Week-2 : Data Dive
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.4.4 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.0
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorsData_set <- "/Users/ba/Documents/IUPUI/Masters/First Sem/Statistics/Dataset/PitchingPost.csv"
Pitching_Data <- read.csv(Data_set)
summary(Pitching_Data)## playerID yearID round teamID
## Length:3750 Min. :2000 Length:3750 Length:3750
## Class :character 1st Qu.:2006 Class :character Class :character
## Mode :character Median :2013 Mode :character Mode :character
## Mean :2012
## 3rd Qu.:2018
## Max. :2022
##
## lgID W L G
## Length:3750 Min. :0.0000 Min. :0.0000 Min. :1.000
## Class :character 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:1.000
## Mode :character Median :0.0000 Median :0.0000 Median :2.000
## Mean :0.2155 Mean :0.2155 Mean :1.935
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:3.000
## Max. :3.0000 Max. :2.0000 Max. :7.000
##
## GS CG SHO SV
## Min. :0.0000 Min. :0.000000 Min. :0.000000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.0000
## Median :0.0000 Median :0.000000 Median :0.000000 Median :0.0000
## Mean :0.4309 Mean :0.009867 Mean :0.005333 Mean :0.1008
## 3rd Qu.:1.0000 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.0000
## Max. :3.0000 Max. :2.000000 Max. :1.000000 Max. :4.0000
##
## IPouts H ER HR
## Min. : 0.00 Min. : 0.000 Min. : 0.000 Min. :0.0000
## 1st Qu.: 5.00 1st Qu.: 1.000 1st Qu.: 0.000 1st Qu.:0.0000
## Median : 9.00 Median : 3.000 Median : 1.000 Median :0.0000
## Mean :11.62 Mean : 3.482 Mean : 1.662 Mean :0.4787
## 3rd Qu.:16.00 3rd Qu.: 5.000 3rd Qu.: 3.000 3rd Qu.:1.0000
## Max. :64.00 Max. :17.000 Max. :13.000 Max. :5.0000
##
## BB SO BAOpp ERA
## Min. : 0.00 Min. : 0.000 Min. :0.0000 Min. :0.00
## 1st Qu.: 0.00 1st Qu.: 1.000 1st Qu.:0.1360 1st Qu.:0.00
## Median : 1.00 Median : 3.000 Median :0.2310 Median :2.57
## Mean : 1.41 Mean : 3.562 Mean :0.2412 Mean : Inf
## 3rd Qu.: 2.00 3rd Qu.: 5.000 3rd Qu.:0.3330 3rd Qu.:6.75
## Max. :11.00 Max. :26.000 Max. :1.0000 Max. : Inf
## NA's :11 NA's :22
## IBB WP HBP BK
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.1435 Mean :0.1419 Mean :0.1701 Mean :0.0064
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :4.0000 Max. :5.0000 Max. :4.0000 Max. :1.0000
##
## BFP GF R SH
## Min. : 0.00 Min. :0.0000 Min. : 0.000 Min. :0.0000
## 1st Qu.: 7.00 1st Qu.:0.0000 1st Qu.: 0.000 1st Qu.:0.0000
## Median :13.00 Median :0.0000 Median : 1.000 Median :0.0000
## Mean :16.39 Mean :0.4211 Mean : 1.791 Mean :0.1299
## 3rd Qu.:22.00 3rd Qu.:1.0000 3rd Qu.: 3.000 3rd Qu.:0.0000
## Max. :78.00 Max. :5.0000 Max. :13.000 Max. :3.0000
##
## SF GIDP
## Min. :0.00000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.0000
## Median :0.00000 Median :0.0000
## Mean :0.09467 Mean :0.2968
## 3rd Qu.:0.00000 3rd Qu.:0.0000
## Max. :3.00000 Max. :6.0000
## view(Pitching_Data)summary(Pitching_Data$W)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0000 0.0000 0.2155 0.0000 3.0000summary(Pitching_Data$ERA)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 0.00 2.57 Inf 6.75 Inf 22table(Pitching_Data$teamID)##
## ANA ARI ATL BAL BOS CHA CHN CIN CLE COL DET FLO HOU KCA LAA LAN MIA MIL MIN NYA
## 36 80 199 42 226 67 133 36 117 66 108 29 262 68 64 288 17 76 97 347
## NYN OAK PHI PIT SDN SEA SFN SLN TBA TEX TOR WAS
## 94 113 142 25 82 60 179 315 150 91 65 76table(Pitching_Data$lgID)##
## AL NL
## 1854 1896QUESTION-1: Lets find out which league (AL,NL) has best post IPouts from 2000-2022.
k <-
Pitching_Data |>
group_by(yearID,lgID) |>
summarise(mean_IPouts = mean(IPouts),.groups = 'keep')
k |>
ggplot(aes(x=yearID,y=mean_IPouts,group=lgID,color=lgID))+
geom_point()+
geom_smooth(se=FALSE)+
theme_classic()## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'
OBSERVATION: Here we can see that until the year 2013 American League has the best post IPouts and after that National League took the first place.
