pacman::p_load(stringr, lubridate)
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] 0
library(stringr)
cast$Name.2 <- str_split(cast$Name.1, " /... ", simplify = TRUE)[, 1]
cast$Episode <- str_split(cast$Name.2, " /... ", simplify = TRUE)[, 1]
str_trim(cast$Episode, side = "both")
## [1] "Angela Bassett" "Peter Krause"
## [3] "Oliver Stark" "Aisha Hinds"
## [5] "Kenneth Choi" "Corinne Massiah"
## [7] "Jennifer Love Hewitt" "Ryan Guzman"
## [9] "Marcanthonee Reis" "Rockmond Dunbar"
## [11] "Gavin McHugh" "Bryan Safi"
## [13] "Tracie Thoms" "Chiquita Fuller"
## [15] "Declan Pratt" "Debra Christofferson"
## [17] "John Harlan Kim" "Megan West"
## [19] "Anirudh Pisharody" "Cocoa Brown"
## [21] "Ashwin Gore" "Chris Wu"
## [23] "Connie Britton" "La Monde Byrd"
## [25] "Alex Loynaz" "Michelle Bernard"
## [27] "Claudia Christian" "Gabrielle Walsh"
## [29] "Jonathan Grebe" "Arielle Kebbel"
## [31] "Ana Mercedes" "Margot Catherine Terry"
## [33] "Mariette Hartley" "Marsha Warfield"
## [35] "Danny Nucci" "Abby Brammell"
## [37] "Devin Kelley" "Sasha Roiz"
## [39] "Ross Gallo" "Ronda Rousey"
## [41] "Beverly Todd" "Bryce Durfee"
## [43] "Noah Bean" "Andi Chapman"
## [45] "Terri Hoyos" "Rick Chambers"
## [47] "Vanessa Williams" "Connor Trinneer"
## [49] "Brian Hallisay" "Gavin Stenhouse"
## [51] "Henry G. Sanders" "Tiffany Dupont"
## [53] "Sean Kleier" "George DelHoyo"
## [55] "Alfonso Caballero" "Dante Brown"
## [57] "Susan Song" "Adela Paez"
## [59] "John Marshall Jones" "Mac Brandt"
## [61] "Colin McCalla" "Ellen Hollman"
## [63] "Freda Foh Shen" "Leonard Roberts"
## [65] "Brian Thompson" "Lou Ferrigno Jr."
## [67] "Paula Marshall" "Amber Friendly"
## [69] "Scott Speiser" "Eddie McGee"
## [71] "Mark Derwin" "Rachel Breitag"
## [73] "Gayla Johnson" "Aline Elasmar"
## [75] "Romi Dias" "Christian Keyes"
## [77] "Marypat Farrell" "Justin James Farley"
## [79] "Remy Ortiz" "Ronobir Lahiri"
## [81] "Noelle E Parker" "Gigi Zumbado"
## [83] "London Cheshire" "Adriana Santos"
## [85] "Bailey Leung" "Jesse Scott Egan"
## [87] "Charles Emmett" "Hailey Leung"
## [89] "Carly Nykanen" "Theo Breaux"
## [91] "Joe Pistone" "Peter Jang"
## [93] "Melanie Hawkins" "Eric Nenninger"
## [95] "Doug Savant" "Chelsea Kane"
## [97] "Laura Allen" "Todd Williams"
## [99] "Colby French" "Jennifer Aspen"
## [101] "Romy Rosemont" "Dee Wallace"
## [103] "Christine Estabrook" "Daniel Roebuck"
## [105] "Genneya Walton" "Kelvin Han Yee"
## [107] "William Russ" "Gregory Harrison"
## [109] "Gino Anthony Pesi" "Lauren Stamile"
## [111] "Vanessa Marano" "Kevyn Morrow"
## [113] "Ali Hillis" "Reggie Austin"
## [115] "Keana Marie" "Ava Acres"
## [117] "Joseph Lyle Taylor" "Kim Estes"
## [119] "Lilli Birdsell" "Tara Karsian"
## [121] "Rae Dawn Chong" "Anthony Turpel"
## [123] "T.J. Linnard" "Alejandro Furth"
## [125] "Jordan Belfi" "Brian Tichnell"
## [127] "David Young Lee" "Elena Campbell-Martinez"
## [129] "Amos Blackmon" "Faline England"
## [131] "Elia Cantu" "Tyler Ross"
## [133] "Jama Williamson" "Manuel Rafael Lozano"
## [135] "Christian Ganiere" "Josh Duvendeck"
## [137] "Thomas Daniel Smith" "Gilli Messer"
## [139] "Daniel Curtis Lee" "Deborah Strang"
## [141] "Michael Whaley" "Kendra Chell"
## [143] "Connor Dean" "Juliana Dever"
