Projections using Hypertuned model through XGboost

All data is from FanGraphs. I have no affiliation with FanGraphs, but please consider contributing to their website if you found this project informative.

1 Project Scope

1.1 Objective

This project is designed to showcase how Using a Percentile Based Worth System values Fantasy Baseball Players through a Inning Pitched (IP) weighted projection

After Running the Pitching Specific and Hitting Specific models we can consolidate the results

2 Total 5x5 Rankings

2.1 5X5 Data Prep





Pitching_Data_Adj_Projections5x_Total =
Pitching_Data_NonAdj_Projections5x %>% 
  mutate(
    Avg_IP = 60,
    Adj_factor = 0.90,
    AdjPredict_Score_raw = ifelse(is.na(Predict_Score),NA,(Predict_Score*(IP/Avg_IP)))/Adj_factor,
    Position = 'Pitcher'
  ) %>% select (Name,ADP,WAR,AdjPredict_Score_raw,Position)


hitting_Data_Adj_Projections5xb_Total =
hitting_Data_NonAdj_Projections5xb %>% 
  mutate(
    Avg_PA = 300,
    AdjPredict_Score_raw = ifelse(is.na(Predict_Score),NA,Predict_Score*(PA/Avg_PA)),
    Position = 'Hitter'
  ) %>% select (Name,ADP,WAR,AdjPredict_Score_raw,Position)


Final5xa = rbind(Pitching_Data_Adj_Projections5x_Total,hitting_Data_Adj_Projections5xb_Total) 


Final5xb = Final5xa %>% 
  arrange(desc(AdjPredict_Score_raw)) %>% 
  mutate(
    max_predscore= max(AdjPredict_Score_raw,na.rm = T),
    WAR_rank = order(order(rank(WAR,ties.method = 'average'),decreasing = TRUE)),
    AdjPredict_Score = ifelse (is.na(AdjPredict_Score_raw),NA,AdjPredict_Score_raw *100/max_predscore),
    AdjPredict_Score_Rank = order(order(rank(AdjPredict_Score,ties.method = 'average'),decreasing = TRUE))-sum(is.na(AdjPredict_Score)), 
    Ranks_Above_ADP = ADP - AdjPredict_Score_Rank
  ) %>% select(-max_predscore,-AdjPredict_Score_raw,-AdjPredict_Score)

Final5x = na.omit(Final5xb)

2.2 Table of Projections (Players who Didn’t Play in 2021 are Excluded)



ft_dt <- Final5x[1:nrow(Final5xb), 1:ncol(Final5x)] %>% 
  filter(AdjPredict_Score_Rank>0)%>%  arrange((AdjPredict_Score_Rank))

ft_dt$ADP <- color_tile("white", "red")(ft_dt$ADP)

ft_dt$WAR <- color_bar("lightblue")(ft_dt$WAR)

ft_dt$WAR_Rank <- color_tile("green","orange")(ft_dt$WAR_rank)

ft_dt$Predict_Rank <- color_tile("green","orange")(ft_dt$AdjPredict_Score_Rank) 


ft_dt$Ranks_Above_ADP <- 
  ifelse(
  ft_dt$Ranks_Above_ADP < 0,
  cell_spec(round(ft_dt$Ranks_Above_ADP,2), color = "red", italic = T),
  cell_spec(round(ft_dt$Ranks_Above_ADP,2), color = "green", italic = T)
)


ft_dt2 <- ft_dt[c("Name", "ADP", "WAR","Position", "WAR_Rank","Predict_Rank","Ranks_Above_ADP")]



table_export = 
kbl(ft_dt2, escape = F) %>% 
 kable_material(c("striped", "hover","condensed","responsive"),full_width = F,fixed_thead = T) %>%   column_spec(6, width = "3cm") %>%
  add_header_above(c(" ", "Scores" = 2," ", "Ranks" = 2," "))

save_kable(table_export,file = "Total5x5_updated.html")
  
