FinalProjectMarkdown
M. Schade
12/18/2022
suppressWarnings(suppressMessages(library(dplyr)))
suppressWarnings(suppressMessages(library(ggplot2)))
suppressWarnings(suppressMessages(library(gganimate)))
suppressWarnings(suppressMessages(library(gifski)))
library(httr)
library(dplyr)
library(ggplot2)
library(data.table)##
## Attaching package: 'data.table'## The following objects are masked from 'package:dplyr':
##
## between, first, lastlibrary(gganimate)
library(gifski)
library(ggalt)## Registered S3 methods overwritten by 'ggalt':
## method from
## grid.draw.absoluteGrob ggplot2
## grobHeight.absoluteGrob ggplot2
## grobWidth.absoluteGrob ggplot2
## grobX.absoluteGrob ggplot2
## grobY.absoluteGrob ggplot2# I have set up the my_path line below on my computer. You can edit this to suit your own computer and your own folder structure.
# If you are using Apporto, your path is very simple; it is "U:/"
my_path <- "/Users/matt/Downloads/Data Sets 2"
setwd(my_path)
fileURL <- "https://www.dropbox.com/s/8nu0uckgrfw5whe/nfl-big-data-bowl-2023.zip?raw=1"
zip_file <- "NFL2023.zip"
# check to see if the file name already exists because the GET line won't work if the file name exists already
if (file.exists(zip_file)) {
file.remove(zip_file)
}## [1] TRUEGET(url = fileURL, write_disk(zip_file))## Response [https://uce81b81ef4fb1c9af71c7579d4c.dl.dropboxusercontent.com/cd/0/inline2/By2YaSca3Hqm_1W4nuf307jCEBEk7-tdQ63GcnFoBjLqOUwpB_Bba5nFPgDHniTzQmcHMTrqbaTywumIhZ8Byyot3zn8vbz5yX681oDfqFf5p6cj5kb9z6_-SCvvnmOg44lp8ci9jcZewEx_UoyU6vIktBI_9pfRUrZlviJJdtv33H1COI0OBq9fCyjXVFy6G20BC5yeb2ahS8n_EWxEzyvqEIRXdto045l1GWGhYIDVzl4tVlZ9U7gTHJvmb7IU6W4Bvznb_iVMubA0pJvFCuMKKQGYhqygNRS7HVpxyNGTsYKWs8QxaKBzVYi_6QkvSK9mZ9dIXbTnMvow171xTw1CzyHzmdyY2jJM9pEZ8DSRaa4vvkSSTq55dlrcMA4D8O05qJ_znDUfsB2n8x7C4FjsoZF5o9xsMH1mOZZhVYHYhw/file]
## Date: 2022-12-18 06:32
## Status: 200
## Content-Type: application/zip
## Size: 652 MB
## <ON DISK> NFL2023.zipunzip(zip_file)
list.files()## [1] "games.csv"
## [2] "hhh.R"
## [3] "MSFinalProject2.Rmd"
## [4] "nfl_big_data_bowl_all_data_merged_2023.csv"
## [5] "nfl_big_data_bowl_all_weeks_2023.csv"
## [6] "NFL2023.zip"
## [7] "pffScoutingData.csv"
## [8] "players.csv"
## [9] "plays.csv"
## [10] "tracking2023.csv"
## [11] "Untitled5project.R"
## [12] "Untitled6.R"
## [13] "week1.csv"
## [14] "week2.csv"
## [15] "week3.csv"
## [16] "week4.csv"
## [17] "week5.csv"
## [18] "week6.csv"
## [19] "week7.csv"
## [20] "week8.csv"df1 = fread("week1.csv")
games = fread("games.csv")
plays = fread("plays.csv")
players = fread("players.csv")
pff2 = fread("PFFScoutingData.csv")
colnames(plays)## [1] "gameId" "playId" "playDescription"
## [4] "quarter" "down" "yardsToGo"
## [7] "possessionTeam" "defensiveTeam" "yardlineSide"
## [10] "yardlineNumber" "gameClock" "preSnapHomeScore"
## [13] "preSnapVisitorScore" "passResult" "penaltyYards"
## [16] "prePenaltyPlayResult" "playResult" "foulName1"
## [19] "foulNFLId1" "foulName2" "foulNFLId2"
## [22] "foulName3" "foulNFLId3" "absoluteYardlineNumber"
## [25] "offenseFormation" "personnelO" "defendersInBox"
## [28] "personnelD" "dropBackType" "pff_playAction"
## [31] "pff_passCoverage" "pff_passCoverageType"height <- players$height
weight <- players$weight
id <- players$nflId
name <- players$displayName
height_weight <- data.frame(name, height, weight)
dfweight <- data.frame(name, weight)
dfheight <- data.frame(name, height)
dfheight## name height
## 1 Tom Brady 6-4
## 2 Ben Roethlisberger 6-5
## 3 Jason Peters 6-4
## 4 Aaron Rodgers 6-2
## 5 Ryan Fitzpatrick 6-2
## 6 Marcedes Lewis 6-6
## 7 Andrew Whitworth 6-7
## 8 Matt Ryan 6-4
## 9 Duane Brown 6-4
## 10 DeSean Jackson 5-10
## 11 Calais Campbell 6-8
## 12 Chad Henne 6-3
## 13 Josh Johnson 6-3
## 14 Danny Amendola 5-11
## 15 Matthew Stafford 6-3
## 16 Andre Smith 6-4
## 17 Malcolm Jenkins 6-0
## 18 Alex Mack 6-4
## 19 Jared Cook 6-5
## 20 Jason McCourty 5-11
## 21 Steve McLendon 6-3
## 22 Brian Hoyer 6-2
## 23 Ndamukong Suh 6-4
## 24 Gerald McCoy 6-4
## 25 Trent Williams 6-5
## 26 Joe Haden 5-11
## 27 Tyson Alualu 6-3
## 28 Brandon Graham 6-2
## 29 Jason Pierre-Paul 6-5
## 30 Kareem Jackson 5-10
## 31 Bryan Bulaga 6-5
## 32 Devin McCourty 5-10
## 33 Jerry Hughes 6-2
## 34 Rodger Saffold 6-5
## 35 Rob Gronkowski 6-6
## 36 Linval Joseph 6-4
## 37 Carlos Dunlap 6-6
## 38 Emmanuel Sanders 5-11
## 39 Corey Peters 6-3
## 40 Andre Roberts 5-11
## 41 Jimmy Graham 6-7
## 42 Everson Griffen 6-3
## 43 Al Woods 6-4
## 44 Antonio Brown 5-10
## 45 Andrew Sendejo 6-1
## 46 Ty Nsekhe 6-8
## 47 Von Miller 6-3
## 48 A.J. Green 6-4
## 49 Patrick Peterson 6-1
## 50 Julio Jones 6-3
## 51 Tyron Smith 6-5
## 52 Blaine Gabbert 