top_250 <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2020/2020-03-03/top_250.csv')
## Rows: 251 Columns: 9
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (5): player, years, raw_link, link, active
## dbl (4): raw_rank, total_goals, url_number, yr_start
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
top_250$player
## [1] "Wayne Gretzky" "Gordie Howe" "Jaromir Jagr"
## [4] "Brett Hull" "Marcel Dionne" "Phil Esposito"
## [7] "Mike Gartner" "Alex Ovechkin" "Mark Messier"
## [10] "Steve Yzerman" "Mario Lemieux" "Teemu Selanne"
## [13] "Luc Robitaille" "Brendan Shanahan" "Dave Andreychuk"
## [16] "Jarome Iginla" "Joe Sakic" "Bobby Hull"
## [19] "Dino Ciccarelli" "Jari Kurri" "Mark Recchi"
## [22] "Mike Bossy" "Mats Sundin" "Joe Nieuwendyk"
## [25] "Mike Modano" "Patrick Marleau" "Guy Lafleur"
## [28] "John Bucyk" "Ron Francis" "Michel Goulet"
## [31] "Maurice Richard" "Stan Mikita" "Keith Tkachuk"
## [34] "Frank Mahovlich" "Marian Hossa" "Bryan Trottier"
## [37] "Pat Verbeek" "Dale Hawerchuk" "Pierre Turgeon"
## [40] "Jeremy Roenick" "Gilbert Perreault" "Jean Beliveau"
## [43] "Peter Bondra" "Joe Mullen" "Lanny McDonald"
## [46] "Glenn Anderson" "Jean Ratelle" "Norm Ullman"
## [49] "Brian Bellows" "Darryl Sittler" "Sergei Fedorov"
## [52] "Bernie Nicholls" "Denis Savard" "Alexander Mogilny"
## [55] "Pat LaFontaine" "Sidney Crosby" "Alex Delvecchio"
## [58] "Theoren Fleury" "Rod Brind'Amour" "Peter Stastny"
## [61] "Doug Gilmour" "Rick Middleton" "Daniel Alfredsson"
## [64] "Ilya Kovalchuk" "Steve Larmer" "Rick Vaive"
## [67] "Rick Tocchet" "Gary Roberts" "Pavel Bure"
## [70] "Rick Nash" "Eric Staal" "Vincent Damphousse"
## [73] "Dave Taylor" "Alex Kovalev" "Bill Guerin"
## [76] "Yvan Cournoyer" "Brian Propp" "Steve Shutt"
## [79] "Steven Stamkos" "Owen Nolan" "Vincent Lecavalier"
## [82] "Stephane Richer" "Steve Thomas" "Bill Barber"
## [85] "Jason Arnott" "Joe Thornton" "Tony Amonte"
## [88] "John MacLean" "Garry Unger" "Evgeni Malkin"
## [91] "Ray Bourque" "Patrik Elias" "Ray Ferraro"
## [94] "Marian Gaborik" "John LeClair" "Rod Gilbert"
## [97] "Shane Doan" "Paul Kariya" "John Ogrodnick"
## [100] "Paul Coffey" "Dave Keon" "Markus Naslund"
## [103] "Pierre Larouche" "Cam Neely" "Tomas Sandstrom"
## [106] "Bernie Geoffrion" "Daniel Sedin" "Martin St. Louis"
## [109] "Dean Prentice" "Jean Pronovost" "Ryan Smyth"
## [112] "Ray Whitney" "Rick Martin" "Patrick Kane"
## [115] "Jeff Carter" "Zach Parise" "Reggie Leach"
## [118] "Ted Lindsay" "Claude Lemieux" "Corey Perry"
## [121] "Milan Hejduk" "Butch Goring" "Trevor Linden"
## [124] "Thomas Vanek" "Dany Heatley" "Eric Lindros"
## [127] "Rick Kehoe" "Phil Kessel" "Tim Kerr"
## [130] "Bernie Federko" "Joe Pavelski" "Geoff Courtnall"
## [133] "Jacques Lemaire" "Scott Mellanby" "Miroslav Satan"
## [136] "Brent Sutter" "Peter McNab" "Ivan Boldirev"
## [139] "Bobby Clarke" "Henri Richard" "Kirk Muller"
## [142] "Bobby Smith" "Ray Sheppard" "Dennis Maruk"
## [145] "Wilf Paiement" "Vyacheslav Kozlov" "Mike Foligno"
## [148] "Kevin Dineen" "Greg Adams" "Geoff Sanderson"
## [151] "Danny Gare" "Patrice Bergeron" "Andy Bathgate"
## [154] "Rick MacLeish" "John Tavares" "Jonathan Toews"
## [157] "Charlie Simmer" "Scott Young" "Brian Rolston"
## [160] "Ed Olczyk" "Adam Oates" "Jason Spezza"
## [163] "Dave Christian" "Al MacInnis" "Phil Housley"
## [166] "Alexei