Detect matches
data$director
## [1] "Hal Ashby" "Roger Michell"
## [3] "Phillip Noyce" "Joel Coen"
## [5] "Mike Mills" "Katt Shea"
## [7] "Woody Allen" "Jon Amiel"
## [9] "Woody Allen" "Paul Thomas Anderson"
## [11] "Steven Spielberg" "Irving Pichel"
## [13] "Jerry Zucker" "Nancy Meyers"
## [15] "Michel Gondry" "Sofia Coppola"
## [17] "Anand Tucker" "Jonathan Lynn"
## [19] "Daniel Petrie" "Woody Allen"
## [21] "Roger Michell" "Jean Negulesco"
## [23] "Adrian Lyne" "Woody Allen"
## [25] "John Curran" "Rebecca Miller"
## [27] "Paul Haggis" "Isabel Coixet"
## [29] "Woody Allen" "John Glen"
## [31] "Tony Scott" "John Glen"
## [33] "Stanley Donen" "Melville Shavelson"
## [35] "Don Michael Paul" "Billy Wilder"
## [37] "Joseph L. Mankiewicz" "Tom Ford"
## [39] "John Glen" "Nicholas Jarecki"
## [41] "Warren Beatty" "David Fincher"
## [43] "Ang Lee" "Martin Scorsese"
## [45] "Joel Coen" "Andrew Davis"
## [47] "John Glen" "John Huston"
## [49] "Woody Allen" "Scott Cooper"
## [51] "Ruben Fleischer" "Fred Zinnemann"
## [53] "Bernardo Bertolucci" "undefined"
## [55] "Woody Allen" "Peter Sollett"
## [57] "Ivan Reitman" "Gary Winick"
## [59] "Julian Farino" "Noah Baumbach"
## [61] "David Koepp" "James L. Brooks"
## [63] "Steven Soderbergh" "Scott Cooper"
## [65] "Lee Tamahori" "Charles Walters"
## [67] "Charles Shyer" "Adrian Lyne"
## [69] "Woody Allen" "Paul Thomas Anderson"
## [71] "Martin Scorsese" "Mira Nair"
## [73] "Stanley Donen" "Atom Egoyan"
## [75] "Delmer Daves" "René Clair"
## [77] "John Huston" "Eli Roth"
## [79] "Richard Curtis" "Rob Reiner"
## [81] "Gary Ross" "Jonas √Ökerlund"
## [83] "Frank Capra" "Howard Hawks"
## [85] "John Huston" "Alfred Hitchcock"
## [87] "Howard Hawks" "Alfred Hitchcock"
## [89] "Bobcat Goldthwait" "John Herzfeld"
## [91] "Ridley Scott" "Kevin Spacey"
## [93] "Renny Harlin" "Tim Burton"
## [95] "Tommy Lee Wallace" "Nicholas Ray"
## [97] "Steven Spielberg" "Eli Roth"
## [99] "Guy Hamilton" "Lewis Gilbert"
## [101] "Howard Hawks" "Jonathan Mostow"
## [103] "Robert Redford" "Alfred Hitchcock"
## [105] "Ken Kwapis" "Nikolaj Arcel"
## [107] "Robert Zemeckis" "David Leitch"
## [109] "Lewis Gilbert" "John Glen"
## [111] "Sydney Pollack" "Lorene Scafaria"
## [113] "Jacob Aaron Estes" "Saul Dibb"
## [115] "Hugh Wilson" "Guy Hamilton"
## [117] "Bruce Robinson" "Joan Chen"
## [119] "Alfred Hitchcock" "Glenn Ficarra, John Requa"
## [121] "Guy Hamilton" "Guy Hamilton"
## [123] "Federico Fellini" "Alex Kurtzman"
## [125] "Nick Cassavetes" "Ryan Murphy"
## [127] "Wes Anderson" "Jon Avnet"
## [129] "John Glen" "Quinn Shephard"
## [131] "Barry Levinson" "Tony Scott"
## [133] "Joseph Gordon-Levitt" "Doug Liman"
## [135] "John Glen" "Michael Mann"
## [137] "Woody Allen" "Nancy Meyers"
## [139] "Dennis Dugan" "Antoine Fuqua"
## [141] "John Glen" "Charlie Chaplin"
## [143] "Jonathan Lynn" "George Cukor"
## [145] "Alfred Hitchcock" "Richard Loncraine"
## [147] "George Seaton" "Judd Apatow"
## [149] "Charlie Chaplin" "Wes Anderson"
## [151] "Sidney Lumet" "Roger Spottiswoode"
## [153] "James McTeigue" "Sam Mendes"
## [155] "Peter Segal" "Steven Spielberg"
## [157] "William Friedkin" "Mick Jackson"
## [159] "Lewis Gilbert" "Alfred Hitchcock"
## [161] "Richard Eyre" "Tom Shadyac"
## [163] "Mike Newell" "Mike Nichols"
## [165] "Stanley Donen, Gene Kelly" "Saul Dibb"
## [167] "Luc Besson" "Robert Eggers"
## [169] "Marc Webb" "Lewis Gilbert"
## [171] "Antoine Fuqua" "Dustin Lance Black"
## [173] "Francis Lawrence" "Paul Weitz, Chris Weitz"
## [175] "Vincente Minnelli" "Edgar Wright"
## [177] "Alejandro González Iñárritu" "Vincent Gallo"
## [179] "Richard Loncraine" "David Fincher"
## [181] "Woody Allen" "Garry Marshall"
## [183] "Niels Arden Oplev" "Sam Mendes"
## [185] "Stephen Roberts" "David Ayer"
## [187] "Marc Klein" "David