6-4
## 53 J.J. Watt 6-5
## 54 Robert Quinn 6-4
## 55 Ryan Kerrigan 6-4
## 56 Nate Solder 6-8
## 57 Cameron Jordan 6-4
## 58 Jimmy Smith 6-2
## 59 Mark Ingram 5-9
## 60 Cameron Heyward 6-5
## 61 Andy Dalton 6-2
## 62 Jabaal Sheard 6-3
## 63 Kyle Rudolph 6-6
## 64 Rodney Hudson 6-2
## 65 Randall Cobb 5-10
## 66 Justin Houston 6-3
## 67 K.J. Wright 6-4
## 68 Luke Stocker 6-5
## 69 Taiwan Jones 6-0
## 70 Marcus Cannon 6-6
## 71 Richard Sherman 6-3
## 72 Lee Smith 6-6
## 73 Pernell McPhee 6-3
## 74 Tyrod Taylor 6-1
## 75 Jason Kelce 6-3
## 76 Lawrence Guy 6-4
## 77 Malcolm Smith 6-0
## 78 Chris Harris 5-10
## 79 Chris Hogan 6-1
## 80 Josh Bynes 6-1
## 81 Nick Bellore 6-1
## 82 Mario Addison 6-3
## 83 Ryan Tannehill 6-4
## 84 Stephon Gilmore 6-1
## 85 Fletcher Cox 6-4
## 86 Michael Brockers 6-5
## 87 Dre Kirkpatrick 6-2
## 88 Melvin Ingram 6-2
## 89 Chandler Jones 6-5
## 90 Riley Reiff 6-6
## 91 Dont'a Hightower 6-3
## 92 Whitney Mercilus 6-4
## 93 Kevin Zeitler 6-4
## 94 Harrison Smith 6-2
## 95 Janoris Jenkins 5-10
## 96 Bobby Wagner 6-0
## 97 Tavon Wilson 6-0
## 98 Lavonte David 6-1
## 99 Casey Hayward 5-11
## 100 Russell Wilson 5-11
## 101 Brandon Brooks 6-5
## 102 Demario Davis 6-2
## 103 Mohamed Sanu 6-2
## 104 Akiem Hicks 6-4
## 105 T.Y. Hilton 5-10
## 106 Ben Jones 6-3
## 107 Travis Benjamin 5-10
## 108 Kirk Cousins 6-3
## 109 Bobby Massie 6-6
## 110 Malik Jackson 6-5
## 111 Josh Norman 6-0
## 112 Senio Kelemete 6-3
## 113 Marvin Jones 6-2
## 114 Justin Bethel 6-0
## 115 Danny Trevathan 6-0
## 116 Kelvin Beachum 6-3
## 117 Rodney McLeod 5-10
## 118 Tashaun Gipson 6-1
## 119 Case Keenum 6-1
## 120 Cole Beasley 5-8
## 121 Julian Stanford 6-1
## 122 Derek Carrier 6-3
## 123 Mike Remmers 6-5
## 124 Brandon Bolden 5-11
## 125 Josh Gordon 6-3
## 126 Greg Van Roten 6-3
## 127 Darren Fells 6-7
## 128 Erik Harris 6-2
## 129 Chris Banjo 5-10
## 130 Eric Fisher 6-7
## 131 Lane Johnson 6-6
## 132 Tavon Austin 5-8
## 133 Sheldon Richardson 6-3
## 134 Star Lotulelei 6-2
## 135 Justin Pugh 6-5
## 136 Desmond Trufant 6-0
## 137 Xavier Rhodes 6-1
## 138 DeAndre Hopkins 6-1
## 139 Cordarrelle Patterson 6-2
## 140 Alec Ogletree 6-2
## 141 Zach Ertz 6-5
## 142 Darius Slay 6-0
## 143 Giovani Bernard 5-9
## 144 Geno Smith 6-3
## 145 Robert Woods 6-0
## 146 Kevin Minter 6-0
## 147 Le'Veon Bell 6-1
## 148 Johnathan Hankins 6-3
## 149 Jon Bostic 6-1
## 150 Jamie Collins 6-3
## 151 Margus Hunt 6-8
## 152 Robert Alford 5-10
## 153 Travis Kelce 6-5
## 154 Tyrann Mathieu 5-9
## 155 Brian Winters 6-4
## 156 Mike Glennon 6-7
## 157 Terron Armstead 6-5
## 158 Keenan Allen 6-2
## 159 Marquise Goodwin 5-9
## 160 John Jenkins 6-3
## 161 Logan Ryan 5-11
## 162 Duron Harmon 6-1
## 163 Brandon Williams 6-1
## 164 Alex Okafor 6-4
## 165 J.C. Tretter 6-4
## 166 William Gholston 6-6
## 167 John Simon 6-2
## 168 Kyle Juszczyk 6-1
## 169 Oday Aboushi 6-5
## 170 Kenny Stills 6-1
## 171 Steven Means 6-3
## 172 A.J. Klein 6-1
## 173 Micah Hyde 6-0
## 174 David Quessenberry 6-5
## 175 Latavius Murray 6-3
## 176 Rex Burkhead 5-10
## 177 Ryan Griffin 6-6
## 178 Ryan Jensen 6-4
## 179 Jordan Poyer 6-0
## 180 Nicholas Williams 6-4
## 181 Lerentee McCray 6-3
## 182 Mike Purcell 6-3
## 183 Rashaan Melvin 6-2
## 184 Christopher Hubbard 6-4
## 185 Brandon Copeland 6-3
## 186 Adam Thielen 6-2
## 187 Damion Square 6-2
## 188 Demetrius Harris 6-7
## 189 Bradley McDougald 6-1
## 190 Jack Doyle 6-6
## 191 A.J. Bouye 6-0
## 192 Benson Mayowa 6-3
## 193 James Ferentz 6-2
## 194 Alejandro Villanueva 6-9
## 195 Jadeveon Clowney 6-5
## 196 Sammy Watkins 6-1
## 197 Khalil Mack 6-3
## 198 Jake Matthews 6-5
## 199 Mike Evans 6-5
## 200 Anthony Barr 6-5
## 201 Eric Ebron 6-4
## 202 Taylor Lewan 6-7
## 203 Odell Beckham 5-11
## 204 Aaron Donald 6-1
## 205 Kyle Fuller 5-11
## 206 Zack Martin 6-4
## 207 C.J. Mosley 6-2
## 208 Brandin Cooks 5-10
## 209 Dee Ford 6-2
## 210 Jason Verrett 5-10
## 211 Jimmie Ward 5-11
## 212 Bradley Roby 5-11
## 213 Teddy Bridgewater 6-2
## 214 Xavier Su'a-Filo 6-4
## 215 Demarcus Lawrence 6-3
## 216 Joel Bitonio 6-4
## 217 Derek Carr 6-3
## 218 Kyle Van Noy 6-3
## 219 Lamarcus Joyner 5-8
## 220 Jeremiah Attaochu 6-3
## 221 Davante Adams 6-1
## 222 Carlos Hyde 6-0
## 223 Allen Robinson 6-2
## 224 Jimmy Garoppolo 6-2
## 225 Jarvis Landry 5-11
## 226 Justin Britt 6-6
## 227 Morgan Moses 6-6
## 228 Billy Turner 6-5
## 229 Christian Kirksey 6-2
## 230 Terrence Brooks 5-11
## 231 Gabe Jackson 6-3
## 232 John Brown 5-11
## 233 Trai Turner 6-3
## 234 Brandon Linder 6-6
## 235 Michael Schofield 6-6
## 236 Jerick McKinnon 5-9
## 237 Richard Rodgers 6-4
## 238 Bashaud Breeland 5-11
## 239 Devonta Freeman 5-8
## 240 Justin