0.33333333 0.33333333 OAK AL 3300000
## 698 NaN NaN OAK AL 3300000
## 699 0.32214765 0.30952381 NYN NL 3333333
## 700 0.29982964 0.44280443 MIL NL 3333333
## 701 NaN NaN SEA AL 3333333
## 702 0.34465195 0.40151515 CHN NL 3400000
## 703 NaN NaN ANA AL 3400000
## 704 0.35284810 0.47962963 SEA AL 3416667
## 705 0.28617363 0.33566434 LAN NL 3416667
## 706 0.33098592 0.35974643 ANA AL 3450000
## 707 0.31753555 0.43243243 TEX AL 3500000
## 708 0.30569948 0.38011696 TEX AL 3500000
## 709 0.35581788 0.45507812 HOU NL 3500000
## 710 0.26811594 0.37398374 CHN NL 3500000
## 711 0.34597156 0.35156250 MIL NL 3500000
## 712 0.35042735 0.48148148 CIN NL 3500000
## 713 0.29061785 0.37922705 DET AL 3525000
## 714 0.27433628 0.35336538 TOR AL 3525000
## 715 0.27699531 0.30150754 COL NL 3550000
## 716 0.32581454 0.44502618 COL NL 3550000
## 717 NaN NaN NYN NL 3583333
## 718 NaN NaN ARI NL 3583333
## 719 0.27272727 0.36363636 CIN NL 3750000
## 720 0.38152012 0.53288364 CHA AL 3750000
## 721 0.24381625 0.30370370 PIT NL 3790000
## 722 0.36603774 0.54741379 KCA AL 3800000
## 723 0.33251834 0.41689373 KCA AL 3800000
## 724 0.35211268 0.36612022 MIN AL 3900000
## 725 0.39639640 0.43882979 MIN AL 3900000
## 726 0.32989691 0.35658915 ATL NL 3900000
## 727 NaN NaN DET AL 3975000
## 728 NA NA DET AL 3975000
## 729 0.34375000 0.45161290 COL NL 4000000
## 730 0.31732419 0.39332096 LAN NL 4000000
## 731 0.22222222 0.40740741 PIT NL 4000000
## 732 0.29919679 0.33622560 NYN NL 4000000
## 733 0.33757962 0.45202952 MON NL 4000000
## 734 0.37078652 0.52941176 CHN NL 4000000
## 735 0.30724070 0.34511435 ARI NL 4000000
## 736 0.36265709 0.47520661 NYA AL 4050000
## 737 0.47690015 0.65961538 OAK AL 4103333
## 738 0.13513514 0.21621622 ARI NL 4125000
## 739 NA NA MON NL 4200000
## 740 0.00000000 0.00000000 MON NL 4200000
## 741 0.28351648 0.34123223 HOU NL 4250000
## 742 0.30316092 0.38836478 TOR AL 4250000
## 743 0.00000000 0.00000000 TOR AL 4250000
## 744 0.00000000 0.00000000 SLN NL 4250000
## 745 0.35662300 0.41838352 SLN NL 4333333
## 746 0.31221719 0.30851064 BAL AL 4333667
## 747 0.38020833 0.40490798 BAL AL 4333667
## 748 0.29203540 0.40767386 DET AL 4400000
## 749 0.30500000 0.40318302 SEA AL 4400000
## 750 0.37424547 0.48130841 DET AL 4462500
## 751 0.31392045 0.47767857 ANA AL 4500000
## 752 0.00000000 0.00000000 BOS AL 4500000
## 753 0.31372549 0.39737991 BAL AL 4500000
## 754 0.31512605 0.39260970 CHA AL 4500000
## 755 0.00000000 0.00000000 TEX AL 4500000
## 756 NA NA BAL AL 4500000
## 757 0.20000000 0.20000000 