Ayer"
## [189] "Clint Eastwood" "Peter Jackson"
## [191] "Mark Pellington" "David Zucker"
## [193] "Terence Young" "Wally Pfister"
## [195] "Tom Ford" "Marc Forster"
## [197] "Nahnatchka Khan" "Jay Roach"
## [199] "Joe & Anthony Russo" "Tim Burton"
## [201] "Richard Rush" "John Huston"
## [203] "Gus Van Sant" "John Glen"
## [205] "John Carney" "Garry Marshall"
## [207] "Marc Forster" "Garry Marshall"
## [209] "Sydney Pollack" "Jeffrey Nachmanoff"
## [211] "Garry Marshall" "Wes Anderson"
## [213] "Brian De Palma" "Nancy Meyers"
## [215] "Theodore Melfi" "Gary Winick"
## [217] "John Cassavetes" "Guy Hamilton"
## [219] "Bruce Robinson" "Michael Apted"
## [221] "Peter Segal" "Woody Allen"
## [223] "Peyton Reed" "Ruben Fleischer"
## [225] "Carl Rinsch" "Leo McCarey"
## [227] "Joss Whedon" "Ridley Scott"
## [229] "Mike Nichols" "Ivan Reitman"
## [231] "Shawn Levy" "Martin Campbell"
## [233] "Peter Farrelly" "John Cassavetes"
## [235] "Todd Phillips" "Ivan Reitman"
## [237] "Eli Roth" "Lynn Shelton"
## [239] "Paco Cabezas" "Joseph Kosinski"
## [241] "Martin Scorsese" "Adam Shankman"
## [243] "Steven Shainberg" "Tim Burton"
## [245] "Sam Mendes" "Chris Columbus"
## [247] "Wayne Kramer" "Tate Taylor"
## [249] "David Fincher" "Marc Webb"
## [251] "Jonathan Lynn" "James Mangold"
## [253] "Roger Spottiswoode" "Steve Buscemi"
## [255] "Brian Robbins" "David O. Russell"
## [257] "Todd Haynes" "Michael Curtiz"
## [259] "Louis Malle" "Isabel Coixet"
## [261] "Jerry Zucker" "David Leitch"
## [263] "Dennis Dugan" "Richard Curtis"
## [265] "Richard Curtis" "Bruce Joel Rubin"
## [267] "George C. Wolfe" "Louis Leterrier"
## [269] "Mike Nichols" "Boaz Yakin"
## [271] "Adam Shankman" "Scott Hicks"
## [273] "Woody Allen" "Emile Ardolino"
## [275] "Marielle Heller" "Thomas Bezucha"
## [277] "John Glen" "Adam Nee, Aaron Nee"
## [279] "Justin Chadwick" "Christopher Nolan"
## [281] "James McTeigue" "Robert Wise"
## [283] "Martin Scorsese" "Wolfgang Petersen"
## [285] "Adrian Lyne" "Robert Zemeckis"
## [287] "John Hamburg" "Harold Ramis"
## [289] "Alan Parker" "Martin Scorsese"
## [291] "Peter Landesman" "Michel Gondry"
## [293] "Woody Allen" "Hallie Meyers-Shyer"
## [295] "Josh Radnor" "John Glen"
## [297] "Marc Lawrence" "Quentin Tarantino"
## [299] "Betty Thomas" "Susanne Bier"
## [301] "Michael Patrick King" "David O. Russell"
## [303] "Anton Corbijn" "Sam Raimi"
## [305] "Jean-Jacques Annaud" "Guy Hamilton"
## [307] "Stephen Daldry" "Courtney Hunt"
## [309] "Mike Nichols" "Federico Fellini"
## [311] "Andrew Davis" "James Gray"
## [313] "Nahnatchka Khan" "Lone Scherfig"
## [315] "Paul Verhoeven" "Michael Lehmann"
## [317] "Bill Condon" "Bill Condon"
## [319] "undefined" "Lawrence Kasdan"
## [321] "Terence Young" "Charles Walters"
## [323] "Woody Allen" "Greg Mottola"
## [325] "John Glen" "J.J. Abrams"
## [327] "Mike Newell" "Rob Reiner"
## [329] "George Lucas" "Seth MacFarlane"
## [331] "Rob Reiner" "Danny Boyle"
## [333] "Alan Shapiro" "Yorgos Lanthimos"
## [335] "Sam Raimi" "David Yates"
## [337] "John Glen" "Phillip Noyce"
## [339] "Cameron Crowe" "Steve McQueen"
## [341] "Demian Lichtenstein" "George Cukor"
## [343] "Cameron Crowe" "Joe Wright"
## [345] "Bryan Singer" "Steven Spielberg"
## [347] "Lee Tamahori" "Jon Favreau"
## [349] "Autumn de Wilde" "Michel Gondry"
## [351] "Steven Baigelman" "John Glen"
## [353] "Kevin Rodney Sullivan" "Nick Cassavetes"
## [355] "David O. Russell" "Matthew Vaughn"
## [357] "Richard Curtis" "Barry Sonnenfeld"
## [359] "Gia Coppola" "Rawson Marshall Thurber"
## [361] "William Wyler" "Steven Spielberg"
## [363] "David Ayer" "George Nolfi"
## [365] "David Frankel" "Bobby Farrelly, Peter Farrelly"
## [367] "Neil Burger" "Justin Chadwick"
## [369] "Maya Forbes" "M. Night Shyamalan"
## [371] "Michael