Ellis 6-2
## 241 Ross Cockrell 6-0
## 242 DaQuan Jones 6-4
## 243 Anthony Hitchens 6-0
## 244 Logan Thomas 6-6
## 245 Pierre Desir 6-1
## 246 Dontae Johnson 6-2
## 247 James White 5-10
## 248 Kevin Pierre-Louis 6-0
## 249 Nevin Lawson 5-9
## 250 Brent Urban 6-7
## 251 Ricardo Allen 5-9
## 252 Caraun Reid 6-2
## 253 Corey Linsley 6-3
## 254 Devon Kennard 6-3
## 255 Matt Paradis 6-3
## 256 T.J. Carrie 6-0
## 257 Shamar Stephen 6-5
## 258 Shelby Harris 6-2
## 259 Charles Leno 6-3
## 260 Terrance Mitchell 5-11
## 261 Willie Snead 5-11
## 262 Daniel Sorensen 6-2
## 263 Albert Wilson 5-9
## 264 James Hurst 6-5
## 265 Cornelius Lucas 6-8
## 266 Mike Pennel 6-4
## 267 Joe Thomas 6-1
## 268 Trey Hopkins 6-3
## 269 Justin McCray 6-3
## 270 Tyler Shatley 6-3
## 271 Josh Wells 6-6
## 272 Tyler Larsen 6-4
## 273 Damien Williams 5-11
## 274 Josh Mauro 6-6
## 275 Kerry Hyder 6-2
## 276 Keith Smith 6-0
## 277 Shaquil Barrett 6-2
## 278 Zach Kerr 6-2
## 279 Andrew Norwell 6-6
## 280 Christian Jones 6-3
## 281 Matt Feiler 6-6
## 282 K'Waun Williams 5-9
## 283 Denico Autry 6-5
## 284 Cameron Brate 6-5
## 285 Diontae Spencer 5-8
## 286 Adrian Phillips 5-11
## 287 Chris Manhertz 6-6
## 288 Efe Obada 6-6
## 289 Jameis Winston 6-4
## 290 Dante Fowler 6-3
## 291 Amari Cooper 6-1
## 292 Brandon Scherff 6-5
## 293 Leonard Williams 6-5
## 294 Kevin White 6-3
## 295 Ereck Flowers 6-6
## 296 Trae Waynes 6-0
## 297 Danny Shelton 6-2
## 298 Andrus Peat 6-7
## 299 DeVante Parker 6-3
## 300 Melvin Gordon 6-1
## 301 Arik Armstead 6-7
## 302 Cameron Erving 6-5
## 303 Nelson Agholor 6-0
## 304 Cedric Ogbuehi 6-5
## 305 Bud Dupree 6-4
## 306 D.J. Humphries 6-5
## 307 Shaq Thompson 6-0
## 308 Byron Jones 6-0
## 309 Laken Tomlinson 6-3
## 310 Phillip Dorsett 5-10
## 311 Malcom Brown 6-2
## 312 Landon Collins 6-0
## 313 Donovan Smith 6-6
## 314 Mario Edwards 6-3
## 315 Devin Smith 6-1
## 316 Preston Smith 6-5
## 317 Eddie Goldman 6-3
## 318 Benardrick McKinney 6-4
## 319 Eric Kendricks 6-0
## 320 Jaquiski Tartt 6-1
## 321 Eric Rowe 6-1
## 322 Denzel Perryman 5-11
## 323 Mitch Morse 6-6
## 324 Ronald Darby 5-11
## 325 Jordan Phillips 6-6
## 326 Ameer Abdullah 5-9
## 327 Maxx Williams 6-4
## 328 Rob Havenstein 6-8
## 329 Markus Golden 6-3
## 330 Ty Sambrailo 6-5
## 331 Randy Gregory 6-5
## 332 Ali Marpet 6-4
## 333 Frank Clark 6-3
## 334 A.J. Cann 6-3
## 335 Tyler Lockett 5-10
## 336 Tevin Coleman 6-1
## 337 Chris Conley 6-3
## 338 P.J. Williams 6-0
## 339 John Miller 6-3
## 340 Jordan Hicks 6-1
## 341 Tyler Kroft 6-6
## 342 David Johnson 6-1
## 343 Danielle Hunter 6-5
## 344 Carl Davis 6-5
## 345 Henry Anderson 6-6
## 346 Ty Montgomery 6-0
## 347 Steven Nelson 5-11
## 348 Angelo Blackson 6-4
## 349 Trey Flowers 6-2
## 350 Daryl Williams 6-6
## 351 Jamison Crowder 5-9
## 352 Blake Bell 6-6
## 353 Za'Darius Smith 6-4
## 354 Kwon Alexander 6-1
## 355 Mike Davis 5-9
## 356 Damien Wilson 6-0
## 357 Jon Feliciano 6-4
## 358 Shaquille Mason 6-1
## 359 Max Garcia 6-4
## 360 Mark Glowinski 6-4
## 361 Grady Jarrett 6-0
## 362 Adrian Amos 6-0
## 363 MyCole Pruitt 6-2
## 364 Bobby McCain 5-11
## 365 Stefon Diggs 6-0
## 366 Tyeler Davison 6-2
## 367 C.J. Uzomah 6-6
## 368 Jesse James 6-7
## 369 Michael Burton 6-0
## 370 David Mayo 6-2
## 371 James O'Shaughnessy 6-4
## 372 Darius Philon 6-1
## 373 Quandre Diggs 5-9
## 374 Darren Waller 6-6
## 375 Christian Ringo 6-1
## 376 Christian Covington 6-2
## 377 Rakeem Nunez-Roches 6-2
## 378 Austin Reiter 6-3
## 379 Bobby Hart 6-5
## 380 Trenton Brown 6-8
## 381 Geoff Swaim 6-4
## 382 Trevor Siemian 6-3
## 383 Denzelle Good 6-5
## 384 La'el Collins 6-4
## 385 Justin Hamilton 6-2
## 386 Raheem Mostert 5-10
## 387 Eric Tomlinson 6-6
## 388 Chris Reed 6-4
## 389 Neville Hewitt 6-2
## 390 DeAndre Carter 5-8
## 391 B.J. Finney 6-4
## 392 Troy Hill 5-11
## 393 Jake Kumerow 6-4
## 394 DeShawn Williams 6-1
## 395 Justin Coleman 5-11
## 396 Anthony Harris 6-1
## 397 Taylor Heinicke 6-1
## 398 Malcolm Brown 5-11
## 399 James Vaughters 6-1
## 400 David Andrews 6-3
## 401 Brandon King 6-2
## 402 Damiere Byrd 5-9
## 403 Dean Marlowe 6-1
## 404 Jesse Davis 6-6
## 405 Alex Singleton 6-2
## 406 Bryce Callahan 5-9
## 407 Kendall Lamm 6-5
## 408 Greg Mancz 6-4
## 409 Adam Humphries 5-11
## 410 Quinton Spain 6-4
## 411 Nick Dzubnar 6-1
## 412 Daniel Brown 6-5
## 413 Tyrell Williams 6-4
## 414 Ross Travis 6-6
## 415 Jared Goff 6-4
## 416 Carson Wentz 6-5
## 417 Joey Bosa 6-5
## 418 Ezekiel Elliott 6-0
## 419 Jalen Ramsey 6-1
## 420 Ronnie Stanley 6-6
## 421 DeForest Buckner 6-7
## 422 Jack Conklin 6-6
## 423 Leonard Floyd 6-5
## 424 Eli Apple 6-1
## 425 Vernon Hargreaves 5-10
## 426 Sheldon Rankins 6-2