BOS AL 4500000
## 758 0.31423290 0.37119675 SLN NL 4500000
## 759 0.33333333 0.39303483 CHN NL 4500000
## 760 0.34172662 0.45306122 TEX AL 4600000
## 761 0.29787234 0.43695015 BOS AL 4600000
## 762 NaN NaN SEA AL 4666667
## 763 0.13043478 0.07142857 SFN NL 4725000
## 764 0.42857143 0.68801314 ARI NL 4833333
## 765 0.32075472 0.40495868 ATL NL 4833333
## 766 0.36410256 0.47348485 COL NL 4850000
## 767 0.23437500 0.17241379 SFN NL 4866667
## 768 0.43165468 0.68483816 COL NL 4950000
## 769 0.39346591 0.54251701 PHI NL 4983000
## 770 0.28729282 0.28846154 PIT NL 5000000
## 771 0.00000000 0.00000000 CLE AL 5000000
## 772 0.25000000 0.40401786 LAN NL 5000000
## 773 0.32056452 0.45011086 FLO NL 5000000
## 774 0.33024691 0.38162544 SEA AL 5000000
## 775 NA NA BOS AL 5000000
## 776 0.37400951 0.54203936 KCA AL 5000000
## 777 NaN NaN HOU NL 5000000
## 778 0.34338747 0.45897436 MIL NL 5000000
## 779 0.32262997 0.37606838 DET AL 5075000
## 780 0.17948718 0.18421053 CHN NL 5083333
## 781 0.20000000 0.21818182 SDN NL 5083333
## 782 0.28571429 0.33333333 SDN NL 5083333
## 783 0.33482143 0.35808581 PIT NL 5100000
## 784 0.33603239 0.50913242 CHA AL 5166667
## 785 0.39586919 0.55360624 HOU NL 5250000
## 786 0.34322034 0.44626168 NYA AL 5250000
## 787 0.00000000 0.00000000 DET AL 5300000
## 788 0.11538462 0.11538462 DET AL 5300000
## 789 0.36708861 0.44547135 DET AL 5325000
## 790 0.10937500 0.09677419 SLN NL 5333333
## 791 0.33699634 0.43030303 ARI NL 5375000
## 792 0.38950715 0.57837838 FLO NL 5500000
## 793 0.42340792 0.54255319 SEA AL 5500000
## 794 0.37825421 0.49819495 PHI NL 5500000
## 795 0.34715822 0.50355872 MIL NL 5512500
## 796 0.36893204 0.54214123 CLE AL 5666667
## 797 0.38147139 0.45664740 SEA AL 5666667
## 798 0.32239382 0.40262582 NYN NL 5750000
## 799 0.32702703 0.33532934 CLE AL 5750000
## 800 0.38401254 0.53903346 SDN NL 5750000
## 801 0.37068966 0.37894737 SFN NL 5750000
## 802 0.00000000 0.00000000 NYN NL 5812500
## 803 0.00000000 0.00000000 CHA AL 5950000
## 804 0.07692308 0.11538462 CHA AL 5950000
## 805 0.66666667 0.50000000 LAN NL 6000000
## 806 0.30996310 0.42386831 TEX AL 6000000
## 807 0.35057471 0.51282051 TEX AL 6000000
## 808 0.37704918 0.56594324 MON NL 6000000
## 809 NaN NaN KCA AL 6000000
## 810 NA NA SDN NL 6000000
## 811 0.12500000 0.12500000 SDN NL 6000000
## 812 0.36925287 0.50741351 SFN NL 6000000
## 813 0.33949580 0.35124760 NYA AL 6000000
## 814 1.00000000 1.00000000 CLE AL 6000000
## 815 0.30966469 0.39866370 PIT NL 6125000
## 816 0.29365079 0.38352273 