Apted" "Rob Reiner"
## [373] "Steve McQueen" "Curtis Hanson"
## [375] "Matthew Vaughn" "Eric Brevig"
## [377] "Lewis Gilbert" "Kevin Bray"
## [379] "Robert Zemeckis" "Terry Zwigoff"
## [381] "Michael Lehmann" "Mike Mills"
## [383] "Martin Campbell" "Ken Scott"
## [385] "Paul Mazursky" "Terence Young"
## [387] "Victor Fleming" "Michael Mann"
## [389] "Chris Rock" "John M. Chu"
## [391] "Ron Howard" "Dennis Dugan"
## [393] "Cary Fukunaga" "Elio Petri"
## [395] "Massy Tadjedin" "Federico Fellini"
## [397] "Sam Levinson" "Doug Liman"
## [399] "Jon Turteltaub" "Oliver Stone"
## [401] "King Vidor" "Pierre Morel"
## [403] "Seth MacFarlane" "Rand Ravich"
## [405] "Tate Taylor" "Tate Taylor"
## [407] "Michael Gracey" "Anne Fletcher"
## [409] "Susanna Fogel" "Darren Aronofsky"
## [411] "Sydney Pollack" "Jason Reitman"
## [413] "Marc Forster" "Ridley Scott"
## [415] "Bradley Cooper" "Woody Allen"
## [417] "Barbet Schroeder" "Ryan Coogler"
## [419] "Ted Demme" "Paul Thomas Anderson"
## [421] "Bill Condon" "Douglas McGrath"
## [423] "Terence Young" "Malcolm Venville"
## [425] "Amy Heckerling" "Steven Spielberg"
## [427] "Tom Hanks" "Richard Curtis"
## [429] "Luis Mandoki" "Marc Forster"
## [431] "Todd Phillips" "Morten Tyldum"
## [433] "Joe Wright" "Billy Wilder"
## [435] "Thomas Carter" "Gabriele Muccino"
## [437] "Michael Patrick King" "Stanley Donen, Gene Kelly"
## [439] "Sam Mendes" "Noam Murro"
## [441] "Ron Howard" "Park Chan-wook"
## [443] "Pat O'Connor" "Joel Coen"
## [445] "Sheree Folkson" "Taylor Hackford"
## [447] "Thomas Bezucha" "Rob Cohen"
## [449] "Miguel Arteta" "Baz Luhrmann"
## [451] "Bobby Farrelly, Peter Farrelly" "Ricky Gervais, Matthew Robinson"
## [453] "Derek Cianfrance" "Norman Jewison"
## [455] "Martin Scorsese" "Terence Young"
## [457] "Roger Spottiswoode" "Judd Apatow"
## [459] "Jon Turteltaub" "Richard Loncraine"
## [461] "Robert Luketic" "Harold Ramis"
## [463] "Lewis Gilbert" "Ruben Fleischer"
## [465] "Anne Fletcher" "Peyton Reed"
## [467] "Adam Shankman" "Dennis Dugan"
## [469] "Mel Gibson" "Sean Anders"
## [471] "Danny DeVito" "Guy Hamilton"
## [473] "Quentin Tarantino" "Ron Howard"
## [475] "Andy Tennant" "Robert Zemeckis"
## [477] "Jerry Zucker" "Mark Steven Johnson"
## [479] "Peter Webber" "Hart Bochner"
## [481] "Donald Petrie" "Woody Allen"
## [483] "Nick Hurran" "Paul Weiland"
## [485] "Zack Snyder" "Guillermo del Toro"
## [487] "Michelangelo Antonioni" "Quentin Tarantino"
## [489] "Alfred Hitchcock" "Bonnie Hunt"
## [491] "Hal Needham" "Oliver Stone"
## [493] "James L. Brooks" "Marc Forster"
## [495] "Andy Tennant" "Jason Reitman"
## [497] "Martin Scorsese" "Colin Higgins"
## [499] "Ben Stiller" "Sam Raimi"
## [501] "Chuck Russell" "Paul Haggis"
## [503] "Ryan Murphy" "Tom Shadyac"
## [505] "Christopher Nolan" "Robert Schwentke"
## [507] "Francis Lawrence" "David Dobkin"
## [509] "Lasse Hallström" "Brian Helgeland"
## [511] "Peter Segal" "David Cronenberg"
## [513] "William A. Wellman" "Steve Pink"
## [515] "Jean-Pierre Jeunet" "Ridley Scott"
## [517] "Paul Thomas Anderson" "Sharon Maguire"
## [519] "Sharon Maguire" "Sharon Maguire"
## [521] "Ron Shelton" "Luca Guadagnino"
## [523] "Mike Nichols" "Mark Neveldine, Brian Taylor"
## [525] "Jon M. Chu" "Dennis Dugan"
## [527] "Dan Kwan, Daniel Scheinert" "Ken Kwapis"
## [529] "David Mirkin" "Michael Mann"
## [531] "Glenn Ficarra, John Requa" "Nancy Meyers"
## [533] "Mark Waters" "Massy Tadjedin"
## [535] "Jeff Franklin" "Zack Snyder"
## [537] "Mike Newell" "P.J. Hogan"
## [539] "Nicolas Winding Refn" "Mike Newell"
## [541] "Robert Schwentke" "Steven Spielberg"
## [543] "David Fincher" "Nancy Meyers"
## [545] "Adam McKay" "Kevin Reynolds"
## [547] "Steve Kloves" "Tate Taylor"
## [549] "Robert De Niro" "Jack Clayton"
## [551] "Michael Gracey" "M. Night