R Notebook
How many missing Values
sum(is.na(bike.csv))[1] 554Where are the missing values
apply(is.na(bike.csv), 2, sum) datetime season holiday workingday weather temp atemp humidity
0 0 0 0 0 0 0 0
windspeed casual registered count sources
0 0 0 0 554 library(stringr)
str_detect(bike.csv,"NA")Warning in stri_detect_regex(string, pattern, negate = negate, opts_regex = opts(pattern)) :
argument is not an atomic vector; coercing [1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUEDeal with the missing values
Option 1: Remove all observations with missing values
bike.csv_complete <- na.omit(bike.csv)
dim(bike.csv_complete)[1] 16825 13Find the errenous values
table(bike.csv$humidity)
0 10 100 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
22 1 270 1 1 2 4 10 10 10 16 17 26 27 46 56 59 78 71 97 106 113 118
32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
99 162 133 163 187 224 186 209 224 290 235 270 244 248 316 247 240 327 266 262 312 267 287
55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77
352 310 231 258 272 267 335 325 163 219 387 388 161 172 359 430 193 191 317 341 222 219 336
78 79 8 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 96 97 x61
327 238 1 107 275 299 630 124 5 76 488 657 239 7 1 2 331 560 3 1 1 pacman::p_load(stringr, lubridate)# library(stringr)
str_subset(bike.csv$humidity, "[a-z A-Z]")[1] "x61"Locate the errors and replace with the right one
which(bike.csv$humidity=="x61")[1] 14177bike.csv[which(bike.csv$humidity=="x61"), "humidity"] <-61Record data type (coercion)
class(bike.csv$humidity)[1] "integer"bike.csv$humidity <- as.integer(bike.csv$humidity)
class(bike.csv$humidity)[1] "integer"typeof(bike.csv$humidity)[1] "integer"hist(bike.csv$humidity)
unique(bike.csv$workingday)[1] 0 1
Levels: 0 1bike.csv$workingday <- as.factor(bike.csv$workingday)
bike.csv$holiday <- factor(bike.csv$holiday,
levels = c(0,1),
labels = c("No", "Yes"))
class(bike.csv$holiday)[1] "factor"typeof(bike.csv$holiday)[1] "integer"str(bike.csv)'data.frame': 17379 obs. of 13 variables:
$ datetime : chr "1/1/11 0:00" "1/1/11 1:00" "1/1/11 2:00" "1/1/11 3:00" ...
$ season : int 1 1 1 1 1 1 1 1 1 1 ...
$ holiday : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
$ workingday: Factor w/ 2 levels "0","1": 1 1 1 1 1 1 1 1 1 1 ...
$ weather : int 1 1 1 1 1 2 1 1 1 1 ...
$ temp : num 9.84 9.02 9.02 9.84 9.84 ...
$ atemp : num 14.4 13.6 13.6 14.4 14.4 ...
$ humidity : int 81 80 80 75 75 75 80 86 75 76 ...
$ windspeed : num 0 0 0 0 0 ...
$ casual : int 3 8 5 3 0 0 2 1 1 8 ...
$ registered: int 13 32 27 10 1 1 0 2 7 6 ...
$ count : int 16 40 32 13 1 1 2 3 8 14 ...
$ sources : chr "ad campaign" "www.yahoo.com" "www.google.fi" "AD campaign" ...Deal with strings/characters data
table(bike.csv$sources)
ad campaign Ad Campaign AD campaign blog direct
3472 851 894 494 1610
facebook page Twitter Twitter www.bing.com www.google.co.uk
1551 890 855 1595 1553
www.google.com www.google.fi www.yahoo.com
527 828 1705 Three Problems Detected 1. Case to be consistent 2.Remove extra spaces 3.Combine values with same pattern
bike.csv$sources <- tolower(bike.csv$sources)bike.csv$sources <- str_trim(bike.csv$sources, "both")goog_id <- grep("google", bike.csv$sources)
bike.csv$sources[goog_id] <- "google"table(bike.csv$sources)
ad campaign blog direct facebook page google twitter
5217 494 1610 1551 2908 1745
www.bing.com www.yahoo.com
1595 1705 bad_data <- str_subset(bike.csv_complete$humidity, "[a-z A-Z]")bike.csv_complete$humidity <- str_replace_all(bike.csv_complete$humidity,bad_data,"61")bike.csv_complete$weather <- factor(bike.csv_complete$weather, levels = c(1,2,3,4), labels = c("Clear","Mist","Light Snow/Rain", "Heavy Snow/Rain"))cast <- read.csv("raw_cast.csv")str(cast)'data.frame': 1298 obs. of 3 variables:
$ X : int 1 2 3 4 5 6 7 8 9 10 ...