## [145] "Brielle Barbusca" "Conor Romero"
## [147] "Burt Grinstead" "Josephine Lawrence"
## [149] "Troy Ian Hall" "Ulysses Morazan"
## [151] "Brandon Papo" "Donny Carrington"
## [153] "Nev Scharrel" "Ted Jonas"
## [155] "Chandler Fossett" "Kyle Louis"
## [157] "Louis C. Giordano" "Vincent Ventresca"
## [159] "Mike Gray" "Briana Cap"
## [161] "Lyle Kanouse" "Jordan David"
## [163] "Tom Beyer" "Rachel Daigh"
## [165] "Pablo Espinosa" "Wendy Schenker"
## [167] "Jennifer Choe" "Alyvia Alyn Lind"
## [169] "Oscar Nuñez" "Jenny O'Hara"
## [171] "Megan Ferguson" "Dana Davis"
## [173] "Ross Partridge" "McKinley Freeman"
## [175] "Natalee Linez" "Autumn Reeser"
## [177] "Erin Cahill" "John Hensley"
## [179] "Sarah Hay" "Ian Reed Kesler"
## [181] "James Chen" "Rebecca Wisocky"
## [183] "Bree Turner" "M.C. Gainey"
## [185] "Andy Buckley" "Tim Russ"
## [187] "Michael Roark" "Sophina Brown"
## [189] "Brian Howe" "Nick Searcy"
## [191] "Christian Clemenson" "Pepi Sonuga"
## [193] "Mark Pellegrino" "Alicia Coppola"
## [195] "Donzaleigh Abernathy" "Lyndon Smith"
## [197] "Jackson Hurst" "Devin Druid"
## [199] "Pete Ploszek" "Jee Young Han"
## [201] "Kasey Mahaffy" "Drew Powell"
## [203] "Eddie McClintock" "Jeff Pierre"
## [205] "Seth Carr" "Brooke Shields"
## [207] "Jack McGee" "A.J. Cook"
## [209] "Cherami Leigh" "Robbie Kay"
## [211] "Arye Gross" "Chris Johnson"
## [213] "Keslee Blalock" "Lou Beatty Jr."
## [215] "Shaan Dasani" "Jessalyn Wanlim"
## [217] "Azita Ghanizada" "Sean Maher"
## [219] "Susan Ruttan" "Tim DeZarn"
## [221] "Jennifer Hasty" "Christopher B. Duncan"
## [223] "Christopher Rivas" "Derek Phillips"
## [225] "Wallace Langham" "Christopher Cousins"
## [227] "Glenn Plummer" "Jenica Bergere"
## [229] "John Lacy" "Sara Amini"
## [231] "James Handy" "Edy Ganem"
## [233] "JoNell Kennedy" "Ella Thomas"
## [235] "Madeleine Byrne" "Maurice J. Irvin"
## [237] "Rene Rivera" "Chris Aquilino"
## [239] "Connor Tillman" "Reggie Watkins"
## [241] "Samuel Caleb Walker" "Charles Baker"
## [243] "Donna D'Errico" "Lex Medlin"
## [245] "Frank Collison" "Julian Works"
## [247] "Wolé Parks" "Larry Bagby"
## [249] "Francis X. McCarthy" "Tom Parker"
## [251] "Beto Angulo" "Kelly Smith"
## [253] "Paulina Alvarez" "Stephanie Lemelin"
## [255] "Robert Costanzo" "Julie Claire"
## [257] "Max Adler" "John Cothran"
## [259] "Andy Umberger" "Jessica Tuck"
## [261] "Samba Schutte" "Dorian Harewood"
## [263] "Philip Anthony-Rodriguez" "Mandy June Turpin"
## [265] "Patrick Walker" "Jonathan Patrick Moore"
## [267] "Bryan Lillis" "Anne Gee Byrd"
## [269] "Ariana Guerra" "Devon Gummersall"
## [271] "Louise Barnes" "Robert Curtis Brown"
## [273] "Erica Luttrell" "Todd Robert Anderson"
## [275] "Krishna Smitha" "Matt Burke"
## [277] "Eddie Aguirre" "Parveen Kaur"
## [279] "Todd Giebenhain" "Jessica Collins"
## [281] "Michael Bowen" "Lawrence Pressman"
## [283] "Elizabeth Anweis" "Kara Royster"
## [285] "Briana Lane" "Presciliana Esparolini"
## [287] "Cedric Sanders" "Tyler Francavilla"
## [289] "Shannon Lorance" "Lewie Bartone"
## [291] "Dan Chlebanowski" "Joely Fisher"
## [293] "Michael Graziadei" "Skye P. Marshall"
## [295] "Dorian Brown Pham" "Sterling Sulieman"
## [297] "Chrystee Pharris" "Annie Thurman"
## [299] "Kim