BOS AL 6250000
## 817 0.00000000 0.00000000 HOU NL 6250000
## 818 0.00000000 0.00000000 HOU NL 6250000
## 819 0.32913386 0.50084890 NYA AL 6300000
## 820 0.27626459 0.36058700 BAL AL 6300000
## 821 0.41021417 0.56400000 SLN NL 6333333
## 822 0.31617647 0.34710744 PHI NL 6333333
## 823 0.31428571 0.28333333 BOS AL 6350000
## 824 NaN NaN LAN NL 6383333
## 825 0.39748954 0.56833333 HOU NL 6500000
## 826 0.31443299 0.42528736 MIL NL 6500000
## 827 0.38308458 0.55882353 TBA AL 6500000
## 828 0.38701299 0.53644315 TBA AL 6500000
## 829 0.00000000 0.00000000 SEA AL 6500000
## 830 0.36488812 0.38315789 ANA AL 6500000
## 831 0.14285714 0.14457831 ARI NL 6500000
## 832 0.25490196 0.24000000 CHN NL 6500000
## 833 0.00000000 0.00000000 SFN NL 6600000
## 834 0.18181818 0.25000000 SLN NL 6666667
## 835 0.18421053 0.22535211 SLN NL 6666667
## 836 0.40117994 0.47202797 SEA AL 6700000
## 837 0.00000000 0.00000000 SDN NL 6750000
## 838 0.34179357 0.37404580 BOS AL 6750000
## 839 0.14285714 0.15000000 NYN NL 6750000
## 840 NA NA NYN NL 6750000
## 841 0.35947712 0.37288136 NYN NL 6833333
## 842 0.09090909 0.09090909 COL NL 6850000
## 843 0.09523810 0.09523810 COL NL 6850000
## 844 0.32530120 0.46035806 BOS AL 7000000
## 845 0.33333333 0.50000000 TEX AL 7000000
## 846 0.00000000 0.00000000 NYA AL 7000000
## 847 0.40634006 0.47260274 BAL AL 7000000
## 848 0.16666667 0.16666667 SEA AL 7000000
## 849 0.32352941 0.36335404 OAK AL 7100000
## 850 0.09433962 0.13461538 HOU NL 7166667
## 851 0.31062124 0.30000000 BAL AL 7200000
## 852 0.23333333 0.37500000 COL NL 7200000
## 853 0.32024793 0.49213483 TBA AL 7250000
## 854 0.24742268 0.34408602 TBA AL 7250000
## 855 0.35164835 0.46987952 BOS AL 7250000
## 856 0.33333333 0.66666667 TOR AL 7250000
## 857 0.00000000 0.00000000 TOR AL 7250000
## 858 0.33037300 0.45882353 NYA AL 7250000
## 859 0.32293987 0.43765281 BOS AL 7333333
## 860 0.40356083 0.59027778 PIT NL 7333333
## 861 0.30309278 0.38812785 LAN NL 7500000
## 862 0.31707317 0.42592593 DET AL 7500000
## 863 0.00000000 0.00000000 TEX AL 7500000
## 864 0.41467066 0.54086957 CLE AL 7750000
## 865 0.38214784 0.45542950 HOU NL 7750000
## 866 0.32224532 0.42465753 ATL NL 7750000
## 867 0.50000000 0.50000000 MIN AL 7750000
## 868 0.33257403 0.43044619 NYA AL 7800000
## 869 0.41614907 0.62357414 CLE AL 7875000
## 870 0.32224168 0.39845261 CLE AL 8000000
## 871 0.12500000 0.00000000 ATL NL 8000000
## 872 0.35883424 0.41885965 NYN NL 8000000
## 873 0.34930140 0.39953271 ARI NL 8050000
## 874 0.34504792 0.49621212 SLN NL 