table_export  
Warning in file.copy(from, to, overwrite = TRUE, recursive = isdir, copy.mode = FALSE) :
  over-long path
Scores
Ranks
Name ADP WAR Position WAR_Rank Predict_Rank Ranks_Above_ADP
Vladimir Guerrero Jr. 5.6 5.6 Hitter 5 1 4.6
Bryce Harper 9.1 5.2 Hitter 9 2 7.1
Bo Bichette 4.9 4.7 Hitter 15 3 1.9
Marcus Semien 39.0 4.7 Hitter 16 4 35
Luis Robert 16.2 4.6 Hitter 18 5 11.2
Trea Turner 1.4 5.5 Hitter 6 6 -4.6
Rafael Devers 14.5 4.8 Hitter 14 7 7.5
Nick Castellanos 60.6 2.5 Hitter 116 8 52.6
Freddie Freeman 19.2 5.1 Hitter 10 9 10.2
Shohei Ohtani 9.2 3.9 Hitter 41 10 -0.8
José Ramírez 3.4 5.9 Hitter 3 11 -7.6
Teoscar Hernández 27.8 2.3 Hitter 141 12 15.8
Dylan Cease 81.2 3.3 Pitcher 66 13 68.2
Juan Soto 3.9 7.6 Hitter 1 14 -10.1
Cedric Mullins 32.8 3.3 Hitter 67 15 17.8
Eduardo Rodriguez 150.1 3.5 Pitcher 55 16 134.1
Kyle Tucker 12.7 4.6 Hitter 19 17 -4.3
Paul Goldschmidt 47.6 3.5 Hitter 56 18 29.6
Jorge Polanco 77.8 3.1 Hitter 81 19 58.8
Mookie Betts 15.4 5.8 Hitter 4 20 -4.6
Jose Altuve 73.3 3.8 Hitter 42 21 52.3
Tim Anderson 30.9 3.2 Hitter 74 22 8.9
Mike Trout 13.0 6.6 Hitter 2 23 -10
Manny Machado 22.1 4.5 Hitter 21 24 -1.9
Matt Olson 39.0 4.2 Hitter 32 25 14
Aaron Judge 36.0 5.3 Hitter 7 26 10
Shane Bieber 31.2 4.4 Pitcher 26 27 4.2
George Springer 57.8 4.3 Hitter 29 28 29.8
Pete Alonso 46.2 3.5 Hitter 57 29 17.2
Tyler O'Neill 47.1 2.8 Hitter 96 30 17.1
Bryan Reynolds 93.0 4.2 Hitter 33 31 62
Byron Buxton 48.0 4.4 Hitter 27 32 16
Xander Bogaerts 45.8 4.5 Hitter 22 33 12.8
Brandon Lowe 75.4 4.3 Hitter 30 34 41.4
Aaron Nola 41.0 4.2 Pitcher 34 35 6
Ozzie Albies 17.6 4.1 Hitter 38 36 -18.4
Ronald Acuña Jr. 10.4 5.0 Hitter 12 37 -26.6
Nick Pivetta 350.8 1.7 Pitcher 219 38 312.8
Jonathan India 90.7 3.8 Hitter 43 39 51.7
Tarik Skubal 197.6 2.0 Pitcher 175 40 157.6
Germán Márquez 261.7 2.9 Pitcher 90 41 220.7
Tyler Mahle 132.2 2.6 Pitcher 112 42 90.2
Brady Singer 492.4 2.2 Pitcher 152 43 449.4
José Abreu 78.4 2.1 Hitter 164 44 34.4
Jon Gray 236.9 2.3 Pitcher 142 45 191.9
Trevor Story 36.8 4.2 Hitter 35 46 -9.2
Javier Báez 62.5 2.8 Hitter 97 47 15.5
Frank Schwindel 233.8 0.8 Hitter 412 48 185.8
Shane McClanahan 109.6 2.6 Pitcher 113 49 60.6
Starling Marte 31.2 2.4 Hitter 127 50 -18.8
Yordan Alvarez 26.3 4.1 Hitter 39 51 -24.7
Austin Riley 51.8 3.1 Hitter 82 52 -0.2
Brad Keller 582.1 1.6 Pitcher 241 53 529.1
Mitch Haniger 109.0 2.4 Hitter 128 54 55
Kris Bryant 84.9 2.4 Hitter 129 55 29.9
Luis Castillo 103.2 3.3 Pitcher 68 56 47.2
Zac Gallen 154.3 2.3 Pitcher 143 57 97.3
Corey Seager 78.3 4.5 Hitter 23 58 20.3
Jared Walsh 119.8 2.2 Hitter 153 59 60.8
Josiah Gray 290.7 1.6 Pitcher 242 60 230.7
Ketel Marte 77.2 3.7 Hitter 46 61 16.2
José Quintana 575.5 1.0 Pitcher 366 62 513.5
Jesse Winker 111.8 3.4 Hitter 61 63 48.8
Joey Votto 141.9 1.9 Hitter 190 64 77.9
Dansby Swanson 119.1 2.7 Hitter 102 65 54.1
Carlos Correa 100.9 4.7 Hitter 17 66 34.9
Patrick Corbin 456.0 1.6 Pitcher 243 67 389
Brandon Crawford 219.2 2.7 Hitter 103 68 151.2
Randy Arozarena 65.4 2.1 Hitter 165 69 -3.6
Wander Franco 58.9 4.5 Hitter 24 70 -11.1
Kyle Schwarber 114.5 2.7 Hitter 104 71 43.5
Alek Manoah 93.0 2.8 Pitcher 98 72 21
Gerrit Cole 7.1 5.0 Pitcher 13 73 -65.9
Salvador Perez 32.2 3.7 Hitter 47 74 -41.8
Nolan Arenado 67.7 3.7 Hitter 48 75 -7.3
Avisaíl García 170.2 2.3 Hitter 144 76 94.2
J.D. Martinez 88.9 2.0 Hitter 176 77 11.9
Yusei Kikuchi 301.3 1.7 Pitcher 220 78 223.3
Rhys Hoskins 126.3 3.0 Hitter 87 79 47.3
Sean Manaea 141.4 2.8 Pitcher 99 80 61.4
Logan Gilbert 161.8 2.2 Pitcher 154 81 80.8
Lucas Giolito 44.2 3.7 Pitcher 49 82 -37.8
Franmil Reyes 120.9 1.8 Hitter 205 83 37.9
Logan Webb 69.9 3.7 Pitcher 50 84 -14.1
Andrew Heaney 299.4 1.4 Pitcher 280 85 214.4
Brandon Belt 226.3 2.5 Hitter 117 86 140.3
Blake Snell 113.4 2.4 Pitcher 130 87 26.4
Frankie Montas 92.8 3.3 Pitcher 69 88 4.8
Ryan Mountcastle 119.7 1.6 Hitter 244 89 30.7
Willy Adames 123.2 3.3 Hitter 70 90 33.2
Corbin Burnes 10.8 5.3 Pitcher 8 91 -80.2
Freddy Peralta 54.0 3.6 Pitcher 51 92 -38
J.T. Realmuto 48.8 3.6 Hitter 52 93 -44.2
Kyle Hendricks 279.8 1.7 Pitcher 221 94 185.8
C.J. Cron 124.7 1.7 Hitter 222 95 29.7
Francisco Lindor 53.5 4.2 Hitter 36 96 -42.5
Jesús Luzardo 289.5 0.8 Pitcher 413 97 192.5
Hunter Renfroe 161.4 1.7 Hitter 223 98 63.4
Max Muncy 134.9 3.2 Hitter 75 99 35.9
Walker Buehler 18.6 3.8 Pitcher 44 100 -81.4
Jake Cronenworth 127.1 3.4 Hitter 62 101 26.1
Framber Valdez 149.6 3.1 Pitcher 83 102 47.6
Jazz Chisholm Jr. 76.0 1.8 Hitter 206 103 -27
Josh Bell 127.6 1.9 Hitter 191 104 23.6
Aaron Civale 269.5 1.5 Pitcher 260 105 164.5
José Berríos 77.5 3.2 Pitcher 76 106 -28.5
Steven Matz 249.2 1.9 Pitcher 192 107 142.2
Luis Garcia 144.7 2.0 Pitcher 177 108 36.7
Justin Turner 152.7 3.0 Hitter 88 109 43.7
Robbie Ray 49.9 3.0 Pitcher 89 110 -60.1
Nelson Cruz 171.9 1.4 Hitter 281 111 60.9
Kevin Gausman 71.4 3.2 Pitcher 77 112 -40.6
Ian Anderson 151.1 2.1 Pitcher 166 113 38.1
Joey Gallo 177.0 3.5 Hitter 58 114 63
Sonny Gray 168.2 2.7 Pitcher 105 115 53.2
Whit Merrifield 32.5 2.3 Hitter 145 116 -83.5
Eduardo Escobar 200.5 1.9 Hitter 193 117 83.5
Yu Darvish 100.3 2.7 Pitcher 106 118 -17.7
Kyle Gibson 393.9 1.9 Pitcher 194 119 274.9
Cole Irvin 532.2 1.5 Pitcher 261 120 412.2
Nathan Eovaldi 135.1 3.6 Pitcher 53 121 14.1
Kolten Wong 190.8 2.5 Hitter 118 122 68.8
Trevor Rogers 92.9 3.1 Pitcher 84 123 -30.1
Mitch Keller 531.5 1.2 Pitcher 318 124 407.5
Lourdes Gurriel Jr. 145.2 1.4 Hitter 282 125 20.2
Triston McKenzie 229.0 1.6 Pitcher 245 126 103
Julio Urías 34.7 3.5 Pitcher 59 127 -92.3
Jordan Montgomery 208.7 2.7 Pitcher 107 128 80.7
Anthony Rizzo 193.6 2.1 Hitter 167 129 64.6
Chris Taylor 139.9 2.3 Hitter 146 130 9.9
Patrick Sandoval 196.0 2.4 Pitcher 131 131 65
Giancarlo Stanton 97.7 2.3 Hitter 147 132 -34.3
Ryan McMahon 161.2 2.0 Hitter 178 133 28.2
Alex Verdugo 168.6 2.4 Hitter 132 134 34.6
Will Smith 53.2 4.6 Hitter 20 135 -81.8
Luis Urías 173.3 2.5 Hitter 119 136 37.3
Mark Canha 283.4 1.8 Hitter 207 137 146.4
Zac Lowther 999.0 0.8 Pitcher 414 138 861
Austin Meadows 145.5 1.5 Hitter 262 139 6.5
Jean Segura 202.3 2.4 Hitter 133 140 62.3
Adolis García 166.0 1.3 Hitter 299 141 25
Antonio Senzatela 585.0 2.0 Pitcher 179 142 443
Mike Yastrzemski 286.5 2.2 Hitter 155 143 143.5
Austin Hays 243.2 1.7 Hitter 224 144 99.2
JT Brubaker 537.7 1.4 Pitcher 283 145 392.7
Kris Bubic 536.0 1.1 Pitcher 340 146 390
Bruce Zimmermann 600.8 1.3 Pitcher 300 147 453.8
Ian Happ 213.2 2.2 Hitter 156 148 65.2
Shohei Ohtani 9.2 2.8 Pitcher 100 149 -139.8
Dylan Bundy 498.5 1.3 Pitcher 301 150 348.5
Luis Patiño 290.7 1.5 Pitcher 263 151 139.7
Mike Minor 532.2 2.0 Pitcher 180 152 380.2
Kyle Freeland 574.4 1.5 Pitcher 264 153 421.4
Tommy Edman 90.2 2.3 Hitter 148 154 -63.8
Max Fried 69.8 3.5 Pitcher 60 155 -85.2
Max Kepler 294.6 2.5 Hitter 120 156 138.6
AJ Pollock 218.6 1.8 Hitter 208 157 61.6
Jonathan Schoop 213.2 1.7 Hitter 225 158 55.2
Zach Plesac 346.6 1.5 Pitcher 265 159 187.6
Dane Dunning 484.6 1.9 Pitcher 195 160 324.6
Hyun Jin Ryu 207.3 2.4 Pitcher 134 161 46.3
Miguel Sanó 280.4 0.8 Hitter 415 162 118.4
Yasmani Grandal 101.1 4.0 Hitter 40 163 -61.9
Dylan Carlson 172.0 2.5 Hitter 121 164 8
Alex Cobb 242.9 1.9 Pitcher 196 165 77.9
Brandon Woodruff 21.2 4.2 Pitcher 37 166 -144.8
Tanner Houck 206.4 2.4 Pitcher 135 167 39.4
Joe Ryan 221.5 2.2 Pitcher 157 168 53.5
Tyler Naquin 352.7 0.7 Hitter 441 169 183.7
Nathaniel Lowe 251.7 1.8 Hitter 209 170 81.7
Jordan Lyles 578.9 0.6 Pitcher 470 171 407.9
Ramón Laureano 247.0 2.6 Hitter 114 172 75
Joe Musgrove 70.6 3.2 Pitcher 78 173 -102.4
Enrique Hernández 226.7 2.8 Hitter 101 174 52.7
Trent Grisham 143.5 3.1 Hitter 85 175 -31.5
Yoán Moncada 158.7 3.4 Hitter 63 176 -17.3
Jeimer Candelario 239.6 3.2 Hitter 79 177 62.6
Ty France 154.6 2.4 Hitter 136 178 -23.4
Max Scherzer 19.7 3.8 Pitcher 45 179 -159.3
Brendan Rodgers 169.9 1.6 Hitter 246 180 -10.1
Dallas Keuchel 567.3 1.2 Pitcher 319 181 386.3
LaMonte Wade Jr. 343.8 1.0 Hitter 367 182 161.8
Alex Wood 219.9 1.7 Pitcher 226 183 36.9
Adam Duvall 212.8 1.7 Hitter 227 184 28.8
Carlos Hernández 412.5 1.2 Pitcher 320 185 227.5
Bailey Ober 261.3 2.2 Pitcher 158 186 75.3
Amed Rosario 170.7 2.0 Hitter 181 187 -16.3
Akil Baddoo 156.9 1.6 Hitter 247 188 -31.1
Jesús Sánchez 226.3 2.0 Hitter 182 189 37.3
Chris Flexen 413.6 1.9 Pitcher 197 190 223.6
Andrew Benintendi 192.7 1.9 Hitter 198 191 1.7
Michael Kopech 161.1 2.5 Pitcher 122 192 -30.9
Matt Manning 543.4 1.1 Pitcher 341 193 350.4
Sandy Alcantara 43.4 3.3 Pitcher 71 194 -150.6
Huascar Ynoa 245.8 1.8 Pitcher 210 195 50.8
Zack Wheeler 31.0 4.4 Pitcher 28 196 -165
Jorge Soler 192.2 1.7 Hitter 228 197 -4.8
Cristian Javier 284.0 1.2 Pitcher 321 198 86
Charlie Blackmon 236.7 0.6 Hitter 471 199 37.7
Charlie Morton 94.3 2.9 Pitcher 91 200 -105.7
Adalberto Mondesi 57.3 2.0 Hitter 183 201 -143.7
Austin Gomber 551.9 1.2 Pitcher 322 202 349.9
Reid Detmers 427.4 1.1 Pitcher 342 203 224.4
Bobby Dalbec 229.2 1.6 Hitter 248 204 25.2
Christian Yelich 97.2 2.9 Hitter 92 205 -107.8
Lance Lynn 70.0 3.4 Pitcher 64 206 -136
Keegan Akin 600.0 1.0 Pitcher 368 207 393
Chris Bassitt 128.5 2.4 Pitcher 137 208 -79.5
Ranger Suárez 179.3 2.4 Pitcher 138 209 -29.7
Trey Mancini 205.0 1.4 Hitter 284 210 -5
Carlos Rodón 110.2 2.9 Pitcher 93 211 -100.8
Eloy Jiménez 65.1 2.2 Hitter 159 212 -146.9
Adam Frazier 400.3 2.0 Hitter 184 213 187.3
Merrill Kelly 526.0 1.7 Pitcher 229 214 312
Yuli Gurriel 210.6 1.4 Hitter 285 215 -4.4
Robbie Grossman 191.3 1.7 Hitter 230 216 -24.7
Spencer Howard 575.8 0.9 Pitcher 386 217 358.8
Patrick Wisdom 358.3 1.2 Hitter 323 218 140.3
Willson Contreras 109.9 2.7 Hitter 108 219 -109.1
Andrew McCutchen 348.9 0.9 Hitter 387 220 128.9
Matt Chapman 181.5 3.6 Hitter 54 221 -39.5
Alex Bregman 88.3 4.5 Hitter 25 222 -133.7
Harrison Bader 235.8 2.9 Hitter 94 223 12.8
Eddie Rosario 181.7 0.9 Hitter 388 224 -42.3
Vladimir Gutierrez 585.4 0.2 Pitcher 665 225 360.4
Wil Myers 288.9 1.0 Hitter 369 226 62.9
Corey Kluber 324.4 1.1 Pitcher 343 227 97.4
Cal Quantrill 267.3 1.7 Pitcher 231 228 39.3
Carlos Carrasco 284.6 1.3 Pitcher 302 229 55.6
Josh Donaldson 187.1 3.3 Hitter 72 230 -42.9
Casey Mize 279.4 1.7 Pitcher 232 231 48.4
Brandon Nimmo 324.3 3.2 Hitter 80 232 92.3
Zach Davies 595.9 0.2 Pitcher 666 233 362.9
James Kaprielian 448.3 1.1 Pitcher 344 234 214.3
Aaron Ashby 264.1 1.5 Pitcher 266 235 29.1
Nicky Lopez 250.4 1.8 Hitter 211 236 14.4
Ryan Yarbrough 541.5 1.4 Pitcher 286 237 304.5
Marco Gonzales 319.6 1.7 Pitcher 233 238 81.6
Erick Fedde 589.7 0.6 Pitcher 472 239 350.7
César Hernández 403.0 1.7 Hitter 234 240 163
Pablo López 140.6 2.7 Pitcher 109 241 -100.4
Tony Gonsolin 300.6 0.9 Pitcher 389 242 58.6
J.A. Happ 597.0 0.6 Pitcher 473 243 354
Elieser Hernandez 339.6 1.0 Pitcher 370 244 95.6
Eric Lauer 306.3 1.4 Pitcher 287 245 61.3
Seth Brown 502.2 0.6 Hitter 474 246 256.2
Fernando Tatis Jr. 27.5 3.4 Hitter 65 247 -219.5
José Suarez 535.1 1.3 Pitcher 303 248 287.1
Taylor Hearn 591.2 0.7 Pitcher 442 249 342.2
Rafael Ortega 337.3 1.3 Hitter 304 250 87.3
Wade Miley 502.0 1.2 Pitcher 324 251 251
Marcus Stroman 187.5 2.6 Pitcher 115 252 -64.5
Miguel Rojas 475.9 2.3 Hitter 149 253 222.9
Josh Rojas 247.6 1.5 Hitter 267 254 -6.4
Jo Adell 228.4 0.6 Hitter 475 255 -26.6
Alec Mills 594.1 0.6 Pitcher 476 256 338.1
Joey Wendle 403.7 1.3 Hitter 305 257 146.7
Chris Sale 85.9 1.9 Pitcher 199 258 -172.1
Anthony DeSclafani 212.6 1.8 Pitcher 212 259 -46.4
Jack Flaherty 115.4 1.6 Pitcher 249 260 -144.6
Jameson Taillon 299.6 2.1 Pitcher 168 261 38.6
Eugenio Suárez 198.5 2.2 Hitter 160 262 -63.5
Michael Brantley 251.4 2.0 Hitter 185 263 -11.6
Clayton Kershaw 149.4 2.5 Pitcher 123 264 -114.6
José Urquidy 212.1 2.0 Pitcher 186 265 -52.9
Tony Kemp 459.8 1.6 Hitter 250 266 193.8
Alex Kirilloff 177.6 1.5 Hitter 268 267 -89.4
Taijuan Walker 414.5 0.6 Pitcher 477 268 146.5
Madison Bumgarner 507.1 1.1 Pitcher 345 269 238.1
Daulton Varsho 93.3 2.1 Hitter 169 270 -176.7
Michael Lorenzen 543.3 0.6 Pitcher 478 271 272.3
Zach Eflin 485.0 1.9 Pitcher 200 272 213
Anthony Santander 298.7 1.3 Hitter 306 273 25.7
Tyler Stephenson 138.3 2.9 Hitter 95 274 -135.7
Tommy Pham 274.8 1.9 Hitter 201 275 -0.2
Jacob deGrom 19.7 5.1 Pitcher 11 276 -256.3
Tylor Megill 334.2 1.1 Pitcher 346 277 57.2
DJ LeMahieu 119.2 2.4 Hitter 139 278 -158.8
Ke'Bryan Hayes 142.6 3.3 Hitter 73 279 -136.4
Evan Longoria 455.5 1.5 Hitter 269 280 175.5
Bryse Wilson 600.5 0.5 Pitcher 514 281 319.5
Chris Paddack 436.8 1.2 Pitcher 325 282 154.8
Wil Crowe 600.8 0.1 Pitcher 741 283 317.8
Gleyber Torres 154.9 2.5 Hitter 124 284 -129.1
Jonathan Villar 253.1 1.1 Hitter 347 285 -31.9
Andrew Vaughn 250.3 1.2 Hitter 326 286 -35.7
Raimel Tapia 273.9 0.1 Hitter 742 287 -13.1
Randal Grichuk 419.6 0.6 Hitter 479 288 131.6
Drew Rasmussen 282.4 1.6 Pitcher 251 289 -6.6
Stephen Strasburg 294.0 1.3 Pitcher 307 290 4
Drew Smyly 577.4 0.6 Pitcher 480 291 286.4
Michael Conforto 207.5 2.7 Hitter 110 292 -84.5
Isiah Kiner-Falefa 296.8 1.6 Hitter 252 293 3.8
Daniel Bard 579.3 0.4 Pitcher 552 294 285.3
Mike Zunino 253.5 2.0 Hitter 187 295 -41.5
Adrian Houser 465.0 1.4 Pitcher 288 296 169
Luke Weaver 514.4 1.1 Pitcher 348 297 217.4
J.P. Crawford 452.2 2.5 Hitter 125 298 154.2
Myles Straw 127.0 2.3 Hitter 150 299 -172
Martín Pérez 598.8 0.8 Pitcher 416 300 298.8
Mitch Garver 166.1 2.4 Hitter 140 301 -134.9
David Fletcher 417.0 1.3 Hitter 308 302 115
Jesús Aguilar 300.5 1.2 Hitter 327 303 -2.5
John Means 217.1 2.7 Pitcher 111 304 -86.9
Daniel Lynch 559.5 0.7 Pitcher 443 305 254.5
Michael Wacha 549.7 0.9 Pitcher 390 306 243.7
Odúbel Herrera 583.2 1.1 Hitter 349 307 276.2
Luke Voit 253.5 1.3 Hitter 309 308 -54.5
A.J. Alexy 596.2 0.6 Pitcher 481 309 287.2
Joc Pederson 480.8 0.8 Hitter 417 310 170.8
Lorenzo Cain 451.3 1.5 Hitter 270 311 140.3
Paul DeJong 491.4 2.1 Hitter 170 312 179.4
Eric Hosmer 470.1 0.4 Hitter 553 313 157.1
Jake Meyers 593.2 1.1 Hitter 350 314 279.2
Edward Cabrera 523.6 0.6 Pitcher 482 315 208.6
Luis Arraez 351.3 1.5 Hitter 271 316 35.3
Glenn Otto 582.9 0.9 Pitcher 391 317 265.9
José Alvarado 587.6 0.5 Pitcher 515 318 269.6
Gavin Sheets 525.8 0.8 Hitter 418 319 206.8
Adam Wainwright 194.7 2.1 Pitcher 171 320 -125.3
Jarred Kelenic 141.5 1.5 Hitter 272 321 -179.5
Brad Miller 551.8 1.4 Hitter 289 322 229.8
Zack Greinke 312.8 1.6 Pitcher 253 323 -10.2
Nick Madrigal 342.1 1.8 Hitter 213 324 18.1
Manuel Margot 416.6 1.1 Hitter 351 325 91.6
Sam Hilliard 477.8 0.5 Hitter 516 326 151.8
Adam Ottavino 598.1 0.2 Pitcher 667 327 271.1
David Peralta 518.1 1.1 Hitter 352 328 190.1
Wilmer Flores 472.5 1.2 Hitter 328 329 143.5
Alcides Escobar 586.4 0.2 Hitter 668 330 256.4
Lane Thomas 269.2 1.1 Hitter 353 331 -61.8
Pavin Smith 476.9 0.6 Hitter 483 332 144.9
James Karinchak 468.6 0.7 Pitcher 444 333 135.6
Nestor Cortes 333.1 1.4 Pitcher 290 334 -0.9
Randy Dobnak 600.4 0.8 Pitcher 419 335 265.4
Aroldis Chapman 83.3 0.9 Pitcher 392 336 -252.7
Bobby Bradley 491.0 0.5 Hitter 517 337 154
Darin Ruf 454.5 0.9 Hitter 393 338 116.5
Rich Hill 477.4 0.7 Pitcher 445 339 138.4
Connor Joe 341.2 0.8 Hitter 420 340 1.2
Jeff McNeil 323.0 1.9 Hitter 202 341 -18
Garrett Whitlock 239.2 1.2 Pitcher 329 342 -102.8