- Question 2: Lets find out the players with less than 4.00 ERA (Earned Runs Average) - represents the number of earned runs a pitcher allows per nine innings
Pitching_Data |>
filter(ERA < 4.00 & ERA > 0.00 )|>
select(playerID,yearID,teamID,lgID,ERA)|>
arrange(ERA)## playerID yearID teamID lgID ERA
## 1 bumgama01 2014 SFN NL 0.43
## 2 schilcu01 2001 ARI NL 0.50
## 3 verlaju01 2017 HOU AL 0.56
## 4 verlaju01 2012 DET AL 0.56
## 5 pettian01 2003 NYA AL 0.57
## 6 colege01 2019 HOU AL 0.57
## 7 lestejo01 2013 BOS AL 0.59
## 8 suppaje01 2006 SLN NL 0.60
## 9 webblo01 2021 SFN NL 0.61
## 10 kershcl01 2013 LAN NL 0.69
## 11 hendrky01 2016 CHN NL 0.71
## 12 buehlwa01 2019 LAN NL 0.71
## 13 santajo01 2004 MIN AL 0.75
## 14 buehlwa01 2020 LAN NL 0.82
## 15 mcculla02 2021 HOU AL 0.84
## 16 hollade01 2011 TEX AL 0.87
## 17 moorema02 2011 TBA AL 0.90
## 18 mcculla02 2017 HOU AL 0.90
## 19 lowede01 2003 BOS AL 0.93
## 20 hudsoti01 2001 OAK AL 0.93
## 21 sabatcc01 2017 NYA AL 0.96
## 22 schilcu01 2001 ARI NL 1.00
## 23 priorma01 2003 CHN NL 1.00
## 24 pavanca01 2003 FLO NL 1.00
## 25 hendrky01 2016 CHN NL 1.00
## 26 cuetojo01 2015 KCA AL 1.00
## 27 carmofa01 2007 CLE AL 1.00
## 28 buehrma01 2005 CHA AL 1.00
## 29 zimmejo02 2014 WAS NL 1.04
## 30 johnsra05 2001 ARI NL 1.04
## 31 verlaju01 2012 DET AL 1.08
## 32 estrama01 2016 TOR AL 1.08
## 33 leecl02 2009 PHI NL 1.10
## 34 beckejo02 2003 FLO NL 1.10
## 35 wainwad01 2013 SLN NL 1.12
## 36 wainwad01 2009 SLN NL 1.12
## 37 uriasju01 2020 LAN NL 1.12
## 38 scherma01 2021 LAN NL 1.12
## 39 scherma01 2019 WAS NL 1.12
## 40 moorema02 2016 SFN NL 1.12
## 41 johnsra05 2001 ARI NL 1.12
## 42 cuetojo01 2016 SFN NL 1.12
## 43 zitoba01 2006 OAK AL 1.12
## 44 zitoba01 2001 OAK AL 1.12
## 45 verlaju01 2013 DET AL 1.12
## 46 sabatcc01 2009 NYA AL 1.12
## 47 riverma01 2003 NYA AL 1.12
## 48 leecl02 2010 TEX AL 1.12
## 49 eovalna01 2018 BOS AL 1.12
## 50 woodal02 2017 LAN NL 1.17
## 51 schmija01 2002 SFN NL 1.17
## 52 hernali01 2000 SFN NL 1.17
## 53 wellsda01 2003 NYA AL 1.17
## 54 ogandal01 2011 TEX AL 1.17
## 55 biebesh01 2022 CLE AL 1.17
## 56 morrima01 2001 SLN NL 1.20
## 57 wachami01 2013 SLN NL 1.23
## 58 sanchjo01 2010 SFN NL 1.23
## 59 hudsoti01 2014 SFN NL 1.23
## 60 weaveje02 2009 LAA AL 1.23
## 61 seleaa01 2000 SEA AL 1.23
## 62 scherma01 2011 DET AL 1.23
## 63 williwo02 2001 SLN NL 1.29
## 64 webbbr01 2007 ARI NL 1.29
## 65 wainwad01 2012 SLN NL 1.29
## 66 vogelry01 2012 SFN NL 1.29
## 67 sorokmi01 2019 ATL NL 1.29
## 68 smoltjo01 2005 ATL NL 1.29
## 69 schilcu01 2002 ARI NL 1.29
## 70 oswalro01 2005 HOU NL 1.29
## 71 morrima01 2002 SLN NL 1.29
## 72 lohseky01 2012 SLN NL 1.29
## 73 liriafr01 2013 PIT NL 1.29
## 74 lackejo01 2014 SLN NL 1.29
## 75 knebeco01 2018 MIL NL 1.29
## 76 gallayo01 2011 MIL NL 1.29
## 77 darviyu01 2022 SDN NL 1.29
## 78 collmjo01 2011 ARI NL 1.29
## 79 beckejo02 2003 FLO NL 1.29
## 80 baileho02 2012 CIN NL 1.29
## 81 washbja01 2002 ANA AL 1.29
## 82 ventuyo01 2014 KCA AL 1.29
## 83 riverma01 2009 NYA AL 1.29
## 84 riverma01 2004 NYA AL 1.29
## 85 pettian01 2003 NYA AL 1.29
## 86 mussimi01 2003 NYA AL 1.29
## 87 gonzami03 2012 BAL AL 1.29
## 88 giolilu01 2020 CHA AL 1.29
## 89 escobke01 2005 LAA AL 1.29
## 90 eovalna01 2018 BOS AL 1.29
## 91 colege01 2018 HOU AL 1.29
## 92 clemero02 2003 NYA AL 1.29
## 93 beckejo02 2007 BOS AL 1.29
## 94 bassich01 2020 OAK AL 1.29
## 95 muldema01 2005 SLN NL 1.35
## 96 madsory01 2010 PHI NL 1.35
## 97 francje01 2007 COL NL 1.35
## 98 billich01 2008 LAN NL 1.35
## 99 arrieja01 2017 CHN NL 1.35
## 100 alcansa01 2020 MIA NL 1.35
## 101 wangch01 2005 NYA AL 1.35
## 102 sabatcc01 2009 NYA AL 1.35
## 103 hugheph01 2012 NYA AL 1.35
## 104 clemero02 2001 NYA AL 1.35
## 105 wheelza01 2022 PHI NL 1.38
## 106 lestejo01 2016 CHN NL 1.38
## 107 degroja01 2015 NYN NL 1.38
## 108 tanakma01 2017 NYA AL 1.38
## 109 garzama01 2008 TBA AL 1.38
## 110 reamebr01 2000 SLN NL 1.42
## 111 minormi01 2013 ATL NL 1.42
## 112 linceti01 2012 SFN NL 1.42
## 113 jimenub01 2007 COL NL 1.42
## 114 hillri01 2018 LAN NL 1.42
## 115 darviyu01 2017 LAN NL 1.42
## 116 riverma01 2001 NYA AL 1.42
## 117 richacl01 2008 CHA AL 1.42
## 118 pettian01 2009 NYA AL 1.42
## 119 pettian01 2001 NYA AL 1.42
## 120 loaizes01 2004 NYA AL 1.42
## 121 hollade01 2011 TEX AL 1.42
## 122 hernaor01 2001 NYA AL 1.42
## 123 estrama01 2015 TOR AL 1.42
## 124 chenwe02 