$ Name.1: chr "Angela Bassett" "Peter Krause" "Oliver Stark" "Aisha Hinds" ...
$ Name.2: chr "Athena Grant\n 87 episodes, 2018-2022" "Bobby Nash\n 87 episodes, 2018-2022" "Evan 'Buck' Buckley\n 87 episodes, 2018-2022" "Henrietta 'Hen' Wilson\n 87 episodes, 2018-2022" ...sum(is.na(cast))[1] 0library(stringr)
cast$Name.2 <- str_split(cast$Episode, " /... ", simplify = TRUE)[, 1]
cast$Episode <- str_split(cast$Name.2, " /... ", simplify = TRUE)[, 1]str_trim(cast$Episode, side = "both") [1] "Angela Bassett" "Peter Krause" "Oliver Stark"
[4] "Aisha Hinds" "Kenneth Choi" "Corinne Massiah"
[7] "Jennifer Love Hewitt" "Ryan Guzman" "Marcanthonee Reis"
[10] "Rockmond Dunbar" "Gavin McHugh" "Bryan Safi"
[13] "Tracie Thoms" "Chiquita Fuller" "Declan Pratt"
[16] "Debra Christofferson" "John Harlan Kim" "Megan West"
[19] "Anirudh Pisharody" "Cocoa Brown" "Ashwin Gore"
[22] "Chris Wu" "Connie Britton" "La Monde Byrd"
[25] "Alex Loynaz" "Michelle Bernard" "Claudia Christian"
[28] "Gabrielle Walsh" "Jonathan Grebe" "Arielle Kebbel"
[31] "Ana Mercedes" "Margot Catherine Terry" "Mariette Hartley"
[34] "Marsha Warfield" "Danny Nucci" "Abby Brammell"
[37] "Devin Kelley" "Sasha Roiz" "Ross Gallo"
[40] "Ronda Rousey" "Beverly Todd" "Bryce Durfee"
[43] "Noah Bean" "Andi Chapman" "Terri Hoyos"
[46] "Rick Chambers" "Vanessa Williams" "Connor Trinneer"
[49] "Brian Hallisay" "Gavin Stenhouse" "Henry G. Sanders"
[52] "Tiffany Dupont" "Sean Kleier" "George DelHoyo"
[55] "Alfonso Caballero" "Dante Brown" "Susan Song"
[58] "Adela Paez" "John Marshall Jones" "Mac Brandt"
[61] "Colin McCalla" "Ellen Hollman" "Freda Foh Shen"
[64] "Leonard Roberts" "Brian Thompson" "Lou Ferrigno Jr."