Johnny Cueto 585.8 0.3 Pitcher 612 343 242.8
Ramón Urías 529.7 1.6 Hitter 254 344 185.7
Adam Engel 597.3 0.6 Hitter 484 345 252.3
Gio Urshela 306.8 1.3 Hitter 310 346 -39.2
Ben Gamel 579.0 0.9 Hitter 394 347 232
José Iglesias 547.7 1.2 Hitter 330 348 199.7
Josh Harrison 412.3 1.1 Hitter 354 349 63.3
Yandy Díaz 464.5 1.6 Hitter 255 350 114.5
Justus Sheffield 599.5 0.4 Pitcher 554 351 248.5
Michael Pineda 465.2 1.4 Pitcher 291 352 113.2
Josh Fleming 600.8 0.5 Pitcher 518 353 247.8
Cody Bellinger 98.9 3.1 Hitter 86 354 -255.1
Tyrone Taylor 526.6 1.1 Hitter 355 355 171.6
Trevor May 565.3 0.4 Pitcher 555 356 209.3
Kyle Finnegan 351.5 0.2 Pitcher 669 357 -5.5
Matt Barnes 245.2 0.8 Pitcher 421 358 -112.8
Tyler Anderson 564.5 0.7 Pitcher 446 359 205.5
Paul Sewald 289.0 0.5 Pitcher 519 360 -71
Jake Diekman 585.9 0.5 Pitcher 520 361 224.9
Héctor Neris 493.9 0.4 Pitcher 556 362 131.9
Danny Jansen 403.1 1.9 Hitter 203 363 40.1
Tanner Rainey 371.9 0.2 Pitcher 670 364 7.9
Kyle Farmer 528.0 1.1 Hitter 356 365 163
Alec Bohm 311.6 1.4 Hitter 292 366 -54.4
Michael A. Taylor 516.5 1.2 Hitter 331 367 149.5
Gregory Soto 194.3 0.5 Pitcher 521 368 -173.7
Miles Mikolas 512.8 1.6 Pitcher 256 369 143.8
Amir Garrett 586.6 0.2 Pitcher 671 370 216.6
Hunter Dozier 443.8 0.6 Hitter 485 371 72.8
Phil Maton 600.4 0.4 Pitcher 557 372 228.4
Dillon Peters 600.7 0.0 Pitcher 843 373 227.7
Garrett Cooper 527.1 1.0 Hitter 371 374 153.1
Scott Barlow 159.3 0.9 Pitcher 395 375 -215.7
Carlos Estévez 528.6 0.2 Pitcher 672 376 152.6
David Peterson 595.2 0.7 Pitcher 447 377 218.2
Carlos Santana 511.8 0.7 Hitter 448 378 133.8
Chas McCormick 495.8 1.1 Hitter 357 379 116.8
Elias Díaz 229.7 1.3 Hitter 311 380 -150.3
Lance McCullers Jr. 260.0 1.7 Pitcher 235 381 -121
Kyle Lewis 399.0 1.5 Hitter 273 382 17
Christian Walker 506.6 0.7 Hitter 449 383 123.6
Steven Duggar 597.8 0.7 Hitter 450 384 213.8
Brian Anderson 495.9 1.8 Hitter 214 385 110.9
Ji-Man Choi 577.3 0.7 Hitter 451 386 191.3
Pete Fairbanks 517.3 0.6 Pitcher 486 387 130.3
Lucas Sims 243.6 0.7 Pitcher 452 388 -144.4
Kevin Kiermaier 588.0 1.2 Hitter 332 389 199
Justin Steele 598.7 0.4 Pitcher 558 390 208.7
Andrés Giménez 282.5 1.7 Hitter 236 391 -108.5
Paolo Espino 599.2 0.2 Pitcher 673 392 207.2
Edwin Díaz 63.5 1.1 Pitcher 358 393 -329.5
Aaron Bummer 595.4 1.0 Pitcher 372 394 201.4
Chad Pinder 570.3 0.6 Hitter 487 395 175.3
Chad Green 403.2 1.0 Pitcher 373 396 7.2
Eric Haase 302.9 0.7 Hitter 453 397 -94.1
Seth Lugo 598.1 0.5 Pitcher 522 398 200.1
Chris Stratton 519.4 0.3 Pitcher 613 399 120.4
Max Stassi 300.6 1.8 Hitter 215 400 -99.4
Tanner Scott 599.0 0.7 Pitcher 454 401 198
Jake Fraley 547.6 0.9 Hitter 396 402 145.6
Sean Murphy 252.4 2.5 Hitter 126 403 -150.6
Yadiel Hernandez 583.5 0.1 Hitter 743 404 179.5
David Price 581.5 0.5 Pitcher 523 405 176.5
Zach Thompson 546.8 1.0 Pitcher 374 406 140.8
Bradley Zimmer 505.3 0.7 Hitter 455 407 98.3
Mike Mayers 594.7 0.5 Pitcher 524 408 186.7
Gavin Lux 266.4 1.5 Hitter 274 409 -142.6
Griffin Canning 594.2 0.5 Pitcher 525 410 184.2
Sam Hentges 999.0 0.3 Pitcher 614 411 588
Devin Williams 287.1 1.1 Pitcher 359 412 -124.9
Heath Hembree 600.8 0.2 Pitcher 674 413 187.8
Tommy La Stella 561.3 1.2 Hitter 333 414 147.3
Rowdy Tellez 342.4 0.8 Hitter 422 415 -72.6
Mychal Givens 549.7 0.1 Pitcher 744 416 133.7
Alex Colomé 378.0 0.1 Pitcher 745 417 -39
Domingo Germán 494.6 1.1 Pitcher 360 418 76.6
Nick Ahmed 581.5 1.1 Hitter 361 419 162.5
Marcell Ozuna 174.3 2.2 Hitter 161 420 -245.7
Raisel Iglesias 47.6 1.0 Pitcher 375 421 -373.4
Brad Boxberger 588.3 0.2 Pitcher 675 422 166.3
Brent Suter 587.6 0.4 Pitcher 559 423 164.6
Giovanny Gallegos 113.5 1.0 Pitcher 376 424 -310.5
Daniel Norris 999.0 0.1 Pitcher 746 425 574
Leury García 536.2 0.7 Hitter 456 426 110.2
Hansel Robles 596.0 -0.1 Pitcher 971 427 169
Garrett Hampson 299.6 0.3 Hitter 615 428 -128.4
Austin Voth 600.4 0.0 Pitcher 844 429 171.4
Gary Sánchez 245.3 1.3 Hitter 312 430 -184.7
Jaime Barría 999.0 0.5 Pitcher 526 431 568
Jordan Romano 88.3 0.8 Pitcher 423 432 -343.7
Kyle Funkhouser 999.0 0.1 Pitcher 747 433 566
Christian Vázquez 201.1 1.7 Hitter 237 434 -232.9
Edmundo Sosa 501.9 1.5 Hitter 275 435 66.9
Anthony Rendon 110.2 4.3 Hitter 31 436 -325.8
Will Smith 120.8 0.5 Pitcher 527 437 -316.2
Taylor Rogers 172.5 1.1 Pitcher 362 438 -265.5
Keibert Ruiz 145.4 2.2 Hitter 162 439 -293.6
Yimi García 581.1 0.2 Pitcher 676 440 141.1
Tyler Wells 454.6 0.9 Pitcher 397 441 13.6
Camilo Doval 159.8 0.5 Pitcher 528 442 -282.2
Justin Dunn 577.6 0.6 Pitcher 488 443 134.6
Joe Jiménez 999.0 0.2 Pitcher 677 444 555
Garrett Richards 598.7 0.4 Pitcher 560 445 153.7
Austin Slater 575.2 1.0 Hitter 377 446 129.2
Hirokazu Sawamura 589.6 0.0 Pitcher 845 447 142.6
Jake Odorizzi 533.5 0.8 Pitcher 424 448 85.5
Ryne Stanek 598.8 0.2 Pitcher 678 449 149.8
Bryan De La Cruz 534.7 0.9 Hitter 398 450 84.7
J.C. Mejía 999.0 0.1 Pitcher 748 451 548
Didi Gregorius 513.0 0.9 Hitter 399 452 61
Abraham Toro 323.7 1.4 Hitter 293 453 -129.3
Bryan Shaw 597.8 -0.1 Pitcher 972 454 143.8
Luis Gil 525.9 0.8 Pitcher 425 455 70.9
Brandon Marsh 418.4 1.2 Hitter 334 456 -37.6
Rowan Wick 302.0 0.4 Pitcher 561 457 -155
Rafael Dolis 999.0 0.0 Pitcher 846 458 541
Tyler Alexander 586.8 0.8 Pitcher 426 459 127.8
Liam Hendriks 32.0 1.6 Pitcher 257 460 -428
J.B. Wendelken 600.1 0.2 Pitcher 679 461 139.1
Ha-Seong Kim 349.8 1.5 Hitter 276 462 -112.2
Brad Hand 520.0 0.2 Pitcher 680 463 57
Luis García 556.8 0.7 Hitter 457 464 92.8
Jeurys Familia 597.5 0.3 Pitcher 616 465 132.5
Trevor Stephan 999.0 0.1 Pitcher 749 466 533
Michael Fulmer 347.0 0.6 Pitcher 489 467 -120
Griffin Jax 600.8 0.1 Pitcher 750 468 132.8
Colin Moran 582.8 -0.1 Hitter 973 469 113.8
Anthony Alford 555.4 0.0 Hitter 847 470 85.4
Yadier Molina 322.4 1.2 Hitter 335 471 -148.6
Ryan Pressly 64.3 1.0 Pitcher 378 472 -407.7
Jackson Kowar 594.6 0.5 Pitcher 529 473 121.6
José Ureña 999.0 0.0 Pitcher 848 474 525
Blake Treinen 147.6 0.8 Pitcher 427 475 -327.4
Cavan Biggio 319.3 1.4 Hitter 294 476 -156.7
José Cisnero 999.0 0.3 Pitcher 617 477 522
Cole Sulser 427.2 0.7 Pitcher 458 478 -50.8
Joely Rodríguez 600.9 0.5 Pitcher 530 479 121.9
Lou Trivino 237.2 0.2 Pitcher 681 480 -242.8
Justin Upton 565.1 0.3 Hitter 618 481 84.1
Jeff Hoffman 999.0 0.0 Pitcher 849 482 517
Jurickson Profar 540.1 0.3 Hitter 619 483 57.1
Craig Kimbrel 164.4 0.7 Pitcher 459 484 -319.6
Andy Ibáñez 563.1 1.5 Hitter 277 485 78.1
Miguel Cabrera 539.9 -0.4 Hitter 1032 486 53.9
Willie Calhoun 451.5 0.2 Hitter 682 487 -35.5
Jake Brentz 600.8 0.3 Pitcher 620 488 112.8
Diego Castillo 409.2 0.6 Pitcher 490 489 -79.8
Kevin Pillar 590.7 0.4 Hitter 562 490 100.7
Elvis Andrus 566.4 0.9 Hitter 400 491 75.4
Caleb Smith 592.3 0.0 Pitcher 850 492 100.3
Kyle Isbel 542.5 0.6 Hitter 491 493 49.5
Kole Calhoun 522.9 1.1 Hitter 363 494 28.9
Josh Sborz 600.9 0.3 Pitcher 621 495 105.9
Chad Kuhl 600.7 0.2 Pitcher 683 496 104.7
Dean Kremer 999.0 0.6 Pitcher 492 497 502
Keegan Thompson 999.0 0.0 Pitcher 851 498 501
Yoshi Tsutsugo 431.9 0.3 Hitter 622 499 -67.1
Carson Kelly 280.7 2.0 Hitter 188 500 -219.3
Matt Wisler 599.6 0.4 Pitcher 563 501 98.6
Ryan Helsley 600.2 0.1 Pitcher 751 502 98.2
Anthony Banda 999.0 -0.1 Pitcher 974 503 496
Andrew Kittredge 257.6 0.8 Pitcher 428 504 -246.4
Garrett Crochet 549.8 0.9 Pitcher 401 505 44.8
Tony Santillan 600.3 0.4 Pitcher 564 506 94.3
Eli Morgan 600.5 0.2 Pitcher 684 507 93.5
Michael Chavis 569.3 0.0 Hitter 852 508 61.3
Nick Solak 494.8 0.7 Hitter 460 509 -14.2
Kenley Jansen 90.0 0.6 Pitcher 493 510 -420
Andrew Wantz 999.0 0.4 Pitcher 565 511 488
Josh Naylor 587.4 0.5 Hitter 531 512 75.4
Jordan Luplow 600.6 0.8 Hitter 429 513 87.6
Nick Senzel 422.0 1.0 Hitter 379 514 -92
Spencer Patton 599.0 0.1 Pitcher 752 515 84
Josh Hader 30.5 1.3 Pitcher 313 516 -485.5
Ross Stripling 583.7 0.4 Pitcher 566 517 66.7
Alejandro Kirk 237.1 1.7 Hitter 238 518 -280.9
Trevor Richards 600.5 0.4 Pitcher 567 519 81.5
Omar Narváez 251.8 1.7 Hitter 239 520 -268.2
Nico Hoerner 506.9 1.4 Hitter 295 521 -14.1
Ryan Jeffers 480.5 1.6 Hitter 258 522 -41.5
Génesis Cabrera 596.6 0.6 Pitcher 494 523 73.6
Robert Stephenson 590.5 0.0 Pitcher 853 524 66.5
Vince Velasquez 599.4 0.3 Pitcher 623 525 74.4
Corey Dickerson 581.1 0.1 Hitter 753 526 55.1
Matthew Boyd 591.0 1.0 Pitcher 380 527 64
Josh Staumont 505.8 0.4 Pitcher 568 528 -22.2
Dominic Smith 456.4 0.5 Hitter 532 529 -72.6
Adbert Alzolay 444.0 0.7 Pitcher 461 530 -86
Corey Knebel 151.3 0.6 Pitcher 495 531 -379.7
Santiago Espinal 557.5 0.7 Hitter 462 532 25.5
Anthony Misiewicz 999.0 0.3 Pitcher 624 533 466
Dylan Floro 221.3 0.4 Pitcher 569 534 -312.7
A.J. Minter 596.5 0.5 Pitcher 533 535 61.5
Dinelson Lamet 400.5 0.9 Pitcher 402 536 -135.5
Victor Robles 474.9 1.0 Hitter 381 537 -62.1
Jorge Mateo 472.9 0.5 Hitter 534 538 -65.1
Jed Lowrie 597.2 0.8 Hitter 430 539 58.2
Brusdar Graterol 567.4 0.7 Pitcher 463 540 27.4
Sam Howard 999.0 0.3 Pitcher 625 541 458
Sam Coonrod 600.9 0.4 Pitcher 570 542 58.9
Jonathan Loáisiga 393.7 1.0 Pitcher 382 543 -149.3
Clay Holmes 600.3 0.6 Pitcher 496 544 56.3
Oscar Mercado 593.3 0.7 Hitter 464 545 48.3
Mark Melancon 131.8 0.4 Pitcher 571 546 -414.2
Jakob Junis 600.1 0.2 Pitcher 685 547 53.1
Mike Moustakas 374.8 0.9 Hitter 403 548 -173.2
Travis d'Arnaud 224.4 1.4 Hitter 296 549 -324.6
Aristides Aquino 585.4 0.4 Hitter 572 550 35.4
Archie Bradley 600.7 0.2 Pitcher 686 551 49.7
Yan Gomes 442.1 1.5 Hitter 278 552 -109.9
Tyler Duffey 577.8 0.4 Pitcher 573 553 24.8
Brett Anderson 600.9 0.6 Pitcher 497 554 46.9
Lars Nootbaar 572.6 0.2 Hitter 687 555 17.6
Anthony Bender 412.8 0.7 Pitcher 465 556 -143.2
Tim Mayza 599.3 0.6 Pitcher 498 557 42.3
Rougned Odor 504.9 0.6 Hitter 499 558 -53.1
Thairo Estrada 600.3 0.8 Hitter 431 559 41.3
Wandy Peralta 999.0 0.2 Pitcher 688 560 439
Ian Kennedy 409.8 -0.1 Pitcher 975 561 -151.2
David Bednar 190.8 0.9 Pitcher 404 562 -371.2
Caleb Thielbar 999.0 0.6 Pitcher 500 563 436
Emmanuel Clase 57.5 1.3 Pitcher 314 564 -506.5
Jorge Alcala 459.0 0.6 Pitcher 501 565 -106
Collin McHugh 545.5 0.6 Pitcher 502 566 -20.5
Trevor Williams 601.0 0.2 Pitcher 689 567 34
Emilio Pagán 551.7 0.1 Pitcher 754 568 -16.3
Patrick Murphy 999.0 0.4 Pitcher 574 569 430
J.P. Feyereisen 597.6 0.0 Pitcher 854 570 27.6
Kendall Graveman 531.0 0.4 Pitcher 575 571 -40
Jorge López 599.9 0.4 Pitcher 576 572 27.9
Tyler Rogers 534.3 0.5 Pitcher 535 573 -38.7
Luis Torrens 446.4 0.7 Hitter 466 574 -127.6
Kyle Zimmer 999.0 -0.2 Pitcher 1011 575 424
Kevin Newman 597.1 0.5 Hitter 536 576 21.1
Max Kranick 999.0 0.3 Pitcher 626 577 422
J.D. Davis 511.6 0.9 Hitter 405 578 -66.4
Joe Ross 599.6 0.7 Pitcher 467 579 20.6
Sergio Romo 600.5 0.0 Pitcher 855 580 20.5
Brooks Raley 600.9 0.3 Pitcher 627 581 19.9
Alex Dickerson 597.9 0.2 Hitter 690 582 15.9
Daniel Hudson 550.2 0.5 Pitcher 537 583 -32.8
Pierce Johnson 433.3 0.6 Pitcher 503 584 -150.7
Ryan Hendrix 999.0 0.0 Pitcher 856 585 414
Niko Goodrum 571.4 0.7 Hitter 468 586 -14.6
Tim Hill 999.0 0.3 Pitcher 628 587 412
James McCann 351.5 1.4 Hitter 297 588 -236.5
Nick Wittgren 999.0 0.1 Pitcher 755 589 410
Mike Foltynewicz 600.4 -0.1 Pitcher 976 590 10.4
Cionel Pérez 999.0 0.5 Pitcher 538 591 408
Lucas Gilbreath 596.4 0.0 Pitcher 857 592 4.4
Kwang Hyun Kim 593.0 0.3 Pitcher 629 593 0
Taylor Widener 600.5 0.0 Pitcher 858 594 6.5
Alex Vesia 600.0 0.3 Pitcher 630 595 5
Jake McCarthy 600.8 0.0 Hitter 859 596 4.8
Sean Doolittle 598.5 0.1 Pitcher 756 597 1.5
Roberto Pérez 545.7 1.3 Hitter 315 598 -52.3
Victor Reyes 592.8 0.4 Hitter 577 599 -6.2
Jacob Stallings 421.9 2.2 Hitter 163 600 -178.1
Rafael Montero 999.0 0.1 Pitcher 757 601 398
Connor Brogdon 600.4 0.4 Pitcher 578 602 -1.6
Jason Heyward 594.8 0.8 Hitter 432 603 -8.2
Jake Woodford 599.5 0.0 Pitcher 860 604 -4.5
Aledmys Díaz 573.3 0.9 Hitter 406 605 -31.7
John King 999.0 0.5 Pitcher 539 606 393
Josh Taylor 999.0 0.5 Pitcher 540 607 392
José Quijada 999.0 0.5 Pitcher 541 608 391
Josh Tomlin 999.0 -0.3 Pitcher 1029 609 390
Sean Newcomb 600.1 0.1 Pitcher 758 610 -9.9
Stephen Piscotty 594.4 -0.2 Hitter 1012 611 -16.6
Brett Gardner 598.6 0.6 Hitter 504 612 -13.4
Tyler Kinley 999.0 0.0 Pitcher 861 613 386
Jorge Alfaro 454.9 0.0 Hitter 862 614 -159.1
Justin Wilson 999.0 0.1 Pitcher 759 615 384
Luke Jackson 598.1 0.4 Pitcher 579 616 -17.9
Bailey Falter 599.8 0.5 Pitcher 542 617 -17.2
Jake McGee 251.1 0.4 Pitcher 580 618 -366.9
Darwinzon Hernandez 999.0 0.2 Pitcher 691 619 380
Francisco Mejía 492.9 1.3 Hitter 316 620 -127.1
Tucker Davidson 584.9 0.6 Pitcher 505 621 -36.1
Duane Underwood Jr. 999.0 0.1 Pitcher 760 622 377
Ryan Tepera 581.3 0.4 Pitcher 581 623 -41.7
Matt Harvey 999.0 0.3 Pitcher 631 624 375
Miguel Castro 600.9 0.1 Pitcher 761 625 -24.1
Jarren Duran 497.2 0.4 Hitter 582 626 -128.8
Johan Oviedo 999.0 0.2 Pitcher 692 627 372
Austin Warren 999.0 0.5 Pitcher 543 628 371
Joe Smith 999.0 0.1 Pitcher 762 629 370
Bryan Garcia 999.0 -0.2 Pitcher 1013 630 369
Nick Sandlin 599.8 0.6 Pitcher 506 631 -31.2
Drew Steckenrider 401.5 0.3 Pitcher 632 632 -230.5
Martín Maldonado 562.4 1.2 Hitter 336 633 -70.6
Alexander Wells 999.0 0.4 Pitcher 583 634 365
Alex Lange 999.0 0.1 Pitcher 763 635 364
Donovan Solano 594.0 0.4 Hitter 584 636 -42
Sean Reid-Foley 999.0 0.0 Pitcher 863 637 362
Jake Cousins 600.1 0.5 Pitcher 544 638 -37.9
Daniel Vogelbach 586.6 0.6 Hitter 507 639 -52.4
Zach Pop 999.0 0.2 Pitcher 693 640 359
Logan Allen 600.8 0.1 Pitcher 764 641 -40.2
Sammy Long 596.1 0.3 Pitcher 633 642 -45.9
Demarcus Evans 600.6 0.0 Pitcher 864 643 -42.4
Zack Littell 599.3 0.1 Pitcher 765 644 -44.7
JT Chargois 600.3 0.3 Pitcher 634 645 -44.7
Reynaldo López 557.4 0.4 Pitcher 585 646 -88.6
Jarlín García 600.8 0.1 Pitcher 766 647 -46.2
Dillon Tate 600.9 0.4 Pitcher 586 648 -47.1
Matt Shoemaker 999.0 0.0 Pitcher 865 649 350
Austin Nola 377.8 1.5 Hitter 279 650 -272.2
Steven Brault 600.9 0.0 Pitcher 866 651 -50.1
Yency Almonte 999.0 -0.2 Pitcher 1014 652 347
Brett Martin 999.0 0.4 Pitcher 587 653 346
Craig Stammen 599.4 0.4 Pitcher 588 654 -54.6
Aaron Hicks 524.7 1.6 Hitter 259 655 -130.3
Brett Phillips 590.7 0.3 Hitter 635 656 -65.3
Anthony Bass 600.9 0.1 Pitcher 767 657 -56.1
Albert Abreu 999.0 -0.1 Pitcher 977 658 341
Jeffrey Springs 999.0 0.3 Pitcher 636 659 340
Austin Davis 999.0 0.2 Pitcher 694 660 339
Phil Bickford 600.9 0.4 Pitcher 589 661 -60.1
Tyler Clippard 600.8 -0.2 Pitcher 1015 662 -61.2
Blake Taylor 999.0 0.2 Pitcher 695 663 336
Greg Holland 600.2 0.0 Pitcher 867 664 -63.8
Tucker Barnhart 471.5 1.3 Hitter 317 665 -193.5
Dominic Leone 600.8 0.1 Pitcher 768 666 -65.2
Alex Reyes 395.7 0.2 Pitcher 696 667 -271.3
Ryan Weathers 600.8 0.3 Pitcher 637 668 -67.2
Austin Adams 600.0 0.4 Pitcher 590 669 -69
Josh Rogers 600.8 -0.1 Pitcher 978 670 -69.2
Cole Tucker 586.6 0.4 Hitter 591 671 -84.4
Tyler Wade 505.0 0.4 Hitter 592 672 -167
Art Warren 482.3 0.8 Pitcher 433 673 -190.7
Yusmeiro Petit 601.0 -0.3 Pitcher 1030 674 -73
Sean Poppen 999.0 0.2 Pitcher 697 675 324
Tyler Gilbert 599.9 0.4 Pitcher 593 676 -76.1
Manny Piña 570.7 1.2 Hitter 337 677 -106.3
Adam Morgan 999.0 0.1 Pitcher 769 678 321
Michael King 600.5 0.5 Pitcher 545 679 -78.5