8100000
## 875 0.38620690 0.48000000 SLN NL 8100000
## 876 0.31168831 0.46080000 ATL NL 8200000
## 877 0.34680851 0.54072398 TEX AL 8200000
## 878 0.33274021 0.43298969 TBA AL 8250000
## 879 0.14062500 0.11290323 NYN NL 8500000
## 880 0.33722628 0.46644845 CHA AL 9000000
## 881 0.37297297 0.37179487 CIN NL 9000000
## 882 0.38095238 0.56333333 TEX AL 9000000
## 883 0.31422018 0.46568627 ARI NL 9000000
## 884 0.33388430 0.49642857 ATL NL 9100000
## 885 NaN NaN NYA AL 9150000
## 886 0.00000000 0.00000000 CHA AL 9250000
## 887 0.17647059 0.30303030 LAN NL 9400000
## 888 0.19672131 0.17543860 ATL NL 9500000
## 889 NA NA CLE AL 9666667
## 890 0.09375000 0.09677419 NYN NL 9750000
## 891 0.20270270 0.18840580 LAN NL 9900000
## 892 0.41747573 0.58252427 LAN NL 9916667
## 893 0.31645570 0.44117647 CHA AL 9927000
## 894 0.36974790 0.59022556 CLE AL 10000000
## 895 0.14285714 0.14285714 NYA AL 10000000
## 896 0.51506024 0.86344538 SFN NL 10300000
## 897 0.00000000 0.00000000 NYA AL 10300000
## 898 0.42688331 0.60489510 ATL NL 10333333
## 899 0.30864198 0.58227848 COL NL 10500000
## 900 0.31593407 0.49163880 SLN NL 11000000
## 901 0.34150077 0.45279720 TOR AL 11500000
## 902 0.37232525 0.59773829 LAN NL 12166667
## 903 0.44925125 0.66197183 COL NL 12166667
## 904 0.39494471 0.52222222 NYA AL 12357143
## 905 0.36538462 0.53296703 CIN NL 12500000
## 906 0.23529412 0.18750000 ATL NL 12500000
## 907 0.43741210 0.73656846 CHN NL 12500000
## 908 0.37738620 0.48045603 NYA AL 12600000
## 909 NA NA BOS AL 13000000
## 910 0.40483871 0.60869565 BOS AL 13050000
## 911 0.14285714 0.10000000 ARI NL 13350000
## 912 0.38394415 0.57256461 NYN NL 13571429
## 913 0.40767045 0.54006969 TOR AL 13650000
## 914 0.15384615 0.16666667 LAN NL 15714286
## 915 0.39890710 0.62183544 TEX AL 22000000combo_2001 %>% filter(AB>489.67, OBP>0.3638, salary<146000000) %>% arrange(desc(AB), desc(OBP), salary) %>% select(playerID, H, X2B, X3B, HR, OBP, AB, salary)## playerID H X2B X3B HR OBP AB salary
## 1 suzukic01 242 34 8 8 0.3814714 692 5666667
## 2 stewash01 202 44 7 12 0.3710602 640 2183333
## 3 aurilri01 206 37 5 37 0.3688047 636 3250000
## 4 rodrial01 201 34 1 52 0.3989071 632 22000000
## 5 boonebr01 206 37 3 37 0.3722628 623 3250000
## 6 greensh01 184 31 4 49 0.3723252 619 12166667
## 7 biggicr01 180 35 3 20 0.3821478 617 7750000
## 8 pierrju01 202 26 11 2 0.3781764 617 215000
## 9 jeterde01 191 35 3 21 0.3773862 614 12600000
## 10 gonzalu01 198 36 7 57 0.4285714 609 4833333
## 11 kentje01 181 49 6 22 0.3692529 607 6000000