## 427 Laremy Tunsil 6-5
## 428 Karl Joseph 5-10
## 429 Keanu Neal 6-1
## 430 Ryan Kelly 6-4
## 431 Shaq Lawson 6-3
## 432 Will Fuller 6-0
## 433 Laquon Treadwell 6-2
## 434 William Jackson 6-0
## 435 Kenny Clark 6-3
## 436 Robert Nkemdiche 6-4
## 437 Vernon Butler 6-4
## 438 Germain Ifedi 6-5
## 439 Emmanuel Ogbah 6-4
## 440 Jaylon Smith 6-2
## 441 Hunter Henry 6-5
## 442 Myles Jack 6-1
## 443 Chris Jones 6-6
## 444 Xavien Howard 6-1
## 445 Sterling Shepard 5-10
## 446 Reggie Ragland 6-2
## 447 Austin Johnson 6-4
## 448 Jihad Ward 6-5
## 449 Derrick Henry 6-3
## 450 A'Shawn Robinson 6-4
## 451 Jason Spriggs 6-6
## 452 Jarran Reed 6-3
## 453 Deion Jones 6-1
## 454 Mackensie Alexander 5-10
## 455 Tyler Boyd 6-2
## 456 Cody Whitehair 6-3
## 457 T.J. Green 6-3
## 458 Sean Davis 6-1
## 459 Vonn Bell 5-11
## 460 James Bradberry 6-1
## 461 Adam Gotsis 6-4
## 462 Kevin Byard 5-11
## 463 Carl Nassib 6-7
## 464 Maliek Collins 6-2
## 465 Yannick Ngakoue 6-2
## 466 Jonathan Bullard 6-3
## 467 Kenyan Drake 6-1
## 468 Daryl Worley 6-1
## 469 Joe Thuney 6-5
## 470 Isaac Seumalo 6-4
## 471 Austin Hooper 6-4
## 472 Jordan Jenkins 6-3
## 473 Kendall Fuller 5-11
## 474 Nick Vigil 6-2
## 475 Kyler Fackrell 6-5
## 476 Javon Hargrave 6-2
## 477 Jacoby Brissett 6-4
## 478 Graham Glasgow 6-6
## 479 Justin Simmons 6-2
## 480 Joe Schobert 6-1
## 481 Sheldon Day 6-1
## 482 Tavon Young 5-9
## 483 Eric Murray 5-11
## 484 Chris Moore 6-1
## 485 Ryan Smith 5-11
## 486 Tyler Higbee 6-6
## 487 Miles Killebrew 6-2
## 488 Nick Kwiatkoski 6-2
## 489 De'Vondre Campbell 6-4
## 490 Hassan Ridgeway 6-3
## 491 Juston Burris 6-0
## 492 David Onyemata 6-4
## 493 Andrew Billings 6-1
## 494 Deon Bush 6-0
## 495 Demarcus Robinson 6-1
## 496 Blake Martinez 6-2
## 497 Rashard Robinson 6-1
## 498 Dak Prescott 6-2
## 499 Devontae Booker 5-11
## 500 Dean Lowry 6-6
## 501 Tajae Sharpe 6-2
## 502 Connor McGovern 6-4
## 503 Matt Judon 6-3
## 504 Quinton Jefferson 6-4
## 505 Jordan Howard 6-0
## 506 Matt Ioannidis 6-3
## 507 Joe Haeg 6-6
## 508 Brandon Shell 6-5
## 509 Halapoulivaati Vaitai 6-6
## 510 Tyreek Hill 5-10
## 511 D.J. Reader 6-3
## 512 Marqui Christian 5-11
## 513 Alex Collins 5-10
## 514 Rashard Higgins 6-1
## 515 Andy Janovich 6-1
## 516 DeAndre Houston-Carson 6-0
## 517 Jakeem Grant 5-7
## 518 Anthony Brown 5-11
## 519 Wes Schweitzer 6-5
## 520 Derek Watt 6-2
## 521 Brandon Allen 6-2
## 522 Mike Thomas 6-1
## 523 Kamu Grugier-Hill 6-2
## 524 Maurice Canady 6-1
## 525 Elandon Roberts 6-0
## 526 Kevon Seymour 6-0
## 527 Ted Karras 6-4
## 528 Stephen Weatherly 6-5
## 529 Jalen Mills 6-0
## 530 Dwayne Washington 6-1
## 531 Jayron Kearse 6-4
## 532 Tyler Matakevich 6-1
## 533 Joe Walker 6-2
## 534 Chester Rogers 6-0
## 535 Kalif Raymond 5-8
## 536 George Fant 6-5
## 537 Matthias Farley 5-11
## 538 Justin Zimmer 6-3
## 539 Rashod Hill 6-6
## 540 Mike Hilton 5-9
## 541 Jarrod Wilson 6-2
## 542 Justin Murray 6-5
## 543 Alex Erickson 6-0
## 544 Michael Pierce 6-0
## 545 Matt Skura 6-3
## 546 Woodrow Hamilton 6-3
## 547 Jonathan Jones 5-10
## 548 Sharrod Neasman 6-0
## 549 J.D. McKissic 5-10
## 550 Geronimo Allison 6-3
## 551 Andrew Adams 5-11
## 552 Donte Deayon 5-9
## 553 Romeo Okwara 6-4
## 554 Roy Robertson-Harris 6-5
## 555 Morgan Fox 6-3
## 556 Cory Littleton 6-3
## 557 Robby Anderson 6-3
## 558 Jake Brendel 6-4
## 559 Stephen Anderson 6-3
## 560 Brennan Scarlett 6-4
## 561 Peyton Barber 5-11
## 562 Elijhaa Penny 6-2
## 563 Antwaun Woods 6-1
## 564 C.J. Ham 5-11
## 565 Antonio Hamilton 6-0
## 566 Marcus Johnson 6-1
## 567 J.P. Holtz 6-3
## 568 Jaydon Mickens 5-11
## 569 Jalen Richard 5-8
## 570 Lucas Patrick 6-3
## 571 Garrett Griffin 6-4
## 572 Brandon Zylstra 6-2
## 573 Sam Eguavoen 6-1
## 574 Tevaughn Campbell 6-0
## 575 Cyril Grayson 5-9
## 576 Mo Alie-Cox 6-5
## 577 Myles Garrett 6-4
## 578 Mitchell Trubisky 6-2
## 579 Solomon Thomas 6-2
## 580 Leonard Fournette 6-0
## 581 Corey Davis 6-3
## 582 Jamal Adams 6-1
## 583 Mike Williams 6-4
## 584 Christian McCaffrey 5-11
## 585 John Ross 5-11
## 586 Patrick Mahomes 6-3
## 587 Marshon Lattimore 6-0
## 588 Haason Reddick 6-1
## 589 Derek Barnett 6-3
## 590 Malik Hooker 6-1
## 591 Marlon Humphrey 6-0
## 592 Jonathan Allen 6-3
## 593 Adoree' Jackson 5-11
## 594 O.J. Howard 6-6
## 595 Garett Bolles 6-5
## 596 Jarrad Davis 6-1
## 597 Charles Harris 6-3
## 598 Evan Engram 6-3
## 599 Jabrill Peppers 5-11
## 600 Takkarist McKinley 6-2
## 601 Tre'Davious White 5-11
## 602 Taco Charlton 6-6
## 603 David Njoku 6-4
## 604 T.J. Watt 6-4
## 605 Ryan Ramczyk 6-6
## 606 Kevin King 6-3
## 607 Cam Robinson 6-6
## 608 Malik McDowell 6-6
## 609 Budda Baker 5-10
## 610 Zay Jones 6-2