[67] "Paula Marshall" "Amber Friendly" "Scott Speiser"
[70] "Eddie McGee" "Mark Derwin" "Rachel Breitag"
[73] "Gayla Johnson" "Aline Elasmar" "Romi Dias"
[76] "Christian Keyes" "Marypat Farrell" "Justin James Farley"
[79] "Remy Ortiz" "Ronobir Lahiri" "Noelle E Parker"
[82] "Gigi Zumbado" "London Cheshire" "Adriana Santos"
[85] "Bailey Leung" "Jesse Scott Egan" "Charles Emmett"
[88] "Hailey Leung" "Carly Nykanen" "Theo Breaux"
[91] "Joe Pistone" "Peter Jang" "Melanie Hawkins"
[94] "Eric Nenninger" "Doug Savant" "Chelsea Kane"
[97] "Laura Allen" "Todd Williams" "Colby French"
[100] "Jennifer Aspen" "Romy Rosemont" "Dee Wallace"
[103] "Christine Estabrook" "Daniel Roebuck" "Genneya Walton"
[106] "Kelvin Han Yee" "William Russ" "Gregory Harrison"
[109] "Gino Anthony Pesi" "Lauren Stamile" "Vanessa Marano"
[112] "Kevyn Morrow" "Ali Hillis" "Reggie Austin"
[115] "Keana Marie" "Ava Acres" "Joseph Lyle Taylor"
[118] "Kim Estes" "Lilli Birdsell" "Tara Karsian"
[121] "Rae Dawn Chong" "Anthony Turpel" "T.J. Linnard"
[124] "Alejandro Furth" "Jordan Belfi" "Brian Tichnell"
[127] "David Young Lee" "Elena Campbell-Martinez" "Amos Blackmon"
[130] "Faline England" "Elia Cantu" "Tyler Ross"
[133] "Jama Williamson" "Manuel Rafael Lozano" "Christian Ganiere"
[136] "Josh Duvendeck" "Thomas Daniel Smith" "Gilli Messer"
[139] "Daniel Curtis Lee" "Deborah Strang" "Michael Whaley"
[142] "Kendra Chell" "Connor Dean" "Juliana Dever"
[145] "Brielle Barbusca" "Conor Romero" "Burt Grinstead"
[148] "Josephine Lawrence" "Troy Ian Hall" "Ulysses Morazan"
[151] "Brandon Papo" "Donny Carrington" "Nev Scharrel"
[154] "Ted Jonas" "Chandler Fossett" "Kyle Louis"
[157] "Louis C. Giordano" "Vincent Ventresca" "Mike Gray"
[160] "Briana Cap" "Lyle Kanouse" "Jordan David"
[163] "Tom Beyer" "Rachel Daigh" "Pablo Espinosa"
[166] "Wendy Schenker" "Jennifer Choe" "Alyvia Alyn Lind"
[169] "Oscar Nuñez" "Jenny O'Hara" "Megan Ferguson"
[172] "Dana Davis" "Ross Partridge" "McKinley Freeman"
[175] "Natalee Linez" "Autumn Reeser" "Erin Cahill"
[178] "John Hensley" "Sarah Hay" "Ian Reed Kesler"
[181] "James Chen" "Rebecca Wisocky" "Bree Turner"
[184] "M.C. Gainey" "Andy Buckley" "Tim Russ"
[187] "Michael Roark" "Sophina Brown" "Brian Howe"
[190] "Nick Searcy" "Christian Clemenson" "Pepi Sonuga"
[193] "Mark Pellegrino" "Alicia Coppola" "Donzaleigh Abernathy"
[196] "Lyndon Smith" "Jackson Hurst" "Devin Druid"
[199] "Pete Ploszek" "Jee Young Han" "Kasey Mahaffy"
[202] "Drew Powell" "Eddie McClintock" "Jeff Pierre"
[205] "Seth Carr" "Brooke Shields" "Jack McGee"
[208] "A.J. Cook" "Cherami Leigh" "Robbie Kay"
[211] "Arye Gross" "Chris Johnson" "Keslee Blalock"
[214] "Lou Beatty Jr." "Shaan Dasani" "Jessalyn Wanlim"
[217] "Azita Ghanizada" "Sean Maher" "Susan Ruttan"
[220] "Tim DeZarn" "Jennifer Hasty" "Christopher B. Duncan"
[223] "Christopher Rivas" "Derek Phillips" "Wallace Langham"