Shyamalan"
## [553] "Martin Campbell" "Nick Cassavetes"
## [555] "Frank Coraci" "Roger Spottiswoode"
## [557] "Jake Kasdan" "John McNaughton"
## [559] "Bryan Singer" "Gavin Hood"
## [561] "Alfonso Cuarón" "Judy Greer"
## [563] "Jean-Pierre Jeunet" "Rob Reiner"
## [565] "Nahnatchka Khan" "David O. Russell"
## [567] "Joel Schumacher" "Abdellatif Kechiche"
## [569] "Atom Egoyan" "Glenn Ficarra, John Requa"
## [571] "Guillermo del Toro" "Sean Anders"
## [573] "Peter Hedges" "Peter Berg"
## [575] "Emile Ardolino" "Tim Burton"
## [577] "Kevin Lima" "David Yates"
## [579] "Steven Baigelman" "Fred Zinnemann"
## [581] "Peter Webber" "Harold Ramis"
## [583] "Craig Gillespie" "Roger Avary"
## [585] "George Clooney" "Richard Curtis"
## [587] "Jeff Franklin" "Steven Soderbergh"
## [589] "Woody Allen" "Martin Brest"
## [591] "Spike Lee" "Harold Ramis"
## [593] "Steven Soderbergh" "Richard LaGravenese"
## [595] "Gore Verbinski" "Ben Younger"
## [597] "Angela Robinson" "Taylor Hackford"
## [599] "Antony Hoffman" "Brian Levant"
## [601] "Steven Soderbergh" "Boots Riley"
## [603] "Tom Hanks" "John Huston"
## [605] "Mick Jackson" "Fernando Meirelles"
## [607] "Kevin Reynolds" "Christopher Nolan"
## [609] "Louis Leterrier" "Ricky Gervais, Matthew Robinson"
## [611] "David Dobkin" "Christopher Nolan"
## [613] "Ben Stiller" "Frank Coraci"
## [615] "Michael Apted" "Paul Haggis"
## [617] "Peter Segal" "Joseph Kosinski"
## [619] "Alfonso Cuarón" "Lewis Gilbert"
## [621] "Tony Goldwyn" "James Wan"
## [623] "James Wan" "Jay Roach"
## [625] "Sam Mendes" "Tim Story"
## [627] "Tamra Davis" "Ryan Coogler"
## [629] "Tom Shadyac" "Woody Allen"
## [631] "Michael Curtiz" "Robert Zemeckis"
## [633] "Richard Brooks" "Frank Coraci"
## [635] "Amy Heckerling" "Amy Heckerling"
## [637] "Simon West" "Robert Zemeckis"
## [639] "Ang Lee" "Jean-Pierre Jeunet"
## [641] "Victor Levin" "John McTiernan"
## [643] "Neil Burger" "Alex Garland"
## [645] "James Foley" "Sam Taylor-Johnson"
## [647] "Sam Raimi" "Billy Crystal"
## [649] "Guy Hamilton" "David Fincher"
## [651] "John Huston" "Hallie Meyers-Shyer"
## [653] "Bille Woodruff" "John Hamburg"
## [655] "Federico Fellini" "John M. Chu"
## [657] "Jon Favreau" "Cameron Crowe"
## [659] "Chad Stahelski" "James Mangold"
## [661] "Greg Mottola" "Peter Howitt"
## [663] "Jonathan Levine" "Andrew Niccol"
## [665] "Richard Curtis" "Curtis Hanson"
## [667] "Wayne Wang" "Phyllida Lloyd"
## [669] "Bobby Farrelly, Peter Farrelly" "Chris Columbus"
## [671] "Raja Gosnell" "Roger Michell"
## [673] "Todd Phillips" "Boaz Yakin"
## [675] "Rowdy Herrington" "Peter Chelsom"
## [677] "Sam Raimi" "Frank Capra"
## [679] "Adam McKay" "Tom Hanks"
## [681] "Bill Purple" "Saul Dibb"
## [683] "Rob Cohen" "Robert Rossen"
## [685] "Lisa Cholodenko" "Terry George"
## [687] "George Roy Hill" "Bobby Farrelly, Peter Farrelly"
## [689] "Terence Young" "Nancy Meyers"
## [691] "John McNaughton" "Ron Howard"
## [693] "Frank Pierson" "Adam Shankman"
## [695] "Clint Eastwood" "Taylor Hackford"
## [697] "Joe Wright" "Paul Feig"
## [699] "Andy Cadiff" "Jon Favreau"
## [701] "Robert Rodriguez" "Paul Weitz, Chris Weitz"
## [703] "Terence Young" "Franc. Reyes"
## [705] "Seth Gordon" "Judd Apatow"
## [707] "Zach Braff" "Andy Tennant"
## [709] "Paul Weitz" "Michelangelo Antonioni"
## [711] "Federico Fellini" "Robert Luketic"
## [713] "Bernie Goldmann, Melisa Wallack" "Bernie Goldmann, Melisa Wallack"
## [715] "Guillermo del Toro" "Peter R. Hunt"
## [717] "Jordan Mechner" "Joel Coen"
## [719] "undefined" "Steven Spielberg"
## [721] "Martin Scorsese" "Danny Boyle"
## [723] "Robert Wise" "Jon Watts"
## [725] "John Curran" "Michael Tollin"
## [727] "Lee Toland Krieger" "David Fincher"
## [729] "David Frankel" "Thomas Bezucha"
## [731] "Francis Ford Coppola" "Francis Ford