Yarbrough" "Nolan Bateman"
## [301] "Eric Allan Kramer" "Audrey Wasilewski"
## [303] "Assaf Cohen" "Sal Viscuso"
## [305] "Patrick Fischler" "Leah Pipes"
## [307] "Alexis Krause" "Julie Zhan"
## [309] "Jordyn Chang" "Ramon De Ocampo"
## [311] "Gregg Daniel" "Zachary S. Williams"
## [313] "Jared Wernick" "Kamyar Jahan"
## [315] "Elton McCrudden" "Gabrielle Carteris"
## [317] "Dendrie Taylor" "Harrison Xu"
## [319] "Gloria Garayua" "Stephanie Nash"
## [321] "Mark Atteberry" "Kyle Kittredge"
## [323] "Jeffrey Sun" "Ariel Jackson"
## [325] "Wes Brown" "Caleb Castille"
## [327] "Troy Winbush" "J.D. Walsh"
## [329] "Zarah Mahler" "Josh Daugherty"
## [331] "Jeanette O'Connor" "Marisol Ramirez"
## [333] "Flavia Watson" "Rebecca Mozo"
## [335] "Darren Dupree Washington" "Mayank Saxena"
## [337] "Erin Karpluk" "Brynn Thayer"
## [339] "Tricia Leigh Fisher" "Karl Makinen"
## [341] "Alla Korot" "Javier Grajeda"
## [343] "Luke Judy" "Demetrius Butler"
## [345] "Scottie Thompson" "Travis Schuldt"
## [347] "Steven Culp" "Matt Battaglia"
## [349] "Deborah May" "Morgan Smith"
## [351] "Riley Schmidt" "Lisa Ann Walter"
## [353] "Nikki Deloach" "George Wyner"
## [355] "Jim O'Heir" "Laurie Fortier"
## [357] "Justene Alpert" "Grace Narducci"
## [359] "Kimberley Drummond" "Molly Jackson"
## [361] "Jaylen Moore" "Ithamar Enriquez"
## [363] "Scotch Ellis Loring" "Maggie Egan"
## [365] "Erica Gimpel" "Mark Gessner"
## [367] "Don Franklin" "Devika Parikh"
## [369] "Stephanie Wong" "Cheyenne Perez"
## [371] "Mirabelle Lee" "Mia Danelle"
## [373] "Heather Olt" "Tajinae Turner"
## [375] "Ayaamii Sledge" "Jazmín Caratini"
## [377] "Nimo Gandhi" "Heather Mazur"
## [379] "Taylor Gray" "Tommy Savas"
## [381] "Alex Solowitz" "Michael Dempsey"
## [383] "Marco Sanchez" "Meryl Hathaway"
## [385] "Mark D. Espinoza" "Jessica Jade Andres"
## [387] "Kimleigh Smith" "Alice Kina Diehl"
## [389] "Sean Liang" "Ace Gibson"
## [391] "Roshni Shukla" "Charisma Carpenter"
## [393] "Paula Jai Parker" "Karina Logue"
## [395] "Phoebe Neidhardt" "Dan Martin"
## [397] "Mauricio Lara" "Nico David"
## [399] "Shainu Bala" "Michael Cognata"
## [401] "Ian Ward" "Jocelyn Hudon"
## [403] "Gigi Rice" "Rumer Willis"
## [405] "Iris Bahr" "Rachel Rosenbloom"
## [407] "Sohm Kapila" "Tim Martin Gleason"
## [409] "Karen Malina White" "Tricia O'Kelley"
## [411] "Kahyun Kim" "Annie Chang"
## [413] "Juan Gabriel Pareja" "Raquel Dominguez"
## [415] "L'lerrét Jazelle" "J.D. Hall"
## [417] "Richard Tanner" "Lucian Perez"
## [419] "Anthony M. Bertram" "Judy Jean Berns"
## [421] "Chloe Lanier" "Michelle Meredith"
## [423] "Dale Godboldo" "Tunisia Hardison"
## [425] "Deanne Lauvin" "Jon Paul Burkhart"
## [427] "Leila Geyfman" "Emma Fitzpatrick"
## [429] "Teri Reeves" "Maddie Nichols"
## [431] "David Kaufman" "Matthew Yang King"
## [433] "Rushi Kota" "Carlos Sanz"
## [435] "Ivar Brogger" "Ella Lentini"
## [437] "Michael Ray Escamilla" "Kallee Brookes"
## [439] "Seth Coltan" "Gia Poéme"
## [441] "Blake Aubrey Hemme" "Ashley Jones"
## [443] "Tina Ivlev" "Scott Menville"
## [445] "Christine Dunford" "Denise Dowse"
## [447] "Casey Biggs" "Larry Sullivan"
## [449] "Matthew Bellows" "Sarah Hoffmeister"
## [451] "Jinhee Joung" "Caleb Foote"
## [453] "Cassandra M. Parker" "Nicole