## 611 Marcus Maye 6-0
## 612 Curtis Samuel 5-11
## 613 Dalvin Cook 5-10
## 614 Marcus Williams 6-1
## 615 Sidney Jones 6-0
## 616 Gerald Everett 6-3
## 617 Adam Shaheen 6-6
## 618 Tyus Bowser 6-3
## 619 Joe Mixon 6-1
## 620 DeMarcus Walker 6-4
## 621 Teez Tabor 6-0
## 622 Dalvin Tomlinson 6-3
## 623 Zach Cunningham 6-3
## 624 Ethan Pocic 6-6
## 625 Tanoh Kpassagnon 6-7
## 626 Chidobe Awuzie 6-0
## 627 JuJu Smith-Schuster 6-1
## 628 Dion Dawkins 6-5
## 629 Taylor Moton 6-5
## 630 Larry Ogunjobi 6-3
## 631 Ahkello Witherspoon 6-2
## 632 Alvin Kamara 5-10
## 633 Dawuane Smoot 6-3
## 634 Cooper Kupp 6-2
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## [3337] 43 26 49 46 6 6 46 35 25 47 47 25 25 28 10 10 12 47 11 3 27 42 44 6
## [3361] 10 10 39 43 10 9 12 7 2 26 31 38 43 22 27 34 42 48 43 27 15 31 40 47
## [3385] 49 9 40 40 25 44 46 46 27 27 35 27 48 44 20 45 24 14 22 38 8 8 31 31
## [3409] 22 28 27 48 19 27 38 38 31 26 6 8 25 37 41 50 38 38 31 25 33 48 50 10
## [3433] 31 31 48 47 30 38 39 21 31 24 7 7 40 40 49 28 45 42 36 46 42 23 26 44
## [3457] 33 33 18 18 26 37 40 24 27 27 40 40 35 35 18 18 12 33 48 23 18 14 14 2
## [3481] 25 44 39 39 15 17 20 37 43 42 42 7 25 32 45 26 31 45 45 49 28 27 17 7
## [3505] 3 24 24 48 48 30 25 46 46 37 25 34 6 37 37 35 25 50 19 24 15 12 49 32
## [3529] 25 25 21 40 40 43 30 23 7 7 2 25 46 46 10 26 37 36 8 3 15 23 23 29
## [3553] 37 39 44 24 28 18 24 24 40 38 43 40 32 48 16 10 20 25 33 46 38 5 7 5
## [3577] 7 40 40 26 26 3 23 33 43 49 39 40 29 35 36 20 40 30 41 15 44 22 17 25
## [3601] 45 15 25 25 39 48 38 38 25 43 34 43 46 43 43 34 17 17 17 8 36 29 24 24
## [3625] 49 38 1 39 49 38 10 25 25 36 46 32 18 20 23 23 35 35 34 29 25 49 7 15
## [3649] 22 16 32 48 48 48 12 22 36 36 35 28 28 40 6 2 25 25 45 23 32 32 25 17
## [3673] 32 36 38 34 27 14 6 42 20 25 30 30 32 32 13 8 49 29 34 40 42 32 27 22
## [3697] 20 38 39 13 31 35 44 46 40 31 13 10 16 46 46 21 21 33 35 45 49 23 25 29
## [3721] 29 18 24 24 29 31 29 45 14 9 3 21 18 18 27 25 25 33 40 25 29 49 28 28
## [3745] 1 40 13 11 25 33 11 3 46 34 46 49 40 14 8 12 30 44 44 44 6 6 31 37
## [3769] 40 40 36 36 50 39 5 15 3 2 1 1 25 25 22 36 26 41 30 30 30 28 33 37
## [3793] 23 25 50 14 27 27 48 9 30 26 43 37 37 47 22 30 34 34 25 34 47 47 29 38
## [3817] 33 33 38 28 28 28 31 49 49 49 32 32 26 15 19 37 40 6 20 20 41 29 27 17
## [3841] 37 48 16 25 35 42 48 37 48 44 49 38 15 25 32 48 25 17 25 45 48 40 23 5
## [3865] 33 46 44 12 30 37 19 25 48 46 16 38 11 24 24 35 38 38 34 34 22 25 48 47
## [3889] 34 29 24 43 46 48 25 19 17 34 22 33 36 27 32 10 10 25 25 25 38 32 26 33
## [3913] 41 9 16 26 38 45 35 45 30 30 31 23 39 34 31 13 28 32 9 25 2 23 34 34
## [3937] 3 29 47 25 25 25 34 34 38 35 35 20 42 40 40 26 26 26 37 37 25 14 8 2
## [3961] 2 25 25 36 44 20 9 21 14 41 46 43 31 31 26 31 26 39 16 16 38 49 37 49
## [3985] 34 25 20 8 3 21 24 47 49 32 42 6 6 37 49 44 44 12 3 7 36 15 11 48
## [4009] 40 40 39 30 45 46 46 16 12 12 6 3 33 38 21 44 48 23 9 16 40 45 49 29
## [4033] 47 47 34 34 35 35 41 39 44 25 25 27 44 34 34 15 31 49 46 23 23 25 25 30
## [4057] 44 32 30 41 40 42 14 25 41 47 37 30 11 14 27 27 25 25 25 39 44 49 15 15
## [4081] 42 42 28 4 4 20 27 41 29 39 23 9 11 11 5 5 36 47 34 34 29 45 27 47
## [4105] 49 45 25 33 40 30 30 48 35 27 19 13 8 8 1 25 32 49 23 14 31 29 43 46
## [4129] 45 21 36 34 39 29 38 35 20 35 49 23 14 14 14 41 8 46 20 43 12 25 38 38
## [4153] 16 28 26 32 34 16 13 24 19 35 49 49 41 41 18 18 50 50 20 23 23 29 41 41
## [4177] 20 25 49 44 32 42 42 30 28 21 21 21 21 25 49 49 49 33 33 33 47 47 20 41
## [4201] 36 7 7 43 3 29 46 47 23 24 27 40 49 49 21 33 11 44 17 17 26 13 13 18
## [4225] 29 28 22 33 33 44 44 12 30 25 35 40 43 27 27 35 48 48 41 30 45 45 45 24
## [4249] 30 47 40 40 43 47 20 22 26 40 20 6 2 25 24 45 46 14 5 5 25 38 45 22
## [4273] 38 41 34 9 9 43 46 46 34 34 26 20 4 29 29 27 23 37 47 32 34 31 42 42
## [4297] 23 13 13 13 28 37 37 8 11 8 12 20 20 32 32 32 33 35 35 42 37 4 6 37
## [4321] 48 42 47 35 35 35 35 48 39 39 9 6 6 26 43 29 33 40 47 49 44 48 11 11
## [4345] 39 45 16 16 29 45 42 11 11 25 42 42 38 46 48 18 18 17 33 48 48 47 47 31
## [4369] 24 14 11 26 37 29 32 36 47 5 9 37 37 26 26 26 18 18 38 28 40 27 21 20
## [4393] 20 23 44 43 38 28 1 31 42 42 24 24 8 8 25 37 40 9 9 25 41 49 40 30
## [4417] 30 25 45 49 44 44 37 25 32 41 20 14 4 33 24 29 23 23 27 39 44 44 36 29
## [4441] 18 37 37 39 15 20 20 26 26 26 20 46 10 10 33 47 47 43 36 23 14 22 22 41
## [4465] 22 12 15 10 37 49 19 28 27 3 3 15 26 48 48 48 14 28 50 50 17 25 30 30
## [4489] 34 37 48 47 10 10 13 13 15 36 25 47 43 23 35 32 32 38 40 43 50 33 8 20
## [4513] 33 48 48 31 19 48 37 32 21 28 39 24 15 25 26 43 49 4 11 11 20 20 20 36
## [4537] 