Coppola"
## [733] "Mike Nichols" "Nancy Meyers"
## [735] "John Krasinski" "Tom Hooper"
## [737] "Howard Deutch" "Sydney Pollack"
## [739] "Oliver Stone" "David Dobkin"
## [741] "Ben Stiller" "Gary Winick"
## [743] "Anne Fletcher" "John Glen"
## [745] "Richard Curtis" "Baltasar Korm√°kur"
## [747] "Kevin Bray" "Paul Weitz, Chris Weitz"
## [749] "Paul Weitz, Chris Weitz" "Joe Wright"
## [751] "Michael Bay" "Edgar Wright"
## [753] "John Stockwell" "Joe & Anthony Russo"
## [755] "Dax Shepard" "Ron Howard"
## [757] "Mike Nichols" "Anthony Minghella"
## [759] "Jon M. Chu" "Tony Scott"
## [761] "Lasse Hallström" "Tim Burton"
## [763] "Cameron Crowe" "Tom Shadyac"
## [765] "Alex Garland" "Nicholas Stoller"
## [767] "Guy Hamilton" "Ken Kwapis"
## [769] "Mark Waters" "David Mirkin"
## [771] "Mark Piznarski" "Kevin Smith"
## [773] "Peter Jackson" "Mick Jackson"
## [775] "Lynn Shelton" "Lee H. Katzin"
## [777] "Robert Luketic" "Tom Hooper"
## [779] "Paul Thomas Anderson" "Mike Newell"
## [781] "Patty Jenkins" "Steven Brill"
## [783] "Chris Columbus" "Peter R. Hunt"
## [785] "Richard LaGravenese" "Michael Bay"
## [787] "Angela Robinson" "Paul McGuigan"
## [789] "Michael Rymer" "Baz Luhrmann"
## [791] "Nora Ephron" "Andy Tennant"
## [793] "Jeff Tomsic" "Marc Webb"
## [795] "Martin Scorsese" "Michael Showalter"
## [797] "Sheree Folkson" "Larry Charles"
## [799] "Robert De Niro" "Nick Cassavetes"
## [801] "Wes Anderson" "Jonathan Lynn"
## [803] "Courtney Hunt" "Rick Famuyiwa"
## [805] "Paul Haggis" "Tony Scott"
## [807] "Mark Mylod" "Luis Mandoki"
## [809] "Robert Luketic" "Patty Jenkins"
## [811] "Ruben Fleischer" "Ruben Fleischer"
## [813] "Zack Snyder" "Jonathan Levine"
## [815] "Alfonso Arau" "Alfonso Arau"
## [817] "Kevin Bray" "Billy Bob Thornton"
## [819] "John Hamburg" "Sam Mendes"
## [821] "Adam McKay" "Joss Whedon"
## [823] "Christopher Nolan" "Paul Thomas Anderson"
## [825] "Paul Thomas Anderson" "Dagen Merrill"
## [827] "John Crowley" "Woody Allen"
## [829] "Kevin Smith" "Rob Marshall"
## [831] "Roman Polanski" "Guillermo del Toro"
## [833] "Terence Young" "Damien Chazelle"
## [835] "Judd Apatow" "George Armitage"
## [837] "Dennis Dugan" "Mark Piznarski"
## [839] "Theodore Melfi" "Chris Rock"
## [841] "Andrew Niccol" "Nancy Meyers"
## [843] "Jason Reitman" "Judd Apatow"
## [845] "Federico Fellini" "Anand Tucker"
## [847] "Phyllida Lloyd" "Jay Roach"
## [849] "Ari Aster" "Baz Luhrmann"
## [851] "P.J. Hogan" "Will Gluck"
## [853] "Terry George" "Michael Patrick King"
## [855] "Matthew Ross" "George Tillman Jr."
## [857] "George Tillman Jr." "Duncan Jones"
## [859] "Sam Mendes" "Michel Hazanavicius"
## [861] "Doug Liman" "Yorgos Lanthimos"
## [863] "Yorgos Lanthimos" "Miguel Arteta"
## [865] "Joel Coen" "F. Gary Gray"
## [867] "Rob Reiner" "Michael Bay"
## [869] "Roland Joffé" "David Mamet"
## [871] "McG" "Catherine Hardwicke"
## [873] "Marc Lawrence" "James Mangold"
## [875] "Penelope Spheeris" "Max Joseph"
## [877] "Woody Allen" "Bryan Singer"
## [879] "John Cassavetes" "Mira Nair"
## [881] "Sam Mendes" "Nicholas Jarecki"
## [883] "Julian Jarrold" "Wes Anderson"
## [885] "Sharon Maguire" "Kenneth Branagh"
## [887] "Brad Silberling" "Mike Nichols"
## [889] "David McNally" "Ang Lee"
## [891] "Tim Miller" "Joseph Gordon-Levitt"
## [893] "Tony Scott" "David Fincher"
## [895] "David Fincher" "Andy Tennant"
## [897] "Nicholas Stoller" "Martin Brest"
## [899] "Mel Gibson" "Ken Kwapis"
## [901] "Howard Hawks" "Jim Gillespie"
## [903] "Jim Gillespie" "Rodman Flender"
## [905] "Ol Parker" "Roland Emmerich"
## [907] "Ron Howard" "Pat O'Connor"
## [909] "Ericson Core" "Jason Reitman"
## [911] "Dennis Dugan" "Judd Apatow"
## [913] "Valerio Zurlini" "Tom Hooper"
## [915] "Tom Shadyac" "Amy Heckerling"
## [917] "Paul Weiland" "Thea Sharrock"
