data <- read_excel("../00_data/myData.xlsx")
data$genre
## [1] "Big Band/Jazz"
## [2] "Rock n' Roll/Rhythm & Blues"
## [3] "Rock n' Roll/Rhythm & Blues"
## [4] "Big Band/Jazz"
## [5] "NA"
## [6] "NA"
## [7] "Soul/Gospel/R&B"
## [8] "Rock n' Roll/Rhythm & Blues"
## [9] "NA"
## [10] "Big Band/Jazz"
## [11] "Big Band/Jazz"
## [12] "NA"
## [13] "Big Band/Jazz"
## [14] "Soul/Gospel/R&B"
## [15] "Hip-Hop/Rap"
## [16] "Blues/Blues Rock"
## [17] "Country/Folk/Country Rock/Folk Rock"
## [18] "Indie/Alternative Rock"
## [19] "NA"
## [20] "Soul/Gospel/R&B"
## [21] "Soul/Gospel/R&B"
## [22] "NA"
## [23] "Soul/Gospel/R&B"
## [24] "Blues/Blues Rock"
## [25] "Big Band/Jazz"
## [26] "Soul/Gospel/R&B"
## [27] "Soul/Gospel/R&B"
## [28] "Blues/Blues Rock"
## [29] "Punk/Post-Punk/New Wave/Power Pop"
## [30] "Blues/Blues Rock"
## [31] "Electronic"
## [32] "Soul/Gospel/R&B"
## [33] "NA"
## [34] "Soul/Gospel/R&B"
## [35] "Indie/Alternative Rock"
## [36] "Soul/Gospel/R&B"
## [37] "Blues/Blues Rock"
## [38] "Country/Folk/Country Rock/Folk Rock"
## [39] "Funk/Disco"
## [40] "NA"
## [41] "NA"
## [42] "Soul/Gospel/R&B"
## [43] "Country/Folk/Country Rock/Folk Rock"
## [44] "NA"
## [45] "Soul/Gospel/R&B"
## [46] "NA"
## [47] "NA"
## [48] "Country/Folk/Country Rock/Folk Rock"
## [49] "Soul/Gospel/R&B"
## [50] "Soul/Gospel/R&B"
## [51] "Funk/Disco"
## [52] "Soul/Gospel/R&B"
## [53] "NA"
## [54] "Country/Folk/Country Rock/Folk Rock"
## [55] "Soul/Gospel/R&B"
## [56] "Indie/Alternative Rock"
## [57] "Soul/Gospel/R&B"
## [58] "Latin"
## [59] "Big Band/Jazz"
## [60] "Rock n' Roll/Rhythm & Blues"
## [61] "NA"
## [62] "Rock n' Roll/Rhythm & Blues"
## [63] "Blues/Blues Rock"
## [64] "Country/Folk/Country Rock/Folk Rock"
## [65] "Soul/Gospel/R&B"
## [66] "Soul/Gospel/R&B"
## [67] "NA"
## [68] "NA"
## [69] "Funk/Disco"
## [70] "Indie/Alternative Rock"
## [71] "Punk/Post-Punk/New Wave/Power Pop"
## [72] "Big Band/Jazz"
## [73] "Soul/Gospel/R&B"
## [74] "Electronic"
## [75] "Country/Folk/Country Rock/Folk Rock"
## [76] "Country/Folk/Country Rock/Folk Rock"
## [77] "NA"
## [78] "Indie/Alternative Rock"
## [79] "Big Band/Jazz"
## [80] "Soul/Gospel/R&B"
## [81] "Country/Folk/Country Rock/Folk Rock"
## [82] "NA"
## [83] "NA"
## [84] "NA"
## [85] "Soul/Gospel/R&B"
## [86] "NA"
## [87] "Latin"
## [88] "Country/Folk/Country Rock/Folk Rock"
## [89] "Electronic"
## [90] "Big Band/Jazz"
## [91] "Soul/Gospel/R&B"
## [92] "Country/Folk/Country Rock/Folk Rock"
## [93] "Latin"
## [94] "NA"
## [95] "NA"
## [96] "Blues/Blues Rock"
## [97] "NA"
## [98] "Blues/Blues Rock"
## [99] "Blues/Blues Rock"
## [100] "Blues/Blues Rock"
## [101] "Blues/Blues Rock"
## [102] "Blues/Blues Rock"
## [103] "NA"
## [104] "NA"
## [105] "Hip-Hop/Rap"
## [106] "Country/Folk/Country Rock/Folk Rock"