18 18 38 13 29 30 14 44 4 17 34 44 50 44 23 28 48 15 45 47 47 48 34 14
## [4561] 14 14 36 16 25 20 32 25 36 36 43 43 28 11 30 33 25 39 40 18 2 28 25 24
## [4585] 46 17 17 25 25 34 29 15 36 36 42 41 41 16 32 32 38 48 48 40 40 40 28 40
## [4609] 40 40 36 49 49 26 26 44 31 19 35 42 43 47 44 10 17 40 30 43 2 25 38 39
## [4633] 21 25 33 24 39 50 50 44 34 34 14 14 22 42 35 30 30 31 6 12 38 20 20 5
## [4657] 5 25 33 46 38 50 50 11 13 20 22 32 33 33 40 18 46 49 16 31 48 47 40 16
## [4681] 31 31 31 48 44 46 16 43 43 49 43 28 33 42 40 24 37 37 17 40 35 43 38 39
## [4705] 39 39 46 26 2 25 25 20 45 35 42 42 8 10 38 47 42 42 50 20 20 44 44 44
## [4729] 29 23 16 14 4 25 40 26 12 25 31 38 49 26 40 38 38 20 23 41 40 35 25 30
## [4753] 25 27 45 18 25 39 30 28 25 45 45 38 30 30 35 4 40 48 36 36 2 18 18 26
## [4777] 37 45 45 47 47 47 25 38 39 42 47 33 33 46 38 11 48 18 25 33 33 41 42 9
## [4801] 24 36 48 43 43 44 4 7 6 24 29 36 36 41 41 43 34 27 22 25 36 23 29 34
## [4825] 39 36 29 41 41 47 13 27 19 13 31 26 29 48 42 25 25 25 25 27 36 31 18 36
## [4849] 26 36 34 25 25 50 46 33 23 37 38 31 1 25 14 36 34 42 16 16 16 24 31 27
## [4873] 31 43 29 27 49 49 44 34 47 22 9 2 25 30 12 9 5 5 13 11 33 23 27 35
## [4897] 39 39 43 48 40 21 6 6 37 40 35 22 21 25 29 34 36 24 20 25 30 41 23 31
## [4921] 44 48 48 35 34 26 29 41 26 46 32 15 25 29 35 37 42 42 42 25 41 37 28 28
## [4945] 5 21 21 26 31 21 35 20 43 40 39 45 45 25 48 45 45 45 43 31 39 43 22 22
## [4969] 17 2 18 39 45 24 50 50 26 25 29 36 49 31 42 30 30 30 30 17 40 5 28 18
## [4993] 18 25 46 46 49 21 15 34 38 47 30 44 34 34 33 18 18 18 25 44 39 49 37 37
## [5017] 28 3 3 13 2 21 32 47 39 25 25 48 46 37 32 32 9 9 3 3 27 48 47 5
## [5041] 21 30 27 10 10 25 49 41 29 24 25 39 39 33 14 14 25 31 38 25 28 28 45 47
## [5065] 29 35 35 45 45 45 40 29 10 4 25 46 48 38 30 34 34 45 41 46 13 37 40 36
## [5089] 26 24 17 1 25 25 25 49 42 29 25 25 25 41 34 36 41 41 22 25 25 46 49 47
## [5113] 24 24 28 39 39 31 26 28 23 46 28 10 5 5 50 46 43 34 25 12 25 39 49 25
## [5137] 42 48 45 29 16 2 1 1 39 35 35 35 37 47 39 49 25 28 35 40 2 11 16 22
## [5161] 33 33 33 25 40 6 28 42 38 2 2 2 26 12 12 25 29 47 47 49 23 7 5 2
## [5185] 28 36 19 25 48 48 48 48 29 29 8 49 17 43 49 43 32 30 22 29 17 7 18 28
## [5209] 28 20 24 22 17 22 17 40 28 13 13 28 34 17 33 41 34 22 22 22 9 31 35 36
## [5233] 29 42 35 35 33 22 39 44 42 22 29 25 25 41 41 29 24 24 25 30 33 15 25 31
## [5257] 34 36 46 46 46 20 34 12 12 16 35 31 10 2 30 39 46 43 32 32 40 48 44 33
## [5281] 21 21 27 45 45 16 11 28 38 30 30 23 34 30 49 33 31 13 6 3 2 15 36 27
## [5305] 40 25 23 18 30 19 26 36 26 25 39 45 34 47 27 44 33 29 6 35 39 32 1 1
## [5329] 4 4 42 47 3 3 23 24 32 41 41 36 36 49 49 36 37 45 48 40 44 40 46 5
## [5353] 5 36 36 26 40 49 50 18 23 34 39 46 48 48 39 25 49 29 29 27 48 44 47 36
## [5377] 36 44 23 15 12 25 26 49 34 34 15 49 49 25 37 33 20 26 13 18 30 23 34 45
## [5401] 46 39 24 24 25 35 40 40 27 5 5 4 25 36 44 24 33 27 20 9 14 48 25 25
## [5425] 41 45 32 42 42 29 18 10 3 3 3 42 13 25 25 38 31 43 43 43 47 42 36 33
## [5449] 23 17 19 45 20 9 35 26 30 50 45 34 5 5 25 33 41 35 28 26 28 12 12 40
## [5473] 37 37 42 32 47 25 31 40 40 34 44 44 36 33 21 33 39 19 41 40 8 24 24 25
## [5497] 25 29 32 47 33 25 17 48 46 38 33 15 10 16 8 40 44 44 40 23 23 31 37 41
## [5521] 50 50 46 26 23 28 28 24 24 26 31 16 41 30 14 40 34 45 43 10 23 15 46 39
## [5545] 11 5 25 30 39 39 48 36 37 37 27 42 9 15 26 21 33 50 42 19 19 18 28 2
## [5569] 25 28 43 20 47 29 25 22 49 33 26 20 5 2 29 42 25 25 42 48 39 33 33 13
## [5593] 5 4 2 25 48 45 32 38 44 33 20 5 29 38 34 18 2 23 28 37 37 50 25 33
## [5617] 41 40 23 26 32 32 21 22 45 10 26 28 28 44 10 25 25 30 30 30 30 32 32 32
## [5641] 25 29 21 26 45 24 25 25 6 6 25 25 12 36 36 28 28 37 42 46 46 46 1 2
## [5665] 42 45 19 24 26 48 48 28 28 22 13 46 46 22 19 50 25 20 25 16 20 45 43 38
## [5689] 38 30 30 10 6 25 31 39 34 45 40 40 40 3 7 49 39 35 35 28 25 25 45 48
## [5713] 25 31 31 40 24 29 33 40 46 44 50 34 45 43 31 34 39 16 9 9 35 23 2 13
## [5737] 13 22 22 32 37 46 20 27 39 39 41 36 25 41 41 44 44 20 30 41 47 47 25 31
## [5761] 35 45 26 22 25 26 44 45 23 32 31 31 14 32 32 39 39 39 49 21 34 42 37 1
## [5785] 32 48 39 39 45 9 13 19 21 21 25 25 40 42 22 22 16 21 31 45 45 31 41 36
## [5809] 46 19 38 42 35 25 21 28 25 23 15 6 25 32 35 50 50 43 32 10 10 41 33 28
## [5833] 17 2 25 25 25 50 50 29 25 34 48 35 35 40 50 11 19 33 33 25 9 35 35 40
## [5857] 36 43 43 24 24 40 2 25 39 5 5 46 25 20 24 30 30 45 45 32 40 30 26 5
## [5881] 5 25 4 4 4 4 45 49 36 36 32 32 7 25 29 45 37 25 36 43 27 29 49 36
## [5905] 36 31 42 47 27 28 21 45 45 50 47 20 38 46 29 30 15 15 35 50 47 33 38 45
## [5929] 45 10 45 41 