[226] "Christopher Cousins" "Glenn Plummer" "Jenica Bergere"
[229] "John Lacy" "Sara Amini" "James Handy"
[232] "Edy Ganem" "JoNell Kennedy" "Ella Thomas"
[235] "Madeleine Byrne" "Maurice J. Irvin" "Rene Rivera"
[238] "Chris Aquilino" "Connor Tillman" "Reggie Watkins"
[241] "Samuel Caleb Walker" "Charles Baker" "Donna D'Errico"
[244] "Lex Medlin" "Frank Collison" "Julian Works"
[247] "Wolé Parks" "Larry Bagby" "Francis X. McCarthy"
[250] "Tom Parker" "Beto Angulo" "Kelly Smith"
[253] "Paulina Alvarez" "Stephanie Lemelin" "Robert Costanzo"
[256] "Julie Claire" "Max Adler" "John Cothran"
[259] "Andy Umberger" "Jessica Tuck" "Samba Schutte"
[262] "Dorian Harewood" "Philip Anthony-Rodriguez" "Mandy June Turpin"
[265] "Patrick Walker" "Jonathan Patrick Moore" "Bryan Lillis"
[268] "Anne Gee Byrd" "Ariana Guerra" "Devon Gummersall"
[271] "Louise Barnes" "Robert Curtis Brown" "Erica Luttrell"
[274] "Todd Robert Anderson" "Krishna Smitha" "Matt Burke"
[277] "Eddie Aguirre" "Parveen Kaur" "Todd Giebenhain"
[280] "Jessica Collins" "Michael Bowen" "Lawrence Pressman"
[283] "Elizabeth Anweis" "Kara Royster" "Briana Lane"
[286] "Presciliana Esparolini" "Cedric Sanders" "Tyler Francavilla"
[289] "Shannon Lorance" "Lewie Bartone" "Dan Chlebanowski"
[292] "Joely Fisher" "Michael Graziadei" "Skye P. Marshall"
[295] "Dorian Brown Pham" "Sterling Sulieman" "Chrystee Pharris"
[298] "Annie Thurman" "Kim Yarbrough" "Nolan Bateman"
[301] "Eric Allan Kramer" "Audrey Wasilewski" "Assaf Cohen"
[304] "Sal Viscuso" "Patrick Fischler" "Leah Pipes"
[307] "Alexis Krause" "Julie Zhan" "Jordyn Chang"
[310] "Ramon De Ocampo" "Gregg Daniel" "Zachary S. Williams"
[313] "Jared Wernick" "Kamyar Jahan" "Elton McCrudden"
[316] "Gabrielle Carteris" "Dendrie Taylor" "Harrison Xu"
[319] "Gloria Garayua" "Stephanie Nash" "Mark Atteberry"
[322] "Kyle Kittredge" "Jeffrey Sun" "Ariel Jackson"
[325] "Wes Brown" "Caleb Castille" "Troy Winbush"
[328] "J.D. Walsh" "Zarah Mahler" "Josh Daugherty"
[331] "Jeanette O'Connor" "Marisol Ramirez" "Flavia Watson"
[334] "Rebecca Mozo" "Darren Dupree Washington" "Mayank Saxena"
[337] "Erin Karpluk" "Brynn Thayer" "Tricia Leigh Fisher"
[340] "Karl Makinen" "Alla Korot" "Javier Grajeda"
[343] "Luke Judy" "Demetrius Butler" "Scottie Thompson"
[346] "Travis Schuldt" "Steven Culp" "Matt Battaglia"
[349] "Deborah May" "Morgan Smith" "Riley Schmidt"
[352] "Lisa Ann Walter" "Nikki Deloach" "George Wyner"
[355] "Jim O'Heir" "Laurie Fortier" "Justene Alpert"
[358] "Grace Narducci" "Kimberley Drummond" "Molly Jackson"
[361] "Jaylen Moore" "Ithamar Enriquez" "Scotch Ellis Loring"
[364] "Maggie Egan" "Erica Gimpel" "Mark Gessner"
[367] "Don Franklin" "Devika Parikh" "Stephanie Wong"
[370] "Cheyenne Perez" "Mirabelle Lee" "Mia Danelle"
[373] "Heather Olt" "Tajinae Turner" "Ayaamii Sledge"
[376] "Jazmín Caratini" "Nimo Gandhi" "Heather Mazur"