## [107] "Hip-Hop/Rap"
## [108] "Blues/Blues Rock"
## [109] "Soul/Gospel/R&B"
## [110] "Blues/Blues Rock"
## [111] "Blues/Blues Rock"
## [112] "Country/Folk/Country Rock/Folk Rock"
## [113] "NA"
## [114] "Blues/Blues Rock"
## [115] "Blues/Blues Rock"
## [116] "Soul/Gospel/R&B"
## [117] "NA"
## [118] "Soul/Gospel/R&B"
## [119] "NA"
## [120] "Blues/Blues Rock"
## [121] "Blues/Blues Rock"
## [122] "Blues/Blues Rock"
## [123] "Blues/Blues Rock"
## [124] "NA"
## [125] "NA"
## [126] "NA"
## [127] "Country/Folk/Country Rock/Folk Rock"
## [128] "NA"
## [129] "NA"
## [130] "NA"
## [131] "Hip-Hop/Rap"
## [132] "NA"
## [133] "Blues/Blues Rock"
## [134] "Blues/Blues Rock"
## [135] "Blues/Blues Rock"
## [136] "Soul/Gospel/R&B"
## [137] "Country/Folk/Country Rock/Folk Rock"
## [138] "Blues/Blues Rock"
## [139] "NA"
## [140] "Punk/Post-Punk/New Wave/Power Pop"
## [141] "NA"
## [142] "Soul/Gospel/R&B"
## [143] "NA"
## [144] "Blues/Blues Rock"
## [145] "NA"
## [146] "Country/Folk/Country Rock/Folk Rock"
## [147] "Country/Folk/Country Rock/Folk Rock"
## [148] "Blues/Blues Rock"
## [149] "NA"
## [150] "NA"
## [151] "Blues/Blues Rock"
## [152] "Hip-Hop/Rap"
## [153] "NA"
## [154] "Soul/Gospel/R&B"
## [155] "NA"
## [156] "Soul/Gospel/R&B"
## [157] "Blues/Blues Rock"
## [158] "Country/Folk/Country Rock/Folk Rock"
## [159] "NA"
## [160] "Blues/Blues Rock"
## [161] "NA"
## [162] "Soul/Gospel/R&B"
## [163] "Punk/Post-Punk/New Wave/Power Pop"
## [164] "Blues/Blues Rock"
## [165] "Soul/Gospel/R&B"
## [166] "NA"
## [167] "Hip-Hop/Rap"
## [168] "Blues/Blues Rock"
## [169] "Country/Folk/Country Rock/Folk Rock"
## [170] "Hard Rock/Metal"
## [171] "Hard Rock/Metal"
## [172] "Country/Folk/Country Rock/Folk Rock"
## [173] "NA"
## [174] "Blues/Blues Rock"
## [175] "Rock n' Roll/Rhythm & Blues"
## [176] "Punk/Post-Punk/New Wave/Power Pop"
## [177] "NA"
## [178] "NA"
## [179] "Punk/Post-Punk/New Wave/Power Pop"
## [180] "NA"
## [181] "Hip-Hop/Rap"
## [182] "Blues/Blues Rock"
## [183] "Hip-Hop/Rap"
## [184] "Blues/Blues Rock"
## [185] "Blues/Blues Rock"
## [186] "Blues/Blues Rock"
## [187] "NA"
## [188] "Soul/Gospel/R&B"
## [189] "Punk/Post-Punk/New Wave/Power Pop"
## [190] "NA"
## [191] "NA"
## [192] "Big Band/Jazz"
## [193] "NA"
## [194] "Punk/Post-Punk/New Wave/Power Pop"
## [195] "NA"
## [196] "Hard Rock/Metal"
## [197] "Country/Folk/Country Rock/Folk Rock"
## [198] "NA"
## [199] "Country/Folk/Country Rock/Folk Rock"
## [200] "Country/Folk/Country Rock/Folk Rock"
## [201] "Country/Folk/Country Rock/Folk Rock"
## [202] "Blues/Blues Rock"
## [203] "Soul/Gospel/R&B"
## [204] "Blues/Blues Rock"
## [205] "Blues/Blues Rock"
## [206] "NA"
## [207] "Hip-Hop/Rap"
## [208] "Hard Rock/Metal"
## [209] "Singer-Songwriter/Heartland Rock"
## [210] "Blues/Blues Rock"