## 12 bagweje01 173 43 4 39 0.3974895 600 6500000
## 13 palmera01 164 33 0 47 0.3809524 600 9000000
## 14 guerrvl01 184 45 4 34 0.3770492 599 6000000
## 15 ordonma01 181 40 1 31 0.3815201 593 3750000
## 16 pujolal01 194 47 4 37 0.4029630 590 200000
## 17 abreubo01 170 48 4 31 0.3934659 588 4983000
## 18 glaustr01 147 38 2 41 0.3672316 588 1250000
## 19 heltoto01 197 54 2 49 0.4316547 587 4950000
## 20 sosasa01 189 34 5 64 0.4374121 577 12500000
## 21 berkmla01 191 55 5 34 0.4302326 577 305000
## 22 gilesbr02 178 37 7 37 0.4035608 576 7333333
## 23 alomaro01 193 34 12 20 0.4146707 575 7750000
## 24 delgaca01 160 31 1 39 0.4076705 574 13650000
## 25 jonesch06 189 33 5 38 0.4268833 572 10333333
## 26 olerujo01 173 32 1 21 0.4011799 572 6700000
## 27 sweenmi01 170 46 0 29 0.3740095 559 5000000
## 28 floydcl01 176 44 4 31 0.3895072 555 5500000
## 29 rolensc01 160 39 1 25 0.3782542 554 5500000
## 30 nevinph01 167 31 0 41 0.3878205 546 1625000
## 31 mientdo01 166 39 1 15 0.3865815 543 215000
## 32 grievbe01 143 30 2 11 0.3724570 542 2750000
## 33 higgibo02 150 28 6 17 0.3670886 541 5325000
## 34 willibe02 166 38 0 26 0.3949447 540 12357143
## 35 kleskry01 154 34 6 30 0.3840125 538 5750000
## 36 nixontr01 150 31 4 27 0.3763955 535 390000
## 37 caseyse01 165 40 0 13 0.3690476 533 3000000
## 38 gonzaju03 173 34 1 35 0.3697479 532 10000000
## 39 ramirma02 162 33 2 41 0.4048387 529 13050000
## 40 cirilje01 165 26 4 17 0.3641026 528 4850000
## 41 thomeji01 153 26 1 49 0.4161491 526 7875000
## 42 coninje01 163 23 2 14 0.3860233 524 3000000
## 43 giambja01 178 47 2 38 0.4769001 520 4103333
## 44 sheffga01 160 28 2 36 0.4174757 515 9916667
## 45 aloumo01 170 31 1 27 0.3958692 513 5250000
## 46 piazzmi01 151 29 0 36 0.3839442 503 13571429
## 47 edmonji01 152 38 1 30 0.4102142 500 6333333
## 48 walkela01 174 35 3 38 0.4492512 497 12166667combo_2001_final <- combo_2001 %>% filter(AB>489.67, OBP>0.3638)
combo_2001_final## playerID yearID stint teamID.x lgID.x G G_batting AB R H X2B
## 1 abreubo01 2001 1 PHI NL 162 162 588 118 170 48
## 2 alomaro01 2001 1 CLE AL 157 157 575 113 193 34
## 3 aloumo01 2001 1 HOU NL 136 136 513 79 170 31
## 4 aurilri01 2001 1 SFN NL 156 156 636 114 206 37
## 5 bagweje01 2001 1 HOU NL 161 161 600 126 173 43
## 6 berkmla01 2001 1 HOU NL 156 156 577 110 191 55
## 7 biggicr01 2001 1 HOU NL 155 155 617 118 180 35
## 8 boonebr01 2001 1 SEA AL 158 158 623 118 206 37
## 9 caseyse01 2001 1 CIN NL 145 145 533 69 165 40
## 10 cirilje01 2001 1 COL NL 138 138 528 72 165 26
## 11 coninje01 