[379] "Taylor Gray" "Tommy Savas" "Alex Solowitz"
[382] "Michael Dempsey" "Marco Sanchez" "Meryl Hathaway"
[385] "Mark D. Espinoza" "Jessica Jade Andres" "Kimleigh Smith"
[388] "Alice Kina Diehl" "Sean Liang" "Ace Gibson"
[391] "Roshni Shukla" "Charisma Carpenter" "Paula Jai Parker"
[394] "Karina Logue" "Phoebe Neidhardt" "Dan Martin"
[397] "Mauricio Lara" "Nico David" "Shainu Bala"
[400] "Michael Cognata" "Ian Ward" "Jocelyn Hudon"
[403] "Gigi Rice" "Rumer Willis" "Iris Bahr"
[406] "Rachel Rosenbloom" "Sohm Kapila" "Tim Martin Gleason"
[409] "Karen Malina White" "Tricia O'Kelley" "Kahyun Kim"
[412] "Annie Chang" "Juan Gabriel Pareja" "Raquel Dominguez"
[415] "L'lerrét Jazelle" "J.D. Hall" "Richard Tanner"
[418] "Lucian Perez" "Anthony M. Bertram" "Judy Jean Berns"
[421] "Chloe Lanier" "Michelle Meredith" "Dale Godboldo"
[424] "Tunisia Hardison" "Deanne Lauvin" "Jon Paul Burkhart"
[427] "Leila Geyfman" "Emma Fitzpatrick" "Teri Reeves"
[430] "Maddie Nichols" "David Kaufman" "Matthew Yang King"
[433] "Rushi Kota" "Carlos Sanz" "Ivar Brogger"
[436] "Ella Lentini" "Michael Ray Escamilla" "Kallee Brookes"
[439] "Seth Coltan" "Gia Poéme" "Blake Aubrey Hemme"
[442] "Ashley Jones" "Tina Ivlev" "Scott Menville"
[445] "Christine Dunford" "Denise Dowse" "Casey Biggs"
[448] "Larry Sullivan" "Matthew Bellows" "Sarah Hoffmeister"
[451] "Jinhee Joung" "Caleb Foote" "Cassandra M. Parker"
[454] "Nicole Delgado" "Nancy Youngblut" "Patricia Belcher"
[457] "Jayson Blair" "Amarr" "Matt Medrano"
[460] "Joe Gillette" "Joshua Chang" "John Rubinstein"
[463] "Sara Canning" "David DeLuise" "Garrett Coffey"
[466] "Antonio Raul Corbo" "Gustavo Gomez" "Charlie Bodin"
[469] "Kondwani Phiri" "Shane Blades" "Asante Jones"
[472] "Maury Morgan" "Maddie 'Madeline' Levy" "Emanuel Borria"
[475] "Amol Shah" "Lynn Downey" "Elinor Gunn"
[478] "Chauncey Jenkins" "Justin Sams" "Brandon Claybon"
[481] "Anna Lenes" "Makyra Alexander" "James Scully"
[484] "Dylan Kenin" "Miki Ishikawa" "Sonya Leslie"
[487] "Mark Elias" "Steven Allerick" "Glenn Stanton"
[490] "Maria Pallas" "Stewart Skelton" "Jeff Harlan"
[493] "Josh Latzer" "Ru Kumagai" "Clint Jung"
[496] "Ben Bowen" "Baldeep Singh" "Matty Castano"
[499] "Vahe Bejan" "Stewart Jewett" "Vico Ortiz"
[502] "Stephanie Erb" "Bryce Gheisar" "Marianne Muellerleile"
[505] "Nigel Gibbs" "Jeremy Glazer" "Angel Laketa Moore"
[508] "Terryn Westbrook" "Lauren Pritchard" "Aly Mawji"
[511] "Terry Woodberry" "Nicole Dele" "David Carrera"
[514] "Ali Eldin" "Keith Szarabajka" "John Eric Bentley"
[517] "Victoria Gabrielle Platt" "Romeo Brown" "Rachael Drummond"
[520] "Krista Allen" "Sarah Dumont" "Dawnn Lewis"
[523] "Shane Coffey" "Nicole Paggi" "Chelsea Alden"
[526] "Robert Miano" "Darin Heames" "Jonelle Allen"
[529] "Rebeka Montoya" "Jenn Liu" "Oliver Vaquer"
[532] "Brandon Morales" "Rickey Eugene Brown" "Tish Daniels"
[535] "Trevor Dolden" "Samantha Smith" "Chelsea Harris"