## [211] "Blues/Blues Rock"
## [212] "Funk/Disco"
## [213] "NA"
## [214] "NA"
## [215] "Punk/Post-Punk/New Wave/Power Pop"
## [216] "Singer-Songwriter/Heartland Rock"
## [217] "Singer-Songwriter/Heartland Rock"
## [218] "NA"
## [219] "Punk/Post-Punk/New Wave/Power Pop"
## [220] "Funk/Disco"
## [221] "NA"
## [222] "Country/Folk/Country Rock/Folk Rock"
## [223] "Singer-Songwriter/Heartland Rock"
## [224] "Hip-Hop/Rap"
## [225] "Country/Folk/Country Rock/Folk Rock"
## [226] "Blues/Blues ROck"
## [227] "Soul/Gospel/R&B"
## [228] "Hard Rock/Metal"
## [229] "NA"
## [230] "NA"
## [231] "Blues/Blues Rock"
## [232] "Soul/Gospel/R&B"
## [233] "Blues/Blues Rock"
## [234] "Funk/Disco"
## [235] "Hip-Hop/Rap"
## [236] "Country/Folk/Country Rock/Folk Rock"
## [237] "NA"
## [238] "Blues/Blues Rock"
## [239] "NA"
## [240] "Hard Rock/Metal"
## [241] "Country/Folk/Country Rock/Folk Rock"
## [242] "NA"
## [243] "Blues/Blues Rock"
## [244] "Hip-Hop/Rap"
## [245] "Blues/Blues Rock"
## [246] "Hip-Hop/Rap"
## [247] "Hard Rock/Metal"
## [248] "Funk/Disco"
## [249] "Blues/Blues Rock"
## [250] "Hip-Hop/Rap"
## [251] "NA"
## [252] "Soul/Gospel/R&B"
## [253] "Punk/Post-Punk/New Wave/Power Pop"
## [254] "NA"
## [255] "Country/Folk/Country Rock/Folk Rock"
## [256] "NA"
## [257] "Indie/Alternative Rock"
## [258] "Hip-Hop/Rap"
## [259] "Soul/Gospel/R&B"
## [260] "NA"
## [261] "NA"
## [262] "NA"
## [263] "Reggae"
## [264] "NA"
## [265] "Hip-Hop/Rap"
## [266] "Country/Folk/Country Rock/Folk Rock"
## [267] "Singer-Songwriter/Heartland Rock"
## [268] "NA"
## [269] "Soul/Gospel/R&B"
## [270] "Electronic"
## [271] "Soul/Gospel/R&B"
## [272] "NA"
## [273] "NA"
## [274] "Singer-Songwriter/Heartland Rock"
## [275] "NA"
## [276] "Hip-Hop/Rap"
## [277] "Hip-Hop/Rap"
## [278] "Punk/Post-Punk/New Wave/Power Pop"
## [279] "NA"
## [280] "Soul/Gospel/R&B"
## [281] "Blues/Blues Rock"
## [282] "NA"
## [283] "Big Band/Jazz"
## [284] "NA"
## [285] "Hip-Hop/Rap"
## [286] "Punk/Post-Punk/New Wave/Power Pop"
## [287] "NA"
## [288] "Funk/Disco"
## [289] "Indie/Alternative Rock"
## [290] "NA"
## [291] "Singer-Songwriter/Heartland Rock"
## [292] "Hard Rock/Metal"
## [293] "Hip-Hop/Rap"
## [294] "Punk/Post-Punk/New Wave/Power Pop"
## [295] "Reggae"
## [296] "Soul/Gospel/R&B"
## [297] "Singer-Songwriter/Heartland Rock"
## [298] "Punk/Post-Punk/New Wave/Power Pop"
## [299] "Country/Folk/Country Rock/Folk Rock"
## [300] "Hip-Hop/Rap"
## [301] "NA"
## [302] "Soul/Gospel/R&B"
## [303] "Country/Folk/Country Rock/Folk Rock"
## [304] "Soul/Gospel/R&B"
## [305] "Punk/Post-Punk/New Wave/Power Pop"
## [306] "NA"
## [307] "NA"
## [308] "Hip-Hop/Rap"
## [309] "Reggae"
## [310] "NA"
## [311] "Electronic"
## [312] "NA"
## [313] "Singer-Songwriter/Heartland Rock"
## [314] "NA"
## [315] "NA"