2001 1 BAL AL 139 139 524 75 163 23
## 12 delgaca01 2001 1 TOR AL 162 162 574 102 160 31
## 13 edmonji01 2001 1 SLN NL 150 150 500 95 152 38
## 14 floydcl01 2001 1 FLO NL 149 149 555 123 176 44
## 15 giambja01 2001 1 OAK AL 154 154 520 109 178 47
## 16 gilesbr02 2001 1 PIT NL 160 160 576 116 178 37
## 17 glaustr01 2001 1 ANA AL 161 161 588 100 147 38
## 18 gonzaju03 2001 1 CLE AL 140 140 532 97 173 34
## 19 gonzalu01 2001 1 ARI NL 162 162 609 128 198 36
## 20 greensh01 2001 1 LAN NL 161 161 619 121 184 31
## 21 grievbe01 2001 1 TBA AL 154 154 542 72 143 30
## 22 guerrvl01 2001 1 MON NL 159 159 599 107 184 45
## 23 heltoto01 2001 1 COL NL 159 159 587 132 197 54
## 24 higgibo02 2001 1 DET AL 147 147 541 84 150 28
## 25 jeterde01 2001 1 NYA AL 150 150 614 110 191 35
## 26 jonesch06 2001 1 ATL NL 159 159 572 113 189 33
## 27 kentje01 2001 1 SFN NL 159 159 607 84 181 49
## 28 kleskry01 2001 1 SDN NL 146 146 538 105 154 34
## 29 mientdo01 2001 1 MIN AL 151 151 543 77 166 39
## 30 nevinph01 2001 1 SDN NL 149 149 546 97 167 31
## 31 nixontr01 2001 1 BOS AL 148 148 535 100 150 31
## 32 olerujo01 2001 1 SEA AL 159 159 572 91 173 32
## 33 ordonma01 2001 1 CHA AL 160 160 593 97 181 40
## 34 palmera01 2001 1 TEX AL 160 160 600 98 164 33
## 35 piazzmi01 2001 1 NYN NL 141 141 503 81 151 29
## 36 pierrju01 2001 1 COL NL 156 156 617 108 202 26
## 37 pujolal01 2001 1 SLN NL 161 161 590 112 194 47
## 38 ramirma02 2001 1 BOS AL 142 142 529 93 162 33
## 39 rodrial01 2001 1 TEX AL 162 162 632 133 201 34
## 40 rolensc01 2001 1 PHI NL 151 151 554 96 160 39
## 41 sheffga01 2001 1 LAN NL 143 143 515 98 160 28
## 42 sosasa01 2001 1 CHN NL 160 160 577 146 189 34
## 43 stewash01 2001 1 TOR AL 155 155 640 103 202 44
## 44 suzukic01 2001 1 SEA AL 157 157 692 127 242 34
## 45 sweenmi01 2001 1 KCA AL 147 147 559 97 170 46
## 46 thomeji01 2001 1 CLE AL 156 156 526 101 153 26
## 47 walkela01 2001 1 COL NL 142 142 497 107 174 35
## 48 willibe02 2001 1 NYA AL 146 146 540 102 166 38
## X3B HR RBI SB CS BB SO IBB HBP SH SF GIDP G_old BA OBP
## 1 4 31 110 36 14 106 137 11 1 0 9 13 162 0.2891156 0.3934659
## 2 12 20 100 30 6 80 71 5 4 9 9 9 157 0.3356522 0.4146707
## 3 1 27 108 5 1 57 57 14 3 0 8 18 136 0.3313840 0.3958692
## 4 5 37 97 1 3 47 83 2 0 3 3 14 156 0.3238994 0.3688047
## 5 4 39 130 11 3 106 135 5 6 0 5 20 161 0.2883333 0.3974895
## 6 5 34 126 7 9 92 121 5 13 0 6 8 156 0.3310225 0.4302326
## 7 3 20 70 7 4 66 100 4 28 0 6 11 155 0.2917342 0.3821478
## 8 3 37 141 5 5 40 110 5 9 5 13 11 158 0.3306581 0.3722628