[538] "John O'Brien" "Kapri Ladd" "Jamie Martz"
[541] "McKale Jude Bingham" "Trevor Black" "Brie Eley"
[544] "Sean Cork" "Chris M. Kauffmann" "Richa Moorjani"
[547] "David Bowe" "Vanessa Martinez" "Faruk Amireh"
[550] "Grasie Mercedes" "Emil Beheshti" "Joni Bovill"
[553] "Aylin Bayramoglu" "Andy Hoff" "Anoush NeVart"
[556] "Josh Archer" "Nicholas Bush" "Matthew Jain"
[559] "Francisco Rodriguez" "Sunit Gupta" "Erin Maxick"
[562] "Galadriel Stineman" "Louis Lombardi" "Gonzalo Menendez"
[565] "Caleb Pierce" "Peter Van Norden" "Lulu Brud"
[568] "David Douglas" "Dominic Pace" "Jonathan Ohye"
[571] "Glennellen Anderson" "Tim Stafford" "Franco Barberis"
[574] "Stepfanie Kramer" "Greg Evigan" "Dallas Dupree Young"
[577] "Ryan Dorsey" "Gia Carides" "Jaylen Barron"
[580] "Jon Curry" "Dalila Ali Rajah" "Elizabeth Guest"
[583] "Ty Parker" "Walker Barnes" "Cynthia Zitter"
[586] "Ann Hu" "Jacob Figueroa" "Spencer Belko"
[589] "Jerry Zatarain Jr." "Ashlee Marie McLemore" "Dennis Neal"
[592] "Eileen Boylan" "Jamison Jones" "Lucas Royalty"
[595] "Jodi Harris" "Nick Cafero" "Joseph Kamal"
[598] "Charles L. Smith II" "Lauran September" "Melvin Diggs"
[601] "Alan Brooks" "Malie Mason" "Gabriel Ladd Jr."
[604] "Amir Levi" "Catherine Haena Kim" "Salvator Xuereb"
[607] "Sam Meader" "Marcy Goldman" "Chad Addison"
[610] "JC Gonzalez" "Earlene Davis" "Shannon McClung"
[613] "Andrew Asper" "Zylan Brooks" "Mina Joo"
[616] "Domonique Brown" "Jo-Ann Pantoja" "Adeena DeSouza"
[619] "Stacey Danger" "Tangie Ambrose" "Andy Cohen"
[622] "Peter Falls" "Jenny Steadman" "Sean Nateghi"
[625] "David Perez Babich" "Stefan Ionesco" "Jaime Barcelon"
[628] "Shari Belafonte" "Austyn Johnson" "Rob Brownstein"
[631] "Tristen MacDonald" "Zuleyka Silver" "Isabella Hofmann"
[634] "Time Winters" "Cullen Douglas" "Jake Green"
[637] "Georgia Leva" "Connie Jackson" "Merrick McCartha"
[640] "Cassandra Ballard" "Chris Rickett" "Gabriel Burrafato"
[643] "Greta Sesheta" "Elise Dubois" "Christopher W. Brantley"
[646] "Beckett Maillard" "Ray Porter" "Hans Christopher"
[649] "Jim Hanna" "Ronak Gandhi" "Taissa Zveiter"
[652] "Kila Packett" "J.M. Longoria" "Samuel Lim"
[655] "Darrell Lake" "Jamie Renée Smith" "Ammon Jacob Ford"
[658] "Bradley White" "Al Bayan" "Amy Grabow"
[661] "Steven Lee Allen" "Jon Snow" "Jason Woods"
[664] "Charles Carpenter" "Peter Boon Koh" "Ryan Quinn Smith"
[667] "Skyler Cox" "Brad Swanick" "Phillip Daniel"
[670] "George Anagnostou" "Isianna Burgess" "Chasty Ballesteros"
[673] "Biff Wiff" "Jeryl Prescott" "Thomas Ochoa"
[676] "Terrah Bennett Smith" "Brian Atkinson" "Ryan Churchill"
[679] "Brent Popolizio" "Kellan Bold" "Aiden Berryman"
[682] "Sean Heyman" "Beth Triffon" "Gene Farber"
[685] "Jeff Blim" "Kurt Scholler" "Jess Berry"
[688] "Juliette Goglia" "Kristina Pesic" "Judy Kain"
[691] "Catherine Bruhier" "Stacy Ann Rose" "Matthew Holcomb"