## [919] "Kelly Makin" "Tarsem Singh"
## [921] "Mike Newell" "Nicholas Stoller"
## [923] "Mimi Leder" "Michael Hoffman"
## [925] "Gia Coppola" "David Lowery"
## [927] "Angela Robinson" "Mike Newell"
## [929] "Steven Spielberg" "Paul Brickman"
## [931] "Kevin Reynolds" "undefined"
## [933] "Ava DuVernay" "Robert Iscove"
## [935] "Ivan Reitman" "Ron Howard"
## [937] "George Tillman Jr." "Jeff Tomsic"
## [939] "Judd Apatow" "Lee Toland Krieger"
## [941] "Danny Boyle" "Michael Hoffman"
## [943] "Christopher Nolan" "Martin Scorsese"
## [945] "James Franco" "Josh Boone"
## [947] "Yorgos Lanthimos" "Nicholas Stoller"
## [949] "Mike Nichols" "Scott Hicks"
## [951] "Lana Wachowski, Lilly Wachowski" "Marc Webb"
## [953] "Susanna Fogel" "Rob Reiner"
## [955] "Michael Sucsy" "Judd Apatow"
## [957] "Catherine Hardwicke" "Catherine Hardwicke"
## [959] "Jordan Peele" "David Dobkin"
## [961] "Ron Shelton" "Steve McQueen"
## [963] "Bryan Singer" "Gil Junger"
## [965] "J.C. Chandor" "Paul Feig"
## [967] "Tony Goldwyn" "Tom Shadyac"
## [969] "Guy Ritchie" "Rob Reiner"
## [971] "Peter Segal" "Alex Garland"
## [973] "Jay Roach" "Timur Bekmambetov"
## [975] "Dennis Dugan" "Paul Feig"
## [977] "Ang Lee" "Lasse Hallström"
## [979] "Glenn Ficarra, John Requa" "Glenn Ficarra, John Requa"
## [981] "Peter Hedges" "Ivan Reitman"
## [983] "Scott Derrickson" "Paul Mazursky"
## [985] "Ron Howard" "Will Gluck"
## [987] "Tim Burton" "Kevin Lima"
## [989] "Jean-Jacques Annaud" "David Yates"
## [991] "Sam Taylor-Johnson" "Mike Newell"
## [993] "Will Gluck" "Martin Scorsese"
## [995] "Douglas McGrath" "Ol Parker"
## [997] "Pat O'Connor" "Yann Samuell"
## [999] "Colin Trevorrow" "Wayne Wang"
## [1001] "Massy Tadjedin" "Federico Fellini"
## [1003] "Robert Luketic" "Steven Brill"
## [1005] "Gina Prince-Bythewood" "Edward Zwick"
## [1007] "Arthur Hiller" "Mike Newell"
## [1009] "Mike Judge" "Todd Phillips"
## [1011] "Jason Moore" "Otto Bathurst"
## [1013] "Rob Reiner" "John Hamburg"
## [1015] "Michael Patrick King" "John Madden"
## [1017] "Emile Ardolino" "Sanaa Hamri"
## [1019] "Jon Watts" "Jeff Tomsic"
## [1021] "Jeff Tomsic" "Danny Boyle"
## [1023] "Eric Bress, J. Mackye Gruber" "Anthony Minghella"
## [1025] "Thomas Bezucha" "Thomas Bezucha"
## [1027] "David Fincher" "Robert De Niro"
## [1029] "Francis Lawrence" "Lisa Cholodenko"
## [1031] "Stephen T. Kay" "Stephen Sommers"
## [1033] "Nick Cassavetes" "Nick Cassavetes"
## [1035] "Nick Cassavetes" "Rebecca Miller"
## [1037] "Chris Weitz" "Michael Sucsy"
## [1039] "Rick Famuyiwa" "Jean-Marc Vallée"
## [1041] "Kenneth Branagh" "Kevin Reynolds"
## [1043] "Catherine Hardwicke" "Denise Di Novi"
## [1045] "Dustin Lance Black" "James Mangold"
## [1047] "Randall Wallace" "John Hamburg"
## [1049] "Marc Webb" "Adrian Lyne"
## [1051] "Brian Helgeland" "Luis Mandoki"
## [1053] "Baz Luhrmann" "Seth Gordon"
## [1055] "Michael Lehmann" "Richard Linklater"
## [1057] "Dennis Dugan" "Blake Edwards"
## [1059] "Andy Serkis" "Ang Lee"
## [1061] "Ang Lee" "Joe Johnston"
## [1063] "Lasse Hallström" "Homi Adajania"
## [1065] "Rawson Marshall Thurber" "Terence Young"
## [1067] "Bobby Farrelly, Peter Farrelly" "Lawrence Kasdan"
## [1069] "F. Gary Gray" "Jordan Peele"
## [1071] "James Gunn" "Brian Robbins"
## [1073] "Ken Kwapis" "Craig Brewer"
## [1075] "John M. Chu" "Christopher Nolan"
## [1077] "Adrian Lyne" "Jason Reitman"
## [1079] "John Fortenberry" "Greta Gerwig"
## [1081] "Matthew Vaughn" "Anand Tucker"
## [1083] "Noah Baumbach" "Donald Petrie"
## [1085] "Chris Wedge" "Garry Marshall"
## [1087] "Joel Zwick" "Peter R. Hunt"
## [1089] "Michael Bay" "Joe Wright"
## [1091] "Paul Thomas Anderson" "Darren Aronofsky"
## [1093] "Tim Story" "Francis Ford Coppola"
## [1095] "Ang Lee" "Anand Tucker"
## [1097] "Rawson Marshall Thurber" "Dewey