## 9 0 13 89 3 1 43 63 8 9 0 3 16 145 0.3095685 0.3690476
## 10 4 17 83 12 2 43 63 6 5 1 9 15 138 0.3125000 0.3641026
## 11 2 14 97 12 8 64 75 6 5 0 8 12 139 0.3110687 0.3860233
## 12 1 39 102 3 0 111 136 22 16 0 3 9 162 0.2787456 0.4076705
## 13 1 30 110 5 5 93 136 12 4 1 10 8 150 0.3040000 0.4102142
## 14 4 31 103 18 3 59 101 19 10 0 5 9 149 0.3171171 0.3895072
## 15 2 38 120 2 0 129 83 24 13 0 9 17 154 0.3423077 0.4769001
## 16 7 37 95 13 6 90 67 14 4 0 4 10 160 0.3090278 0.4035608
## 17 2 41 108 10 3 107 158 7 6 0 7 16 161 0.2500000 0.3672316
## 18 1 35 140 1 0 41 94 5 6 0 16 18 140 0.3251880 0.3697479
## 19 7 57 142 1 1 100 83 24 14 0 5 14 162 0.3251232 0.4285714
## 20 4 49 125 20 4 72 107 10 5 0 5 10 161 0.2972536 0.3723252
## 21 2 11 72 7 1 87 159 2 8 0 2 13 154 0.2638376 0.3724570
## 22 4 34 108 37 16 60 88 24 9 0 3 24 159 0.3071786 0.3770492
## 23 2 49 146 7 5 98 104 15 5 1 5 14 159 0.3356048 0.4316547
## 24 6 17 71 20 12 80 65 3 2 1 9 8 147 0.2772643 0.3670886
## 25 3 21 74 27 3 56 99 3 10 5 1 13 150 0.3110749 0.3773862
## 26 5 38 102 9 10 98 82 20 2 0 5 13 159 0.3304196 0.4268833
## 27 6 22 106 7 6 65 96 4 11 0 13 11 159 0.2981878 0.3692529
## 28 6 30 113 23 4 88 89 7 3 0 9 16 146 0.2862454 0.3840125
## 29 1 15 74 2 6 67 92 6 9 0 7 10 151 0.3057090 0.3865815
## 30 0 41 126 4 4 71 147 7 4 0 3 13 149 0.3058608 0.3878205
## 31 4 27 88 7 4 79 113 1 7 6 6 8 148 0.2803738 0.3763955
## 32 1 21 95 3 1 94 70 19 5 1 7 21 159 0.3024476 0.4011799
## 33 1 31 113 25 7 70 70 7 5 0 3 14 160 0.3052277 0.3815201
## 34 0 47 123 1 1 101 90 8 7 0 6 8 160 0.2733333 0.3809524
## 35 0 36 94 0 2 67 87 19 2 0 1 20 141 0.3001988 0.3839442
## 36 11 2 55 46 17 41 29 1 10 14 1 6 156 0.3273906 0.3781764
## 37 4 37 130 1 3 69 93 6 9 1 7 21 161 0.3288136 0.4029630
## 38 2 41 125 0 1 81 147 25 8 0 2 9 142 0.3062382 0.4048387
## 39 1 52 135 18 3 75 131 6 16 0 9 17 162 0.3180380 0.3989071
## 40 1 25 107 16 5 74 127 6 13 0 12 6 151 0.2888087 0.3782542
## 41 2 36 100 10 4 94 67 13 4 0 5 12 143 0.3106796 0.4174757
## 42 5 64 160 0 2 116 153 37 6 0 12 6 160 0.3275563 0.4374121
## 43 7 12 60 27 10 46 72 1 11 0 1 9 155 0.3156250 0.3710602
## 44 8 8 69 56 14 30 53 10 8 4 4 3 157 0.3497110 0.3814714
## 45 0 29 99 10 3 64 64 13 2 1 6 13 147 0.3041145 0.3740095
## 46 1 49 124 0 1 111 185 14 4 0 3 9 156 0.2908745 0.4161491
## 47 3 38 123 14 5 82 103 6 14 0 8 9 142 0.3501006 0.4492512
## 48 0 26 94 11 5 78 67 11 6 0 9 15 146 0.3074074 0.3949447
## SLG teamID.y lgID.y salary
## 1 0.5425170 PHI NL 4983000
## 2 0.5408696 