Yashin" "Glen Murray" "Henrik Zetterberg"
## [169] "Ron Ellis" "Anze Kopitar" "Wendel Clark"
## [172] "Ziggy Palffy" "Mike Bullard" "Adam Graves"
## [175] "Kevin Stevens" "Ken Hodge" "Scott Hartnell"
## [178] "Bobby Holik" "John Tonelli" "Paul MacLean"
## [181] "Nels Stewart" "Pit Martin" "Vic Hadfield"
## [184] "Dale Hunter" "Petr Sykora" "Olli Jokinen"
## [187] "Tony McKegney" "Bob Carpenter" "Clark Gillies"
## [190] "Dave Gagner" "Todd Bertuzzi" "Justin Williams"
## [193] "Pavel Datsyuk" "Don Lever" "Petr Klima"
## [196] "Denis Potvin" "Petr Nedved" "Martin Gelinas"
## [199] "Bob Nevin" "Daniel Briere" "Cliff Ronning"
## [202] "Pavol Demitra" "Brian Sutter" "Dennis Hull"
## [205] "Ulf Dahlen" "Jamie Benn" "Brad Richards"
## [208] "Russ Courtnall" "George Armstrong" "Dustin Brown"
## [211] "Mike Cammalleri" "Jason Pominville" "Mike Ridley"
## [214] "Tom Lysiak" "Simon Gagne" "Brian Gionta"
## [217] "Steve Sullivan" "Neal Broten" "James Neal"
## [220] "Larry Murphy" "Pete Mahovlich" "Patrick Sharp"
## [223] "Tony Tanti" "Brad Marchand" "Brent Ashton"
## [226] "René Robert" "Radim Vrbata" "Bill Goldsworthy"
## [229] "Alex Tanguay" "Dick Duff" "John Anderson"
## [232] "Bob Pulford" "Red Kelly" "Camille Henry"
## [235] "Mike Knuble" "Doug Weight" "Mike Fisher"
## [238] "Jim Pappin" "Cory Stillman" "Ralph Backstrom"
## [241] "Max Pacioretty" "Tyler Seguin" "Wayne Cashman"
## [244] "Ron Stewart" "Jimmy Carson" "Ron Duguay"
## [247] "Bryan Smolinski" "Murray Oliver" "Shayne Corson"
## [250] "Ryan Getzlaf" "Al Secord"
str_detect(top_250$player, "Wayne")
## [1] TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [13] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [25] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [37] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [49] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [61] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE 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 FALSE 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] FALSE 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 FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [229] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [241] FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
sum(str_detect(top_250$player, "Wayne"))
## [1] 2
top_250 %>%
summarise(num_Wayne = sum(str_detect(player, "Wayne")))
## # A tibble: 1 × 1
## num_Wayne
## <int>
## 1 2
top_250 %>%
mutate(col_Wayne = str_extract(player, "Wayne")) %>%
select(player, col_Wayne) %>%
filter(is.na(col_Wayne))
## # A tibble: 249 × 2
## player col_Wayne
## <chr> <chr>
## 1 Gordie Howe <NA>
## 2 Jaromir Jagr <NA>
## 3 Brett Hull <NA>
## 4 Marcel Dionne <NA>
## 5 Phil Esposito <NA>
## 6 Mike Gartner <NA>
## 7 Alex Ovechkin <NA>
## 8 Mark Messier <NA>
## 9 Steve Yzerman <NA>
## 10 Mario Lemieux <NA>
## # ℹ 239 more rows
top_250 %>%
mutate(col_Brett = str_replace(player, "Wayne", "Brett")) %>%
select(player, col_Brett)
## # A tibble: 251 × 2
## player col_Brett
## <chr> <chr>
## 1 Wayne Gretzky Brett Gretzky
## 2 Gordie Howe Gordie Howe
## 3 Jaromir Jagr Jaromir Jagr
## 4 Brett Hull Brett Hull
## 5 Marcel Dionne Marcel Dionne
## 6 Phil Esposito Phil Esposito
## 7 Mike Gartner Mike Gartner
## 8 Alex Ovechkin Alex Ovechkin
## 9 Mark Messier Mark Messier
## 10 Steve Yzerman Steve Yzerman
## # ℹ 241 more rows