Chris Martin 600.3 0.4 Pitcher 594 680 -79.7
Yu Chang 596.6 0.4 Hitter 595 681 -84.4
DJ Stewart 600.3 0.5 Hitter 546 682 -81.7
Dennis Santana 999.0 0.0 Pitcher 868 683 316
Jacob Webb 999.0 0.0 Pitcher 869 684 315
Matt Vierling 578.6 0.5 Hitter 547 685 -106.4
Joe Kelly 600.4 0.4 Pitcher 596 686 -85.6
Wander Suero 999.0 0.2 Pitcher 698 687 312
Chi Chi González 999.0 0.1 Pitcher 770 688 311
Brad Brach 999.0 0.0 Pitcher 870 689 310
Austin Hedges 587.0 0.5 Hitter 548 690 -103
Kolby Allard 601.0 0.2 Pitcher 699 691 -90
Keston Hiura 465.4 0.2 Hitter 700 692 -226.6
Brandon Kintzler 999.0 0.0 Pitcher 871 693 306
Trevor Bauer 208.4 1.0 Pitcher 383 694 -485.6
Richard Rodríguez 556.5 0.1 Pitcher 771 695 -138.5
Trevor Larnach 565.1 0.1 Hitter 772 696 -130.9
Kyle Higashioka 555.9 1.0 Hitter 384 697 -141.1
Josh VanMeter 597.6 0.4 Hitter 597 698 -100.4
Touki Toussaint 598.6 0.1 Pitcher 773 699 -100.4
Kelvin Gutierrez 597.6 0.3 Hitter 638 700 -102.4
Ralph Garza Jr. 999.0 -0.1 Pitcher 979 701 298
Dom Nuñez 586.9 0.5 Hitter 549 702 -115.1
Jhoulys Chacín 999.0 -0.4 Pitcher 1033 703 296
Jose Barrero 478.7 1.2 Hitter 338 704 -225.3
Carter Kieboom 539.8 0.8 Hitter 434 705 -165.2
Tyler Matzek 573.2 0.7 Pitcher 469 706 -132.8
Ryan Thompson 999.0 0.3 Pitcher 639 707 292
Lewin Díaz 585.3 0.3 Hitter 640 708 -122.7
Mitch Moreland 600.9 0.3 Hitter 641 709 -108.1
Luis Cessa 588.8 0.3 Pitcher 642 710 -121.2
Andrew Miller 999.0 -0.1 Pitcher 980 711 288
Ross Detwiler 999.0 0.0 Pitcher 872 712 287
Clint Frazier 472.5 0.3 Hitter 643 713 -240.5
Taylor Clarke 999.0 0.0 Pitcher 873 714 285
Deolis Guerra 599.9 0.2 Pitcher 701 715 -115.1
Ben Bowden 999.0 0.1 Pitcher 774 716 283
Joe Barlow 216.1 0.2 Pitcher 702 717 -500.9
Taylor Walls 587.7 1.1 Hitter 364 718 -130.3
Matt Duffy 586.2 0.5 Hitter 550 719 -132.8
Jace Peterson 579.4 0.2 Hitter 703 720 -140.6
Andrew Chafin 587.9 0.6 Pitcher 508 721 -133.1
Nick Mears 999.0 0.0 Pitcher 874 722 277
Jackie Bradley Jr. 589.7 0.2 Hitter 704 723 -133.3
Kyle Muller 590.8 0.3 Pitcher 644 724 -133.2
Packy Naughton 999.0 0.3 Pitcher 645 725 274
Drew Smith 999.0 0.1 Pitcher 775 726 273
Michael Rucker 999.0 0.0 Pitcher 875 727 272
Pedro Severino 522.6 0.9 Hitter 407 728 -205.4
Derek Holland 999.0 -0.1 Pitcher 981 729 270
Andres Machado 999.0 -0.1 Pitcher 982 730 269
Trevor Cahill 999.0 0.2 Pitcher 705 731 268
Cody Ponce 999.0 0.2 Pitcher 706 732 267
Aaron Loup 594.4 0.4 Pitcher 598 733 -138.6
Carlos Martínez 596.0 0.0 Pitcher 876 734 -138
Jake Arrieta 999.0 0.0 Pitcher 877 735 264
Junior Guerra 999.0 0.0 Pitcher 878 736 263
Bryan Abreu 999.0 0.1 Pitcher 776 737 262
Charlie Barnes 999.0 0.2 Pitcher 707 738 261
Brent Rooker 597.9 0.3 Hitter 646 739 -141.1
Jay Jackson 999.0 0.2 Pitcher 708 740 259
Brandon Bielak 999.0 0.1 Pitcher 777 741 258
Tom Murphy 539.9 1.2 Hitter 339 742 -202.1
Nabil Crismatt 999.0 0.1 Pitcher 778 743 256
Mike Brosseau 597.1 0.4 Hitter 599 744 -146.9
Matt Beaty 591.6 0.2 Hitter 709 745 -153.4
Wily Peralta 600.8 0.1 Pitcher 779 746 -145.2
Tony Watson 999.0 0.0 Pitcher 879 747 252
Andrew Stevenson 597.8 -0.1 Hitter 983 748 -150.2
Steve Cishek 595.3 0.0 Pitcher 880 749 -153.7
Robinson Chirinos 595.5 0.6 Hitter 509 750 -154.5
Brian Goodwin 600.6 0.1 Hitter 780 751 -150.4
Jesse Chavez 999.0 0.1 Pitcher 781 752 247
Mitch White 562.7 0.3 Pitcher 647 753 -190.3
Steven Okert 999.0 0.3 Pitcher 648 754 245
Adam Cimber 600.6 0.3 Pitcher 649 755 -154.4
Alex Claudio 999.0 0.0 Pitcher 881 756 243
Asdrúbal Cabrera 599.6 0.0 Hitter 882 757 -157.4
Dylan Moore 509.0 0.4 Hitter 600 758 -249
Riley Adams 593.0 0.8 Hitter 435 759 -166
Sheldon Neuse 999.0 0.2 Hitter 710 760 239
Albert Pujols 597.5 -0.3 Hitter 1031 761 -163.5
Joe Mantiply 999.0 0.2 Pitcher 711 762 237
Trent Thornton 999.0 0.1 Pitcher 782 763 236
Buck Farmer 999.0 -0.2 Pitcher 1016 764 235
Andrelton Simmons 586.5 1.1 Hitter 365 765 -178.5
Matt Foster 999.0 0.1 Pitcher 783 766 233
Domingo Tapia 999.0 0.0 Pitcher 883 767 232
Jharel Cotton 600.8 0.1 Pitcher 784 768 -167.2
Ryan Borucki 999.0 0.2 Pitcher 712 769 230
Hunter Strickland 599.9 0.0 Pitcher 884 770 -170.1
Paul Blackburn 999.0 0.2 Pitcher 713 771 228
Ehire Adrianza 999.0 0.1 Hitter 785 772 227
Max Schrock 599.8 0.0 Hitter 885 773 -173.2
Erik Swanson 600.1 0.3 Pitcher 650 774 -173.9
Jordan Holloway 999.0 -0.1 Pitcher 984 775 224
Ervin Santana 999.0 -0.5 Pitcher 1034 776 223
Blake Parker 999.0 0.1 Pitcher 786 777 222
Cristian Pache 573.0 0.8 Hitter 436 778 -205
Christian Arroyo 594.0 0.2 Hitter 714 779 -185
Derek Hill 999.0 0.1 Hitter 787 780 219
Austin Barnes 592.5 0.8 Hitter 437 781 -188.5
Jacob Barnes 999.0 0.1 Pitcher 788 782 217
Brandon Workman 999.0 -0.2 Pitcher 1017 783 216
Mason Thompson 999.0 0.0 Pitcher 886 784 215
Paul Campbell 999.0 -0.1 Pitcher 985 785 214
Jason Castro 599.2 0.8 Hitter 438 786 -186.8
Nick Gordon 584.3 0.4 Hitter 601 787 -202.7
Daz Cameron 599.3 0.2 Hitter 715 788 -188.7
Michael Feliz 999.0 0.0 Pitcher 887 789 210
Tyler Zuber 999.0 0.0 Pitcher 888 790 209
Harold Castro 599.7 -0.1 Hitter 986 791 -191.3
Yonathan Daza 598.7 -0.1 Hitter 987 792 -193.3
Noé Ramirez 600.9 0.1 Pitcher 789 793 -192.1
Danny Santana 999.0 0.1 Hitter 790 794 205
Adam Eaton 999.0 0.2 Hitter 716 795 204
Justin Garza 999.0 -0.2 Pitcher 1018 796 203
Yohan Ramirez 599.8 0.1 Pitcher 791 797 -197.2
Miguel Sánchez 999.0 0.0 Pitcher 889 798 201
Kyle McGowin 999.0 0.2 Pitcher 717 799 200
Jonah Heim 531.7 0.9 Hitter 408 800 -268.3
Héctor Santiago 999.0 -0.2 Pitcher 1019 801 198
Curt Casali 592.1 0.9 Hitter 409 802 -209.9
Victor Caratini 582.5 0.8 Hitter 439 803 -220.5
Ryan Burr 999.0 0.0 Pitcher 890 804 195
Humberto Castellanos 999.0 0.1 Pitcher 792 805 194
JD Hammer 999.0 0.0 Pitcher 891 806 193
Phillips Valdez 999.0 -0.1 Pitcher 988 807 192
Edward Olivares 584.8 0.3 Hitter 651 808 -223.2
Tomás Nido 601.0 0.2 Hitter 718 809 -208
Ben Rortvedt 999.0 1.0 Hitter 385 810 189
Leody Taveras 573.9 0.6 Hitter 510 811 -237.1
Kodi Whitley 999.0 0.2 Pitcher 719 812 187
Junior Fernández 999.0 0.1 Pitcher 793 813 186
Danny Coulombe 999.0 0.1 Pitcher 794 814 185
Jake Marisnick 999.0 0.2 Hitter 720 815 184
Drew Pomeranz 582.3 0.1 Pitcher 795 816 -233.7
Rex Brothers 999.0 0.0 Pitcher 892 817 182
Khris Davis 999.0 0.0 Hitter 893 818 181
Juan Minaya 999.0 0.1 Pitcher 796 819 180
Kevin Plawecki 581.7 0.8 Hitter 440 820 -238.3
Nomar Mazara 600.4 0.1 Hitter 797 821 -220.6
Jarrod Dyson 999.0 -0.2 Hitter 1020 822 177
Anthony Castro 999.0 0.1 Pitcher 798 823 176
Taylor Ward 600.9 0.4 Hitter 602 824 -223.1
Tommy Nance 999.0 0.1 Pitcher 799 825 174
Guillermo Heredia 999.0 -0.1 Hitter 989 826 173
T.J. McFarland 999.0 0.1 Pitcher 800 827 172
Shed Long Jr. 999.0 0.2 Hitter 721 828 171
Willi Castro 563.7 0.3 Hitter 652 829 -265.3
Joel Payamps 999.0 0.3 Pitcher 653 830 169
Richard Bleier 600.7 0.5 Pitcher 551 831 -230.3
Juan Lagares 999.0 0.1 Hitter 801 832 167
Sean Guenther 999.0 0.2 Pitcher 722 833 166
Nick Neidert 999.0 -0.2 Pitcher 1021 834 165
Ryne Harper 999.0 0.1 Pitcher 802 835 164
Anthony Kay 999.0 0.0 Pitcher 894 836 163
Hoby Milner 999.0 0.1 Pitcher 803 837 162
Matt Moore 999.0 -0.1 Pitcher 990 838 161
Charlie Culberson 597.2 0.0 Hitter 895 839 -241.8
Harold Ramirez 574.0 0.2 Hitter 723 840 -266
Dan Winkler 999.0 -0.1 Pitcher 991 841 158
Humberto Mejía 999.0 0.0 Pitcher 896 842 157
Jon Berti 576.3 0.4 Hitter 603 843 -266.7
Matt Peacock 999.0 0.0 Pitcher 897 844 155
Brett de Geus 999.0 0.0 Pitcher 898 845 154
Aaron Sanchez 600.6 0.0 Pitcher 899 846 -245.4
José Ruiz 999.0 0.2 Pitcher 724 847 152
Wade LeBlanc 999.0 0.2 Pitcher 725 848 151
Wilson Ramos 600.9 0.6 Hitter 511 849 -248.1
Chris Mazza 999.0 0.3 Pitcher 654 850 149
Shane Greene 999.0 -0.1 Pitcher 992 851 148
Keynan Middleton 999.0 -0.1 Pitcher 993 852 147
Danny Duffy 587.9 0.2 Pitcher 726 853 -265.1
Luis Rengifo 600.2 0.4 Hitter 604 854 -253.8
Shogo Akiyama 600.8 0.0 Hitter 900 855 -254.2
Hoy Park 600.7 0.4 Hitter 605 856 -255.3
Cody Poteet 999.0 0.1 Pitcher 804 857 142
José Álvarez 600.2 0.2 Pitcher 727 858 -257.8
Chase Anderson 999.0 0.0 Pitcher 901 859 140
Louis Head 600.5 0.3 Pitcher 655 860 -259.5
Kohei Arihara 999.0 0.0 Pitcher 902 861 138
Jordan Sheffield 999.0 -0.2 Pitcher 1022 862 137
Jack Mayfield 600.9 0.1 Hitter 805 863 -262.1
Maikel Franco 590.0 0.0 Hitter 903 864 -274
David Bote 597.7 0.4 Hitter 606 865 -267.3
Mauricio Dubón 596.2 0.3 Hitter 656 866 -269.8
Seby Zavala 598.5 -0.1 Hitter 994 867 -268.5
Hanser Alberto 600.3 0.2 Hitter 728 868 -267.7
Ashton Goudeau 999.0 -0.2 Pitcher 1023 869 130
Victor González 999.0 0.1 Pitcher 806 870 129
Michael Perez 999.0 0.4 Hitter 607 871 128
Starlin Castro 597.3 0.4 Hitter 608 872 -274.7
Yennsy Díaz 999.0 -0.1 Pitcher 995 873 126
Braxton Garrett 999.0 0.0 Pitcher 904 874 125
Owen Miller 600.7 0.2 Hitter 729 875 -274.3
Kurt Suzuki 599.5 0.2 Hitter 730 876 -276.5
Jose Trevino 596.6 0.3 Hitter 657 877 -280.4
Ronald Torreyes 600.9 0.0 Hitter 905 878 -277.1
Chasen Shreve 999.0 -0.1 Pitcher 996 879 120
Eli White 599.7 0.1 Hitter 807 880 -280.3
César Valdez 600.3 0.0 Pitcher 906 881 -280.7
Zach McKinstry 596.2 0.1 Hitter 808 882 -285.8
Sam Selman 999.0 0.0 Pitcher 907 883 116
Andrew Velazquez 600.7 0.2 Hitter 731 884 -283.3
Orlando Arcia 600.8 0.3 Hitter 658 885 -284.2
Zack Collins 598.5 0.6 Hitter 512 886 -287.5
Joe Panik 999.0 0.1 Hitter 809 887 112
Cam Bedrosian 999.0 0.0 Pitcher 908 888 111
Dustin May 559.5 0.3 Pitcher 659 889 -329.5
Wilmer Difo 999.0 -0.1 Hitter 997 890 109
Miguel Andújar 595.5 0.0 Hitter 909 891 -295.5
Travis Shaw 600.5 0.1 Hitter 810 892 -291.5
Jake Cave 999.0 -0.1 Hitter 998 893 106
Josh Reddick 999.0 -0.2 Hitter 1024 894 105
Sam Clay 999.0 0.0 Pitcher 910 895 104
Caleb Baragar 999.0 -0.2 Pitcher 1025 896 103
Dillon Maples 999.0 0.1 Pitcher 811 897 102
Daniel Ponce de Leon 600.7 0.0 Pitcher 911 898 -297.3
Ryan O'Hearn 599.8 0.0 Hitter 912 899 -299.2
Tim Locastro 598.6 0.1 Hitter 812 900 -301.4
Kyle Garlick 999.0 0.0 Hitter 913 901 98
Jake Rogers 600.8 0.3 Hitter 660 902 -301.2
Marwin Gonzalez 600.4 0.2 Hitter 732 903 -302.6
Billy McKinney 599.2 0.0 Hitter 914 904 -304.8
Renato Núñez 599.6 0.2 Hitter 733 905 -305.4
Erasmo Ramírez 999.0 -0.2 Pitcher 1026 906 93
Edwin Uceta 999.0 0.0 Pitcher 915 907 92
Miguel Diaz 999.0 -0.1 Pitcher 999 908 91
Cal Raleigh 560.8 0.9 Hitter 410 909 -348.2
Eric Sogard 999.0 0.0 Hitter 916 910 89
Jose Rojas 600.4 0.0 Hitter 917 911 -310.6
Emmanuel Rivera 999.0 0.1 Hitter 813 912 87
Yonny Hernandez 599.8 0.3 Hitter 661 913 -313.2
Stephen Vogt 999.0 0.1 Hitter 814 914 85
Matt Carpenter 597.1 0.0 Hitter 918 915 -317.9
Danny Mendick 999.0 0.1 Hitter 815 916 83
Marcos Diplán 999.0 0.0 Pitcher 919 917 82
Enyel De Los Santos 999.0 0.1 Pitcher 816 918 81
Sergio Alcántara 600.5 0.2 Hitter 734 919 -318.5
Brock Holt 999.0 0.1 Hitter 817 920 79
Billy Hamilton 597.8 -0.1 Hitter 1000 921 -323.2
Tayler Saucedo 999.0 0.1 Pitcher 818 922 77
Daniel Johnson 999.0 0.0 Hitter 920 923 76
Robert Gsellman 999.0 -0.2 Pitcher 1027 924 75
Wes Benjamin 999.0 -0.1 Pitcher 1001 925 74
Rob Refsnyder 999.0 0.0 Hitter 921 926 73
Thomas Eshelman 999.0 0.0 Pitcher 922 927 72
Ernie Clement 999.0 0.2 Hitter 735 928 71
Reiss Knehr 999.0 0.0 Pitcher 923 929 70
Jake Faria 999.0 0.0 Pitcher 924 930 69
Lewis Brinson 600.5 0.0 Hitter 925 931 -330.5
Andrew Knizner 598.8 0.6 Hitter 513 932 -333.2
Chris Owings 600.7 0.0 Hitter 926 933 -332.3
Tres Barrera 999.0 0.1 Hitter 819 934 65
Isaac Paredes 600.3 0.4 Hitter 609 935 -334.7
Luis Guillorme 999.0 0.3 Hitter 662 936 63
Luke Farrell 999.0 0.0 Pitcher 927 937 62
Nick Maton 999.0 0.0 Hitter 928 938 61
Phil Gosselin 594.3 0.0 Hitter 929 939 -344.7
Robert Dugger 999.0 0.0 Pitcher 930 940 59
Rodolfo Castro 999.0 0.1 Hitter 820 941 58
Rafael Marchan 999.0 0.1 Hitter 821 942 57
Cam Gallagher 600.6 0.3 Hitter 663 943 -342.4
Travis Jankowski 999.0 0.0 Hitter 931 944 55
Casey Sadler 600.5 0.3 Pitcher 664 945 -344.5
Shaun Anderson 999.0 0.0 Pitcher 932 946 53
Sandy León 999.0 0.0 Hitter 933 947 52
Pablo Reyes 999.0 0.1 Hitter 822 948 51
Jordy Mercer 999.0 -0.1 Hitter 1002 949 50
José Peraza 600.8 0.1 Hitter 823 950 -349.2
Drew Hutchison 999.0 -0.1 Pitcher 1003 951 48
William Contreras 593.2 0.2 Hitter 736 952 -358.8
Taylor Trammell 600.9 0.1 Hitter 824 953 -352.1
Sean Nolin 999.0 0.0 Pitcher 934 954 45
Alex Jackson 999.0 0.2 Hitter 737 955 44
Reese McGuire 599.1 0.2 Hitter 738 956 -356.9
Taylor Jones 999.0 0.0 Hitter 935 957 42
Jahmai Jones 600.7 0.1 Hitter 825 958 -357.3
Adrian Sampson 999.0 -0.1 Pitcher 1004 959 40
Tyler Glasnow 598.8 0.2 Pitcher 739 960 -361.2
Roman Quinn 999.0 0.0 Hitter 936 961 38
Shawn Armstrong 999.0 0.0 Pitcher 937 962 37
Dustin Garneau 999.0 0.1 Hitter 826 963 36
Jake Bauers 600.5 -0.1 Hitter 1005 964 -363.5
Aramis Garcia 999.0 0.0 Hitter 938 965 34
José Rondón 999.0 0.0 Hitter 939 966 33
Kevin Ginkel 999.0 0.0 Pitcher 940 967 32
Ryan McKenna 999.0 0.1 Hitter 827 968 31
Andrew Knapp 600.9 0.0 Hitter 941 969 -368.1
DJ Peters 600.5 0.0 Hitter 942 970 -369.5
Carson Fulmer 999.0 0.0 Pitcher 943 971 28
Matt Joyce 999.0 -0.1 Hitter 1006 972 27
Edgar Santana 999.0 0.0 Pitcher 944 973 26
Drew Ellis 999.0 0.1 Hitter 828 974 25
Kyle Crick 999.0 0.0 Pitcher 945 975 24
Luke Williams 999.0 0.0 Hitter 946 976 23
Alex Blandino 999.0 -0.2 Hitter 1028 977 22
Magneuris Sierra 999.0 -0.1 Hitter 1007 978 21
Yermín Mercedes 596.9 0.1 Hitter 829 979 -382.1
Jake Lamb 999.0 0.1 Hitter 830 980 19
Alan Trejo 999.0 0.0 Hitter 947 981 18
Isan Díaz 600.5 0.1 Hitter 831 982 -381.5
Evan White 600.2 0.0 Hitter 948 983 -382.8
Richie Martin 999.0 -0.1 Hitter 1008 984 15
Zack Short 999.0 0.1 Hitter 832 985 14
Daniel Castano 999.0 0.0 Pitcher 949 986 13
Skye Bolt 999.0 0.2 Hitter 740 987 12
Ender Inciarte 600.0 0.0 Hitter 950 988 -388
David Dahl 599.6 0.0 Hitter 951 989 -389.4
Kenta Maeda 600.7 0.1 Pitcher 833 990 -389.3
John Gant 600.8 0.0 Pitcher 952 991 -390.2
Donovan Walton 999.0 0.1 Hitter 834 992 7
Jason Vosler 999.0 0.1 Hitter 835 993 6
Luke Raley 999.0 0.1 Hitter 836 994 5
John Nogowski 600.8 0.0 Hitter 953 995 -394.2
Daniel Robertson 999.0 0.0 Hitter 954 996 3
Gilberto Celestino 999.0 0.1 Hitter 837 997 2
Grayson Greiner 999.0 0.0 Hitter 955 998 1
Delino DeShields 999.0 0.0 Hitter 956 999 0
Austin Romine 999.0 0.1 Hitter 838 1000 -1
Chris Ellis 600.8 0.1 Pitcher 839 1001 -400.2
Tucupita Marcano 600.6 0.0 Hitter 957 1002 -401.4
Abraham Almonte 999.0 0.0 Hitter 958 1003 -4
Rio Ruiz 999.0 0.0 Hitter 959 1004 -5
Pat Valaika 999.0 0.0 Hitter 960 1005 -6
Jonathan Araúz 999.0 0.0 Hitter 961 1006 -7
Webster Rivas 999.0 0.0 Hitter 962 1007 -8
Wyatt Mathisen 999.0 0.0 Hitter 963 1008 -9
Ildemaro Vargas 999.0 0.0 Hitter 964 1009 -10
Patrick Mazeika 999.0 0.1 Hitter 840 1010 -11
Phillip Evans 999.0 0.0 Hitter 965 1011 -12
Chad Wallach 999.0 0.0 Hitter 966 1012 -13
Jonathan Davis 999.0 -0.1 Hitter 1009 1013 -14
Franchy Cordero 999.0 0.0 Hitter 967 1014 -15
Justin Williams 999.0 -0.1 Hitter 1010 1015 -16
Willians Astudillo 601.0 0.0 Hitter 968 1016 -415
Edwin Ríos 587.4 0.0 Hitter 969 1017 -429.6
Chance Sisco 999.0 0.1 Hitter 841 1018 -19
Albert Almora Jr. 999.0 0.1 Hitter 842 1019 -20
Robel García 999.0 0.0 Hitter 970 1020 -21