[694] "Michael James Lazar" "Isidoro Perez" "Rachael Grace"
[697] "Tangelia Rouse" "Madeline McCuskey" "Joe Alvarez"
[700] "Ashley Rideaux" "Eva Ariel Binder" "Brianna Reed"
[703] "Clayton Farris" "Wyni Landry" "Lane Miller"
[706] "Nikki Crawford" "Pat Asanti" "Gordy De St. Jeor"
[709] "Carlos Moreno Jr." "Kev Martinez" "Wilky Lau"
[712] "Mandie Cheung" "Charlene Amoia" "Jennifer Field"
[715] "Darin Toonder" "Grace Rowe" "Diana Terranova"
[718] "Melissa Greenspan" "Aaron Anastasi" "Natalie Valerin"
[721] "Terry Maratos" "Becky Wu" "Nicole Reddinger"
[724] "Myles Cranford" "Louis Tomeo" "Michael Lanahan"
[727] "Michael James Kelly" "Darla Robinson" "Adam Zastrow"
[730] "Steve Wilcox" "David Atkinson" "Samantha Cutaran"
[733] "Livia Treviño" "Shaw Jones" "Jonny Berryman"
[736] "Tom Costello" "Jennie Baek" "Terence Leclere"
[739] "Alisha Seaton" "Sandra Santiago" "Al Carabello"
[742] "Steven Pritchard" "Michael Garza" "Jinny Chung"
[745] "Jeremy Culhane" "Cody Mayo" "Anita Vogel"
[748] "Brandon Raman" "Dylan Neal" "Daphne Bloomer"
[751] "Toni Belafonte" "Sarah Cortez" "Annie Lee"
[754] "James Achille" "Rebecca Klingler" "Kevin Sifuentes"
[757] "Fernanda Kelly" "Algerita Wynn" "Billy Breed"
[760] "Kimberly Dooley" "Asanté Deshon" "Alan Heitz"
[763] "Carlo Mendez" "Keli Daniels" "Nina Millin"
[766] "Iran Daniel" "Brandon Santana" "Chris Cordone"
[769] "Adam Foster Ballard" "Angela K. Thomas" "Matt Pittenger"
[772] "Marli Crismon" "Nancy Valen" "Matthew Fahey"
[775] "Christian Gehring" "Herbert Russell" "Jillian Peterson"
[778] "Matthew Jayson Cwern" "Calida Jones" "Kendall Joy Hall"
[781] "Jessica Richards" "Jason Ko" "Cole Stratton"
[784] "Paul Jerome" "Corey Rittmaster" "Lucas Armendariz"
[787] "Caeden Rush" "Annie Little" "Daniel Edward Mora"
[790] "Richard Leacock" "Greg Bryan" "Roopashree Jeevaji"
[793] "Zeus Mendoza" "Elijah Isaiah Cook" "Ronan Carroll"
[796] "Lisa Cirincione" "Julien Ari" "Christian Barber"
[799] "Kevin D'Arcy" "Constantine Rousouli" "Corey Martin Craig"
[802] "Debbie Fan" "Angela Cristantello" "Vae"
[805] "Gloria Votsis" "Alexandra Doke" "Joseph Lim Kim"
[808] "Michael Ocampo" "Michael Andrew Baker" "Tim Herzog"
[811] "Curtis Nelson II" "Tai Bennett" "Amy Kersten"
[814] "Andrea K. Torres" "Ray Stefanelli" "Alijah Francis"
[817] "Brittany Giles" "Gianna Gomez" "Jerimiyah Dunbar"
[820] "Britt George" "Cinda Adams" "Jeromy Ramos"
[823] "Sandra Gutierrez" "Chris Devlin" "Gregg Brown"
[826] "Skyler Wright" "Jessica Gardner" "Cate Cohen"
[829] "Irene Roseen" "Brian Maillard" "Gabrielle Lane"
[832] "Juliet Lopez" "Lissa Pallo" "Derek Chariton"
[835] "Javier Calderon" "Phillip Jordan" "Cameron Johnson"
[838] "Julie Ouellette" "Nanrisa Lee" "Brett Davis"
[841] "Ramon Hilario" "Heather McPhaul" "Carole Gutierrez"
[844] "Arielle Diaz" "Adrian Bustamante" "Celeste Den"
[847] "Gina Torrecilla" "Cherita Armstrong" "Tom Wright"