2012 BAL AL 1.42
## 125 ventuyo01 2014 KCA AL 1.46
## 126 valdefr01 2022 HOU AL 1.46
## 127 zambrca01 2007 CHN NL 1.50
## 128 wilsobr02 2020 ATL NL 1.50
## 129 salasfe01 2011 SLN NL 1.50
## 130 ryuhy01 2014 LAN NL 1.50
## 131 moyerja01 2007 PHI NL 1.50
## 132 mikolmi01 2019 SLN NL 1.50
## 133 mikolmi01 2019 SLN NL 1.50
## 134 lestejo01 2018 CHN NL 1.50
## 135 hillri01 2018 LAN NL 1.50
## 136 hernali01 2007 ARI NL 1.50
## 137 glavito02 2001 ATL NL 1.50
## 138 foggjo01 2007 COL NL 1.50
## 139 flaheja01 2020 SLN NL 1.50
## 140 buehlwa01 2020 LAN NL 1.50
## 141 blantjo01 2008 PHI NL 1.50
## 142 anderty01 2018 COL NL 1.50
## 143 woodke02 2010 NYA AL 1.50
## 144 verlaju01 2022 HOU AL 1.50
## 145 shoemma01 2014 LAA AL 1.50
## 146 shawbr01 2017 CLE AL 1.50
## 147 sanchaa01 2016 TOR AL 1.50
## 148 perezra01 2007 CLE AL 1.50
## 149 moyerja01 2001 SEA AL 1.50
## 150 miltoer01 2002 MIN AL 1.50
## 151 milonto01 2012 OAK AL 1.50
## 152 lewisco01 2011 TEX AL 1.50
## 153 garzama01 2010 TBA AL 1.50
## 154 fistedo01 2013 DET AL 1.50
## 155 fistedo01 2012 DET AL 1.50
## 156 diekmja01 2015 TEX AL 1.50
## 157 burneaj01 2009 NYA AL 1.50
## 158 brownke01 2004 NYA AL 1.50
## 159 baldwja01 2000 CHA AL 1.50
## 160 sabatcc01 2012 NYA AL 1.53
## 161 radkebr01 2002 MIN AL 1.54
## 162 garcifr02 2000 SEA AL 1.54
## 163 zitoba01 2012 SFN NL 1.59
## 164 wrighky01 2021 ATL NL 1.59
## 165 vogelry01 2014 SFN NL 1.59
## 166 syndeno01 2015 NYN NL 1.59
## 167 suarera01 2022 PHI NL 1.59
## 168 maedake01 2017 LAN NL 1.59
## 169 borowjo01 2003 CHN NL 1.59
## 170 backebr01 2005 HOU NL 1.59
## 171 zitoba01 2000 OAK AL 1.59
## 172 tomlijo01 2016 CLE AL 1.59
## 173 scherma01 2012 DET AL 1.59
## 174 saundjo01 2012 BAL AL 1.59
## 175 saundjo01 2012 BAL AL 1.59
## 176 santaer01 2009 LAA AL 1.59
## 177 porceri01 2018 BOS AL 1.59
## 178 peavyja01 2013 BOS AL 1.59
## 179 masteju01 2008 BOS AL 1.59
## 180 klubeco01 2016 CLE AL 1.59
## 181 keuchda01 2017 HOU AL 1.59
## 182 kahnlto01 2019 NYA AL 1.59
## 183 hugheph01 2007 NYA AL 1.59
## 184 gonzami03 2014 BAL AL 1.59
## 185 burneaj01 2011 NYA AL 1.59
## 186 blackni01 2009 MIN AL 1.59
## 187 abbotpa01 2000 SEA AL 1.59
## 188 wainwad01 2021 SLN NL 1.69
## 189 wainwad01 2015 SLN NL 1.69
## 190 snellbl01 2022 SDN NL 1.69
## 191 schilcu01 2001 ARI NL 1.69
## 192 quallch01 2005 HOU NL 1.69
## 193 ortizru01 2000 SFN NL 1.69
## 194 montgmi01 2016 CHN NL 1.69
## 195 matzety01 2021 ATL NL 1.69
## 196 matzety01 2020 ATL NL 1.69
## 197 corpama01 2007 COL NL 1.69
## 198 castilu02 2020 CIN NL 1.69
## 199 bushda01 2008 MIL NL 1.69
## 200 arroybr01 2010 CIN NL 1.69
## 201 vargaja01 2014 KCA AL 1.69
## 202 snellbl01 2019 TBA AL 1.69
## 203 schilcu01 2007 BOS AL 1.69
## 204 mendora01 2001 NYA AL 1.69
## 205 eovalna01 2021 BOS AL 1.69
## 206 allenco01 2017 CLE AL 1.69
## 207 bumgama01 2014 SFN NL 1.72
## 208 mortoch02 2017 HOU AL 1.74
## 209 woodke02 2003 CHN NL 1.76
## 210 vogelry01 2012 SFN NL 1.80
## 211 suppaje01 2005 SLN NL 1.80
## 212 strasst01 2014 WAS NL 1.80
## 213 smithbu02 2001 SLN NL 1.80
## 214 sanchan01 2019 WAS NL 1.80
## 215 mileywa01 2018 MIL NL 1.80
## 216 martich02 2020 ATL NL 1.80
## 217 madsory01 2018 LAN NL 1.80
## 218 jimenub01 2007 COL NL 1.80
## 219 hillri01 2017 LAN NL 1.80
## 220 garcija02 2011 SLN NL 1.80
## 221 foxch02 2003 FLO NL 1.80
## 222 familje01 2015 NYN NL 1.80
## 223 davisdo02 2007 ARI NL 1.80
## 224 darviyu01 2017 LAN NL 1.80
## 225 cuetojo01 2010 CIN NL 1.80
## 226 tanakma01 2019 NYA AL 1.80
## 227 tanakma01 2018 NYA AL 1.80
## 228 pivetni01 2021 BOS AL 1.80
## 229 mortoch02 2020 TBA AL 1.80
## 230 mortoch02 2019 TBA AL 1.80
## 231 millean01 2017 CLE AL 1.80
## 232 happja01 2016 TOR AL 1.80
## 233 guthrje01 2014 KCA AL 1.80
## 234 grayso01 2017 NYA AL 1.80
## 235 foulkke01 2004 BOS AL 1.80
## 236 clevimi01 2018 CLE AL 1.80
## 237 berrijo01 2020 MIN AL 1.80
## 238 oswalro01 2010 PHI NL 1.84
## 239 colonba01 2001 CLE AL 1.84
## 240 lestejo01 2017 CHN NL 1.86
## 241 solissa01 2016 WAS NL 1.93
## 242 rzepcma01 2011 SLN NL 1.93
## 243 rodrife01 2002 SFN NL 1.93
## 244 newcose01 2018 ATL NL 1.93
## 245 montgmi01 2016 CHN NL 1.93
## 246 matzst01 2015 NYN NL 1.93
## 247 lestejo01 2017 CHN NL 1.93
## 248 hudsoda02 2019 SLN NL 1.93
## 249 hamelco01 2008 PHI NL 1.93
## 250 guerrju02 2018 MIL NL 1.93
## 251 greensh02 2020 ATL NL 1.93
## 252 teperry01 2021 CHA AL 1.93
## 253 stephtr01 2022 