Delgado"
## [455] "Nancy Youngblut" "Patricia Belcher"
## [457] "Jayson Blair" "Amarr"
## [459] "Matt Medrano" "Joe Gillette"
## [461] "Joshua Chang" "John Rubinstein"
## [463] "Sara Canning" "David DeLuise"
## [465] "Garrett Coffey" "Antonio Raul Corbo"
## [467] "Gustavo Gomez" "Charlie Bodin"
## [469] "Kondwani Phiri" "Shane Blades"
## [471] "Asante Jones" "Maury Morgan"
## [473] "Maddie 'Madeline' Levy" "Emanuel Borria"
## [475] "Amol Shah" "Lynn Downey"
## [477] "Elinor Gunn" "Chauncey Jenkins"
## [479] "Justin Sams" "Brandon Claybon"
## [481] "Anna Lenes" "Makyra Alexander"
## [483] "James Scully" "Dylan Kenin"
## [485] "Miki Ishikawa" "Sonya Leslie"
## [487] "Mark Elias" "Steven Allerick"
## [489] "Glenn Stanton" "Maria Pallas"
## [491] "Stewart Skelton" "Jeff Harlan"
## [493] "Josh Latzer" "Ru Kumagai"
## [495] "Clint Jung" "Ben Bowen"
## [497] "Baldeep Singh" "Matty Castano"
## [499] "Vahe Bejan" "Stewart Jewett"
## [501] "Vico Ortiz" "Stephanie Erb"
## [503] "Bryce Gheisar" "Marianne Muellerleile"
## [505] "Nigel Gibbs" "Jeremy Glazer"
## [507] "Angel Laketa Moore" "Terryn Westbrook"
## [509] "Lauren Pritchard" "Aly Mawji"
## [511] "Terry Woodberry" "Nicole Dele"
## [513] "David Carrera" "Ali Eldin"
## [515] "Keith Szarabajka" "John Eric Bentley"
## [517] "Victoria Gabrielle Platt" "Romeo Brown"
## [519] "Rachael Drummond" "Krista Allen"
## [521] "Sarah Dumont" "Dawnn Lewis"
## [523] "Shane Coffey" "Nicole Paggi"
## [525] "Chelsea Alden" "Robert Miano"
## [527] "Darin Heames" "Jonelle Allen"
## [529] "Rebeka Montoya" "Jenn Liu"
## [531] "Oliver Vaquer" "Brandon Morales"
## [533] "Rickey Eugene Brown" "Tish Daniels"
## [535] "Trevor Dolden" "Samantha Smith"
## [537] "Chelsea Harris" "John O'Brien"
## [539] "Kapri Ladd" "Jamie Martz"
## [541] "McKale Jude Bingham" "Trevor Black"
## [543] "Brie Eley" "Sean Cork"
## [545] "Chris M. Kauffmann" "Richa Moorjani"
## [547] "David Bowe" "Vanessa Martinez"
## [549] "Faruk Amireh" "Grasie Mercedes"
## [551] "Emil Beheshti" "Joni Bovill"
## [553] "Aylin Bayramoglu" "Andy Hoff"
## [555] "Anoush NeVart" "Josh Archer"
## [557] "Nicholas Bush" "Matthew Jain"
## [559] "Francisco Rodriguez" "Sunit Gupta"
## [561] "Erin Maxick" "Galadriel Stineman"
## [563] "Louis Lombardi" "Gonzalo Menendez"
## [565] "Caleb Pierce" "Peter Van Norden"
## [567] "Lulu Brud" "David Douglas"
## [569] "Dominic Pace" "Jonathan Ohye"
## [571] "Glennellen Anderson" "Tim Stafford"
## [573] "Franco Barberis" "Stepfanie Kramer"
## [575] "Greg Evigan" "Dallas Dupree Young"
## [577] "Ryan Dorsey" "Gia Carides"
## [579] "Jaylen Barron" "Jon Curry"
## [581] "Dalila Ali Rajah" "Elizabeth Guest"
## [583] "Ty Parker" "Walker Barnes"
## [585] "Cynthia Zitter" "Ann Hu"
## [587] "Jacob Figueroa" "Spencer Belko"
## [589] "Jerry Zatarain Jr." "Ashlee Marie McLemore"
## [591] "Dennis Neal" "Eileen Boylan"
## [593] "Jamison Jones" "Lucas Royalty"
## [595] "Jodi Harris" "Nick Cafero"
## [597] "Joseph Kamal" "Charles L. Smith II"
## [599] "Lauran September" "Melvin Diggs"
## [601] "Alan Brooks" "Malie Mason"
## [603] "Gabriel Ladd Jr." "Amir Levi"
## [605] "Catherine Haena Kim" "Salvator Xuereb"
## [607] "Sam Meader" "Marcy Goldman"
## [609] "Chad Addison" "JC Gonzalez"
## [611] "Earlene