[850] "Patrick Robert Smith" "Kelly LaMarr" "Amy Waller"
[853] "Carie Kawa" "Taylor Hook" "Darren Naylor"
[856] "Kat Conner Sterling" "Hudson West" "Lauryn Kennedy Hardy"
[859] "Marcus Ashley" "Lisa Cole" "Demetris Hartman"
[862] "Verton R. Banks" "John Gloria" "Steven M. Gagnon"
[865] "Jennifer Say Gan" "Jessica Buda" "Sandra Cevallos"
[868] "Libby Baker" "David Chattam" "Ozy Reigns"
[871] "Sara Coates" "Moronai Kanekoa" "Madison Thomas"
[874] "Randy Jay" "Capri-Antoine Vaillancourt" "Sean Christopher Davis"
[877] "Soyana Pigniat" "Diane Mizota" "James Moses Black"
[880] "Pooja Shah" "Aidan Bristow" "Lucas Kerr"
[883] "Holly Hannula" "Jesse Mackey" "Courtney Sauls"
[886] "Jason Grasl" "Earnestine Phillips" "Marianne Lu"
[889] "Jacob Osborne" "Glenn Fernandez" "Chip O'Neil"
[892] "Ty Lewis" "Lara Everly" "Carrie Alexander"
[895] "Mark Jacobson" "Joshua Dov" "Emily Adams"
[898] "Jan Jeffcoat" "Jennifer Lauren DiBella" "Francisco Viana"
[901] "Mendel Fogelman" "Brooke Singleton" "Varinia Justine"
[904] "Michelle Mao" "Randy J. Goodwin" "Brandon Sutton"
[907] "Loren Escandon" "Landall Goolsby" "Connor Kelly-Eiding"
[910] "Larry Brown" "Steve Monroe" "Christopher Gehrman"
[913] "Chase Yi" "Mark Bloom" "Karen Y. McClain"
[916] "Valentina Garcia" "Cassandra Blair" "Jon Huck"
[919] "Jasmine Hester" "Corey Clifford" "Benmio McCrea"
[922] "Hunter Smit" "Brett DeLuca" "Penny Peyser"
[925] "Michael Dietz" "Christopher Carver" "Ryan Shapiro"
[928] "Skye Lucas" "Ava Dodson" "Jeff Budner"
[931] "Ashley Platz" "Bill Posley" "Joe Souza"
[934] "Jennifer Neala Page" "Kent Shocknek" "Dion LaMarr Harvey"
[937] "Jayden Lund" "Jesse Bush" "Andrew Boyle"
[940] "Gary Rubenstein" "Chris Patrickson" "Rick Marcus"
[943] "Landon Gordon" "Marlon Aquino" "Christopher Allen"
[946] "Brittany Gandy" "Kiva Jump" "LaNisa Renee Frederick"
[949] "Andie Ju" "Zac Badasci" "Madison Mae"
[952] "Martin Garcia" "Cameron James Elie" "Brad Benedict"
[955] "Ashley Gallegos" "Mandy Levin" "Rueben Grundy"
[958] "Becki Dennis" "Scott Manuel Johnson" "Eliana Sua"
[961] "Frank Gerrish" "Rocky Marquette" "Megan Goodman"
[964] "Thea Camara" "Benjamin Daniel" "Andre Pelzer"
[967] "Josh Breslow" "Morgan Grier" "Albert Malafronte"
[970] "Kim Pettiford" "Ryan Stroud" "Luis Avilez"
[973] "Lauren C. Mayhew" "Laura Vallejo" "Harrison White"
[976] "David Paladino" "Mariel Martinez" "Adrian Snow"
[979] "Candice Ramirez" "Cynthia Rose Hall" "Audrey Dundee Hannah"
[982] "Will Selva" "Joaquin Veizaga" "Antonio Roccucci"
[985] "Lauren Shaw" "Sarah Adina" "Elaine Loh"
[988] "Rafael Cabrera" "Marcel Nahapetian" "Brian Oblak"
[991] "Chandra Thomas" "Paul Lasa" "M.J. George"
[994] "Sam Kapoor" "Dexter Carr" "Gabriela Fresquez"
[997] "Orson Chaplin" "DeJean Brown" "Mat Hayes"
[1000] "Shira Scott Astrof"
[ reached getOption("max.print") -- omitted 298 entries ]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