3 Total 6x6 Rankings

3.1 6x6 Rankings





Pitching_Data_Adj_Projections6x_Total =
Pitching_Data_NonAdj_Projections6x %>% 
  mutate(
    Avg_IP = 60,
    Adj_factor = 0.84,
    AdjPredict_Score_raw = ifelse(is.na(Predict_Score),NA,(Predict_Score*(IP/Avg_IP)))/Adj_factor,
    Position = 'Pitcher'
  ) %>% select (Name,ADP,WAR,AdjPredict_Score_raw,Position)


hitting_Data_Adj_Projections6xb_Total =
hitting_Data_NonAdj_Projections6xb %>% 
  mutate(
    Avg_PA = 300,
    AdjPredict_Score_raw = ifelse(is.na(Predict_Score),NA,Predict_Score*(PA/Avg_PA)),
    Position = 'Hitter'
  ) %>% select (Name,ADP,WAR,AdjPredict_Score_raw,Position)


Final6xa = rbind(Pitching_Data_Adj_Projections6x_Total,hitting_Data_Adj_Projections6xb_Total) 


Final6xb = Final6xa %>% 
  arrange(desc(AdjPredict_Score_raw)) %>% 
  mutate(
    max_predscore= max(AdjPredict_Score_raw,na.rm = T),
    WAR_rank = order(order(rank(WAR,ties.method = 'average'),decreasing = TRUE)),
    AdjPredict_Score = ifelse (is.na(AdjPredict_Score_raw),NA,AdjPredict_Score_raw *100/max_predscore),
    AdjPredict_Score_Rank = order(order(rank(AdjPredict_Score,ties.method = 'average'),decreasing = TRUE))-sum(is.na(AdjPredict_Score)), 
    Ranks_Above_ADP = ADP - AdjPredict_Score_Rank
  ) %>% select(-max_predscore,-AdjPredict_Score_raw,-AdjPredict_Score)

Final6x = na.omit(Final6xb) %>% filter(AdjPredict_Score_Rank >0)

3.2 Table of Projections (Players who Didn’t Play in 2021 are Excluded)



ft_dt <- Final6x[1:nrow(Final6xb), 1:ncol(Final6x)] %>% 
  filter(AdjPredict_Score_Rank>0)%>%  arrange((AdjPredict_Score_Rank))

ft_dt$ADP <- color_tile("white", "red")(ft_dt$ADP)

ft_dt$WAR <- color_bar("lightblue")(ft_dt$WAR)

ft_dt$WAR_Rank <- color_tile("green","orange")(ft_dt$WAR_rank)

ft_dt$Predict_Rank <- color_tile("green","orange")(ft_dt$AdjPredict_Score_Rank) 


ft_dt$Ranks_Above_ADP <- 
  ifelse(
  ft_dt$Ranks_Above_ADP < 0,
  cell_spec(round(ft_dt$Ranks_Above_ADP,2), color = "red", italic = T),
  cell_spec(round(ft_dt$Ranks_Above_ADP,2), color = "green", italic = T)
)


ft_dt2 <- ft_dt[c("Name", "ADP", "WAR","Position", "WAR_Rank","Predict_Rank","Ranks_Above_ADP")]



table_export = 
kbl(ft_dt2, escape = F) %>% 
 kable_material(c("striped", "hover","condensed","responsive"),full_width = F,fixed_thead = T) %>%   column_spec(6, width = "3cm") %>%
  add_header_above(c(" ", "Scores" = 2," ", "Ranks" = 2," "))

save_kable(table_export,file = "Total6x6_updated.html")
  