Davis" "Shannon McClung"
## [613] "Andrew Asper" "Zylan Brooks"
## [615] "Mina Joo" "Domonique Brown"
## [617] "Jo-Ann Pantoja" "Adeena DeSouza"
## [619] "Stacey Danger" "Tangie Ambrose"
## [621] "Andy Cohen" "Peter Falls"
## [623] "Jenny Steadman" "Sean Nateghi"
## [625] "David Perez Babich" "Stefan Ionesco"
## [627] "Jaime Barcelon" "Shari Belafonte"
## [629] "Austyn Johnson" "Rob Brownstein"
## [631] "Tristen MacDonald" "Zuleyka Silver"
## [633] "Isabella Hofmann" "Time Winters"
## [635] "Cullen Douglas" "Jake Green"
## [637] "Georgia Leva" "Connie Jackson"
## [639] "Merrick McCartha" "Cassandra Ballard"
## [641] "Chris Rickett" "Gabriel Burrafato"
## [643] "Greta Sesheta" "Elise Dubois"
## [645] "Christopher W. Brantley" "Beckett Maillard"
## [647] "Ray Porter" "Hans Christopher"
## [649] "Jim Hanna" "Ronak Gandhi"
## [651] "Taissa Zveiter" "Kila Packett"
## [653] "J.M. Longoria" "Samuel Lim"
## [655] "Darrell Lake" "Jamie Renée Smith"
## [657] "Ammon Jacob Ford" "Bradley White"
## [659] "Al Bayan" "Amy Grabow"
## [661] "Steven Lee Allen" "Jon Snow"
## [663] "Jason Woods" "Charles Carpenter"
## [665] "Peter Boon Koh" "Ryan Quinn Smith"
## [667] "Skyler Cox" "Brad Swanick"
## [669] "Phillip Daniel" "George Anagnostou"
## [671] "Isianna Burgess" "Chasty Ballesteros"
## [673] "Biff Wiff" "Jeryl Prescott"
## [675] "Thomas Ochoa" "Terrah Bennett Smith"
## [677] "Brian Atkinson" "Ryan Churchill"
## [679] "Brent Popolizio" "Kellan Bold"
## [681] "Aiden Berryman" "Sean Heyman"
## [683] "Beth Triffon" "Gene Farber"
## [685] "Jeff Blim" "Kurt Scholler"
## [687] "Jess Berry" "Juliette Goglia"
## [689] "Kristina Pesic" "Judy Kain"
## [691] "Catherine Bruhier" "Stacy Ann Rose"
## [693] "Matthew Holcomb" "Michael James Lazar"
## [695] "Isidoro Perez" "Rachael Grace"
## [697] "Tangelia Rouse" "Madeline McCuskey"
## [699] "Joe Alvarez" "Ashley Rideaux"
## [701] "Eva Ariel Binder" "Brianna Reed"
## [703] "Clayton Farris" "Wyni Landry"
## [705] "Lane Miller" "Nikki Crawford"
## [707] "Pat Asanti" "Gordy De St. Jeor"
## [709] "Carlos Moreno Jr." "Kev Martinez"
## [711] "Wilky Lau" "Mandie Cheung"
## [713] "Charlene Amoia" "Jennifer Field"
## [715] "Darin Toonder" "Grace Rowe"
## [717] "Diana Terranova" "Melissa Greenspan"
## [719] "Aaron Anastasi" "Natalie Valerin"
## [721] "Terry Maratos" "Becky Wu"
## [723] "Nicole Reddinger" "Myles Cranford"
## [725] "Louis Tomeo" "Michael Lanahan"
## [727] "Michael James Kelly" "Darla Robinson"
## [729] "Adam Zastrow" "Steve Wilcox"
## [731] "David Atkinson" "Samantha Cutaran"
## [733] "Livia Treviño" "Shaw Jones"
## [735] "Jonny Berryman" "Tom Costello"
## [737] "Jennie Baek" "Terence Leclere"
## [739] "Alisha Seaton" "Sandra Santiago"
## [741] "Al Carabello" "Steven Pritchard"
## [743] "Michael Garza" "Jinny Chung"
## [745] "Jeremy Culhane" "Cody Mayo"
## [747] "Anita Vogel" "Brandon Raman"
## [749] "Dylan Neal" "Daphne Bloomer"
## [751] "Toni Belafonte" "Sarah Cortez"
## [753] "Annie Lee" "James Achille"
## [755] "Rebecca Klingler" "Kevin Sifuentes"
## [757] "Fernanda Kelly" "Algerita Wynn"
## [759] "Billy Breed" "Kimberly Dooley"
## [761] "Asanté Deshon" "Alan Heitz"
## [763] "Carlo Mendez" "Keli Daniels"
## [765] "Nina Millin" "Iran Daniel"
## [767] "Brandon