CLE AL 1.93
## 254 soriara01 2011 NYA AL 1.93
## 255 roberda08 2017 NYA AL 1.93
## 256 riverma01 2001 NYA AL 1.93
## 257 riverma01 2000 NYA AL 1.93
## 258 porceri01 2018 BOS AL 1.93
## 259 doubrfe01 2013 BOS AL 1.93
## 260 dickera01 2015 TOR AL 1.93
## 261 beckejo02 2007 BOS AL 1.93
## 262 anderni01 2020 TBA AL 1.93
## 263 priceda01 2018 BOS AL 1.98
## 264 pettian01 2000 NYA AL 1.98
## 265 lewisco01 2010 TEX AL 1.98
## 266 uriasju01 2021 LAN NL 2.00
## 267 garlajo01 2005 CHA AL 2.00
## 268 garcifr02 2005 CHA AL 2.00
## 269 carpech01 2006 SLN NL 2.02
## 270 maysjo01 2002 MIN AL 2.02
## 271 colege01 2022 NYA AL 2.02
## 272 worreti01 2002 SFN NL 2.08
## 273 withrch01 2013 LAN NL 2.08
## 274 wheelda01 2005 HOU NL 2.08
## 275 scherma01 2021 LAN NL 2.08
## 276 romose01 2012 SFN NL 2.08
## 277 mainejo01 2006 NYN NL 2.08
## 278 madsory01 2011 PHI NL 2.08
## 279 madsory01 2009 PHI NL 2.08
## 280 lopezja02 2010 SFN NL 2.08
## 281 lidgebr01 2004 HOU NL 2.08
## 282 klinest02 2001 SLN NL 2.08
## 283 kimbrcr01 2010 ATL NL 2.08
## 284 karsast01 2001 ATL NL 2.08
## 285 hillri01 2017 LAN NL 2.08
## 286 gryboke01 2004 ATL NL 2.08
## 287 gratebr01 2021 LAN NL 2.08
## 288 urquijo01 2020 HOU AL 2.08
## 289 taillja01 2022 NYA AL 2.08
## 290 stantmi02 2000 NYA AL 2.08
## 291 stanery01 2021 HOU AL 2.08
## 292 rodrifr03 2002 ANA AL 2.08
## 293 pocheco01 2019 TBA AL 2.08
## 294 muldema01 2002 OAK AL 2.08
## 295 matusbr01 2012 BAL AL 2.08
## 296 loaisjo01 2022 NYA AL 2.08
## 297 grayso01 2013 OAK AL 2.08
## 298 fairbpe01 2020 TBA AL 2.08
## 299 escobke01 2005 LAA AL 2.08
## 300 curtijo02 2020 TBA AL 2.08
## 301 barnema01 2018 BOS AL 2.08
## 302 anderni01 2019 TBA AL 2.08
## 303 adamsmi03 2011 TEX AL 2.08
## 304 paxtoja01 2019 NYA AL 2.16
## 305 kurodhi01 2012 NYA AL 2.16
## 306 bondeje01 2006 DET AL 2.16
## 307 pennybr01 2003 FLO NL 2.19
## 308 ortizru01 2002 SFN NL 2.19
## 309 cainma01 2012 SFN NL 2.19
## 310 woodrbr01 2019 MIL NL 2.25
## 311 syndeno01 2022 PHI NL 2.25
## 312 stammcr01 2014 WAS NL 2.25
## 313 smoltjo01 2001 ATL NL 2.25
## 314 ruschgl01 2000 NYN NL 2.25
## 315 rodrife01 2003 SFN NL 2.25
## 316 reyesan01 2006 SLN NL 2.25
## 317 neshepa01 2014 SLN NL 2.25
## 318 motteja01 2012 SLN NL 2.25
## 319 moralfr01 2007 COL NL 2.25
## 320 madsory01 2017 WAS NL 2.25
## 321 madsory01 2008 PHI NL 2.25
## 322 leiteal01 2000 NYN NL 2.25
## 323 kuoho01 2009 LAN NL 2.25
## 324 henrydo01 2000 SFN NL 2.25
## 325 hallaro01 2011 PHI NL 2.25
## 326 duensbr01 2017 CHN NL 2.25
## 327 doteloc01 2011 SLN NL 2.25
## 328 doolise01 2019 WAS NL 2.25
## 329 dominse01 2022 PHI NL 2.25
## 330 buehlwa01 2020 LAN NL 2.25
## 331 benesan01 2000 SLN NL 2.25
## 332 axforjo01 2011 MIL NL 2.25
## 333 anderbr02 2001 ARI NL 2.25
## 334 youngch03 2015 KCA AL 2.25
## 335 whitlga01 2021 BOS AL 2.25
## 336 valdefr01 2020 HOU AL 2.25
## 337 shielsc01 2007 LAA AL 2.25
## 338 santajo01 2006 MIN AL 2.25
## 339 sanchan01 2013 DET AL 2.25
## 340 proctsc01 2006 NYA AL 2.25
## 341 priceda01 2014 DET AL 2.25
## 342 montgjo01 2020 NYA AL 2.25
## 343 montera01 2022 HOU AL 2.25
## 344 masteju01 2008 BOS AL 2.25
## 345 lewisco01 2011 TEX AL 2.25
## 346 hollagr01 2014 KCA AL 2.25
## 347 greinza01 2020 HOU AL 2.25
## 348 graveke01 2021 HOU AL 2.25
## 349 duchsju01 2006 OAK AL 2.25
## 350 brittza01 2018 NYA AL 2.25
## 351 berrijo01 2019 MIN AL 2.25
## 352 albural01 2013 DET AL 2.25
## 353 lowede01 2010 ATL NL 2.31
## 354 kershcl01 2020 LAN NL 2.31
## 355 lestejo01 2013 BOS AL 2.31
## 356 pavanca01 2003 FLO NL 2.35
## 357 harvema01 2015 NYN NL 2.35
## 358 wellsda01 2003 NYA AL 2.35
## 359 lewisco01 2010 TEX AL 2.35
## 360 lestejo01 2013 BOS AL 2.35
## 361 contrjo01 2005 CHA AL 2.35
## 362 oswalro01 2004 HOU NL 2.38
## 363 arrieja01 2016 CHN NL 2.38
## 364 lackejo01 2005 LAA AL 2.38
## 365 greinza01 2013 LAN NL 2.40
## 366 woodtr01 2015 CHN NL 2.45
## 367 wadeco01 2008 LAN NL 2.45
## 368 treinbl01 2021 LAN NL 2.45
## 369 stephga01 2000 SLN NL 2.45
## 370 salasfe01 2011 SLN NL 2.45
## 371 rodriwa01 2005 HOU NL 2.45
## 372 neshepa01 2014 SLN NL 2.45
## 373 morrobr01 2017 LAN NL 2.45
## 374 lynnla01 2013 SLN NL 2.45
## 375 kershcl01 2017 LAN NL 2.45
## 376 johnsty01 2006 SLN NL 2.45
## 377 howeljp01 2013 LAN NL 2.45
## 378 hamptmi01 2004 ATL NL 2.45
## 379 gonzavi02 2020 LAN NL 2.45
## 380 glavito02 2006 NYN NL 2.45
## 381 dovalca01 2021 SFN NL 2.45
## 382 colege01 2013 PIT