table_export  
Warning in file.copy(from, to, overwrite = TRUE, recursive = isdir, copy.mode = FALSE) :
  over-long path
Scores
Ranks
Name ADP WAR Position WAR_Rank Predict_Rank Ranks_Above_ADP
Marcus Semien 39.0 4.7 Hitter 15 1 38
Bryce Harper 9.1 5.2 Hitter 9 2 7.1
Vladimir Guerrero Jr. 5.6 5.6 Hitter 5 3 2.6
Trea Turner 1.4 5.5 Hitter 6 4 -2.6
José Ramírez 3.4 5.9 Hitter 3 5 -1.6
Paul Goldschmidt 47.6 3.5 Hitter 55 6 41.6
Juan Soto 3.9 7.6 Hitter 1 7 -3.1
Bo Bichette 4.9 4.7 Hitter 16 8 -3.1
Freddie Freeman 19.2 5.1 Hitter 10 9 10.2
Rafael Devers 14.5 4.8 Hitter 14 10 4.5
Shohei Ohtani 9.2 3.9 Hitter 41 11 -1.8
Nick Castellanos 60.6 2.5 Hitter 116 12 48.6
Kyle Tucker 12.7 4.6 Hitter 18 13 -0.3
Luis Robert 16.2 4.6 Hitter 19 14 2.2
Teoscar Hernández 27.8 2.3 Hitter 141 15 12.8
Cedric Mullins 32.8 3.3 Hitter 66 16 16.8
Mookie Betts 15.4 5.8 Hitter 4 17 -1.6
Eduardo Rodriguez 150.1 3.5 Pitcher 56 18 132.1
Aaron Judge 36.0 5.3 Hitter 7 19 17
Manny Machado 22.1 4.5 Hitter 21 20 2.1
Jorge Polanco 77.8 3.1 Hitter 81 21 56.8
Ozzie Albies 17.6 4.1 Hitter 38 22 -4.4
Matt Olson 39.0 4.2 Hitter 32 23 16
Pete Alonso 46.2 3.5 Hitter 57 24 22.2
Jose Altuve 73.3 3.8 Hitter 42 25 48.3
Mike Trout 13.0 6.6 Hitter 2 26 -13
George Springer 57.8 4.3 Hitter 29 27 30.8
Bryan Reynolds 93.0 4.2 Hitter 33 28 65
Tim Anderson 30.9 3.2 Hitter 74 29 1.9
Brady Singer 492.4 2.2 Pitcher 152 30 462.4
Tyler O'Neill 47.1 2.8 Hitter 96 31 16.1
Dylan Cease 81.2 3.3 Pitcher 67 32 49.2
Xander Bogaerts 45.8 4.5 Hitter 22 33 12.8
Trevor Story 36.8 4.2 Hitter 34 34 2.8
Ronald Acuña Jr. 10.4 5.0 Hitter 12 35 -24.6
Javier Báez 62.5 2.8 Hitter 97 36 26.5
Yordan Alvarez 26.3 4.1 Hitter 39 37 -10.7
Jonathan India 90.7 3.8 Hitter 43 38 52.7
Josiah Gray 290.7 1.6 Pitcher 241 39 251.7
José Quintana 575.5 1.0 Pitcher 366 40 535.5
Austin Riley 51.8 3.1 Hitter 82 41 10.8
Brandon Lowe 75.4 4.3 Hitter 30 42 33.4
Kris Bryant 84.9 2.4 Hitter 127 43 41.9
Shane Bieber 31.2 4.4 Pitcher 26 44 -12.8
Frank Schwindel 233.8 0.8 Hitter 412 45 188.8
Tarik Skubal 197.6 2.0 Pitcher 175 46 151.6
Jesse Winker 111.8 3.4 Hitter 61 47 64.8
Byron Buxton 48.0 4.4 Hitter 27 48 0
Mitch Haniger 109.0 2.4 Hitter 128 49 60
Ketel Marte 77.2 3.7 Hitter 46 50 27.2
Starling Marte 31.2 2.4 Hitter 129 51 -19.8
José Abreu 78.4 2.1 Hitter 164 52 26.4
Salvador Perez 32.2 3.7 Hitter 47 53 -20.8
Nolan Arenado 67.7 3.7 Hitter 48 54 13.7
Joey Votto 141.9 1.9 Hitter 190 55 86.9
Kyle Schwarber 114.5 2.7 Hitter 102 56 58.5
Aaron Nola 41.0 4.2 Pitcher 35 57 -16
J.D. Martinez 88.9 2.0 Hitter 176 58 30.9
Nick Pivetta 350.8 1.7 Pitcher 219 59 291.8
Alek Manoah 93.0 2.8 Pitcher 98 60 33
Shane McClanahan 109.6 2.6 Pitcher 112 61 48.6
Franmil Reyes 120.9 1.8 Hitter 205 62 58.9
Rhys Hoskins 126.3 3.0 Hitter 87 63 63.3
Avisaíl García 170.2 2.3 Hitter 142 64 106.2
Randy Arozarena 65.4 2.1 Hitter 165 65 0.4
Wander Franco 58.9 4.5 Hitter 23 66 -7.1
Luis Castillo 103.2 3.3 Pitcher 68 67 36.2
Zac Gallen 154.3 2.3 Pitcher 143 68 86.3
Brandon Crawford 219.2 2.7 Hitter 103 69 150.2
Jared Walsh 119.8 2.2 Hitter 153 70 49.8
Ryan Mountcastle 119.7 1.6 Hitter 242 71 48.7
Logan Webb 69.9 3.7 Pitcher 49 72 -2.1
Tyler Mahle 132.2 2.6 Pitcher 113 73 59.2
Logan Gilbert 161.8 2.2 Pitcher 154 74 87.8
Corbin Burnes 10.8 5.3 Pitcher 8 75 -64.2
Jon Gray 236.9 2.3 Pitcher 144 76 160.9
Corey Seager 78.3 4.5 Hitter 24 77 1.3
Brad Keller 582.1 1.6 Pitcher 243 78 504.1
Carlos Correa 100.9 4.7 Hitter 17 79 21.9
Brandon Belt 226.3 2.5 Hitter 117 80 146.3
Germán Márquez 261.7 2.9 Pitcher 90 81 180.7
Dansby Swanson 119.1 2.7 Hitter 104 82 37.1
Willy Adames 123.2 3.3 Hitter 69 83 40.2
C.J. Cron 124.7 1.7 Hitter 220 84 40.7
Hunter Renfroe 161.4 1.7 Hitter 221 85 76.4
Max Muncy 134.9 3.2 Hitter 75 86 48.9
Walker Buehler 18.6 3.8 Pitcher 44 87 -68.4
J.T. Realmuto 48.8 3.6 Hitter 51 88 -39.2
Jake Cronenworth 127.1 3.4 Hitter 62 89 38.1
Yusei Kikuchi 301.3 1.7 Pitcher 222 90 211.3
Josh Bell 127.6 1.9 Hitter 191 91 36.6
Jesús Luzardo 289.5 0.8 Pitcher 413 92 197.5
Joey Gallo 177.0 3.5 Hitter 58 93 84
Francisco Lindor 53.5 4.2 Hitter 36 94 -40.5
Justin Turner 152.7 3.0 Hitter 88 95 57.7
Gerrit Cole 7.1 5.0 Pitcher 13 96 -88.9
Luis Garcia 144.7 2.0 Pitcher 177 97 47.7
Sean Manaea 141.4 2.8 Pitcher 99 98 43.4
Freddy Peralta 54.0 3.6 Pitcher 52 99 -45
Trevor Rogers 92.9 3.1 Pitcher 83 100 -7.1
Austin Meadows 145.5 1.5 Hitter 260 101 44.5
Nelson Cruz 171.9 1.4 Hitter 280 102 69.9
Lucas Giolito 44.2 3.7 Pitcher 50 103 -58.8
Michael Kopech 161.1 2.5 Pitcher 118 104 57.1
Eduardo Escobar 200.5 1.9 Hitter 192 105 95.5
Whit Merrifield 32.5 2.3 Hitter 145 106 -73.5
Ian Anderson 151.1 2.1 Pitcher 166 107 44.1
Kolten Wong 190.8 2.5 Hitter 119 108 82.8
Tanner Houck 206.4 2.4 Pitcher 130 109 97.4
Giancarlo Stanton 97.7 2.3 Hitter 146 110 -12.3
José Berríos 77.5 3.2 Pitcher 76 111 -33.5
Andrew Heaney 299.4 1.4 Pitcher 281 112 187.4
Framber Valdez 149.6 3.1 Pitcher 84 113 36.6
Luis Patiño 290.7 1.5 Pitcher 261 114 176.7
Jean Segura 202.3 2.4 Hitter 131 115 87.3
Patrick Sandoval 196.0 2.4 Pitcher 132 116 80
Frankie Montas 92.8 3.3 Pitcher 70 117 -24.2
Ty France 154.6 2.4 Hitter 133 118 36.6
Cole Irvin 532.2 1.5 Pitcher 262 119 413.2
Anthony Rizzo 193.6 2.1 Hitter 167 120 73.6
Jazz Chisholm Jr. 76.0 1.8 Hitter 206 121 -45
Ryan McMahon 161.2 2.0 Hitter 178 122 39.2
Austin Hays 243.2 1.7 Hitter 223 123 120.2
Kris Bubic 536.0 1.1 Pitcher 340 124 412
Nathan Eovaldi 135.1 3.6 Pitcher 53 125 10.1
Adolis García 166.0 1.3 Hitter 299 126 40
Chris Taylor 139.9 2.3 Hitter 147 127 12.9
Dylan Carlson 172.0 2.5 Hitter 120 128 44
Will Smith 53.2 4.6 Hitter 20 129 -75.8
Julio Urías 34.7 3.5 Pitcher 59 130 -95.3
Mark Canha 283.4 1.8 Hitter 207 131 152.4
Luis Urías 173.3 2.5 Hitter 121 132 41.3
Alex Bregman 88.3 4.5 Hitter 25 133 -44.7
Dane Dunning 484.6 1.9 Pitcher 193 134 350.6
Jordan Montgomery 208.7 2.7 Pitcher 105 135 73.7
Enrique Hernández 226.7 2.8 Hitter 100 136 90.7
Patrick Corbin 456.0 1.6 Pitcher 244 137 319
Steven Matz 249.2 1.9 Pitcher 194 138 111.2
Blake Snell 113.4 2.4 Pitcher 134 139 -25.6
Zac Lowther 999.0 0.8 Pitcher 414 140 859
Aaron Civale 269.5 1.5 Pitcher 263 141 128.5
Andrew Benintendi 192.7 1.9 Hitter 195 142 50.7
Zach Plesac 346.6 1.5 Pitcher 264 143 203.6
Bruce Zimmermann 600.8 1.3 Pitcher 300 144 456.8
Carlos Hernández 412.5 1.2 Pitcher 318 145 267.5
Mitch Keller 531.5 1.2 Pitcher 319 146 385.5
Alex Verdugo 168.6 2.4 Hitter 135 147 21.6
Lourdes Gurriel Jr. 145.2 1.4 Hitter 282 148 -2.8
Jonathan Schoop 213.2 1.7 Hitter 224 149 64.2
Kyle Hendricks 279.8 1.7 Pitcher 225 150 129.8
Cristian Javier 284.0 1.2 Pitcher 320 151 133
Yuli Gurriel 210.6 1.4 Hitter 283 152 58.6
Sandy Alcantara 43.4 3.3 Pitcher 71 153 -109.6
Akil Baddoo 156.9 1.6 Hitter 245 154 2.9
Bailey Ober 261.3 2.2 Pitcher 155 155 106.3
Shohei Ohtani 9.2 2.8 Pitcher 101 156 -146.8
Yasmani Grandal 101.1 4.0 Hitter 40 157 -55.9
Kevin Gausman 71.4 3.2 Pitcher 77 158 -86.6
AJ Pollock 218.6 1.8 Hitter 208 159 59.6
Mike Yastrzemski 286.5 2.2 Hitter 156 160 126.5
Nathaniel Lowe 251.7 1.8 Hitter 209 161 90.7
Jesús Sánchez 226.3 2.0 Hitter 179 162 64.3
Kyle Gibson 393.9 1.9 Pitcher 196 163 230.9
Robbie Ray 49.9 3.0 Pitcher 89 164 -114.1
Miguel Sanó 280.4 0.8 Hitter 415 165 115.4
Michael Lorenzen 543.3 0.6 Pitcher 470 166 377.3
Yu Darvish 100.3 2.7 Pitcher 106 167 -66.7
Matt Manning 543.4 1.1 Pitcher 341 168 375.4
Max Kepler 294.6 2.5 Hitter 122 169 125.6
Trent Grisham 143.5 3.1 Hitter 85 170 -26.5
Sonny Gray 168.2 2.7 Pitcher 107 171 -2.8
Ian Happ 213.2 2.2 Hitter 157 172 41.2
Joe Ryan 221.5 2.2 Pitcher 158 173 48.5
Jeimer Candelario 239.6 3.2 Hitter 78 174 65.6
Tyler Naquin 352.7 0.7 Hitter 441 175 177.7
Huascar Ynoa 245.8 1.8 Pitcher 210 176 69.8
Robbie Grossman 191.3 1.7 Hitter 226 177 14.3
Mike Minor 532.2 2.0 Pitcher 180 178 354.2
Yoán Moncada 158.7 3.4 Hitter 63 179 -20.3
Harrison Bader 235.8 2.9 Hitter 91 180 55.8
Brandon Woodruff 21.2 4.2 Pitcher 37 181 -159.8
Triston McKenzie 229.0 1.6 Pitcher 246 182 47
Charlie Blackmon 236.7 0.6 Hitter 471 183 53.7
JT Brubaker 537.7 1.4 Pitcher 284 184 353.7
Tommy Edman 90.2 2.3 Hitter 148 185 -94.8
Hyun Jin Ryu 207.3 2.4 Pitcher 136 186 21.3
Brendan Rodgers 169.9 1.6 Hitter 247 187 -17.1
Dylan Bundy 498.5 1.3 Pitcher 301 188 310.5
Ramón Laureano 247.0 2.6 Hitter 114 189 58
Kyle Freeland 574.4 1.5 Pitcher 265 190 384.4
Max Fried 69.8 3.5 Pitcher 60 191 -121.2
Keegan Akin 600.0 1.0 Pitcher 367 192 408
Christian Yelich 97.2 2.9 Hitter 92 193 -95.8
Patrick Wisdom 358.3 1.2 Hitter 321 194 164.3
Chris Flexen 413.6 1.9 Pitcher 197 195 218.6
LaMonte Wade Jr. 343.8 1.0 Hitter 368 196 147.8
Casey Mize 279.4 1.7 Pitcher 227 197 82.4
Amed Rosario 170.7 2.0 Hitter 181 198 -27.3
Ranger Suárez 179.3 2.4 Pitcher 137 199 -19.7
Jorge Soler 192.2 1.7 Hitter 228 200 -7.8
Josh Donaldson 187.1 3.3 Hitter 72 201 -13.9
Joe Musgrove 70.6 3.2 Pitcher 79 202 -131.4
Willson Contreras 109.9 2.7 Hitter 108 203 -93.1
Spencer Howard 575.8 0.9 Pitcher 386 204 371.8
Andrew McCutchen 348.9 0.9 Hitter 387 205 143.9
Reid Detmers 427.4 1.1 Pitcher 342 206 221.4
Trey Mancini 205.0 1.4 Hitter 285 207 -2
Adam Frazier 400.3 2.0 Hitter 182 208 192.3
Bobby Dalbec 229.2 1.6 Hitter 248 209 20.2
Adam Duvall 212.8 1.7 Hitter 229 210 2.8
Drew Rasmussen 282.4 1.6 Pitcher 249 211 71.4
Eloy Jiménez 65.1 2.2 Hitter 159 212 -146.9
Brandon Nimmo 324.3 3.2 Hitter 80 213 111.3
Adalberto Mondesi 57.3 2.0 Hitter 183 214 -156.7
Antonio Senzatela 585.0 2.0 Pitcher 184 215 370
Taylor Hearn 591.2 0.7 Pitcher 442 216 375.2
Eddie Rosario 181.7 0.9 Hitter 388 217 -35.3
Dallas Keuchel 567.3 1.2 Pitcher 322 218 349.3
Wil Myers 288.9 1.0 Hitter 369 219 69.9
Austin Gomber 551.9 1.2 Pitcher 323 220 331.9
Pablo López 140.6 2.7 Pitcher 109 221 -80.4
Rafael Ortega 337.3 1.3 Hitter 302 222 115.3
Max Scherzer 19.7 3.8 Pitcher 45 223 -203.3
Seth Brown 502.2 0.6 Hitter 472 224 278.2
Jordan Lyles 578.9 0.6 Pitcher 473 225 353.9
Ryan Yarbrough 541.5 1.4 Pitcher 286 226 315.5
Nicky Lopez 250.4 1.8 Hitter 211 227 23.4
Cal Quantrill 267.3 1.7 Pitcher 230 228 39.3
Merrill Kelly 526.0 1.7 Pitcher 231 229 297
José Suarez 535.1 1.3 Pitcher 303 230 305.1
Fernando Tatis Jr. 27.5 3.4 Hitter 64 231 -203.5
Tony Kemp 459.8 1.6 Hitter 250 232 227.8
Matt Chapman 181.5 3.6 Hitter 54 233 -51.5
Carlos Carrasco 284.6 1.3 Pitcher 304 234 50.6
Jo Adell 228.4 0.6 Hitter 474 235 -6.6
Zack Wheeler 31.0 4.4 Pitcher 28 236 -205
Josh Rojas 247.6 1.5 Hitter 266 237 10.6
Alex Wood 219.9 1.7 Pitcher 232 238 -18.1
Vladimir Gutierrez 585.4 0.2 Pitcher 665 239 346.4
Carlos Rodón 110.2 2.9 Pitcher 93 240 -129.8
Eric Lauer 306.3 1.4 Pitcher 287 241 65.3
Miguel Rojas 475.9 2.3 Hitter 149 242 233.9
Chris Bassitt 128.5 2.4 Pitcher 138 243 -114.5
Aaron Ashby 264.1 1.5 Pitcher 267 244 20.1
Lance Lynn 70.0 3.4 Pitcher 65 245 -175
Alex Cobb 242.9 1.9 Pitcher 198 246 -3.1
Tony Gonsolin 300.6 0.9 Pitcher 389 247 53.6
Michael Brantley 251.4 2.0 Hitter 185 248 3.4
Elieser Hernandez 339.6 1.0 Pitcher 370 249 90.6
José Urquidy 212.1 2.0 Pitcher 186 250 -37.9
James Kaprielian 448.3 1.1 Pitcher 343 251 197.3
J.P. Crawford 452.2 2.5 Hitter 123 252 200.2
Joey Wendle 403.7 1.3 Hitter 305 253 150.7
Gavin Sheets 525.8 0.8 Hitter 416 254 271.8
Jesús Aguilar 300.5 1.2 Hitter 324 255 45.5
Daulton Varsho 93.3 2.1 Hitter 168 256 -162.7
Wil Crowe 600.8 0.1 Pitcher 741 257 343.8
Wade Miley 502.0 1.2 Pitcher 325 258 244
Chris Sale 85.9 1.9 Pitcher 199 259 -173.1
Ke'Bryan Hayes 142.6 3.3 Hitter 73 260 -117.4
Charlie Morton 94.3 2.9 Pitcher 94 261 -166.7
Bryse Wilson 600.5 0.5 Pitcher 514 262 338.5
Zack Greinke 312.8 1.6 Pitcher 251 263 49.8
Marco Gonzales 319.6 1.7 Pitcher 233 264 55.6
Chris Paddack 436.8 1.2 Pitcher 326 265 171.8
Zach Davies 595.9 0.2 Pitcher 666 266 329.9
Tyler Stephenson 138.3 2.9 Hitter 95 267 -128.7
Tommy Pham 274.8 1.9 Hitter 200 268 6.8
Eugenio Suárez 198.5 2.2 Hitter 160 269 -70.5
César Hernández 403.0 1.7 Hitter 234 270 133
Anthony Santander 298.7 1.3 Hitter 306 271 27.7
J.A. Happ 597.0 0.6 Pitcher 475 272 325
DJ LeMahieu 119.2 2.4 Hitter 139 273 -153.8
Mike Zunino 253.5 2.0 Hitter 187 274 -20.5
Erick Fedde 589.7 0.6 Pitcher 476 275 314.7
Daniel Bard 579.3 0.4 Pitcher 552 276 303.3
Marcus Stroman 187.5 2.6 Pitcher 115 277 -89.5
Zach Eflin 485.0 1.9 Pitcher 201 278 207
Tylor Megill 334.2 1.1 Pitcher 344 279 55.2
Martín Pérez 598.8 0.8 Pitcher 417 280 318.8
Alex Kirilloff 177.6 1.5 Hitter 268 281 -103.4
Lorenzo Cain 451.3 1.5 Hitter 269 282 169.3
Jack Flaherty 115.4 1.6 Pitcher 252 283 -167.6
Michael Wacha 549.7 0.9 Pitcher 390 284 265.7
Michael Conforto 207.5 2.7 Hitter 110 285 -77.5
Adam Ottavino 598.1 0.2 Pitcher 667 286 312.1
Alec Mills 594.1 0.6 Pitcher 477 287 307.1
Evan Longoria 455.5 1.5 Hitter 270 288 167.5
Isiah Kiner-Falefa 296.8 1.6 Hitter 253 289 7.8
Jonathan Villar 253.1 1.1 Hitter 345 290 -36.9
Daniel Lynch 559.5 0.7 Pitcher 443 291 268.5
Mitch Garver 166.1 2.4 Hitter 140 292 -125.9
Anthony DeSclafani 212.6 1.8 Pitcher 212 293 -80.4
Jameson Taillon 299.6 2.1 Pitcher 169 294 5.6
Corey Kluber 324.4 1.1 Pitcher 346 295 29.4
Luke Weaver 514.4 1.1 Pitcher 347 296 218.4
Raimel Tapia 273.9 0.1 Hitter 742 297 -23.1
Garrett Whitlock 239.2 1.2 Pitcher 327 298 -58.8
Andrew Vaughn 250.3 1.2 Hitter 328 299 -48.7
Jake Meyers 593.2 1.1 Hitter 348 300 293.2
José Alvarado 587.6 0.5 Pitcher 515 301 286.6
Myles Straw 127.0 2.3 Hitter 150 302 -175
Eric Hosmer 470.1 0.4 Hitter 553 303 167.1
Randal Grichuk 419.6 0.6 Hitter 478 304 115.6
John Means 217.1 2.7 Pitcher 111 305 -87.9
Tanner Rainey 371.9 0.2 Pitcher 668 306 65.9
Gregory Soto 194.3 0.5 Pitcher 516 307 -112.7
Drew Smyly 577.4 0.6 Pitcher 479 308 269.4
Gleyber Torres 154.9 2.5 Hitter 124 309 -154.1
Luke Voit 253.5 1.3 Hitter 307 310 -56.5
Brad Miller 551.8 1.4 Hitter 288 311 240.8
Héctor Neris 493.9 0.4 Pitcher 554 312 181.9
Glenn Otto 582.9 0.9 Pitcher 391 313 269.9
Taijuan Walker 414.5 0.6 Pitcher 480 314 100.5
Wilmer Flores 472.5 1.2 Hitter 329 315 157.5
Connor Joe 341.2 0.8 Hitter 418 316 25.2
Yandy Díaz 464.5 1.6 Hitter 254 317 147.5
James Karinchak 468.6 0.7 Pitcher 444 318 150.6
Nick Madrigal 342.1 1.8 Hitter 213 319 23.1
Randy Dobnak 600.4 0.8 Pitcher 419 320 280.4
Madison Bumgarner 507.1 1.1 Pitcher 349 321 186.1
Nestor Cortes 333.1 1.4 Pitcher 289 322 11.1
Pavin Smith 476.9 0.6 Hitter 481 323 153.9
Jacob deGrom 19.7 5.1 Pitcher 11 324 -304.3
Adrian Houser 465.0 1.4 Pitcher 290 325 140
Odúbel Herrera 583.2 1.1 Hitter 350 326 257.2
Ramón Urías 529.7 1.6 Hitter 255 327 202.7
Paul DeJong 491.4 2.1 Hitter 170 328 163.4
Kyle Finnegan 351.5 0.2 Pitcher 669 329 22.5
David Peralta 518.1 1.1 Hitter 351 330 188.1
Lane Thomas 269.2 1.1 Hitter 352 331 -61.8
Sam Hilliard 477.8 0.5 Hitter 517 332 145.8
Edward Cabrera 523.6 0.6 Pitcher 482 333 190.6
Paul Sewald 289.0 0.5 Pitcher 518 334 -45
Chad Green 403.2 1.0 Pitcher 371 335 68.2
Manuel Margot 416.6 1.1 Hitter 353 336 80.6
Joc Pederson 480.8 0.8 Hitter 420 337 143.8
Devin Williams 287.1 1.1 Pitcher 354 338 -50.9
Luis Arraez 351.3 1.5 Hitter 271 339 12.3
Adam Engel 597.3 0.6 Hitter 483 340 257.3
Scott Barlow 159.3 0.9 Pitcher 392 341 -181.7
Clayton Kershaw 149.4 2.5 Pitcher 125 342 -192.6
Pete Fairbanks 517.3 0.6 Pitcher 484 343 174.3
Bobby Bradley 491.0 0.5 Hitter 519 344 147
Josh Harrison 412.3 1.1 Hitter 355 345 67.3
Jake Diekman 585.9 0.5 Pitcher 520 346 239.9
Amir Garrett 586.6 0.2 Pitcher 670 347 239.6
Carlos Estévez 528.6 0.2 Pitcher 671 348 180.6
Alcides Escobar 586.4 0.2 Hitter 672 349 237.4
Darin Ruf 454.5 0.9 Hitter 393 350 104.5
José Iglesias 547.7 1.2 Hitter 330 351 196.7
Phil Maton 600.4 0.4 Pitcher 555 352 248.4
Stephen Strasburg 294.0 1.3 Pitcher 308 353 -59
Garrett Cooper 527.1 1.0 Hitter 372 354 173.1
Tanner Scott 599.0 0.7 Pitcher 445 355 244
Lucas Sims 243.6 0.7 Pitcher 446 356 -112.4
Jarred Kelenic 141.5 1.5 Hitter 272 357 -215.5
Tyler Alexander 586.8 0.8 Pitcher 421 358 228.8
Trevor May 565.3 0.4 Pitcher 556 359 206.3
David Fletcher 417.0 1.3 Hitter 309 360 57
Keibert Ruiz 145.4 2.2 Hitter 161 361 -215.6
Ryne Stanek 598.8 0.2 Pitcher 673 362 236.8
Alex Colomé 378.0 0.1 Pitcher 743 363 15
Adam Wainwright 194.7 2.1 Pitcher 171 364 -169.3
Kyle Funkhouser 999.0 0.1 Pitcher 744 365 634
A.J. Alexy 596.2 0.6 Pitcher 485 366 230.2
Aroldis Chapman 83.3 0.9 Pitcher 394 367 -283.7
Justin Steele 598.7 0.4 Pitcher 557 368 230.7
Ben Gamel 579.0 0.9 Hitter 395 369 210
Aaron Bummer 595.4 1.0 Pitcher 373 370 225.4
Josh Fleming 600.8 0.5 Pitcher 521 371 229.8
Brad Boxberger 588.3 0.2 Pitcher 674 372 216.3
Jeff McNeil 323.0 1.9 Hitter 202 373 -50
Kyle Farmer 528.0 1.1 Hitter 356 374 154
Kyle Lewis 399.0 1.5 Hitter 273 375 24
Ji-Man Choi 577.3 0.7 Hitter 447 376 201.3
Mychal Givens 549.7 0.1 Pitcher 745 377 172.7
Zach Thompson 546.8 1.0 Pitcher 374 378 168.8
Bryan Shaw 597.8 -0.1 Pitcher 971 379 218.8
Hansel Robles 596.0 -0.1 Pitcher 972 380 216
Anthony Rendon 110.2 4.3 Hitter 31 381 -270.8
Blake Treinen 147.6 0.8 Pitcher 422 382 -234.4
Tyrone Taylor 526.6 1.1 Hitter 357 383 143.6
Chas McCormick 495.8 1.1 Hitter 358 384 111.8
Mike Mayers 594.7 0.5 Pitcher 522 385 209.7
Michael A. Taylor 516.5 1.2 Hitter 331 386 130.5
Chris Stratton 519.4 0.3 Pitcher 612 387 132.4
Giovanny Gallegos 113.5 1.0 Pitcher 375 388 -274.5
Brian Anderson 495.9 1.8 Hitter 214 389 106.9
Elias Díaz 229.7 1.3 Hitter 310 390 -160.3
Miles Mikolas 512.8 1.6 Pitcher 256 391 121.8
Brent Suter 587.6 0.4 Pitcher 558 392 195.6
Garrett Crochet 549.8 0.9 Pitcher 396 393 156.8
Rich Hill 477.4 0.7 Pitcher 448 394 83.4
Dillon Peters 600.7 0.0 Pitcher 843 395 205.7
Joe Jiménez 999.0 0.2 Pitcher 675 396 603
Lou Trivino 237.2 0.2 Pitcher 676 397 -159.8
Jake Fraley 547.6 0.9 Hitter 397 398 149.6
Domingo Germán 494.6 1.1 Pitcher 359 399 95.6
Daniel Norris 999.0 0.1 Pitcher 746 400 599
Génesis Cabrera 596.6 0.6 Pitcher 486 401 195.6
Tyler Wells 454.6 0.9 Pitcher 398 402 52.6
Max Stassi 300.6 1.8 Hitter 215 403 -102.4
David Peterson 595.2 0.7 Pitcher 449 404 191.2
Heath Hembree 600.8 0.2 Pitcher 677 405 195.8
Joely Rodríguez 600.9 0.5 Pitcher 523 406 194.9
Tyler Anderson 564.5 0.7 Pitcher 450 407 157.5
Matt Barnes 245.2 0.8 Pitcher 423 408 -162.8
Gio Urshela 306.8 1.3 Hitter 311 409 -102.2
Kevin Kiermaier 588.0 1.2 Hitter 332 410 178
Jonathan Loáisiga 393.7 1.0 Pitcher 376 411 -17.3
Johnny Cueto 585.8 0.3 Pitcher 613 412 173.8
Seth Lugo 598.1 0.5 Pitcher 524 413 185.1
Yimi García 581.1 0.2 Pitcher 678 414 167.1
Alec Bohm 311.6 1.4 Hitter 291 415 -103.4
José Cisnero 999.0 0.3 Pitcher 614 416 583
Austin Voth 600.4 0.0 Pitcher 844 417 183.4
Hunter Dozier 443.8 0.6 Hitter 487 418 25.8
Michael Fulmer 347.0 0.6 Pitcher 488 419 -72
Rowan Wick 302.0 0.4 Pitcher 559 420 -118
Camilo Doval 159.8 0.5 Pitcher 525 421 -261.2
Chad Pinder 570.3 0.6 Hitter 489 422 148.3
Cole Sulser 427.2 0.7 Pitcher 451 423 4.2
Eric Haase 302.9 0.7 Hitter 452 424 -121.1
Justus Sheffield 599.5 0.4 Pitcher 560 425 174.5
J.B. Wendelken 600.1 0.2 Pitcher 679 426 174.1
Jordan Romano 88.3 0.8 Pitcher 424 427 -338.7
David Price 581.5 0.5 Pitcher 526 428 153.5
Leury García 536.2 0.7 Hitter 453 429 107.2
Carlos Santana 511.8 0.7 Hitter 454 430 81.8
Matt Wisler 599.6 0.4 Pitcher 561 431 168.6
Carson Kelly 280.7 2.0 Hitter 188 432 -151.3
Diego Castillo 409.2 0.6 Pitcher 490 433 -23.8
Danny Jansen 403.1 1.9 Hitter 203 434 -30.9
Justin Dunn 577.6 0.6 Pitcher 491 435 142.6
Hirokazu Sawamura 589.6 0.0 Pitcher 845 436 153.6
Christian Walker 506.6 0.7 Hitter 455 437 69.6
Gavin Lux 266.4 1.5 Hitter 274 438 -171.6
Steven Duggar 597.8 0.7 Hitter 456 439 158.8
Brad Hand 520.0 0.2 Pitcher 680 440 80
Yadiel Hernandez 583.5 0.1 Hitter 747 441 142.5
Marcell Ozuna 174.3 2.2 Hitter 162 442 -267.7
Emilio Pagán 551.7 0.1 Pitcher 748 443 108.7
Jaime Barría 999.0 0.5 Pitcher 527 444 555
Anthony Banda 999.0 -0.1 Pitcher 973 445 554
Anthony Bender 412.8 0.7 Pitcher 457 446 -33.2
Rowdy Tellez 342.4 0.8 Hitter 425 447 -104.6
Edwin Díaz 63.5 1.1 Pitcher 360 448 -384.5
Michael Pineda 465.2 1.4 Pitcher 292 449 16.2
Tyler Rogers 534.3 0.5 Pitcher 528 450 84.3
Sam Hentges 999.0 0.3 Pitcher 615 451 548
Jeurys Familia 597.5 0.3 Pitcher 616 452 145.5
Griffin Canning 594.2 0.5 Pitcher 529 453 141.2
Lance McCullers Jr. 260.0 1.7 Pitcher 235 454 -194
Daniel Hudson 550.2 0.5 Pitcher 530 455 95.2
Clay Holmes 600.3 0.6 Pitcher 492 456 144.3
Andrew Wantz 999.0 0.4 Pitcher 562 457 542
Taylor Rogers 172.5 1.1 Pitcher 361 458 -285.5
Caleb Smith 592.3 0.0 Pitcher 846 459 133.3
Jorge Alcala 459.0 0.6 Pitcher 493 460 -1
Abraham Toro 323.7 1.4 Hitter 293 461 -137.3
Luis Gil 525.9 0.8 Pitcher 426 462 63.9
Dylan Floro 221.3 0.4 Pitcher 563 463 -241.7
Sean Murphy 252.4 2.5 Hitter 126 464 -211.6
Josh Staumont 505.8 0.4 Pitcher 564 465 40.8
Spencer Patton 599.0 0.1 Pitcher 749 466 133
Tyler Duffey 577.8 0.4 Pitcher 565 467 110.8
Jake Brentz 600.8 0.3 Pitcher 617 468 132.8
Edmundo Sosa 501.9 1.5 Hitter 275 469 32.9
Josh Sborz 600.9 0.3 Pitcher 618 470 130.9
Raisel Iglesias 47.6 1.0 Pitcher 377 471 -423.4
Chad Kuhl 600.7 0.2 Pitcher 681 472 128.7
Andy Ibáñez 563.1 1.5 Hitter 276 473 90.1
Ryan Pressly 64.3 1.0 Pitcher 378 474 -409.7
J.P. Feyereisen 597.6 0.0 Pitcher 847 475 122.6
Gary Sánchez 245.3 1.3 Hitter 312 476 -230.7
Keegan Thompson 999.0 0.0 Pitcher 848 477 522
Miguel Cabrera 539.9 -0.4 Hitter 1032 478 61.9
Tommy La Stella 561.3 1.2 Hitter 333 479 82.3
Justin Upton 565.1 0.3 Hitter 619 480 85.1
J.C. Mejía 999.0 0.1 Pitcher 750 481 518
Andrés Giménez 282.5 1.7 Hitter 236 482 -199.5
Liam Hendriks 32.0 1.6 Pitcher 257 483 -451
Sam Howard 999.0 0.3 Pitcher 620 484 515
Robert Stephenson 590.5 0.0 Pitcher 849 485 105.5
Yoshi Tsutsugo 431.9 0.3 Hitter 621 486 -54.1
Tim Mayza 599.3 0.6 Pitcher 494 487 112.3
Kyle Isbel 542.5 0.6 Hitter 495 488 54.5
Jordan Luplow 600.6 0.8 Hitter 427 489 111.6
José Ureña 999.0 0.0 Pitcher 850 490 509
Craig Kimbrel 164.4 0.7 Pitcher 458 491 -326.6
Cody Bellinger 98.9 3.1 Hitter 86 492 -393.1
Brandon Marsh 418.4 1.2 Hitter 334 493 -74.6
Jeff Hoffman 999.0 0.0 Pitcher 851 494 505
Garrett Richards 598.7 0.4 Pitcher 566 495 103.7
Austin Slater 575.2 1.0 Hitter 379 496 79.2
Anthony Misiewicz 999.0 0.3 Pitcher 622 497 502
Christian Vázquez 201.1 1.7 Hitter 237 498 -296.9
Tony Santillan 600.3 0.4 Pitcher 567 499 101.3
Brusdar Graterol 567.4 0.7 Pitcher 459 500 67.4
Andrew Kittredge 257.6 0.8 Pitcher 428 501 -243.4
A.J. Minter 596.5 0.5 Pitcher 531 502 94.5
Trevor Stephan 999.0 0.1 Pitcher 751 503 496
Garrett Hampson 299.6 0.3 Hitter 623 504 -204.4
Ryan Helsley 600.2 0.1 Pitcher 752 505 95.2
Ryan Tepera 581.3 0.4 Pitcher 568 506 75.3
David Bednar 190.8 0.9 Pitcher 399 507 -316.2
Jackson Kowar 594.6 0.5 Pitcher 532 508 86.6
Dean Kremer 999.0 0.6 Pitcher 496 509 490
Jake Odorizzi 533.5 0.8 Pitcher 429 510 23.5