31 22 12 27 40 40 13 28 28 27 47 30 26 18 5 25 38 38 21 6
## [5953] 42 42 47 32 37 48 26 17 39 40 29 29 24 21 23 30 33 18 23 38 48 26 16 31
## [5977] 44 38 38 43 47 6 12 21 28 26 31 28 23 24 31 31 40 40 40 26 20 46 49 40
## [6001] 31 36 20 47 22 22 16 49 49 9 25 4 16 2 25 34 48 44 29 29 22 20 17 38
## [6025] 18 7 25 32 42 45 48 48 40 30 16 16 16 2 24 27 39 33 19 28 43 49 41 9
## [6049] 42 49 40 20 28 23 25 44 43 34 34 23 13 35 36 45 17 20 40 35 46 46 33 35
## [6073] 21 28 20 20 45 37 49 48 34 24 22 22 25 26 32 36 50 38 22 35 35 23 19 15
## [6097] 32 38 8 15 15 46 38 38 10 12 25 25 32 32 27 41 41 35 10 32 40 15 25 12
## [6121] 12 3 25 24 30 30 17 10 6 25 37 37 40 46 41 25 39 37 41 27 43 21 33 45
## [6145] 46 39 46 33 13 22 22 13 37 37 42 42 32 32 29 19 18 18 18 29 41 48 37 30
## [6169] 24 24 22 22 25 29 12 18 38 47 48 29 37 49 46 38 38 32 31 17 14 9 9 12
## [6193] 41 41 41 26 48 38 29 27 28 28 48 18 34 34 33 33 38 44 34 38 39 8 35 46
## [6217] 34 34 20 21 26 35 39 32 44 42 32 42 37 25 25 20 2 21 30 25 22 18 7 29
## [6241] 31 43 45 10 25 25 49 49 49 43 41 30 24 25 32 25 29 24 26 30 27 21 25 25
## [6265] 45 20 15 13 35 45 47 39 7 18 13 18 18 25 27 20 25 42 16 11 31 30 44 11
## [6289] 25 25 30 43 25 17 30 33 32 32 32 22 45 45 46 46 19 9 36 36 39 45 39 7
## [6313] 7 10 23 38 27 33 33 25 39 48 16 34 31 45 23 25 33 36 32 32 32 37 49 24
## [6337] 24 33 38 15 34 28 31 37 42 42 15 21 21 20 27 29 36 36 26 18 26 36 36 31
## [6361] 25 9 18 18 21 22 39 13 14 33 13 13 26 36 44 44 25 35 41 48 25 36 36 24
## [6385] 12 12 30 11 25 37 37 14 40 46 36 14 8 4 44 45 38 44 14 25 20 25 36 44
## [6409] 24 1 25 39 20 25 28 34 34 50 40 41 16 16 25 45 25 35 48 37 12 12 27 27
## [6433] 18 14 26 33 30 30 48 9 5 26 47 16 41 46 16 29 40 27 27 30 49 48 48 43
## [6457] 43 36 25 2 29 29 31 35 48 40 40 45 25 25 46 22 36 42 35 38 16 31 42 42
## [6481] 18 18 45 38 20 19 29 35 18 30 47 17 5 5 31 45 37 37 27 41 31 24 11 25
## [6505] 25 25 41 43 43 46 40 27 21 43 22 26 41 7 22 35 35 30 36 46 46 25 38 45
## [6529] 47 42 35 28 45 45 24 26 15 10 22 22 31 43 40 12 5 25 21 21 29 37 42 48
## [6553] 30 24 19 10 29 41 44 35 16 23 23 25 25 37 42 39 27 24 29 19 24 33 44 34
## [6577] 33 44 37 37 29 11 3 29 38 47 47 44 1 40 45 32 26 25 31 37 30 30 30 44
## [6601] 35 30 18 49 39 32 8 8 25 28 30 34 40 37 44 36 37 31 47 47 14 34 43 48
## [6625] 38 20 23 33 33 20 18 18 30 21 33 45 34 30 17 8 8 20 26 43 41 23 6 6
## [6649] 1 25 25 33 38 20 20 47 49 49 40 30 27 20 20 20 10 10 26 40 25 25 38 38
## [6673] 39 39 39 22 22 32 27 48 48 40 34 29 29 28 33 23 45 49 26 27 44 37 38 50
## [6697] 20 45 45 45 48 45 25 32 36 42 45 45 19 12 26 39 25 47 32 25 50 34 34 10
## [6721] 18 35 35 32 15 40 42 47 47 36 9 16 16 20 29 35 25 38 38 38 25 38 38 38
## [6745] 33 25 24 24 16 26 38 45 44 44 44 44 25 46 50 50 29 39 17 17 20 48 40 27
## [6769] 39 40 28 24 32 44 45 42 14 18 16 28 27 27 28 40 47 15 10 10 29 20 23 27
## [6793] 31 48 15 6 3 4 4 3 3 7 39 36 11 11 21 23 23 35 40 45 38 28 14 14
## [6817] 12 20 38 19 9 17 14 3 15 15 28 28 34 24 40 28 43 29 24 10 26 23 27 27
## [6841] 27 17 40 39 19 28 25 27 47 31 40 40 48 42 27 12 5 47 25 14 20 41 32 26
## [6865] 22 23 49 39 29 32 32 42 37 20 6 6 25 25 25 38 50 50 50 12 11 24 24 32
## [6889] 13 10 28 45 31 17 16 7 9 9 33 44 24 24 4 25 48 48 29 44 25 25 25 40
## [6913] 30 38 38 25 25 21 31 37 37 48 3 27 27 27 44 31 31 15 34 41 34 28 44 44
## [6937] 17 9 5 1 24 24 23 29 46 33 28 25 32 48 24 25 32 32 47 35 43 47 33 41
## [6961] 31 31 28 25 20 32 32 32 47 47 47 47 45 47 23 33 36 36 22 28 44 25 31 34
## [6985] 39 30 28 39 10 13 41 12 2 1 3 3 38 31 31 23 38 44 49 42 47 23 32 44
## [7009] 23 15 25 19 35 40 45 44 20 16 23 25 23 37 50 12 33 41 25 36 38 5 19 20
## [7033] 46 44 44 44 25 15 15 42 42 40 30 25 25 25 19 32 39 39 39 39 48 29 29 29
## [7057] 29 25 38 35 17 30 37 42 48 50 7 14 24 36 35 22 30 48 20 16 25 46 44 27
## [7081] 7 2 31 21 35 35 49 37 28 24 25 47 48 25 24 24 8 34 39 49 19 19 31 36
## [7105] 36 40 29 29 3 3 9 13 22 32 36 36 45 45 44 44 42 42 17 17 25 25 3 9
## [7129] 16 16 20 20 37 37 47 44 44 37 33 26 26 21 14 32 36 50 18 18 38 26 21 20
## [7153] 15 26 36 43 16 16 21 42 37 25 11 11 30 26 26 43 25 11 11 25 40 48 32 23
## [7177] 23 20 20 25 32 45 45 45 33 37 34 23 18 40 49 46 47 13 13 10 22 22 19 19
## [7201] 19 5 25 33 39 44 40 43 22 12 32 34 25 42 44 33 46 13 38 48 47 43 15 25
## [7225] 9 4 12 26 28 30 38 24 18 36 42 4 25 44 34 29 25 19 14 10 43 22 22 25
## [7249] 50 31 6 25 28 28 28 47 49 23 27 25 25 25 40 40 40 28 28 23 17 17 17 2
## [7273] 9 19 27 27 34 34 40 34 30 41 27 30 30 32 40 49 40 45 40 29 29 42 23 23
## [7297] 10 39 43 40 45 5 29 19 32 49 22 11 13 25 28 37 27 33 14 29 40 47 25 33
## [7321] 