NL 2.45
## 383 chacijh01 2018 MIL NL 2.45
## 384 broxtjo01 2009 LAN NL 2.45
## 385 ashbyan01 2000 ATL NL 2.45
## 386 alvarjo03 2022 PHI NL 2.45
## 387 taylobl01 2020 HOU AL 2.45
## 388 tanakma01 2019 NYA AL 2.45
## 389 smithjo05 2019 HOU AL 2.45
## 390 peacobr01 2017 HOU AL 2.45
## 391 muldema01 2001 OAK AL 2.45
## 392 matonph01 2021 HOU AL 2.45
## 393 jepseke01 2009 LAA AL 2.45
## 394 hernaor01 2000 NYA AL 2.45
## 395 greinza01 2019 HOU AL 2.45
## 396 greench03 2018 NYA AL 2.45
## 397 gausmke01 2014 BAL AL 2.45
## 398 fistedo01 2011 DET AL 2.45
## 399 feyerjo01 2021 TBA AL 2.45
## 400 eovalna01 2018 BOS AL 2.45
## 401 dysonsa01 2015 TEX AL 2.45
## 402 choatra01 2001 NYA AL 2.45
## 403 castidi01 2020 TBA AL 2.45
## 404 benoijo01 2011 DET AL 2.45
## 405 baezda01 2001 CLE AL 2.45
## 406 strasst01 2019 WAS NL 2.51
## 407 pettian01 2001 NYA AL 2.51
## 408 valdefr01 2021 HOU AL 2.53
## 409 wolfra02 2011 MIL NL 2.57
## 410 wainwad01 2013 SLN NL 2.57
## 411 uriasju01 2020 LAN NL 2.57
## 412 urbinug01 2003 FLO NL 2.57
## 413 suppaje01 2004 SLN NL 2.57
## 414 myersbr01 2008 PHI NL 2.57
## 415 millewa04 2001 HOU NL 2.57
## 416 kileda01 2000 SLN NL 2.57
## 417 degroja01 2015 NYN NL 2.57
## 418 bumgama01 2014 SFN NL 2.57
## 419 anderia01 2020 ATL NL 2.57
## 420 youngch03 2015 KCA AL 2.57
## 421 weaveje02 2014 LAA AL 2.57
## 422 wakefti01 2003 BOS AL 2.57
## 423 valdefr01 2020 HOU AL 2.57
## 424 urquijo01 2020 HOU AL 2.57
## 425 sanchan01 2012 DET AL 2.57
## 426 pettian01 2010 NYA AL 2.57
## 427 pettian01 2010 NYA AL 2.57
## 428 pavanca01 2009 MIN AL 2.57
## 429 mussimi01 2004 NYA AL 2.57
## 430 moyerja01 2001 SEA AL 2.57
## 431 miltoer01 2002 MIN AL 2.57
## 432 mcclash01 2022 TBA AL 2.57
## 433 lackejo01 2013 BOS AL 2.57
## 434 garlajo01 2005 CHA AL 2.57
## 435 fistedo01 2012 DET AL 2.57
## 436 estrama01 2016 TOR AL 2.57
## 437 colege01 2020 NYA AL 2.57
## 438 kershcl01 2015 LAN NL 2.63
## 439 lackejo01 2008 LAA AL 2.63
## 440 woodtr01 2016 CHN NL 2.70
## 441 woodal02 2018 LAN NL 2.70
## 442 uriasju01 2018 LAN NL 2.70
## 443 treinbl01 2021 LAN NL 2.70
## 444 suarera01 2022 PHI NL 2.70
## 445 stroppe01 2017 CHN NL 2.70
## 446 smoltjo01 2002 ATL NL 2.70
## 447 siegrke01 2013 SLN NL 2.70
## 448 rueteki01 2002 SFN NL 2.70
## 449 reyesal02 2020 SLN NL 2.70
## 450 remlimi01 2003 CHN NL 2.70
## 451 remlimi01 2000 ATL NL 2.70
## 452 nenro01 2002 SFN NL 2.70
## 453 mchugco01 2022 ATL NL 2.70
## 454 maydu01 2019 LAN NL 2.70
## 455 marshse01 2008 CHN NL 2.70
## 456 kershcl01 2009 LAN NL 2.70
## 457 garcija01 2012 SFN NL 2.70
## 458 doolise01 2019 WAS NL 2.70
## 459 darviyu01 2020 CHN NL 2.70
## 460 chapmar01 2016 CHN NL 2.70
## 461 batismi01 2001 ARI NL 2.70
## 462 baezpe01 2020 LAN NL 2.70
## 463 anderbr02 2001 ARI NL 2.70
## 464 wellsda01 2005 BOS AL 2.70
## 465 sturtta01 2004 NYA AL 2.70
## 466 snellbl01 2020 TBA AL 2.70
## 467 shawbr01 2016 CLE AL 2.70
## 468 schilcu01 2004 BOS AL 2.70
## 469 scherma01 2013 DET AL 2.70
## 470 rodrifr03 2005 LAA AL 2.70
## 471 raleybr01 2021 HOU AL 2.70
## 472 radkebr01 2002 MIN AL 2.70
## 473 priceda01 2008 TBA AL 2.70
## 474 pettian01 2012 NYA AL 2.70
## 475 pettian01 2000 NYA AL 2.70
## 476 oteroda01 2016 CLE AL 2.70
## 477 matonph01 2020 CLE AL 2.70
## 478 herreke01 2014 KCA AL 2.70
## 479 hamelco01 2015 TEX AL 2.70
## 480 felizne01 2011 TEX AL 2.70
## 481 daviswa01 2014 KCA AL 2.70
## 482 darviyu01 2012 TEX AL 2.70
## 483 curtijo02 2020 TBA AL 2.70
## 484 cortene01 2022 NYA AL 2.70
## 485 cokeph01 2012 DET AL 2.70
## 486 cokeph01 2011 DET AL 2.70
## 487 chambjo03 2010 NYA AL 2.70
## 488 betande01 2018 NYA AL 2.70
## 489 arroybr01 2003 BOS AL 2.70
## 490 williwo02 2004 SLN NL 2.77
## 491 weaveje01 2006 SLN NL 2.77
## 492 hamelco01 2008 PHI NL 2.77
## 493 flaheja01 2019 SLN NL 2.77
## 494 darviyu01 2022 SDN NL 2.77
## 495 estrama01 2015 TOR AL 2.77
## 496 leecl02 2009 PHI NL 2.81
## 497 klubeco01 2016 CLE AL 2.81
## 498 medlekr01 2012 ATL NL 2.84
## 499 hernali01 2002 SFN NL 2.84
## 500 friedma01 2020 ATL NL 2.84
## 501 carpech01 2011 SLN NL 2.84
## 502 burkejo03 2001 ATL NL 2.84
## 503 backebr01 2004 HOU NL 2.84
## 504 sanchan01 2012 DET AL 2.84
## 505 salech01 2018 BOS AL 2.84
## 506 radkebr01 2003 MIN AL 2.84
## 507 pettian01 2009 NYA AL 2.84
## 508 mcculla02 2015 HOU AL 2.84
## 509 hernaor01 2002 NYA AL 2.84
## 510 chacosh01 2005 NYA AL 2.84
## 511 leiteal01 2000 NYN NL 2.87