## [316] "Blues/Blues Rock"
## [317] "Reggae"
## [318] "Soul/Gospel/R&B"
## [319] "Funk/Disco"
## [320] "NA"
## [321] "NA"
## [322] "Soul/Gospel/R&B"
## [323] "NA"
## [324] "Singer-Songwriter/Heartland Rock"
## [325] "NA"
## [326] "Singer-Songwriter/Heartland Rock"
## [327] "Indie/Alternative Rock"
## [328] "Funk/Disco"
## [329] "Reggae"
## [330] "Soul/Gospel/R&B"
## [331] "NA"
## [332] "NA"
## [333] "NA"
## [334] "Indie/Alternative Rock"
## [335] "NA"
## [336] "Punk/Post-Punk/New Wave/Power Pop"
## [337] "NA"
## [338] "Soul/Gospel/R&B"
## [339] "Blues/Blues Rock"
## [340] "Country/Folk/Country Rock/Folk Rock"
## [341] "NA"
## [342] "Punk/Post-Punk/New Wave/Power Pop"
## [343] "NA"
## [344] "Hip-Hop/Rap"
## [345] "Country/Folk/Country Rock/Folk Rock"
## [346] "Singer-Songwriter/Heartland Rock"
## [347] "NA"
## [348] "Indie/Alternative Rock"
## [349] "Hip-Hop/Rap"
## [350] "Hard Rock/Metal"
## [351] "Country/Folk/Country Rock/Folk Rock"
## [352] "NA"
## [353] "NA"
## [354] "Hard Rock/Metal"
## [355] "Country/Folk/Country Rock/Folk Rock"
## [356] "NA"
## [357] "Funk/Disco"
## [358] "Funk/Disco"
## [359] "Soul/Gospel/R&B"
## [360] "Punk/Post-Punk/New Wave/Power Pop"
## [361] "Funk/Disco"
## [362] "Singer-Songwriter/Heartland Rock"
## [363] "Hip-Hop/Rap"
## [364] "Hard Rock/Metal"
## [365] "Hip-Hop/Rap"
## [366] "Punk/Post-Punk/New Wave/Power Pop"
## [367] "Hip-Hop/Rap"
## [368] "Hip-Hop/Rap"
## [369] "Singer-Songwriter/Heartland Rock"
## [370] "Soul/Gospel/R&B"
## [371] "Soul/Gospel/R&B"
## [372] "Punk/Post-Punk/New Wave/Power Pop"
## [373] "Indie/Alternative Rock"
## [374] "NA"
## [375] "Hard Rock/Metal"
## [376] "Big Band/Jazz"
## [377] "Rock n' Roll/Rhythm & Blues"
## [378] "Indie/Alternative Rock"
## [379] "Country/Folk/Country Rock/Folk Rock"
## [380] "NA"
## [381] "Hard Rock/Metal"
## [382] "Hip-Hop/Rap"
## [383] "Indie/Alternative Rock"
## [384] "Soul/Gospel/R&B"
## [385] "Country/Folk/Country Rock/Folk Rock"
## [386] "NA"
## [387] "Afrobeat"
## [388] "Hip-Hop/Rap"
## [389] "NA"
## [390] "Hard Rock/Metal"
## [391] "NA"
## [392] "NA"
## [393] "Blues/Blues Rock"
## [394] "Hard Rock/Metal"
## [395] "NA"
## [396] "Hip-Hop/Rap"
## [397] "Reggae"
## [398] "Punk/Post-Punk/New Wave/Power Pop"
## [399] "Country/Folk/Country Rock/Folk Rock"
## [400] "Punk/Post-Punk/New Wave/Power Pop"
## [401] "Punk/Post-Punk/New Wave/Power Pop"
## [402] "Funk/Disco"
## [403] "Singer-Songwriter/Heartland Rock"
## [404] "NA"
## [405] "Electronic"
## [406] "Soul/Gospel/R&B"
## [407] "Punk/Post-Punk/New Wave/Power Pop"
## [408] "Punk/Post-Punk/New Wave/Power Pop"
## [409] "Soul/Gospel/R&B"
## [410] "Punk/Post-Punk/New Wave/Power Pop"
## [411] "Electronic"
## [412] "Hip-Hop/Rap"
## [413] "Indie/Alternative Rock"
## [414] "Indie/Alternative Rock"