24 19 39 42 37 20 16 40 37 25 27 11 21 29 39 44 44 49 49 25 19 32 46 44
## [7345] 20 35 40 40 40 30 9 4 35 40 35 9 9 30 33 42 42 42 35 41 44 25 25 25
## [7369] 33 37 14 10 10 42 48 31 41 41 49 48 48 20 8 8 8 17 48 25 35 21 15 25
## [7393] 34 1 35 4 4 29 50 39 38 38 14 25 42 42 42 34 22 40 16 16 24 24 30 37
## [7417] 25 25 4 19 25 42 44 21 22 35 18 20 1 41 46 10 20 36 41 33 43 5 25 20
## [7441] 10 30 41 14 2 34 39 28 29 35 38 39 34 28 28 38 47 48 43 47 30 34 16 43
## [7465] 49 17 26 23 41 44 44 39 42 46 46 40 33 22 2 20 45 45 41 41 15 29 29 35
## [7489] 41 28 13 18 34 40 12 18 31 35 39 43 43 28 32 28 38 28 35 25 25 41 49 24
## [7513] 24 44 44 41 25 35 24 19 8 25 25 17 7 13 34 22 22 29 27 31 39 45 34 22
## [7537] 17 24 24 20 3 3 3 19 29 29 19 50 48 48 7 19 30 41 41 47 47 33 18 46
## [7561] 6 25 38 49 49 49 40 18 25 25 46 5 1 1 1 24 38 40 5 24 28 31 25 11
## [7585] 20 28 10 10 39 48 37 30 15 38 40 25 36 38 47 45 24 27 27 49 49 19 27 36
## [7609] 25 46 47 35 45 32 6 5 39 36 44 27 34 22 22 1 25 26 25 42 47 45 45 30
## [7633] 40 50 22 27 27 27 43 43 31 18 18 26 40 36 36 41 49 27 39 25 48 48 7 31
## [7657] 42 46 41 42 50 50 44 41 17 12 23 24 19 19 46 45 45 21 21 36 50 11 8 19
## [7681] 25 31 36 30 33 19 25 25 37 37 42 48 44 44 44 20 34 44 44 40 25 35 35 25
## [7705] 19 33 33 33 39 39 49 37 41 31 32 48 36 36 26 32 43 32 17 8 24 47 34 34
## [7729] 23 23 33 40 44 30 41 18 25 25 31 46 4 31 50 35 38 20 14 9 7 16 26 33
## [7753] 32 48 34 27 2 32 31 49 31 27 22 25 28 25 40 31 25 45 49 33 21 8 7 28
## [7777] 49 48 47 33 48 40 48 35 18 18 22 25 25 23 22 17 48 48 11 11 17 28 32 32
## [7801] 42 43 18 27 41 41 34 12 38 38 17 33 40 2 2 2 20 45 39 32 22 48 39 39
## [7825] 24 30 26 25 34 43 4 9 45 38 32 20 30 25 23 28 46 41 48 39 34 18 25 29
## [7849] 37 42 49 46 49 49 26 22 8 8 33 39 25 39 42 44 44 25 25 31 20 31 33 44
## [7873] 49 40 23 23 18 18 8 8 2 21 27 40 45 40 40 32 17 3 34 41 45 12 12 3
## [7897] 35 49 49 38 9 9 25 25 5 2 25 49 50 1 38 38 47 42 25 27 29 29 22 25
## [7921] 21 11 25 19 34 44 29 30 14 40 46 31 19 11 12 38 49 45 50 26 9 9 2 11
## [7945] 34 34 36 44 25 18 45 38 38 17 2 2 28 7 29 43 47 47 40 40 43 50 43 35
## [7969] 6 22 29 36 22 38 46 45 43 24 42 42 46 34 29 23 23 32 47 32 32 22 12 5
## [7993] 43 43 7 11 45 46 27 46 46 32 42 25 25 25 33 48 48 48 42 42 26 40 40 49
## [8017] 25 34 29 29 19 43 43 25 34 34 28 25 15 15 27 42 42 34 41 49 44 29 25 25
## [8041] 31 19 30 36 3 3 21 16 3 1 25 41 36 50 19 20 30 48 32 28 2 2 27 7
## [8065] 3 3 33 44 21 12 12 8 16 25 42 50 16 33 28 42 40 14 6 38 8 30 44 46
## [8089] 3 25 25 41 41 35 10 10 25 39 39 38 48 36 30 19 2 13 30 48 48 25 20 25
## [8113] 43 16 13 28 28 42 15 15 3 21 34 34 30 29 42 47 14 5 25 42 37 4 1 1
## [8137] 3 8 36 36 6 6 34 29 34 34 28 40 40 40 30 30 30 42 48 37 37 25 38 38
## [8161] 41 44 30 47 30 25 27 8 7 22 22 2 23 13 46 28 37 35 22 41 13 33 49 49
## [8185] 38 24 29 47 46 39 38 20 41 28 24 27 28 31 50 27 43 38 16 33 43 39 39 35
## [8209] 42 30 13 14 5 18 13 23 25 45 38 41 49 44 5 5 8 33 36 48 48 48 38 47
## [8233] 9 16 22 22 25 29 34 28 29 31 36 47 44 36 36 25 25 18 14 9 9 9 18 28
## [8257] 37 42 42 9 33 38 19 19 39 39 40 49 17 17 34 41 39 27 41 46 25 45 45 33
## [8281] 29 25 47 34 15 25 26 43 43 36 36 46 26 41 8 4 9 46 31 39 23 47 49 29
## [8305] 35 35 29 37 49 44 47 14 25 44 49 49 25 25 11 7 20 23 24 24 30 24 14 20
## [8329] 15 35 39 40 15 12 12 25 39 32 19 16 48 44 44 40 9 27 27 32 15 34 34 35
## [8353] 31 36 50 38 38 26 14 4 49 24 1 24 37 32 10 25 25 36 43 13 13 7 28 36
## [8377] 47 41 25 29 24 35 21 16 25 27 42 50 26 31 33 25 9 9 9 25 25 19 10 21
## [8401] 21 25 33 33 20 33 48 39 27 27 19 49 49 17 37 47 45 50 22 37 33 20 20 30
## [8425] 35 44 24 25 28 35 35 35 15 21 34 27 27 25 46 18 18 45 34 29 29 24 34 36
## [8449] 34 30 28 22 21 25 27 9 22 37 37 34 45 48 35 33 33 34 49 8 11 25 25 42
## [8473] 24 24 19 12 22 20 25 38 33 39 42 35 49 39 32 17 5 22 6 25 29 35 35 35
## [8497] 15 14 4 1 27 27 17 17 17 32 43 42 42 9 33 7 25 42 42 32 37 26 31 37
## [8521] 40 36 39 18 43 47 19 19 46 38 38 43 43 32 11 5 19 28 38 48 27 28 12 12
## [8545] 27 28 34 39 42 29 19 19 24 8 25 28 20 20result <- dfheight %>%
summarise_all(n_distinct) %>%
data.frame()
result## name height
## 1 1671 16l = mean(dfweight$weight)
sprintf('mean weight = %f', l)## [1] "mean weight = 246.182251"count = 0
for(i in 1:nrow(dfweight)){
count = count + 1
}
count## [1] 1679dfweight2 <- dfweight %>%
group_by(weight) %>%
mutate(Count = row_number()) %>%
ungroup()
z<-ggplot(data=dfweight2, aes(x=weight, y=Count)) +
geom_bar(stat="identity")
z
Note that the echo = FALSE parameter was added to the code chunk to prevent printing of the R code that generated the plot.