Patrick Murphy 999.0 0.4 Pitcher 569 511 488
Nick Solak 494.8 0.7 Hitter 460 512 -17.2
Yusmeiro Petit 601.0 -0.3 Pitcher 1029 513 88
Sergio Romo 600.5 0.0 Pitcher 852 514 86.5
Jurickson Profar 540.1 0.3 Hitter 624 515 25.1
Tyler Kinley 999.0 0.0 Pitcher 853 516 483
Bradley Zimmer 505.3 0.7 Hitter 461 517 -11.7
Kendall Graveman 531.0 0.4 Pitcher 570 518 13
Griffin Jax 600.8 0.1 Pitcher 753 519 81.8
Trevor Richards 600.5 0.4 Pitcher 571 520 80.5
Rafael Dolis 999.0 0.0 Pitcher 854 521 478
Alejandro Kirk 237.1 1.7 Hitter 238 522 -284.9
Kevin Pillar 590.7 0.4 Hitter 572 523 67.7
Sam Coonrod 600.9 0.4 Pitcher 573 524 76.9
Emmanuel Clase 57.5 1.3 Pitcher 313 525 -467.5
Caleb Thielbar 999.0 0.6 Pitcher 497 526 473
Dinelson Lamet 400.5 0.9 Pitcher 400 527 -126.5
Anthony Alford 555.4 0.0 Hitter 855 528 27.4
Tyler Matzek 573.2 0.7 Pitcher 462 529 44.2
Corey Knebel 151.3 0.6 Pitcher 498 530 -378.7
Bryan De La Cruz 534.7 0.9 Hitter 401 531 3.7
Yadier Molina 322.4 1.2 Hitter 335 532 -209.6
Kole Calhoun 522.9 1.1 Hitter 362 533 -10.1
Josh Taylor 999.0 0.5 Pitcher 533 534 465
Colin Moran 582.8 -0.1 Hitter 974 535 47.8
Paolo Espino 599.2 0.2 Pitcher 682 536 63.2
Nick Wittgren 999.0 0.1 Pitcher 754 537 462
Nick Ahmed 581.5 1.1 Hitter 363 538 43.5
Tim Hill 999.0 0.3 Pitcher 625 539 460
Wandy Peralta 999.0 0.2 Pitcher 683 540 459
Will Smith 120.8 0.5 Pitcher 534 541 -420.2
Anthony Bass 600.9 0.1 Pitcher 755 542 58.9
Alex Vesia 600.0 0.3 Pitcher 626 543 57
Josh Hader 30.5 1.3 Pitcher 314 544 -513.5
Archie Bradley 600.7 0.2 Pitcher 684 545 55.7
Cavan Biggio 319.3 1.4 Hitter 294 546 -226.7
Jed Lowrie 597.2 0.8 Hitter 430 547 50.2
Eli Morgan 600.5 0.2 Pitcher 685 548 52.5
JT Chargois 600.3 0.3 Pitcher 627 549 51.3
Pierce Johnson 433.3 0.6 Pitcher 499 550 -116.7
Duane Underwood Jr. 999.0 0.1 Pitcher 756 551 448
Ross Stripling 583.7 0.4 Pitcher 574 552 31.7
Lars Nootbaar 572.6 0.2 Hitter 686 553 19.6
Ha-Seong Kim 349.8 1.5 Hitter 277 554 -204.2
Brooks Raley 600.9 0.3 Pitcher 628 555 45.9
Miguel Castro 600.9 0.1 Pitcher 757 556 44.9
Lucas Gilbreath 596.4 0.0 Pitcher 856 557 39.4
Didi Gregorius 513.0 0.9 Hitter 402 558 -45
José Quijada 999.0 0.5 Pitcher 535 559 440
Nick Senzel 422.0 1.0 Hitter 380 560 -138
Willie Calhoun 451.5 0.2 Hitter 687 561 -109.5
Connor Brogdon 600.4 0.4 Pitcher 575 562 38.4
Nick Sandlin 599.8 0.6 Pitcher 500 563 36.8
Jhoulys Chacín 999.0 -0.4 Pitcher 1033 564 435
Corey Dickerson 581.1 0.1 Hitter 758 565 16.1
Jorge López 599.9 0.4 Pitcher 576 566 33.9
Dillon Tate 600.9 0.4 Pitcher 577 567 33.9
Jake Cousins 600.1 0.5 Pitcher 536 568 32.1
J.D. Davis 511.6 0.9 Hitter 403 569 -57.4
Jacob Stallings 421.9 2.2 Hitter 163 570 -148.1
Luke Jackson 598.1 0.4 Pitcher 578 571 27.1
Adbert Alzolay 444.0 0.7 Pitcher 463 572 -128
Kenley Jansen 90.0 0.6 Pitcher 501 573 -483
Luis García 556.8 0.7 Hitter 464 574 -17.2
Jarlín García 600.8 0.1 Pitcher 759 575 25.8
Santiago Espinal 557.5 0.7 Hitter 465 576 -18.5
Omar Narváez 251.8 1.7 Hitter 239 577 -325.2
Darwinzon Hernandez 999.0 0.2 Pitcher 688 578 421
Yan Gomes 442.1 1.5 Hitter 278 579 -136.9
Trevor Williams 601.0 0.2 Pitcher 689 580 21
Rafael Montero 999.0 0.1 Pitcher 760 581 418
Drew Steckenrider 401.5 0.3 Pitcher 629 582 -180.5
Austin Warren 999.0 0.5 Pitcher 537 583 416
Dominic Smith 456.4 0.5 Hitter 538 584 -127.6
Matthew Boyd 591.0 1.0 Pitcher 381 585 6
Collin McHugh 545.5 0.6 Pitcher 502 586 -40.5
Michael Chavis 569.3 0.0 Hitter 857 587 -17.7
Josh Naylor 587.4 0.5 Hitter 539 588 -0.6
Rougned Odor 504.9 0.6 Hitter 503 589 -84.1
John King 999.0 0.5 Pitcher 540 590 409
Vince Velasquez 599.4 0.3 Pitcher 630 591 8.4
Aristides Aquino 585.4 0.4 Hitter 579 592 -6.6
Alex Lange 999.0 0.1 Pitcher 761 593 406
Justin Wilson 999.0 0.1 Pitcher 762 594 405
Mark Melancon 131.8 0.4 Pitcher 580 595 -463.2
Elvis Andrus 566.4 0.9 Hitter 404 596 -29.6
Tyler Gilbert 599.9 0.4 Pitcher 581 597 2.9
Zach Pop 999.0 0.2 Pitcher 690 598 401
Sean Doolittle 598.5 0.1 Pitcher 763 599 -0.5
Nico Hoerner 506.9 1.4 Hitter 295 600 -93.1
Thairo Estrada 600.3 0.8 Hitter 431 601 -0.7
Bailey Falter 599.8 0.5 Pitcher 541 602 -2.2
Jorge Mateo 472.9 0.5 Hitter 542 603 -130.1
Ryan Jeffers 480.5 1.6 Hitter 258 604 -123.5
Zack Littell 599.3 0.1 Pitcher 764 605 -5.7
Kyle Zimmer 999.0 -0.2 Pitcher 1011 606 393
Mike Moustakas 374.8 0.9 Hitter 405 607 -232.2
Steve Cishek 595.3 0.0 Pitcher 858 608 -12.7
Ian Kennedy 409.8 -0.1 Pitcher 975 609 -199.2
Jake McCarthy 600.8 0.0 Hitter 859 610 -9.2
Jake Woodford 599.5 0.0 Pitcher 860 611 -11.5
Kwang Hyun Kim 593.0 0.3 Pitcher 631 612 -19
Joe Smith 999.0 0.1 Pitcher 765 613 386
Ryan Hendrix 999.0 0.0 Pitcher 861 614 385
Travis d'Arnaud 224.4 1.4 Hitter 296 615 -390.6
Cionel Pérez 999.0 0.5 Pitcher 543 616 383
Jeffrey Springs 999.0 0.3 Pitcher 632 617 382
Brett Martin 999.0 0.4 Pitcher 582 618 381
Max Kranick 999.0 0.3 Pitcher 633 619 380
Jakob Junis 600.1 0.2 Pitcher 691 620 -19.9
Austin Nola 377.8 1.5 Hitter 279 621 -243.2
Oscar Mercado 593.3 0.7 Hitter 466 622 -28.7
Adam Morgan 999.0 0.1 Pitcher 766 623 376
Ryan Thompson 999.0 0.3 Pitcher 634 624 375
Taylor Widener 600.5 0.0 Pitcher 862 625 -24.5
Jake McGee 251.1 0.4 Pitcher 583 626 -374.9
Andrew Chafin 587.9 0.6 Pitcher 504 627 -39.1
Blake Taylor 999.0 0.2 Pitcher 692 628 371
Dominic Leone 600.8 0.1 Pitcher 767 629 -28.2
Phil Bickford 600.9 0.4 Pitcher 584 630 -29.1
Johan Oviedo 999.0 0.2 Pitcher 693 631 368
Chris Martin 600.3 0.4 Pitcher 585 632 -31.7
Luis Torrens 446.4 0.7 Hitter 467 633 -186.6
Victor Reyes 592.8 0.4 Hitter 586 634 -41.2
Dennis Santana 999.0 0.0 Pitcher 863 635 364
Craig Stammen 599.4 0.4 Pitcher 587 636 -36.6
Aledmys Díaz 573.3 0.9 Hitter 406 637 -63.7
Niko Goodrum 571.4 0.7 Hitter 468 638 -66.6
Tony Watson 999.0 0.0 Pitcher 864 639 360
Taylor Clarke 999.0 0.0 Pitcher 865 640 359
Alex Dickerson 597.9 0.2 Hitter 694 641 -43.1
Luis Cessa 588.8 0.3 Pitcher 635 642 -53.2
Austin Adams 600.0 0.4 Pitcher 588 643 -43
Joe Barlow 216.1 0.2 Pitcher 695 644 -427.9
Brett Anderson 600.9 0.6 Pitcher 505 645 -44.1
Joe Kelly 600.4 0.4 Pitcher 589 646 -45.6
Reynaldo López 557.4 0.4 Pitcher 590 647 -89.6
Sean Newcomb 600.1 0.1 Pitcher 768 648 -47.9
Austin Davis 999.0 0.2 Pitcher 696 649 350
Francisco Mejía 492.9 1.3 Hitter 315 650 -157.1
Mike Foltynewicz 600.4 -0.1 Pitcher 976 651 -50.6
Sammy Long 596.1 0.3 Pitcher 636 652 -55.9
Deolis Guerra 599.9 0.2 Pitcher 697 653 -53.1
Albert Abreu 999.0 -0.1 Pitcher 977 654 345
Josh Tomlin 999.0 -0.3 Pitcher 1030 655 344
Aaron Loup 594.4 0.4 Pitcher 591 656 -61.6
Bryan Garcia 999.0 -0.2 Pitcher 1012 657 342
James McCann 351.5 1.4 Hitter 297 658 -306.5
Joe Mantiply 999.0 0.2 Pitcher 698 659 340
Greg Holland 600.2 0.0 Pitcher 866 660 -59.8
Tucker Davidson 584.9 0.6 Pitcher 506 661 -76.1
Joe Ross 599.6 0.7 Pitcher 469 662 -62.4
Alex Reyes 395.7 0.2 Pitcher 699 663 -267.3
Aaron Hicks 524.7 1.6 Hitter 259 664 -139.3
Brett Phillips 590.7 0.3 Hitter 637 665 -74.3
Alexander Wells 999.0 0.4 Pitcher 592 666 333
Victor Robles 474.9 1.0 Hitter 382 667 -192.1
Brett Gardner 598.6 0.6 Hitter 507 668 -69.4
Wander Suero 999.0 0.2 Pitcher 700 669 330
Demarcus Evans 600.6 0.0 Pitcher 867 670 -69.4
Tyler Wade 505.0 0.4 Hitter 593 671 -166
Michael King 600.5 0.5 Pitcher 544 672 -71.5
Daniel Vogelbach 586.6 0.6 Hitter 508 673 -86.4
Richard Rodríguez 556.5 0.1 Pitcher 769 674 -117.5
Richard Bleier 600.7 0.5 Pitcher 545 675 -74.3
Ryan Weathers 600.8 0.3 Pitcher 638 676 -75.2
Yency Almonte 999.0 -0.2 Pitcher 1013 677 322
Stephen Piscotty 594.4 -0.2 Hitter 1014 678 -83.6
Donovan Solano 594.0 0.4 Hitter 594 679 -85
Roberto Pérez 545.7 1.3 Hitter 316 680 -134.3
Matt Harvey 999.0 0.3 Pitcher 639 681 318
Tucker Barnhart 471.5 1.3 Hitter 317 682 -210.5
Logan Allen 600.8 0.1 Pitcher 770 683 -82.2
Art Warren 482.3 0.8 Pitcher 432 684 -201.7
Ralph Garza Jr. 999.0 -0.1 Pitcher 978 685 314
Andrew Miller 999.0 -0.1 Pitcher 979 686 313
Jason Heyward 594.8 0.8 Hitter 433 687 -92.2
Kevin Newman 597.1 0.5 Hitter 546 688 -90.9
Brad Brach 999.0 0.0 Pitcher 868 689 310
Nick Mears 999.0 0.0 Pitcher 869 690 309
Sean Reid-Foley 999.0 0.0 Pitcher 870 691 308
Manny Piña 570.7 1.2 Hitter 336 692 -121.3
Domingo Tapia 999.0 0.0 Pitcher 871 693 306
Adam Cimber 600.6 0.3 Pitcher 640 694 -93.4
Sean Poppen 999.0 0.2 Pitcher 701 695 304
Jarren Duran 497.2 0.4 Hitter 595 696 -198.8
Kolby Allard 601.0 0.2 Pitcher 702 697 -96
Hunter Strickland 599.9 0.0 Pitcher 872 698 -98.1
Brandon Kintzler 999.0 0.0 Pitcher 873 699 300
Matt Shoemaker 999.0 0.0 Pitcher 874 700 299
Mitch Moreland 600.9 0.3 Hitter 641 701 -100.1
Ross Detwiler 999.0 0.0 Pitcher 875 702 297
Jorge Alfaro 454.9 0.0 Hitter 876 703 -248.1
Kyle Higashioka 555.9 1.0 Hitter 383 704 -148.1
Steven Brault 600.9 0.0 Pitcher 877 705 -104.1
Steven Okert 999.0 0.3 Pitcher 642 706 293
Matt Vierling 578.6 0.5 Hitter 547 707 -128.4
Josh Rogers 600.8 -0.1 Pitcher 980 708 -107.2
DJ Stewart 600.3 0.5 Hitter 548 709 -108.7
Noé Ramirez 600.9 0.1 Pitcher 771 710 -109.1
Jesse Chavez 999.0 0.1 Pitcher 772 711 288
Wily Peralta 600.8 0.1 Pitcher 773 712 -111.2
Yu Chang 596.6 0.4 Hitter 596 713 -116.4
Tyler Clippard 600.8 -0.2 Pitcher 1015 714 -113.2
Jacob Webb 999.0 0.0 Pitcher 878 715 284
Drew Smith 999.0 0.1 Pitcher 774 716 283
Chi Chi González 999.0 0.1 Pitcher 775 717 282
Erik Swanson 600.1 0.3 Pitcher 643 718 -117.9
Packy Naughton 999.0 0.3 Pitcher 644 719 280
Cole Tucker 586.6 0.4 Hitter 597 720 -133.4
Andres Machado 999.0 -0.1 Pitcher 981 721 278
Derek Holland 999.0 -0.1 Pitcher 982 722 277
Jay Jackson 999.0 0.2 Pitcher 703 723 276
Jace Peterson 579.4 0.2 Hitter 704 724 -144.6
T.J. McFarland 999.0 0.1 Pitcher 776 725 274
Mitch White 562.7 0.3 Pitcher 645 726 -163.3
Dom Nuñez 586.9 0.5 Hitter 549 727 -140.1
Buck Farmer 999.0 -0.2 Pitcher 1016 728 271
Matt Beaty 591.6 0.2 Hitter 705 729 -137.4
Josh VanMeter 597.6 0.4 Hitter 598 730 -132.4
Pedro Severino 522.6 0.9 Hitter 407 731 -208.4
Blake Parker 999.0 0.1 Pitcher 777 732 267
Matt Duffy 586.2 0.5 Hitter 550 733 -146.8
Junior Guerra 999.0 0.0 Pitcher 879 734 265
Touki Toussaint 598.6 0.1 Pitcher 778 735 -136.4
Ryan Borucki 999.0 0.2 Pitcher 706 736 263
Trevor Larnach 565.1 0.1 Hitter 779 737 -171.9
Martín Maldonado 562.4 1.2 Hitter 337 738 -175.6
Trevor Bauer 208.4 1.0 Pitcher 384 739 -530.6
Jharel Cotton 600.8 0.1 Pitcher 780 740 -139.2
Brent Rooker 597.9 0.3 Hitter 646 741 -143.1
Kodi Whitley 999.0 0.2 Pitcher 707 742 257
Bryan Abreu 999.0 0.1 Pitcher 781 743 256
Charlie Barnes 999.0 0.2 Pitcher 708 744 255
Michael Rucker 999.0 0.0 Pitcher 880 745 254
Ben Bowden 999.0 0.1 Pitcher 782 746 253
Kyle Muller 590.8 0.3 Pitcher 647 747 -156.2
Lewin Díaz 585.3 0.3 Hitter 648 748 -162.7
Nabil Crismatt 999.0 0.1 Pitcher 783 749 250
Clint Frazier 472.5 0.3 Hitter 649 750 -277.5
Brandon Bielak 999.0 0.1 Pitcher 784 751 248
Austin Hedges 587.0 0.5 Hitter 551 752 -165
Cody Ponce 999.0 0.2 Pitcher 709 753 246
Mason Thompson 999.0 0.0 Pitcher 881 754 245
Mike Brosseau 597.1 0.4 Hitter 599 755 -157.9
Carter Kieboom 539.8 0.8 Hitter 434 756 -216.2
Taylor Walls 587.7 1.1 Hitter 364 757 -169.3
Trevor Cahill 999.0 0.2 Pitcher 710 758 241
Albert Pujols 597.5 -0.3 Hitter 1031 759 -161.5
Alex Claudio 999.0 0.0 Pitcher 882 760 239
Tom Murphy 539.9 1.2 Hitter 338 761 -221.1
Carlos Martínez 596.0 0.0 Pitcher 883 762 -166
Ryan Burr 999.0 0.0 Pitcher 884 763 236
Paul Campbell 999.0 -0.1 Pitcher 983 764 235
Brandon Workman 999.0 -0.2 Pitcher 1017 765 234
Jake Arrieta 999.0 0.0 Pitcher 885 766 233
Asdrúbal Cabrera 599.6 0.0 Hitter 886 767 -167.4
Brian Goodwin 600.6 0.1 Hitter 785 768 -167.4
Robinson Chirinos 595.5 0.6 Hitter 509 769 -173.5
Joel Payamps 999.0 0.3 Pitcher 650 770 229
Trent Thornton 999.0 0.1 Pitcher 786 771 228
Jordan Holloway 999.0 -0.1 Pitcher 984 772 227
Max Schrock 599.8 0.0 Hitter 887 773 -173.2
Ehire Adrianza 999.0 0.1 Hitter 787 774 225
Juan Minaya 999.0 0.1 Pitcher 788 775 224
Casey Sadler 600.5 0.3 Pitcher 651 776 -175.5
Kyle McGowin 999.0 0.2 Pitcher 711 777 222
Jason Castro 599.2 0.8 Hitter 435 778 -178.8
Derek Hill 999.0 0.1 Hitter 789 779 220
Matt Foster 999.0 0.1 Pitcher 790 780 219
Humberto Castellanos 999.0 0.1 Pitcher 791 781 218
Keston Hiura 465.4 0.2 Hitter 712 782 -316.6
Dylan Moore 509.0 0.4 Hitter 600 783 -274
Paul Blackburn 999.0 0.2 Pitcher 713 784 215
José Álvarez 600.2 0.2 Pitcher 714 785 -184.8
Tyler Zuber 999.0 0.0 Pitcher 888 786 213
Andrew Stevenson 597.8 -0.1 Hitter 985 787 -189.2
Christian Arroyo 594.0 0.2 Hitter 715 788 -194
Yohan Ramirez 599.8 0.1 Pitcher 792 789 -189.2
Jordan Sheffield 999.0 -0.2 Pitcher 1018 790 209
Miguel Sánchez 999.0 0.0 Pitcher 889 791 208
Riley Adams 593.0 0.8 Hitter 436 792 -199
Kevin Plawecki 581.7 0.8 Hitter 437 793 -211.3
Jacob Barnes 999.0 0.1 Pitcher 793 794 205
Jackie Bradley Jr. 589.7 0.2 Hitter 716 795 -205.3
Jose Barrero 478.7 1.2 Hitter 339 796 -317.3
Austin Barnes 592.5 0.8 Hitter 438 797 -204.5
Justin Garza 999.0 -0.2 Pitcher 1019 798 201
Drew Pomeranz 582.3 0.1 Pitcher 794 799 -216.7
Yonathan Daza 598.7 -0.1 Hitter 986 800 -201.3
Kelvin Gutierrez 597.6 0.3 Hitter 652 801 -203.4
Phillips Valdez 999.0 -0.1 Pitcher 987 802 197
Andrelton Simmons 586.5 1.1 Hitter 365 803 -216.5
Ryne Harper 999.0 0.1 Pitcher 795 804 195
Danny Coulombe 999.0 0.1 Pitcher 796 805 194
José Ruiz 999.0 0.2 Pitcher 717 806 193
JD Hammer 999.0 0.0 Pitcher 890 807 192
Michael Feliz 999.0 0.0 Pitcher 891 808 191
Danny Santana 999.0 0.1 Hitter 797 809 190
Adam Eaton 999.0 0.2 Hitter 718 810 189
Ervin Santana 999.0 -0.5 Pitcher 1034 811 188
Edward Olivares 584.8 0.3 Hitter 653 812 -227.2
Curt Casali 592.1 0.9 Hitter 408 813 -220.9
Taylor Ward 600.9 0.4 Hitter 601 814 -213.1
Tommy Nance 999.0 0.1 Pitcher 798 815 184
Rex Brothers 999.0 0.0 Pitcher 892 816 183
Nick Gordon 584.3 0.4 Hitter 602 817 -232.7
Junior Fernández 999.0 0.1 Pitcher 799 818 181
Harold Castro 599.7 -0.1 Hitter 988 819 -219.3
Jonah Heim 531.7 0.9 Hitter 409 820 -288.3
Anthony Castro 999.0 0.1 Pitcher 800 821 178
Dan Winkler 999.0 -0.1 Pitcher 989 822 177
Daz Cameron 599.3 0.2 Hitter 719 823 -223.7
Chasen Shreve 999.0 -0.1 Pitcher 990 824 175
Héctor Santiago 999.0 -0.2 Pitcher 1020 825 174
Brett de Geus 999.0 0.0 Pitcher 893 826 173
Hoby Milner 999.0 0.1 Pitcher 801 827 172
Ben Rortvedt 999.0 1.0 Hitter 385 828 171
Wade LeBlanc 999.0 0.2 Pitcher 720 829 170
Matt Peacock 999.0 0.0 Pitcher 894 830 169
Guillermo Heredia 999.0 -0.1 Hitter 991 831 168
Victor Caratini 582.5 0.8 Hitter 439 832 -249.5
Jake Marisnick 999.0 0.2 Hitter 721 833 166
Shane Greene 999.0 -0.1 Pitcher 992 834 165
Nick Neidert 999.0 -0.2 Pitcher 1021 835 164
Aaron Sanchez 600.6 0.0 Pitcher 895 836 -235.4
Matt Moore 999.0 -0.1 Pitcher 993 837 162
Anthony Kay 999.0 0.0 Pitcher 896 838 161
Sheldon Neuse 999.0 0.2 Hitter 722 839 160
Sean Guenther 999.0 0.2 Pitcher 723 840 159
Victor González 999.0 0.1 Pitcher 802 841 158
Keynan Middleton 999.0 -0.1 Pitcher 994 842 157
Shed Long Jr. 999.0 0.2 Hitter 724 843 156
Humberto Mejía 999.0 0.0 Pitcher 897 844 155
Sam Selman 999.0 0.0 Pitcher 898 845 154
Harold Ramirez 574.0 0.2 Hitter 725 846 -272
Charlie Culberson 597.2 0.0 Hitter 899 847 -249.8
Danny Duffy 587.9 0.2 Pitcher 726 848 -260.1
Jarrod Dyson 999.0 -0.2 Hitter 1022 849 150
Juan Lagares 999.0 0.1 Hitter 803 850 149
Jon Berti 576.3 0.4 Hitter 603 851 -274.7
Willi Castro 563.7 0.3 Hitter 654 852 -288.3
Cody Poteet 999.0 0.1 Pitcher 804 853 146
Wilson Ramos 600.9 0.6 Hitter 510 854 -253.1
Mauricio Dubón 596.2 0.3 Hitter 655 855 -258.8
Chris Mazza 999.0 0.3 Pitcher 656 856 143
Kohei Arihara 999.0 0.0 Pitcher 900 857 142
Yennsy Díaz 999.0 -0.1 Pitcher 995 858 141
Starlin Castro 597.3 0.4 Hitter 604 859 -261.7
Nomar Mazara 600.4 0.1 Hitter 805 860 -259.6
Luis Rengifo 600.2 0.4 Hitter 605 861 -260.8
Cristian Pache 573.0 0.8 Hitter 440 862 -289
Jack Mayfield 600.9 0.1 Hitter 806 863 -262.1
Khris Davis 999.0 0.0 Hitter 901 864 135
Leody Taveras 573.9 0.6 Hitter 511 865 -291.1
Braxton Garrett 999.0 0.0 Pitcher 902 866 133
Louis Head 600.5 0.3 Pitcher 657 867 -266.5
Ashton Goudeau 999.0 -0.2 Pitcher 1023 868 131
Tomás Nido 601.0 0.2 Hitter 727 869 -268
Chase Anderson 999.0 0.0 Pitcher 903 870 129
Hoy Park 600.7 0.4 Hitter 606 871 -270.3
Owen Miller 600.7 0.2 Hitter 728 872 -271.3
Hanser Alberto 600.3 0.2 Hitter 729 873 -272.7
Cam Bedrosian 999.0 0.0 Pitcher 904 874 125
Maikel Franco 590.0 0.0 Hitter 905 875 -285
Jose Trevino 596.6 0.3 Hitter 658 876 -279.4
César Valdez 600.3 0.0 Pitcher 906 877 -276.7
Zack Collins 598.5 0.6 Hitter 512 878 -279.5
Josh Reddick 999.0 -0.2 Hitter 1024 879 120
Shogo Akiyama 600.8 0.0 Hitter 907 880 -279.2
Zach McKinstry 596.2 0.1 Hitter 807 881 -284.8
Sam Clay 999.0 0.0 Pitcher 908 882 117
Seby Zavala 598.5 -0.1 Hitter 996 883 -284.5
David Bote 597.7 0.4 Hitter 607 884 -286.3
Eli White 599.7 0.1 Hitter 808 885 -285.3
Dustin May 559.5 0.3 Pitcher 659 886 -326.5
Ronald Torreyes 600.9 0.0 Hitter 909 887 -286.1
Michael Perez 999.0 0.4 Hitter 608 888 111
Daniel Ponce de Leon 600.7 0.0 Pitcher 910 889 -288.3
Orlando Arcia 600.8 0.3 Hitter 660 890 -289.2
Wilmer Difo 999.0 -0.1 Hitter 997 891 108
Andrew Velazquez 600.7 0.2 Hitter 730 892 -291.3
Dillon Maples 999.0 0.1 Pitcher 809 893 106
Erasmo Ramírez 999.0 -0.2 Pitcher 1025 894 105
Caleb Baragar 999.0 -0.2 Pitcher 1026 895 104
Kurt Suzuki 599.5 0.2 Hitter 731 896 -296.5
Jake Rogers 600.8 0.3 Hitter 661 897 -296.2
Travis Shaw 600.5 0.1 Hitter 810 898 -297.5
Renato Núñez 599.6 0.2 Hitter 732 899 -299.4
Ryan O'Hearn 599.8 0.0 Hitter 911 900 -300.2
Matt Carpenter 597.1 0.0 Hitter 912 901 -303.9
Robert Gsellman 999.0 -0.2 Pitcher 1027 902 97
Marcos Diplán 999.0 0.0 Pitcher 913 903 96
Kyle Garlick 999.0 0.0 Hitter 914 904 95
Miguel Andújar 595.5 0.0 Hitter 915 905 -309.5
Miguel Diaz 999.0 -0.1 Pitcher 998 906 93
Jake Cave 999.0 -0.1 Hitter 999 907 92
Cal Raleigh 560.8 0.9 Hitter 410 908 -347.2
Joe Panik 999.0 0.1 Hitter 811 909 90
Edwin Uceta 999.0 0.0 Pitcher 916 910 89
Jose Rojas 600.4 0.0 Hitter 917 911 -310.6
Andrew Knizner 598.8 0.6 Hitter 513 912 -313.2
Sergio Alcántara 600.5 0.2 Hitter 733 913 -312.5
Emmanuel Rivera 999.0 0.1 Hitter 812 914 85
Billy McKinney 599.2 0.0 Hitter 918 915 -315.8
Chris Owings 600.7 0.0 Hitter 919 916 -315.3
Enyel De Los Santos 999.0 0.1 Pitcher 813 917 82
Wes Benjamin 999.0 -0.1 Pitcher 1000 918 81
Daniel Johnson 999.0 0.0 Hitter 920 919 80
Danny Mendick 999.0 0.1 Hitter 814 920 79
Thomas Eshelman 999.0 0.0 Pitcher 921 921 78
Stephen Vogt 999.0 0.1 Hitter 815 922 77
Reiss Knehr 999.0 0.0 Pitcher 922 923 76
Eric Sogard 999.0 0.0 Hitter 923 924 75
Luis Guillorme 999.0 0.3 Hitter 662 925 74
Billy Hamilton 597.8 -0.1 Hitter 1001 926 -328.2
Yonny Hernandez 599.8 0.3 Hitter 663 927 -327.2
Rob Refsnyder 999.0 0.0 Hitter 924 928 71
Ernie Clement 999.0 0.2 Hitter 734 929 70
Lewis Brinson 600.5 0.0 Hitter 925 930 -329.5
Jake Faria 999.0 0.0 Pitcher 926 931 68
Luke Farrell 999.0 0.0 Pitcher 927 932 67
Phil Gosselin 594.3 0.0 Hitter 928 933 -338.7
Tayler Saucedo 999.0 0.1 Pitcher 816 934 65
Marwin Gonzalez 600.4 0.2 Hitter 735 935 -334.6
Tim Locastro 598.6 0.1 Hitter 817 936 -337.4
Isaac Paredes 600.3 0.4 Hitter 609 937 -336.7
Brock Holt 999.0 0.1 Hitter 818 938 61
Nick Maton 999.0 0.0 Hitter 929 939 60
Jordy Mercer 999.0 -0.1 Hitter 1002 940 59
Sandy León 999.0 0.0 Hitter 930 941 58
Robert Dugger 999.0 0.0 Pitcher 931 942 57
Shaun Anderson 999.0 0.0 Pitcher 932 943 56
Travis Jankowski 999.0 0.0 Hitter 933 944 55
Adrian Sampson 999.0 -0.1 Pitcher 1003 945 54
José Peraza 600.8 0.1 Hitter 819 946 -345.2
Tres Barrera 999.0 0.1 Hitter 820 947 52
Taylor Trammell 600.9 0.1 Hitter 821 948 -347.1
Drew Hutchison 999.0 -0.1 Pitcher 1004 949 50
Rodolfo Castro 999.0 0.1 Hitter 822 950 49
Pablo Reyes 999.0 0.1 Hitter 823 951 48
Kyle Crick 999.0 0.0 Pitcher 934 952 47
Taylor Jones 999.0 0.0 Hitter 935 953 46
Shawn Armstrong 999.0 0.0 Pitcher 936 954 45
Edgar Santana 999.0 0.0 Pitcher 937 955 44
William Contreras 593.2 0.2 Hitter 736 956 -362.8
Rafael Marchan 999.0 0.1 Hitter 824 957 42
Kevin Ginkel 999.0 0.0 Pitcher 938 958 41
Sean Nolin 999.0 0.0 Pitcher 939 959 40
Dustin Garneau 999.0 0.1 Hitter 825 960 39
José Rondón 999.0 0.0 Hitter 940 961 38
Carson Fulmer 999.0 0.0 Pitcher 941 962 37
Cam Gallagher 600.6 0.3 Hitter 664 963 -362.4
Reese McGuire 599.1 0.2 Hitter 737 964 -364.9
Tyler Glasnow 598.8 0.2 Pitcher 738 965 -366.2
DJ Peters 600.5 0.0 Hitter 942 966 -365.5
Jahmai Jones 600.7 0.1 Hitter 826 967 -366.3
Luke Williams 999.0 0.0 Hitter 943 968 31
Yermín Mercedes 596.9 0.1 Hitter 827 969 -372.1
Roman Quinn 999.0 0.0 Hitter 944 970 29
Drew Ellis 999.0 0.1 Hitter 828 971 28
Matt Joyce 999.0 -0.1 Hitter 1005 972 27
Daniel Castano 999.0 0.0 Pitcher 945 973 26
Andrew Knapp 600.9 0.0 Hitter 946 974 -373.1
John Gant 600.8 0.0 Pitcher 947 975 -374.2
Jake Lamb 999.0 0.1 Hitter 829 976 23
Evan White 600.2 0.0 Hitter 948 977 -376.8
Alan Trejo 999.0 0.0 Hitter 949 978 21
Isan Díaz 600.5 0.1 Hitter 830 979 -378.5
Richie Martin 999.0 -0.1 Hitter 1006 980 19
Alex Jackson 999.0 0.2 Hitter 739 981 18
Ryan McKenna 999.0 0.1 Hitter 831 982 17
Jake Bauers 600.5 -0.1 Hitter 1007 983 -382.5
Zack Short 999.0 0.1 Hitter 832 984 15
Alex Blandino 999.0 -0.2 Hitter 1028 985 14
Delino DeShields 999.0 0.0 Hitter 950 986 13
Aramis Garcia 999.0 0.0 Hitter 951 987 12
Magneuris Sierra 999.0 -0.1 Hitter 1008 988 11
Donovan Walton 999.0 0.1 Hitter 833 989 10
Ender Inciarte 600.0 0.0 Hitter 952 990 -390
Kenta Maeda 600.7 0.1 Pitcher 834 991 -390.3
Grayson Greiner 999.0 0.0 Hitter 953 992 7
Jason Vosler 999.0 0.1 Hitter 835 993 6
David Dahl 599.6 0.0 Hitter 954 994 -394.4
Chris Ellis 600.8 0.1 Pitcher 836 995 -394.2
Skye Bolt 999.0 0.2 Hitter 740 996 3
Daniel Robertson 999.0 0.0 Hitter 955 997 2
John Nogowski 600.8 0.0 Hitter 956 998 -397.2
Austin Romine 999.0 0.1 Hitter 837 999 0
Gilberto Celestino 999.0 0.1 Hitter 838 1000 -1
Luke Raley 999.0 0.1 Hitter 839 1001 -2
Abraham Almonte 999.0 0.0 Hitter 957 1002 -3
Tucupita Marcano 600.6 0.0 Hitter 958 1003 -402.4
Pat Valaika 999.0 0.0 Hitter 959 1004 -5
Webster Rivas 999.0 0.0 Hitter 960 1005 -6
Jonathan Araúz 999.0 0.0 Hitter 961 1006 -7
Rio Ruiz 999.0 0.0 Hitter 962 1007 -8
Wyatt Mathisen 999.0 0.0 Hitter 963 1008 -9
Willians Astudillo 601.0 0.0 Hitter 964 1009 -408
Phillip Evans 999.0 0.0 Hitter 965 1010 -11
Patrick Mazeika 999.0 0.1 Hitter 840 1011 -12
Jonathan Davis 999.0 -0.1 Hitter 1009 1012 -13
Ildemaro Vargas 999.0 0.0 Hitter 966 1013 -14
Chad Wallach 999.0 0.0 Hitter 967 1014 -15
Franchy Cordero 999.0 0.0 Hitter 968 1015 -16
Justin Williams 999.0 -0.1 Hitter 1010 1016 -17
Edwin Ríos 587.4 0.0 Hitter 969 1017 -429.6
Chance Sisco 999.0 0.1 Hitter 841 1018 -19
Albert Almora Jr. 999.0 0.1 Hitter 842 1019 -20
Robel García 999.0 0.0 Hitter 970 1020 -21