Santana" "Chris Cordone"
## [769] "Adam Foster Ballard" "Angela K. Thomas"
## [771] "Matt Pittenger" "Marli Crismon"
## [773] "Nancy Valen" "Matthew Fahey"
## [775] "Christian Gehring" "Herbert Russell"
## [777] "Jillian Peterson" "Matthew Jayson Cwern"
## [779] "Calida Jones" "Kendall Joy Hall"
## [781] "Jessica Richards" "Jason Ko"
## [783] "Cole Stratton" "Paul Jerome"
## [785] "Corey Rittmaster" "Lucas Armendariz"
## [787] "Caeden Rush" "Annie Little"
## [789] "Daniel Edward Mora" "Richard Leacock"
## [791] "Greg Bryan" "Roopashree Jeevaji"
## [793] "Zeus Mendoza" "Elijah Isaiah Cook"
## [795] "Ronan Carroll" "Lisa Cirincione"
## [797] "Julien Ari" "Christian Barber"
## [799] "Kevin D'Arcy" "Constantine Rousouli"
## [801] "Corey Martin Craig" "Debbie Fan"
## [803] "Angela Cristantello" "Vae"
## [805] "Gloria Votsis" "Alexandra Doke"
## [807] "Joseph Lim Kim" "Michael Ocampo"
## [809] "Michael Andrew Baker" "Tim Herzog"
## [811] "Curtis Nelson II" "Tai Bennett"
## [813] "Amy Kersten" "Andrea K. Torres"
## [815] "Ray Stefanelli" "Alijah Francis"
## [817] "Brittany Giles" "Gianna Gomez"
## [819] "Jerimiyah Dunbar" "Britt George"
## [821] "Cinda Adams" "Jeromy Ramos"
## [823] "Sandra Gutierrez" "Chris Devlin"
## [825] "Gregg Brown" "Skyler Wright"
## [827] "Jessica Gardner" "Cate Cohen"
## [829] "Irene Roseen" "Brian Maillard"
## [831] "Gabrielle Lane" "Juliet Lopez"
## [833] "Lissa Pallo" "Derek Chariton"
## [835] "Javier Calderon" "Phillip Jordan"
## [837] "Cameron Johnson" "Julie Ouellette"
## [839] "Nanrisa Lee" "Brett Davis"
## [841] "Ramon Hilario" "Heather McPhaul"
## [843] "Carole Gutierrez" "Arielle Diaz"
## [845] "Adrian Bustamante" "Celeste Den"
## [847] "Gina Torrecilla" "Cherita Armstrong"
## [849] "Tom Wright" "Patrick Robert Smith"
## [851] "Kelly LaMarr" "Amy Waller"
## [853] "Carie Kawa" "Taylor Hook"
## [855] "Darren Naylor" "Kat Conner Sterling"
## [857] "Hudson West" "Lauryn Kennedy Hardy"
## [859] "Marcus Ashley" "Lisa Cole"
## [861] "Demetris Hartman" "Verton R. Banks"
## [863] "John Gloria" "Steven M. Gagnon"
## [865] "Jennifer Say Gan" "Jessica Buda"
## [867] "Sandra Cevallos" "Libby Baker"
## [869] "David Chattam" "Ozy Reigns"
## [871] "Sara Coates" "Moronai Kanekoa"
## [873] "Madison Thomas" "Randy Jay"
## [875] "Capri-Antoine Vaillancourt" "Sean Christopher Davis"
## [877] "Soyana Pigniat" "Diane Mizota"
## [879] "James Moses Black" "Pooja Shah"
## [881] "Aidan Bristow" "Lucas Kerr"
## [883] "Holly Hannula" "Jesse Mackey"
## [885] "Courtney Sauls" "Jason Grasl"
## [887] "Earnestine Phillips" "Marianne Lu"
## [889] "Jacob Osborne" "Glenn Fernandez"
## [891] "Chip O'Neil" "Ty Lewis"
## [893] "Lara Everly" "Carrie Alexander"
## [895] "Mark Jacobson" "Joshua Dov"
## [897] "Emily Adams" "Jan Jeffcoat"
## [899] "Jennifer Lauren DiBella" "Francisco Viana"
## [901] "Mendel Fogelman" "Brooke Singleton"
## [903] "Varinia Justine" "Michelle Mao"
## [905] "Randy J. Goodwin" "Brandon Sutton"
## [907] "Loren Escandon" "Landall Goolsby"
## [909] "Connor Kelly-Eiding" "Larry Brown"
## [911] "Steve Monroe" "Christopher Gehrman"
## [913] "Chase Yi" "Mark Bloom"
## [915] "Karen Y. McClain" "Valentina Garcia"
## [917] "Cassandra Blair" "Jon Huck"
## [919] "Jasmine Hester" "Corey