## [415] "Funk/Disco"
## [416] "NA"
## [417] "NA"
## [418] "NA"
## [419] "Latin"
## [420] "Punk/Post-Punk/New Wave/Power Pop"
## [421] "Indie/Alternative Rock"
## [422] "Indie/Alternative Rock"
## [423] "NA"
## [424] "Blues/Blues Rock"
## [425] "NA"
## [426] "Country/Folk/Country Rock/Folk Rock"
## [427] "Hip-Hop/Rap"
## [428] "Indie/Alternative Rock"
## [429] "Punk/Post-Punk/New Wave/Power Pop"
## [430] "Funk/Disco"
## [431] "Afrobeat"
## [432] "Singer-Songwriter/Heartland Rock"
## [433] "Soul/Gospel/R&B"
## [434] "Punk/Post-Punk/New Wave/Power Pop"
## [435] "Latin"
## [436] "Hip-Hop/Rap"
## [437] "Latin"
## [438] "Singer-Songwriter/Heartland Rock"
## [439] "NA"
## [440] "Punk/Post-Punk/New Wave/Power Pop"
## [441] "Rock n' Roll/Rhythm & Blues"
## [442] "Hip-Hop/Rap"
## [443] "Punk/Post-Punk/New Wave/Power Pop"
## [444] "Blues/Blues Rock"
## [445] "Singer-Songwriter/Heartland Rock"
## [446] "Hard Rock/Metal"
## [447] "Punk/Post-Punk/New Wave/Power Pop"
## [448] "Indie/Alternative Rock"
## [449] "Funk/Disco"
## [450] "Soul/Gospel/R&B"
## [451] "Blues/Blues Rock"
## [452] "Soul/Gospel/R&B"
## [453] "Big Band/Jazz"
## [454] "Singer-Songwriter/Heartland Rock"
## [455] "Punk/Post-Punk/New Wave/Power Pop"
## [456] "Punk/Post-Punk/New Wave/Power Pop"
## [457] "Punk/Post-Punk/New Wave/Power Pop"
## [458] "Punk/Post-Punk/New Wave/Power Pop"
## [459] "Punk/Post-Punk/New Wave/Power Pop"
## [460] "Funk/Disco"
## [461] "NA"
## [462] "NA"
## [463] "Punk/Post-Punk/New Wave/Power Pop"
## [464] "Punk/Post-Punk/New Wave/Power Pop"
## [465] "NA"
## [466] "Hard Rock/Metal"
## [467] "Punk/Post-Punk/New Wave/Power Pop"
## [468] "NA"
## [469] "Punk/Post-Punk/New Wave/Power Pop"
## [470] "Punk/Post-Punk/New Wave/Power Pop"
## [471] "Punk/Post-Punk/New Wave/Power Pop"
## [472] "NA"
## [473] "Punk/Post-Punk/New Wave/Power Pop"
## [474] "Punk/Post-Punk/New Wave/Power Pop"
## [475] "NA"
## [476] "Punk/Post-Punk/New Wave/Power Pop"
## [477] "Hard Rock/Metal"
## [478] "Punk/Post-Punk/New Wave/Power Pop"
## [479] "Punk/Post-Punk/New Wave/Power Pop"
## [480] "Punk/Post-Punk/New Wave/Power Pop"
## [481] "Punk/Post-Punk/New Wave/Power Pop"
## [482] "NA"
## [483] "Singer-Songwriter/Heartland Rock"
## [484] "Punk/Post-Punk/New Wave/Power Pop"
## [485] "Punk/Post-Punk/New Wave/Power Pop"
## [486] "Punk/Post-Punk/New Wave/Power Pop"
## [487] "Punk/Post-Punk/New Wave/Power Pop"
## [488] "NA"
## [489] "Punk/Post-Punk/New Wave/Power Pop"
## [490] "Funk/Disco"
## [491] "NA"
## [492] "Punk/Post-Punk/New Wave/Power Pop"
## [493] "Punk/Post-Punk/New Wave/Power Pop"
## [494] "Punk/Post-Punk/New Wave/Power Pop"
## [495] "NA"
## [496] "Punk/Post-Punk/New Wave/Power Pop"
## [497] "Funk/Disco"
## [498] "Indie/Alternative Rock"
## [499] "Blues/Blues Rock"
## [500] "NA"