Nicks"
## [1099] "J.J. Abrams" "King Vidor"
## [1101] "Sylvain White" "Gary Winick"
## [1103] "Martin Scorsese" "Peyton Reed"
## [1105] "Martin Scorsese" "Jacob Aaron Estes"
## [1107] "Thomas Bezucha" "Michael Mann"
## [1109] "Ridley Scott" "John Curran"
## [1111] "Phil Alden Robinson" "James Marsh"
## [1113] "John McTiernan" "McG"
## [1115] "James Cameron" "Peter Segal"
## [1117] "Michael Bay" "Wolfgang Petersen"
## [1119] "Adrian Lyne" "Denise Di Novi"
## [1121] "John Patrick Shanley" "Stephen Chbosky"
## [1123] "Matthew Vaughn" "Harold Ramis"
## [1125] "Danny Boyle" "Gil Junger"
## [1127] "Judy Greer" "Paul Feig"
## [1129] "David O. Russell" "Paul Weitz, Chris Weitz"
## [1131] "Derek Cianfrance" "Steven Spielberg"
## [1133] "Rob Marshall" "Tyler Perry"
## [1135] "Franc. Reyes" "Gus Van Sant"
## [1137] "Ken Kwapis" "Chen Kaige"
## [1139] "Steven Soderbergh" "Thea Sharrock"
## [1141] "Mike Newell" "Catherine Hardwicke"
## [1143] "Jim Field Smith" "Dewey Nicks"
## [1145] "George Tillman Jr." "James L. Brooks"
## [1147] "Jan de Bont" "Jon Watts"
## [1149] "Alan Shapiro" "Nancy Meyers"
## [1151] "Francis Lawrence" "Alejandro Agresti"
## [1153] "Dome Karukoski" "Michael Bay"
## [1155] "Matthew Vaughn"
str_detect(data$director, "Woody")
## [1] FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE
## [13] FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE
## [25] FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [37] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [49] TRUE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## [61] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE
## [73] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [85] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [97] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [109] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [121] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [133] FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [145] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [157] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [169] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [181] TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [193] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [205] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [217] FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE
## [229] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [241] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [253] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [265] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE
## [277] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [289] FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [301] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [313] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE
## [325] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [337] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [349] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [361] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [373] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [385] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [397] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [409] FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## [421] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [433] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [445] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [457] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [469] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [481] FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [493] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [505] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [517] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [529] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [541] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [553] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [565] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [577] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [589] TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [601] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [613] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [625] FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE
## [637] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [649] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [661] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [673] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [685] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [697] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [709] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [721] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [733] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [745] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [757] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [769] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [781] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [793] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [805] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [817] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## [829] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [841] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [853] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [865] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [877] TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [889] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [901] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [913] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [925] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [937] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [949] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [961] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [973] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [985] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [997] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1009] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1021] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1033] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1045] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1057] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1069] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1081] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1093] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1105] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1117] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1129] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1141] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1153] FALSE FALSE FALSE
sum(str_detect(data$director, "Woody"))
## [1] 20
data %>%
summarise(num_Woody = sum(str_detect(director, "Woody")))
## # A tibble: 1 × 1
## num_Woody
## <int>
## 1 20
Replacing matches
data %>%
mutate(col_John = str_replace(director, "Woody", "John")) %>%
select(director, col_John)
## # A tibble: 1,155 × 2
## director col_John
## <chr> <chr>
## 1 Hal Ashby Hal Ashby
## 2 Roger Michell Roger Michell
## 3 Phillip Noyce Phillip Noyce
## 4 Joel Coen Joel Coen
## 5 Mike Mills Mike Mills
## 6 Katt Shea Katt Shea
## 7 Woody Allen John Allen
## 8 Jon Amiel Jon Amiel
## 9 Woody Allen John Allen
## 10 Paul Thomas Anderson Paul Thomas Anderson
## # ℹ 1,145 more rows