Clifford"
## [921] "Benmio McCrea" "Hunter Smit"
## [923] "Brett DeLuca" "Penny Peyser"
## [925] "Michael Dietz" "Christopher Carver"
## [927] "Ryan Shapiro" "Skye Lucas"
## [929] "Ava Dodson" "Jeff Budner"
## [931] "Ashley Platz" "Bill Posley"
## [933] "Joe Souza" "Jennifer Neala Page"
## [935] "Kent Shocknek" "Dion LaMarr Harvey"
## [937] "Jayden Lund" "Jesse Bush"
## [939] "Andrew Boyle" "Gary Rubenstein"
## [941] "Chris Patrickson" "Rick Marcus"
## [943] "Landon Gordon" "Marlon Aquino"
## [945] "Christopher Allen" "Brittany Gandy"
## [947] "Kiva Jump" "LaNisa Renee Frederick"
## [949] "Andie Ju" "Zac Badasci"
## [951] "Madison Mae" "Martin Garcia"
## [953] "Cameron James Elie" "Brad Benedict"
## [955] "Ashley Gallegos" "Mandy Levin"
## [957] "Rueben Grundy" "Becki Dennis"
## [959] "Scott Manuel Johnson" "Eliana Sua"
## [961] "Frank Gerrish" "Rocky Marquette"
## [963] "Megan Goodman" "Thea Camara"
## [965] "Benjamin Daniel" "Andre Pelzer"
## [967] "Josh Breslow" "Morgan Grier"
## [969] "Albert Malafronte" "Kim Pettiford"
## [971] "Ryan Stroud" "Luis Avilez"
## [973] "Lauren C. Mayhew" "Laura Vallejo"
## [975] "Harrison White" "David Paladino"
## [977] "Mariel Martinez" "Adrian Snow"
## [979] "Candice Ramirez" "Cynthia Rose Hall"
## [981] "Audrey Dundee Hannah" "Will Selva"
## [983] "Joaquin Veizaga" "Antonio Roccucci"
## [985] "Lauren Shaw" "Sarah Adina"
## [987] "Elaine Loh" "Rafael Cabrera"
## [989] "Marcel Nahapetian" "Brian Oblak"
## [991] "Chandra Thomas" "Paul Lasa"
## [993] "M.J. George" "Sam Kapoor"
## [995] "Dexter Carr" "Gabriela Fresquez"
## [997] "Orson Chaplin" "DeJean Brown"
## [999] "Mat Hayes" "Shira Scott Astrof"
## [1001] "Ericka Kreutz" "Sarah Chaney"
## [1003] "Brittany Bardwell" "James Patrick Duffy"
## [1005] "Kandis Mak" "Danielia Maximillian"
## [1007] "Innocent Ekakitie" "Mann Alfonso"
## [1009] "Heather Adair" "Michael Dearie"
## [1011] "Cami Storm" "Jeannie Bolet"
## [1013] "Wiley M. Pickett" "Matthew Jones"
## [1015] "Mauricio Sanchez" "Rick Kelly"
## [1017] "Jonathan Salisbury" "Todd Sandler"
## [1019] "Ray Julian Torres" "Bernardo Verdugo"
## [1021] "Amari McCoy" "Michael Earl Reid"
## [1023] "Rae Latt" "Brady Amaya"
## [1025] "Gene Loveland" "Brian Francisco Molina"
## [1027] "Nikea Gamby-Turner" "Kimberly Fox"
## [1029] "Jamison Reeves" "Travis Moody"
## [1031] "Keylor Leigh" "Sean Alexander James"
## [1033] "Nicole French" "Joseph Callari"
## [1035] "Jeremy S. Walker" "Chuck Ramage"
## [1037] "Bodhi del Rosario" "Kristen O'Meara"
## [1039] "Donnie Masihi" "Tom Virtue"
## [1041] "Gina Vitori" "Annie Tedesco"
## [1043] "Ken Weiler" "Corey Mendell Parker"
## [1045] "Patrick Quinlan" "Erin Spencer"
## [1047] "Alfred F. Woodley" "Christian Lyon"
## [1049] "Thomas Winchester" "Violette Sawyer"
## [1051] "Kelley Mack" "P.L. Brown"
## [1053] "Sarah Beth Bassak" "Pedro Pano"
## [1055] "David Mingrino" "Rachael Perrell Fosket"
## [1057] "Gerald Webb" "Jacquie Barnbrook"
## [1059] "Ryan de Quintal" "Andrew Lee"
## [1061] "Tiffany Adams" "Adele Abinante"
## [1063] "Randy Guiaya" "Rocco Masihi"
## [1065] "Craig Welzbacher" "Artemis Snow"
## [1067] "Joey Abril" "Jason Jin"
## [1069] "Mike Ostroski" "Preston James Hillier"
## [1071] "Jude B. Lanston" "Chris Carney"