4 Adding Position Information

4.1 Loading all Position Files with updated ADP

RP = read_csv('FanGraphs Leaderboard_RelievingPitchers_ATC_3_31.csv') %>%
  mutate (
    Position = 'RP',
    PositionRP = 1
  ) %>% select (Name, Team, IP, playerid, ADP, WAR, PositionRP) %>% 
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
)%>% select (-WAR_Sum, -Cume_WAR_sum)
New names:
* `-1` -> `-1...21`
* `-1` -> `-1...24`
* `-1` -> `-1...26`
Rows: 496 Columns: 30
-- Column specification -----------------------------------------------------
Delimiter: ","
chr  (3): Name, Team, playerid
dbl (24): GS, G, IP, W, L, QS, SV, HLD, H, ER, HR, SO, BB, WHIP, K/9, BB/...
lgl  (3): -1...21, -1...24, -1...26

i Use `spec()` to retrieve the full column specification for this data.
i Specify the column types or set `show_col_types = FALSE` to quiet this message.

4.2 Merge data into one file

4.2.1 Batter Classification

Note Positional Scarcity is based on ATC projected WAR for that position. All positional scarcities are mins



FanGraph_Positions_Batter = rbind.fill(FirstB,SecondB,ThirdB,SS,RF,CF,LF,OF,Catchers,DH)


FanGraph_Positions_Batter[is.na(FanGraph_Positions_Batter)] <- 0

lookuptable = 
FanGraph_Positions_Batter %>% 
  arrange(playerid, Positional_Scarcity) %>% 
  group_by(Name, Team, PA, playerid, ADP, WAR) %>%
    summarize (
              Positional_Scarcity = min(Positional_Scarcity),
               Position1b = max(Position1b),
               Position2b = max(Position2b),
               Position3b = max(Position3b),
               PositionSS = max(PositionSS),
               PositionRF = max(PositionRF),
               PositionLF = max(PositionLF),
               PositionCF = max(PositionCF),
               PositionOF = max(PositionOF),
               PositionDH = max(PositionDH),
               PositionC = max(PositionC)
               ) %>% 
mutate (
  Position = case_when(
    Position1b == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) == 1  ~ '1B',
    Position2b == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) == 1  ~ '2B',
    Position3b == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) == 1  ~ '3B',
    PositionSS == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) == 1  ~ 'SS',
    PositionOF == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) == 1  ~ 'OF',
    PositionC == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) == 1  ~ 'C',
    PositionDH == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF,PositionDH) == 1  ~ 'DH',
    sum(Position1b,Position2b,Position3b,PositionSS) > 1 ~ 'IF',
     PositionC == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) > 1 ~ 'C,Oth',
    PositionOF == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionOF) > 1 ~ 'OF,Oth',
    TRUE ~ 'Multiple'
  )
  
) %>% ungroup %>% filter(PA > 49)
`summarise()` has grouped output by 'Name', 'Team', 'PA', 'playerid', 'ADP'. You can override using the `.groups` argument.
hitting_Data_NonAdj_Projections_Total = sqldf(
  "
  select a.*, b.Predict_Score
  from
  lookuptable a
  left join
  hitting_Data_NonAdj_Projections5xb b
  on a.playerid = b.playerid
  "
)

hitting_Data_NonAdj_Projections_Total



FanGraph_Positions_Batter_Total =
hitting_Data_NonAdj_Projections_Total %>% 
  mutate(
    Avg_PA = mean(PA),
    AdjPredict_Score_raw = ifelse(is.na(Predict_Score),NA,Predict_Score*(PA/Avg_PA))
  )

FanGraph_Positions_Batter_All_POS =
FanGraph_Positions_Batter_Total %>% 
  mutate(
    max_predscore= max(AdjPredict_Score_raw,na.rm = T),
    AdjPredict_Score = ifelse (is.na(AdjPredict_Score_raw),NA,AdjPredict_Score_raw *100/max_predscore),
    WAR_rank = order(order(rank(WAR,ties.method = 'average'),decreasing = TRUE)),
    AdjPredict_Score_Rank = order(order(rank(AdjPredict_Score,ties.method = 'average'),decreasing = TRUE))-sum(is.na(AdjPredict_Score)),
        Ranks_Above_ADP = ADP - AdjPredict_Score_Rank
  ) %>%
filter(PA > 1) %>%   
  select (Name,Team,Position,ADP,WAR, WAR_rank,AdjPredict_Score ,AdjPredict_Score_Rank,Ranks_Above_ADP, Positional_Scarcity)

4.2.2 Pitching


FanGraph_Positions_Pitcher = rbind.fill(SP,RP)

lookuptable2 = 
FanGraph_Positions_Pitcher %>% 
  arrange(playerid, Positional_Scarcity) %>% 
  group_by(Name, Team, IP, playerid, ADP, WAR) %>%
    summarize (
              Positional_Scarcity = min(Positional_Scarcity),
               PositionSP = max(PositionSP),
               PositionRP = max(PositionRP)
    ) %>% 
mutate (
  Position = case_when(
    PositionSP == 1 ~ 'SP',
  PositionRP == 1 ~ 'RP',
    TRUE ~ 'SP,RP'
  )
) %>% ungroup %>% filter(IP > 19)
`summarise()` has grouped output by 'Name', 'Team', 'IP', 'playerid', 'ADP'. You can override using the `.groups` argument.
pitching_Data_NonAdj_Projections_Total = sqldf(
  "
  select a.*, b.Predict_Score
  from
  lookuptable2 a
  left join
  Pitching_Data_NonAdj_Projections5x b
  on a.playerid = b.playerid
  "
)



pitching_Data_NonAdj_Projections_Total



FanGraph_Positions_Pitcher_Total =
pitching_Data_NonAdj_Projections_Total %>% 
  mutate(
    Avg_IP = mean(IP),
    AdjPredict_Score_raw = ifelse(is.na(Predict_Score),NA,Predict_Score*(IP/Avg_IP))
  )
---
title: "Welcome to my 2022 Overall Projections"
author: "Darshan Patel"
date: "`r Sys.Date()`"
output: 
  html_notebook:
    toc: true
    toc_float: true
    number_sections: true
    theme: sandstone
    highlight: tango
    fig_caption: true
    df_print: paged
---

<html>

<p>

Projections using Hypertuned model through XGboost

</p>

<p>

All data is from [FanGraphs.](https://www.fangraphs.com/) I have no affiliation with FanGraphs, but please consider contributing to their [website](https://plus.fangraphs.com/shop/) if you found this project informative.

</p>

```{r setup, include=FALSE}
knitr::opts_chunk$set(echo = TRUE)
knitr::opts_knit$set(root.dir = 'C:/Users/Admin/Documents/Learning Python Folder1/Python Essence Training/Fantasy-Baseball/Data')
options(knitr.table.format = "html") 
options(digits=2)
options(scipen = 100)
```


# Project Scope {.tabset}

## Objective

This project is designed to showcase how Using a Percentile Based Worth System values Fantasy Baseball Players through a Inning Pitched (IP) weighted projection

After Running the Pitching Specific and Hitting Specific models we can consolidate the results

![](IntroChartTotal.png)


# Total 5x5 Rankings {.tabset .tabset-pills}
## 5X5 Data Prep
```{r}




Pitching_Data_Adj_Projections5x_Total =
Pitching_Data_NonAdj_Projections5x %>% 
  mutate(
    Avg_IP = 60,
    Adj_factor = 0.90,
    AdjPredict_Score_raw = ifelse(is.na(Predict_Score),NA,(Predict_Score*(IP/Avg_IP)))/Adj_factor,
    Position = 'Pitcher'
  ) %>% select (Name,ADP,WAR,AdjPredict_Score_raw,Position)


hitting_Data_Adj_Projections5xb_Total =
hitting_Data_NonAdj_Projections5xb %>% 
  mutate(
    Avg_PA = 300,
    AdjPredict_Score_raw = ifelse(is.na(Predict_Score),NA,Predict_Score*(PA/Avg_PA)),
    Position = 'Hitter'
  ) %>% select (Name,ADP,WAR,AdjPredict_Score_raw,Position)


Final5xa = rbind(Pitching_Data_Adj_Projections5x_Total,hitting_Data_Adj_Projections5xb_Total) 


Final5xb = Final5xa %>% 
  arrange(desc(AdjPredict_Score_raw)) %>% 
  mutate(
    max_predscore= max(AdjPredict_Score_raw,na.rm = T),
    WAR_rank = order(order(rank(WAR,ties.method = 'average'),decreasing = TRUE)),
    AdjPredict_Score = ifelse (is.na(AdjPredict_Score_raw),NA,AdjPredict_Score_raw *100/max_predscore),
    AdjPredict_Score_Rank = order(order(rank(AdjPredict_Score,ties.method = 'average'),decreasing = TRUE))-sum(is.na(AdjPredict_Score)), 
    Ranks_Above_ADP = ADP - AdjPredict_Score_Rank
  ) %>% select(-max_predscore,-AdjPredict_Score_raw,-AdjPredict_Score)

Final5x = na.omit(Final5xb)


```


------------------------------------------------------------------------

## Table of Projections (Players who Didn't Play in 2021 are Excluded)

```{r}


ft_dt <- Final5x[1:nrow(Final5xb), 1:ncol(Final5x)] %>% 
  filter(AdjPredict_Score_Rank>0)%>%  arrange((AdjPredict_Score_Rank))

ft_dt$ADP <- color_tile("white", "red")(ft_dt$ADP)

ft_dt$WAR <- color_bar("lightblue")(ft_dt$WAR)

ft_dt$WAR_Rank <- color_tile("green","orange")(ft_dt$WAR_rank)

ft_dt$Predict_Rank <- color_tile("green","orange")(ft_dt$AdjPredict_Score_Rank) 


ft_dt$Ranks_Above_ADP <- 
  ifelse(
  ft_dt$Ranks_Above_ADP < 0,
  cell_spec(round(ft_dt$Ranks_Above_ADP,2), color = "red", italic = T),
  cell_spec(round(ft_dt$Ranks_Above_ADP,2), color = "green", italic = T)
)


ft_dt2 <- ft_dt[c("Name", "ADP", "WAR","Position", "WAR_Rank","Predict_Rank","Ranks_Above_ADP")]



table_export = 
kbl(ft_dt2, escape = F) %>% 
 kable_material(c("striped", "hover","condensed","responsive"),full_width = F,fixed_thead = T) %>%   column_spec(6, width = "3cm") %>%
  add_header_above(c(" ", "Scores" = 2," ", "Ranks" = 2," "))

save_kable(table_export,file = "Total5x5_updated.html")
  
table_export  
```

------------------------------------------------------------------------

# Total 6x6 Rankings {.tabset .tabset-pills}
## 6x6 Rankings
```{r}

Pitching_Data_Adj_Projections6x_Total =
Pitching_Data_NonAdj_Projections6x %>% 
  mutate(
    Avg_IP = 60,
    Adj_factor = 0.84,
    AdjPredict_Score_raw = ifelse(is.na(Predict_Score),NA,(Predict_Score*(IP/Avg_IP)))/Adj_factor,
    Position = 'Pitcher'
  ) %>% select (Name,ADP,WAR,AdjPredict_Score_raw,Position)


hitting_Data_Adj_Projections6xb_Total =
hitting_Data_NonAdj_Projections6xb %>% 
  mutate(
    Avg_PA = 300,
    AdjPredict_Score_raw = ifelse(is.na(Predict_Score),NA,Predict_Score*(PA/Avg_PA)),
    Position = 'Hitter'
  ) %>% select (Name,ADP,WAR,AdjPredict_Score_raw,Position)


Final6xa = rbind(Pitching_Data_Adj_Projections6x_Total,hitting_Data_Adj_Projections6xb_Total) 


Final6xb = Final6xa %>% 
  arrange(desc(AdjPredict_Score_raw)) %>% 
  mutate(
    max_predscore= max(AdjPredict_Score_raw,na.rm = T),
    WAR_rank = order(order(rank(WAR,ties.method = 'average'),decreasing = TRUE)),
    AdjPredict_Score = ifelse (is.na(AdjPredict_Score_raw),NA,AdjPredict_Score_raw *100/max_predscore),
    AdjPredict_Score_Rank = order(order(rank(AdjPredict_Score,ties.method = 'average'),decreasing = TRUE))-sum(is.na(AdjPredict_Score)), 
    Ranks_Above_ADP = ADP - AdjPredict_Score_Rank
  ) %>% select(-max_predscore,-AdjPredict_Score_raw,-AdjPredict_Score)

Final6x = na.omit(Final6xb) %>% filter(AdjPredict_Score_Rank >0)
```


------------------------------------------------------------------------

## Table of Projections (Players who Didn't Play in 2021 are Excluded)

```{r}


ft_dt <- Final6x[1:nrow(Final6xb), 1:ncol(Final6x)] %>% 
  filter(AdjPredict_Score_Rank>0)%>%  arrange((AdjPredict_Score_Rank))

ft_dt$ADP <- color_tile("white", "red")(ft_dt$ADP)

ft_dt$WAR <- color_bar("lightblue")(ft_dt$WAR)

ft_dt$WAR_Rank <- color_tile("green","orange")(ft_dt$WAR_rank)

ft_dt$Predict_Rank <- color_tile("green","orange")(ft_dt$AdjPredict_Score_Rank) 


ft_dt$Ranks_Above_ADP <- 
  ifelse(
  ft_dt$Ranks_Above_ADP < 0,
  cell_spec(round(ft_dt$Ranks_Above_ADP,2), color = "red", italic = T),
  cell_spec(round(ft_dt$Ranks_Above_ADP,2), color = "green", italic = T)
)


ft_dt2 <- ft_dt[c("Name", "ADP", "WAR","Position", "WAR_Rank","Predict_Rank","Ranks_Above_ADP")]



table_export = 
kbl(ft_dt2, escape = F) %>% 
 kable_material(c("striped", "hover","condensed","responsive"),full_width = F,fixed_thead = T) %>%   column_spec(6, width = "3cm") %>%
  add_header_above(c(" ", "Scores" = 2," ", "Ranks" = 2," "))

save_kable(table_export,file = "Total6x6_updated.html")
  
table_export  
```

# Adding Position Information {.tabset .tabset-pills}

## Loading all Position Files with updated ADP

```{r, message=FALSE}

FirstB = read_csv('FanGraphs Leaderboard_1B_ATC_3_31.csv') %>%
  mutate (
#    Position = '1B',
    Position1b = 1
  ) %>% select (Name, Team, PA, playerid, ADP, WAR, Position1b) %>% 
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
) %>% select (-WAR_Sum, -Cume_WAR_sum)


SecondB = read_csv('FanGraphs Leaderboard_2B_ATC_3_31.csv') %>%
  mutate (
#    Position = '2B',
    Position2b = 1
  ) %>% select (Name, Team, PA, playerid, ADP, WAR,Position2b) %>% 
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
) %>% select (-WAR_Sum, -Cume_WAR_sum)

ThirdB = read_csv('FanGraphs Leaderboard_3B_ATC_3_31.csv') %>%
  mutate (
#    Position = '3B',
    Position3b = 1
  ) %>% select (Name, Team, PA, playerid, ADP, WAR,Position3b) %>% 
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
) %>% select (-WAR_Sum, -Cume_WAR_sum)


SS = read_csv('FanGraphs Leaderboard_SS_ATC_3_31.csv') %>%
  mutate (
#    Position = 'SS',
    PositionSS = 1
  ) %>% select (Name, Team, PA, playerid, ADP, WAR, PositionSS) %>% 
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
) %>% select (-WAR_Sum, -Cume_WAR_sum)


CF = read_csv('FanGraphs Leaderboard_CF_ATC_3_31.csv') %>%
  mutate (
#    Position = 'CF',
    PositionCF = 1
  ) %>% select (Name, Team, PA, playerid, ADP, WAR, PositionCF) %>% 
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
) %>% select (-WAR_Sum, -Cume_WAR_sum)



LF = read_csv('FanGraphs Leaderboard_LF_ATC_3_31.csv') %>%
  mutate (
#    Position = 'LF',
    PositionLF = 1
  ) %>% select (Name, Team, PA, playerid, ADP, WAR, PositionLF) %>% 
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
) %>% select (-WAR_Sum, -Cume_WAR_sum)



RF = read_csv('FanGraphs Leaderboard_RF_ATC_3_31.csv') %>%
  mutate (
#    Position = 'RF',
    PositionRF = 1
  ) %>% select (Name, Team, PA, playerid, ADP, WAR, PositionRF) %>%  
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
) %>% select (-WAR_Sum, -Cume_WAR_sum)

OF = read_csv('FanGraphs Leaderboard_OF_ATC_3_31.csv') %>%
  mutate (
#    Position = 'OF',
    PositionOF = 1
  ) %>% select (Name, Team, PA, playerid, ADP, WAR, PositionOF) %>% 
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
) %>% select (-WAR_Sum, -Cume_WAR_sum)

DH = read_csv('FanGraphs Leaderboard_DH_ATC_3_31.csv') %>%
  mutate (
#    Position = 'DH',
    PositionDH = 1
  ) %>% select (Name, Team, PA, playerid, ADP, WAR, PositionDH) %>% 
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
) %>% select (-WAR_Sum, -Cume_WAR_sum)


Catchers = read_csv('FanGraphs Leaderboard_Catchers_ATC_3_31.csv') %>%
  mutate (
#    Position = 'C',
    PositionC = 1
  ) %>% select (Name, Team, PA, playerid, ADP, WAR, PositionC) %>% 
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
) %>% select (-WAR_Sum, -Cume_WAR_sum)


SP = read_csv('FanGraphs Leaderboard_StartingPitchers_ATC_3_31.csv') %>%
  mutate (
    Position = 'SP',
    PositionSP = 1
  ) %>% select (Name, Team, IP, playerid, ADP, WAR, PositionSP) %>% 
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
) %>% select (-WAR_Sum, -Cume_WAR_sum)


RP = read_csv('FanGraphs Leaderboard_RelievingPitchers_ATC_3_31.csv') %>%
  mutate (
    Position = 'RP',
    PositionRP = 1
  ) %>% select (Name, Team, IP, playerid, ADP, WAR, PositionRP) %>% 
  mutate(
  WAR_Sum = sum(WAR),
  Cume_WAR_sum = cumsum(WAR),
  Positional_Scarcity = (WAR_Sum - Cume_WAR_sum)/WAR_Sum
)%>% select (-WAR_Sum, -Cume_WAR_sum)





```


## Merge data into one file
### Batter Classification
Note Positional Scarcity is based on ATC projected WAR for that position. All positional scarcities are mins

```{r}


FanGraph_Positions_Batter = rbind.fill(FirstB,SecondB,ThirdB,SS,RF,CF,LF,OF,Catchers,DH)


FanGraph_Positions_Batter[is.na(FanGraph_Positions_Batter)] <- 0

lookuptable = 
FanGraph_Positions_Batter %>% 
  arrange(playerid, Positional_Scarcity) %>% 
  group_by(Name, Team, PA, playerid, ADP, WAR) %>%
    summarize (
              Positional_Scarcity = min(Positional_Scarcity),
               Position1b = max(Position1b),
               Position2b = max(Position2b),
               Position3b = max(Position3b),
               PositionSS = max(PositionSS),
               PositionRF = max(PositionRF),
               PositionLF = max(PositionLF),
               PositionCF = max(PositionCF),
               PositionOF = max(PositionOF),
               PositionDH = max(PositionDH),
               PositionC = max(PositionC)
               ) %>% 
mutate (
  Position = case_when(
    Position1b == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) == 1  ~ '1B',
    Position2b == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) == 1  ~ '2B',
    Position3b == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) == 1  ~ '3B',
    PositionSS == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) == 1  ~ 'SS',
    PositionOF == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) == 1  ~ 'OF',
    PositionC == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) == 1  ~ 'C',
    PositionDH == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF,PositionDH) == 1  ~ 'DH',
    sum(Position1b,Position2b,Position3b,PositionSS) > 1 ~ 'IF',
     PositionC == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionC,PositionOF) > 1 ~ 'C,Oth',
    PositionOF == 1 & sum(Position1b,Position2b,Position3b,PositionSS,PositionOF) > 1 ~ 'OF,Oth',
    TRUE ~ 'Multiple'
  )
  
) %>% ungroup %>% filter(PA > 49)



hitting_Data_NonAdj_Projections_Total = sqldf(
  "
  select a.*, b.Predict_Score
  from
  lookuptable a
  left join
  hitting_Data_NonAdj_Projections5xb b
  on a.playerid = b.playerid
  "
)

hitting_Data_NonAdj_Projections_Total



FanGraph_Positions_Batter_Total =
hitting_Data_NonAdj_Projections_Total %>% 
  mutate(
    Avg_PA = mean(PA),
    AdjPredict_Score_raw = ifelse(is.na(Predict_Score),NA,Predict_Score*(PA/Avg_PA))
  ) %>% select(-Avg_PA)





```

### Pitching

```{r}

FanGraph_Positions_Pitcher = rbind.fill(SP,RP)

lookuptable2 = 
FanGraph_Positions_Pitcher %>% 
  arrange(playerid, Positional_Scarcity) %>% 
  group_by(Name, Team, IP, playerid, ADP, WAR) %>%
    summarize (
              Positional_Scarcity = min(Positional_Scarcity),
               PositionSP = max(PositionSP),
               PositionRP = max(PositionRP)
    ) %>% 
mutate (
  Position = case_when(
    PositionSP == 1 ~ 'SP',
  PositionRP == 1 ~ 'RP',
    TRUE ~ 'SP,RP'
  )
) %>% ungroup %>% filter(IP > 19)


pitching_Data_NonAdj_Projections_Total = sqldf(
  "
  select a.*, b.Predict_Score
  from
  lookuptable2 a
  left join
  Pitching_Data_NonAdj_Projections5x b
  on a.playerid = b.playerid
  "
)



pitching_Data_NonAdj_Projections_Total



FanGraph_Positions_Pitcher_Total =
pitching_Data_NonAdj_Projections_Total %>% 
  mutate(
    Avg_IP = mean(IP),
    AdjPredict_Score_raw = ifelse(is.na(Predict_Score),NA,Predict_Score*(IP/Avg_IP))
  )%>% select(-Avg_IP)




```