## [501] "Blues/Blues Rock"
## [502] "Punk/Post-Punk/New Wave/Power Pop"
## [503] "Punk/Post-Punk/New Wave/Power Pop"
## [504] "Punk/Post-Punk/New Wave/Power Pop"
## [505] "Soul/Gospel/R&B"
## [506] "Rock n' Roll/Rhythm & Blues"
## [507] "NA"
## [508] "Country/Folk/Country Rock/Folk Rock"
## [509] "Punk/Post-Punk/New Wave/Power Pop"
## [510] "Punk/Post-Punk/New Wave/Power Pop"
## [511] "NA"
## [512] "Punk/Post-Punk/New Wave/Power Pop"
## [513] "Punk/Post-Punk/New Wave/Power Pop"
## [514] "Punk/Post-Punk/New Wave/Power Pop"
## [515] "Punk/Post-Punk/New Wave/Power Pop"
## [516] "Hard Rock/Metal"
## [517] "Blues/Blues Rock"
## [518] "Punk/Post-Punk/New Wave/Power Pop"
## [519] "Reggae"
## [520] "Country/Folk/Country Rock/Folk Rock"
## [521] "Singer-Songwriter/Heartland Rock"
## [522] "Punk/Post-Punk/New Wave/Power Pop"
## [523] "NA"
## [524] "Hip-Hop/Rap"
## [525] "Blues/Blues Rock"
## [526] "Punk/Post-Punk/New Wave/Power Pop"
## [527] "NA"
## [528] "Punk/Post-Punk/New Wave/Power Pop"
## [529] "Soul/Gospel/R&B"
## [530] "Soul/Gospel/R&B"
## [531] "NA"
## [532] "Singer-Songwriter/Heartland Rock"
## [533] "Punk/Post-Punk/New Wave/Power Pop"
## [534] "Punk/Post-Punk/New Wave/Power Pop"
## [535] "Indie/Alternative Rock"
## [536] "Punk/Post-Punk/New Wave/Power Pop"
## [537] "Hip-Hop/Rap"
## [538] "NA"
## [539] "NA"
## [540] "Hard Rock/Metal"
## [541] "Punk/Post-Punk/New Wave/Power Pop"
## [542] "Hip-Hop/Rap"
## [543] "Hip-Hop/Rap"
## [544] "NA"
## [545] "Funk/Disco"
## [546] "NA"
## [547] "NA"
## [548] "Hip-Hop/Rap"
## [549] "Hard Rock/Metal"
## [550] "Indie/Alternative Rock"
## [551] "NA"
## [552] "Soul/Gospel/R&B"
## [553] "Hip-Hop/Rap"
## [554] "Punk/Post-Punk/New Wave/Power Pop"
## [555] "Punk/Post-Punk/New Wave/Power Pop"
## [556] "Indie/Alternative Rock"
## [557] "Hard Rock/Metal"
## [558] "Singer-Songwriter/Heartland Rock"
## [559] "Hip-Hop/Rap"
## [560] "NA"
## [561] "Hip-Hop/Rap"
## [562] "Hip-Hop/Rap"
## [563] "Hard Rock/Metal"
## [564] "Hip-Hop/Rap"
## [565] "Punk/Post-Punk/New Wave/Power Pop"
## [566] "Indie/Alternative Rock"
## [567] "NA"
## [568] "Soul/Gospel/R&B"
## [569] "NA"
## [570] "Country/Folk/Country Rock/Folk Rock"
## [571] "Hip-Hop/Rap"
## [572] "Punk/Post-Punk/New Wave/Power Pop"
## [573] "Hip-Hop/Rap"
## [574] "Singer-Songwriter/Heartland Rock"
## [575] "Indie/Alternative Rock"
## [576] "NA"
## [577] "NA"
## [578] "Hip-Hop/Rap"
## [579] "Hard Rock/Metal"
## [580] "Soul/Gospel/R&B"
## [581] "Indie/Alternative Rock"
## [582] "Hip-Hop/Rap"
## [583] "Funk/Disco"
## [584] "Indie/Alternative Rock"
## [585] "Indie/Alternative Rock"
## [586] "Indie/Alternative Rock"
## [587] "Soul/Gospel/R&B"
## [588] "Hard Rock/Metal"
## [589] "Soul/Gospel/R&B"
## [590] "Blues/Blues Rock"
## [591] "NA"
## [592] "Indie/Alternative Rock"