## 512 woodrbr01 2018 MIL NL 2.89
## 513 mainejo01 2006 NYN NL 2.89
## 514 halamjo01 2000 SEA AL 2.89
## 515 wilsocj01 2011 TEX AL 2.92
## 516 zerbech01 2002 SFN NL 3.00
## 517 woodke02 2007 CHN NL 3.00
## 518 williwo02 2004 SLN NL 3.00
## 519 wainwad01 2019 SLN NL 3.00
## 520 wagnebi02 2006 NYN NL 3.00
## 521 veresda01 2003 CHN NL 3.00
## 522 uriasju01 2018 LAN NL 3.00
## 523 urbinug01 2003 FLO NL 3.00
## 524 tavarju01 2004 SLN NL 3.00
## 525 suppaje01 2004 SLN NL 3.00
## 526 strasst01 2019 WAS NL 3.00
## 527 rosentr01 2014 SLN NL 3.00
## 528 rodrifr03 2011 MIL NL 3.00
## 529 reedri01 2000 NYN NL 3.00
## 530 reedri01 2000 NYN NL 3.00
## 531 redmama01 2003 FLO NL 3.00
## 532 pettian01 2005 HOU NL 3.00
## 533 musgrjo01 2022 SDN NL 3.00
## 534 mujiced01 2012 SLN NL 3.00
## 535 motteja01 2012 SLN NL 3.00
## 536 mossda01 2002 ATL NL 3.00
## 537 morrima01 2005 SLN NL 3.00
## 538 matzety01 2021 ATL NL 3.00
## 539 maedake01 2018 LAN NL 3.00
## 540 maddugr01 2003 ATL NL 3.00
## 541 maddugr01 2002 ATL NL 3.00
## 542 maddugr01 2001 ATL NL 3.00
## 543 lynnla01 2014 SLN NL 3.00
## 544 lowede01 2008 LAN NL 3.00
## 545 liriafr01 2013 PIT NL 3.00
## 546 lidgebr01 2008 PHI NL 3.00
## 547 kurodhi01 2008 LAN NL 3.00
## 548 kuoho01 2008 LAN NL 3.00
## 549 kileda01 2001 SLN NL 3.00
## 550 kershcl01 2016 LAN NL 3.00
## 551 jacksed01 2011 SLN NL 3.00
## 552 isrinja01 2005 SLN NL 3.00
## 553 heilmaa01 2006 NYN NL 3.00
## 554 heanean01 2022 LAN NL 3.00
## 555 happja01 2008 PHI NL 3.00
## 556 hamelco01 2010 PHI NL 3.00
## 557 guerrja01 2019 WAS NL 3.00
## 558 gryboke01 2003 ATL NL 3.00
## 559 greinza01 2013 LAN NL 3.00
## 560 garcifr02 2013 ATL NL 3.00
## 561 francje01 2007 COL NL 3.00
## 562 felicpe01 2006 NYN NL 3.00
## 563 dominse01 2022 PHI NL 3.00
## 564 degroja01 2022 NYN NL 3.00
## 565 clippty01 2012 WAS NL 3.00
## 566 clemero02 2005 HOU NL 3.00
## 567 clemero02 2004 HOU NL 3.00
## 568 cingrto01 2017 LAN NL 3.00
## 569 chapmar01 2012 CIN NL 3.00
## 570 carpech01 2011 SLN NL 3.00
## 571 carpech01 2005 SLN NL 3.00
## 572 bumgama01 2010 SFN NL 3.00
## 573 brazoyh01 2004 LAN NL 3.00
## 574 blantjo01 2008 PHI NL 3.00
## 575 benitar01 2000 NYN NL 3.00
## 576 backebr01 2004 HOU NL 3.00
## 577 arrieja01 2016 CHN NL 3.00
## 578 zumayjo01 2006 DET AL 3.00
## 579 wilsocj01 2010 TEX AL 3.00
## 580 willisc01 2003 BOS AL 3.00
## 581 volqued01 2015 KCA AL 3.00
## 582 vargaja01 2014 KCA AL 3.00
## 583 urquijo01 2021 HOU AL 3.00
## 584 ueharko01 2013 BOS AL 3.00
## 585 stromma01 2016 TOR AL 3.00
## 586 streehu01 2006 OAK AL 3.00
## 587 snellbl01 2020 TBA AL 3.00
## 588 shielja02 2014 KCA AL 3.00
## 589 scruban01 2020 HOU AL 3.00
## 590 scherma01 2013 DET AL 3.00
## 591 sabatcc01 2001 CLE AL 3.00
## 592 riverma01 2005 NYA AL 3.00
## 593 riverma01 2000 NYA AL 3.00
## 594 rincoju01 2006 MIN AL 3.00
## 595 rayro02 2020 TOR AL 3.00
## 596 raleybr01 2021 HOU AL 3.00
## 597 pressry01 2021 HOU AL 3.00
## 598 percitr01 2002 ANA AL 3.00
## 599 peralwa01 2022 NYA AL 3.00
## 600 peacobr01 2019 HOU AL 3.00
## 601 ottavad01 2021 BOS AL 3.00
## 602 mussimi01 2001 NYA AL 3.00
## 603 mulhote01 2004 MIN AL 3.00
## 604 mcculla02 2018 HOU AL 3.00
## 605 lewisco01 2015 TEX AL 3.00
## 606 kellyjo05 2018 BOS AL 3.00
## 607 kelake01 2015 TEX AL 3.00
## 608 jamesjo02 2020 HOU AL 3.00
## 609 hugheph01 2012 NYA AL 3.00
## 610 houckta01 2021 BOS AL 3.00
## 611 herreke01 2015 KCA AL 3.00
## 612 harenda01 2006 OAK AL 3.00
## 613 greinza01 2020 HOU AL 3.00
## 614 gregelu01 2015 HOU AL 3.00
## 615 graveke01 2021 HOU AL 3.00
## 616 glasnty01 2020 TBA AL 3.00
## 617 fuentbr01 2009 LAA AL 3.00
## 618 fairbpe01 2020 TBA AL 3.00
## 619 chambjo03 2009 NYA AL 3.00
## 620 bradfch01 2008 TBA AL 3.00
## 621 bonsebo01 2006 MIN AL 3.00
## 622 betande01 2017 NYA AL 3.00
## 623 balfogr01 2008 TBA AL 3.00
## 624 arroybr01 2004 BOS AL 3.00
## 625 weaveje01 2006 SLN NL 3.09
## 626 wainwad01 2014 SLN NL 3.09
## 627 muldema01 2005 SLN NL 3.09
## 628 keuchda01 2017 HOU AL 3.09
## 629 janseke01 2017 LAN NL 3.12
## 630 verlaju01 2017 HOU AL 3.12
## 631 pivetni01 2021 BOS AL 3.12
## 632 contrjo01 2005 CHA AL 3.12
## 633 priorma01 2003 CHN NL 3.14
## 634 linceti01 2010 SFN NL 3.14
## 635 liebejo01 2004 NYA AL 3.14
## 636 worreti01 2002 SFN NL 3.18
## 637 mortoch02 2013 PIT NL 3.18
## 638 millesh01 2014 SLN NL 3.18
## 639 lynnla01 2014 SLN NL 3.18
## 640 lohseky01 2012 SLN NL 3.18
## 