## [1073] "Hudson Chen" "Blake Bergman"
## [1075] "Michelle Molbegott" "Michael Shen"
## [1077] "Grant McKinney" "Shane Conrad"
## [1079] "Monti Sharp" "Enisha Brewster"
## [1081] "Danielle Juliet Ma" "Erin Barnes"
## [1083] "Lucas Sigler" "Joseph Will"
## [1085] "Shelly Bhalla" "Carlo Angelo"
## [1087] "Kevin Teh" "Jennifer Michele"
## [1089] "Jaclyn Jasgur" "Calvin Peters"
## [1091] "LaNell Cooper" "Charles Remley III"
## [1093] "Cary Christopher" "Adam Wang"
## [1095] "Rickie Peete" "Tristan Cunningham"
## [1097] "Daniele Lawson" "Rachel Finninger"
## [1099] "Mateo Ray Garcia" "Emily Wilson"
## [1101] "Danielle Shipp" "Abraham Sigler"
## [1103] "Brianne Tju" "Shay Ali"
## [1105] "Aswan Harris" "Matthew Wimbush"
## [1107] "Amanda Christine" "Dennison Samaroo"
## [1109] "Mariangela Pagan" "Mona Wyatt"
## [1111] "Kayan Jackson" "Patrick Day"
## [1113] "Vayu O'Donnell" "Kenley Smyth"
## [1115] "Jeremy Cohenour" "Wei Ren"
## [1117] "Madison Griggs" "Mike Kersey"
## [1119] "Chris Gorbos" "Sawyer Shipman"
## [1121] "Connor Ruckman" "Erica Shaffer"
## [1123] "Sally Ann Brooks" "Claudia Choi"
## [1125] "Kingston Covington" "Jason Nott"
## [1127] "Kingston Bailey" "Eric Davis"
## [1129] "Jaiden Alexander McLeod" "Carlos Javier Castillo"
## [1131] "Deedee Magno" "Danny Kashper"
## [1133] "Brandon Brown" "Zoe Luna"
## [1135] "Kate Orsini" "Van Brunelle"
## [1137] "Kirk Lee" "Gabriela Quezada"
## [1139] "Nardeep Khurmi" "Louisa Abernathy"
## [1141] "William Tilk" "Chaunsi Heatley"
## [1143] "Chris Jai Alex" "O'Neil Cespedes"
## [1145] "James Adam Lim" "Milos Jovanovic"
## [1147] "Ethan Flower" "Senta Burke"
## [1149] "Richard Neil" "Marissa Rivera"
## [1151] "Layla Crawford" "Maya Goodwin"
## [1153] "Ed Ackerman" "Rajni Kareer"
## [1155] "Lyn Alicia Henderson" "Pat Millicano"
## [1157] "Timothy E. Goodwin" "Fernando Ramirez"
## [1159] "Sean Samuels" "Roy Abramsohn"
## [1161] "Rafael J. Noble" "David Proffitt"
## [1163] "Anita Bennett" "Jacob Radin"
## [1165] "Karen Lew" "Juan Monsalvez"
## [1167] "Bridget Kallal" "Alek Cole"
## [1169] "Pilar Holland" "Lisa Rothschiller"
## [1171] "Carin Chea" "Monique Lea-Gall"
## [1173] "Ashton Amaba" "Brian DeRozan"
## [1175] "Rudy Marquez" "Cean Houston"
## [1177] "Derrick White" "Eddie Vincent"
## [1179] "Kaya Jackson" "Treychon Carter"
## [1181] "" ""
## [1183] "" ""
## [1185] "" ""
## [1187] "" ""
## [1189] "" ""
## [1191] "" ""
## [1193] "" ""
## [1195] "" ""
## [1197] "" ""
## [1199] "" ""
## [1201] "" ""
## [1203] "" ""
## [1205] "" ""
## [1207] "" ""
## [1209] "" ""
## [1211] "" ""
## [1213] "" ""
## [1215] "" ""
## [1217] "" ""
## [1219] "" ""
## [1221] "" ""
## [1223] "" ""
## [1225] "" ""
## [1227] "" ""
## [1229] "" ""
## [1231] "" ""
## [1233] "" ""
## [1235] "" ""
## [1237] "" ""
## [1239] "" ""
## [1241] "" ""
## [1243] "" ""
## [1245] "" ""
## [1247] "" ""
## [1249] "" ""
## [1251] "" ""
## [1253] "" ""
## [1255] "" ""
## [1257] "" ""
## [1259] "" ""
## [1261] "" ""
## [1263] "" ""
## [1265] "" ""
## [1267] "" ""
## [1269] "" ""
## [1271] "" ""
## [1273] "" ""
## [1275] "" ""
## [1277] "" ""
## [1279] "" ""
## [1281] "" ""
## [1283] "" ""
## [1285] "" ""
## [1287] "" ""
## [1289] "" ""
## [1291] "" ""
## [1293] "" ""
## [1295] "" ""
## [1297] "" ""