CLE AL 7750000
## 3 0.5536062 HOU NL 5250000
## 4 0.5723270 SFN NL 3250000
## 5 0.5683333 HOU NL 6500000
## 6 0.6204506 HOU NL 305000
## 7 0.4554295 HOU NL 7750000
## 8 0.5778491 SEA AL 3250000
## 9 0.4577861 CIN NL 3000000
## 10 0.4734848 COL NL 4850000
## 11 0.4427481 BAL AL 3000000
## 12 0.5400697 TOR AL 13650000
## 13 0.5640000 SLN NL 6333333
## 14 0.5783784 FLO NL 5500000
## 15 0.6596154 OAK AL 4103333
## 16 0.5902778 PIT NL 7333333
## 17 0.5306122 ANA AL 1250000
## 18 0.5902256 CLE AL 10000000
## 19 0.6880131 ARI NL 4833333
## 20 0.5977383 LAN NL 12166667
## 21 0.3874539 TBA AL 2750000
## 22 0.5659432 MON NL 6000000
## 23 0.6848382 COL NL 4950000
## 24 0.4454713 DET AL 5325000
## 25 0.4804560 NYA AL 12600000
## 26 0.6048951 ATL NL 10333333
## 27 0.5074135 SFN NL 6000000
## 28 0.5390335 SDN NL 5750000
## 29 0.4640884 MIN AL 215000
## 30 0.5879121 SDN NL 1625000
## 31 0.5046729 BOS AL 390000
## 32 0.4720280 SEA AL 6700000
## 33 0.5328836 CHA AL 3750000
## 34 0.5633333 TEX AL 9000000
## 35 0.5725646 NYN NL 13571429
## 36 0.4149109 COL NL 215000
## 37 0.6101695 SLN NL 200000
## 38 0.6086957 BOS AL 13050000
## 39 0.6218354 TEX AL 22000000
## 40 0.4981949 PHI NL 5500000
## 41 0.5825243 LAN NL 9916667
## 42 0.7365685 CHN NL 12500000
## 43 0.4625000 TOR AL 2183333
## 44 0.4566474 SEA AL 5666667
## 45 0.5420394 KCA AL 5000000
## 46 0.6235741 CLE AL 7875000
## 47 0.6619718 COL NL 12166667
## 48 0.5222222 NYA AL 12357143p1 <- ggplot(combo_2001_final, aes(AB, OBP)) + geom_point(aes(col=salary), size=4) + scale_color_gradient(low="red",high="blue")
p1
ggplotly(p1)Encontramos 2 jugadores con un salario bajo en la zona de AB>560 y OBP>0.39 y otro con AB=617 y OBP=0.378.
combo_2001_final %>% filter(AB %in% c(588, 617, 590, 577)) %>% arrange(salary) %>% select(playerID, AB, H, HR, X2B, X3B, salary)## playerID AB H HR X2B X3B salary
## 1 pujolal01 590 194 37 47 4 200000
## 2 pierrju01 617 202 2 26 11 215000
## 3 berkmla01 577 191 34 55 5 305000
## 4 glaustr01 588 147 41 38 2 1250000
## 5 abreubo01 588 170 31 48 4 4983000
## 6 biggicr01 617 180 20 35 3 7750000
## 7 sosasa01 577 189 64 34 5 12500000Seleccionando a los 3 primeros jugadores conseguimos el objetivo.
combo_2001_final %>% filter(playerID %in% c('pujolal01','pierrju01','berkmla01')) %>% select(playerID, salary, OBP, AB)## playerID salary OBP AB
## 1 berkmla01 305000 0.4302326 577
## 2 pierrju01 215000 0.3781764 617
## 3 pujolal01 200000 0.4029630 590lost_players_2001 %>% summarize(sum(OBP), sum(AB))## sum(OBP) sum(AB)
## 1 1.091606 1469