641 valdefr01 2022 HOU AL 3.18
## 642 stantmi02 2001 NYA AL 3.18
## 643 sonnaan01 2008 TBA AL 3.18
## 644 rodrifr03 2002 ANA AL 3.18
## 645 lowede01 2004 BOS AL 3.18
## 646 hernaor01 2001 NYA AL 3.18
## 647 hammeja01 2012 BAL AL 3.18
## 648 colege01 2020 NYA AL 3.18
## 649 biebesh01 2022 CLE AL 3.18
## 650 harvema01 2015 NYN NL 3.21
## 651 hernali01 2002 SFN NL 3.24
## 652 beckejo02 2003 FLO NL 3.26
## 653 millwke01 2002 ATL NL 3.27
## 654 hendrky01 2017 CHN NL 3.27
## 655 linceti01 2010 SFN NL 3.29
## 656 greinza01 2015 LAN NL 3.29
## 657 sabatcc01 2009 NYA AL 3.29
## 658 woodal02 2020 LAN NL 3.38
## 659 wilsoju10 2013 PIT NL 3.38
## 660 stroppe01 2015 CHN NL 3.38
## 661 roberda08 2022 PHI NL 3.38
## 662 roarkta01 2014 WAS NL 3.38
## 663 ottavad01 2018 COL NL 3.38
## 664 martini01 2022 SDN NL 3.38
## 665 marquja01 2005 SLN NL 3.38
## 666 madsory01 2009 PHI NL 3.38
## 667 leedy01 2022 ATL NL 3.38
## 668 kellyjo05 2013 SLN NL 3.38
## 669 kellyjo05 2013 SLN NL 3.38
## 670 johnsra05 2001 ARI NL 3.38
## 671 hillri01 2019 LAN NL 3.38
## 672 happja01 2009 PHI NL 3.38
## 673 greensh02 2019 ATL NL 3.38
## 674 garcilu03 2022 SDN NL 3.38
## 675 garcich02 2012 WAS NL 3.38
## 676 cahiltr01 2015 CHN NL 3.38
## 677 cahiltr01 2015 CHN NL 3.38
## 678 buehlwa01 2021 LAN NL 3.38
## 679 boggsmi01 2011 SLN NL 3.38
## 680 benesan01 2002 SLN NL 3.38
## 681 bellaan01 2022 PHI NL 3.38
## 682 anderbr02 2001 ARI NL 3.38
## 683 affelje01 2010 SFN NL 3.38
## 684 wellsda01 2003 NYA AL 3.38
## 685 weberbe01 2002 ANA AL 3.38
## 686 verlaju01 2019 HOU AL 3.38
## 687 verlaju01 2018 HOU AL 3.38
## 688 ventuyo01 2015 KCA AL 3.38
## 689 urquijo01 2019 HOU AL 3.38
## 690 tazawju01 2013 BOS AL 3.38
## 691 salech01 2021 BOS AL 3.38
## 692 robleha01 2021 BOS AL 3.38
## 693 priceda01 2018 BOS AL 3.38
## 694 pressry01 2018 HOU AL 3.38
## 695 petityu01 2019 OAK AL 3.38
## 696 peralwa01 2022 NYA AL 3.38
## 697 peacobr01 2019 HOU AL 3.38
## 698 osunaro01 2019 HOU AL 3.38
## 699 oliveda02 2010 TEX AL 3.38
## 700 nerishe01 2022 HOU AL 3.38
## 701 mcculla02 2020 HOU AL 3.38
## 702 matsuda01 2007 BOS AL 3.38
## 703 marshev01 2020 CHA AL 3.38
## 704 ledezwi01 2006 DET AL 3.38
## 705 kazmisc01 2008 TBA AL 3.38
## 706 hugheph01 2009 NYA AL 3.38
## 707 hudsoti01 2000 OAK AL 3.38
## 708 howrybo01 2000 CHA AL 3.38
## 709 howeljp01 2008 TBA AL 3.38
## 710 heredfe01 2003 NYA AL 3.38
## 711 happja01 2019 NYA AL 3.38
## 712 fairbpe01 2021 TBA AL 3.38
## 713 doolise01 2012 OAK AL 3.38
## 714 chenwe02 2014 BAL AL 3.38
## 715 chapmar01 2020 NYA AL 3.38
## 716 castidi01 2020 TBA AL 3.38
## 717 carraca01 2018 CLE AL 3.38
## 718 byrdpa01 2005 LAA AL 3.38
## 719 brunebr01 2006 NYA AL 3.38
## 720 bondeje01 2006 DET AL 3.38
## 721 anderni01 2020 TBA AL 3.38
## 722 zitoba01 2003 OAK AL 3.46
## 723 stromma01 2015 TOR AL 3.46
## 724 shielja02 2008 TBA AL 3.46
## 725 lowede01 2008 LAN NL 3.48
## 726 lackejo01 2015 SLN NL 3.48
## 727 greinza01 2019 HOU AL 3.48
## 728 appieke01 2002 ANA AL 3.48
## 729 appieke01 2000 OAK AL 3.48
## 730 clemema01 2003 CHN NL 3.52
## 731 chapmar01 2016 CHN NL 3.52
## 732 wakefti01 2003 BOS AL 3.52
## 733 millean01 2016 CLE AL 3.52
## 734 mcculla02 2017 HOU AL 3.52
## 735 kurodhi01 2012 NYA AL 3.52
## 736 hudsoti01 2003 OAK AL 3.52
## 737 westbja01 2007 CLE AL 3.55
## 738 wellsda01 2006 SDN NL 3.60
## 739 senzaan01 2018 COL NL 3.60
## 740 scherma01 2019 WAS NL 3.60
## 741 ryuhy01 2019 LAN NL 3.60
## 742 rueteki01 2003 SFN NL 3.60
## 743 mortoch02 2021 ATL NL 3.60
## 744 matzst01 2015 NYN NL 3.60
## 745 marquge01 2018 COL NL 3.60
## 746 lopezpa01 2020 MIA NL 3.60
## 747 lackejo01 2016 CHN NL 3.60
## 748 hernada01 2011 ARI NL 3.60
## 749 harvema01 2015 NYN NL 3.60
## 750 godleza01 2017 ARI NL 3.60
## 751 corbipa01 2019 WAS NL 3.60
## 752 burneco01 2018 MIL NL 3.60
## 753 yarbrry01 2020 TBA AL 3.60
## 754 yarbrry01 2020 TBA AL 3.60
## 755 weaveje02 2007 LAA AL 3.60
## 756 tomlijo01 2016 CLE AL 3.60
## 757 tillmch01 2014 BAL AL 3.60
## 758 tanakma01 2015 NYA AL 3.60
## 759 shielsc01 2005 LAA AL 3.60
## 760 seleaa01 2001 SEA AL 3.60
## 761 roberna01 2006 DET AL 3.60
## 762 osunaro01 2019 HOU AL 3.60
## 763 odorija01 2019 MIN AL 3.60
## 764 nathajo01 2004 MIN AL 3.60
## 765 medlekr01 2015 KCA AL 3.60
## 766 loaizes01 2006 OAK AL 3.60
## 767 keuchda01 2018 HOU AL 3.60
## 768 keuchda01 2018 HOU AL 3.60
## 769 jenksbo01 2005 CHA AL 3.60
## 770 harrima01 2011 TEX AL 3.60
## 771 happja01 2016 TOR AL 3.60
## 772 griffaj01 2012 OAK AL 3.60
## 773 gallayo01 2015 TEX AL 3.60
## 774 foulkke01 2003 OAK AL 3.60
## 775 eovalna01 2021 BOS AL 3.60
## 776 daviswa01 2010 TBA AL 3.60
## 777 colliti01 2014 KCA AL 3.60
## 778 cobbal01 2013 TBA AL 3.60
## 779 byrdpa01 2007 CLE AL 3.60
## 780 byrdpa01 2007 CLE AL 3.60
## 781 buchhcl01 2009 BOS AL 3.60
## 782 lackejo01 2009 LAA AL 3.65
## 783 woodrbr01 2021 MIL NL 3.68
## 784 syndeno01 2015 NYN NL 3.68
## 785 scherma01 2017 WAS NL 3.68
## 786 oswalro01 2005 HOU NL 3.68
## 787 lestejo01 2016 CHN NL 3.68
## 788 lestejo01 2015 CHN NL 3.68
## 789 sonnaan01 2008 TBA AL 3.68
## 790 garcifr02 2001 SEA AL 3.68
## 791 sabatcc01 2017 NYA AL 3.72
## 792 scherma01 2016 WAS NL 3.75
## 793 washbja01 2002 ANA AL 3.75
## 794 verlaju01 2017 HOU AL 3.75
## 795 thornma01 2014 WAS NL 3.86
## 796 sprinru01 2005 HOU NL 3.86
## 797 sherrge01 2009 LAN NL 3.86
## 798 salasfe01 2012 SLN NL 3.86
## 799 rondohe01 2016 CHN NL 3.86
## 800 rayro02 2017 ARI NL 3.86
## 801 putzjj01 2011 ARI NL 3.86
## 802 pettian01 2005 HOU NL 3.86
## 803 myersbr01 2008 PHI NL 3.86
## 804 mortoch02 2021 ATL NL 3.86
## 805 maydu01 2020 LAN NL 3.86
## 806 marquja01 2004 SLN NL 3.86
## 807 manesse01 2013 SLN NL 3.86
## 808 madsory01 2018 LAN NL 3.86
## 809 loopebr01 2006 SLN NL 3.86
## 810 leiteal01 2000 NYN NL 3.86
## 811 lawde01 2016 SFN NL 3.86
## 812 jimenub01 2007 COL NL 3.86
## 813 henslcl01 2005 SDN NL 3.86
## 814 garcija02 2011 SLN NL 3.86
## 815 gallegi01 2019 SLN NL 3.86
## 816 fultzaa01 2002 SFN NL 3.86
## 817 friedma01 2018 ATL NL 3.86
## 818 florody01 2020 LAN NL 3.86
## 819 chapmar01 2016 CHN NL 3.86
## 820 calerki01 2004 SLN NL 3.86
## 821 cainma01 2012 SFN NL 3.86
## 822 buehlwa01 2018 LAN NL 3.86
## 823 broxtjo01 2015 SLN NL 3.86
## 824 broxtjo01 2008 LAN NL 3.86
## 825 betanra01 2009 COL NL 3.86
## 826 baezpe01 2018 LAN NL 3.86
## 827 anderia01 2021 ATL NL 3.86
## 828 youngch03 2015 KCA AL 3.86
## 829 yarbrry01 2020 TBA AL 3.86
## 830 shawbr01 2016 CLE AL 3.86
## 831 severlu01 2017 NYA AL 3.86
## 832 rodrifr03 2004 ANA AL 3.86
## 833 politcl01 2005 CHA AL 3.86
## 834 pettian01 2012 NYA AL 3.86
## 835 oteroda01 2016 CLE AL 3.86
## 836 osunaro01 2019 HOU AL 3.86
## 837 neaglde01 2000 NYA AL 3.86
## 838 mussimi01 2007 NYA AL 3.86
## 839 mussimi01 2003 NYA AL 3.86
## 840 martipe02 2004 BOS AL 3.86
## 841 martipe02 2003 BOS AL 3.86
## 842 kahnlto01 2019 NYA AL 3.86
## 843 gordoto01 2005 NYA AL 3.86
## 844 garcifr02 2001 SEA AL 3.86
## 845 frasoja01 2014 KCA AL 3.86
## 846 finnebr01 2014 KCA AL 3.86
## 847 embreal01 2004 BOS AL 3.86
## 848 duffyda01 2015 KCA AL 3.86
## 849 cuetojo01 2015 KCA AL 3.86
## 850 contrjo01 2005 CHA AL 3.86
## 851 colege01 2019 HOU AL 3.86
## 852 clemero02 2003 NYA AL 3.86
## 853 castilu02 2022 SEA AL 3.86
## 854 bulgeja01 2009 LAA AL 3.86
## 855 brittza01 2019 NYA AL 3.86
## 856 brittza01 2014 BAL AL 3.86
## 857 brittza01 2014 BAL AL 3.86
## 858 bakersc02 2010 MIN AL 3.86
## 859 verlaju01 2019 HOU AL 3.95
## 860 pettian01 2000 NYA AL 3.97Bumgama01 has the best ERA from NL in 2000-2022 period - 0.43.
Question 3: Lets find the strike outs per season for last two decades.
overall_avg_so = mean(Pitching_Data$SO)
data <- Pitching_Data|>
group_by(yearID)|>
summarise(mean_SO = mean(SO))|>
ggplot()+
geom_line(aes(x=yearID,y=mean_SO))+
ggtitle("Average strike outs for last two decades")+
geom_hline(yintercept = overall_avg_so,color='red')+
annotate("text",x=2004,y=3.4,label="Overall Average Strike Outs")+
theme_classic()
data
OBSERVATION: Here we can see the mean of strikeouts per season for the last two decades, the red line indicates the average of the mean of strikeouts per season. we can see that from the year 2003 - 2006 the mean strikeout rate has dropped drastically, which also falls far from the average mean strikeout rate.
QUESTION-4: Lets find the ERA (Earned Run Average) for different leagues
Pitching_Data|>
mutate(year=as.factor(yearID),League=as.factor(lgID))|>
ggplot()+
geom_boxplot(mapping = aes(x = lgID, y = ERA, color = League)) +
labs(title = "ERA in different leagues",
x = "Leagues",
y = "ERA") +
scale_color_brewer(palette = "Dark2") +
theme_minimal()## Warning: Removed 45 rows containing non-finite values (`stat_boxplot()`).
OBSERVATION: We can see that both the leagues have similar ERA with just a few outliers