## [593] "Electronic"
## [594] "Soul/Gospel/R&B"
## [595] "Hip-Hop/Rap"
## [596] "Indie/Alternative Rock"
## [597] "Indie/Alternative Rock"
## [598] "Hard Rock/Metal"
## [599] "Soul/Gospel/R&B"
## [600] "Soul/Gospel/R&B"
## [601] "Indie/Alternative Rock"
## [602] "Indie/Alternative Rock"
## [603] "NA"
## [604] "Indie/Alternative Rock"
## [605] "Rock n' Roll/Rhythm & Blues"
## [606] "Indie/Alternative Rock"
## [607] "Soul/Gospel/R&B"
## [608] "Soul/Gospel/R&B"
## [609] "Hip-Hop/Rap"
## [610] "Hip-Hop/Rap"
## [611] "Indie/Alternative Rock"
## [612] "NA"
## [613] "Indie/Alternative Rock"
## [614] "NA"
## [615] "Punk/Post-Punk/New Wave/Power Pop"
## [616] "Indie/Alternative Rock"
## [617] "Indie/Alternative Rock"
## [618] "Country/Folk/Country Rock/Folk Rock"
## [619] "Indie/Alternative Rock"
## [620] "Indie/Alternative Rock"
## [621] "Electronic"
## [622] "NA"
## [623] "Indie/Alternative Rock"
## [624] "NA"
## [625] "Indie/Alternative Rock"
## [626] "Indie/Alternative Rock"
## [627] "Indie/Alternative Rock"
## [628] "Soul/Gospel/R&B"
## [629] "Punk/Post-Punk/New Wave/Power Pop"
## [630] "Indie/Alternative Rock"
## [631] "Hip-Hop/Rap"
## [632] "Indie/Alternative Rock"
## [633] "Hip-Hop/Rap"
## [634] "Soul/Gospel/R&B"
## [635] "Indie/Alternative Rock"
## [636] "Hip-Hop/Rap"
## [637] "Latin"
## [638] "Singer-Songwriter/Heartland Rock"
## [639] "Country/Folk/Country Rock/Folk Rock"
## [640] "Hip-Hop/Rap"
## [641] "Country/Folk/Country Rock/Folk Rock"
## [642] "Electronic"
## [643] "Electronic"
## [644] "NA"
## [645] "NA"
## [646] "NA"
## [647] "NA"
## [648] "Indie/Alternative Rock"
## [649] "Hip-Hop/Rap"
## [650] "NA"
## [651] "Electronic"
## [652] "NA"
## [653] "Hard Rock/Metal"
## [654] "Country/Folk/Country Rock/Folk Rock"
## [655] "Electronic"
## [656] "Indie/Alternative Rock"
## [657] "Soul/Gospel/R&B"
## [658] "Hip-Hop/Rap"
## [659] "Hip-Hop/Rap"
## [660] "Indie/Alternative Rock"
## [661] "Soul/Gospel/R&B"
## [662] "Hip-Hop/Rap"
## [663] "Indie/Alternative Rock"
## [664] "Singer-Songwriter/Heartland Rock"
## [665] "Blues/Blues Rock"
## [666] "NA"
## [667] "Punk/Post-Punk/New Wave/Power Pop"
## [668] "NA"
## [669] "NA"
## [670] "Country/Folk/Country Rock/Folk Rock"
## [671] "Blues/Blues Rock"
## [672] "NA"
## [673] "Singer-Songwriter/Heartland Rock"
## [674] "Singer-Songwriter/Heartland Rock"
## [675] "Indie/Alternative Rock"
## [676] "Country/Folk/Country Rock/Folk Rock"
## [677] "Indie/Alternative Rock"
## [678] "Indie/Alternative Rock"
## [679] "Electronic"
## [680] "Indie/Alternative Rock"
## [681] "Indie/Alternative Rock"
## [682] "Blues/Blues Rock"
## [683] "Indie/Alternative Rock"
## [684] "Blues/Blues Rock"
## [685] "Hip-Hop/Rap"
## [686] "NA"
## [687] "Indie/Alternative Rock"
## [688] "Soul/Gospel/R&B"
## [689] "Blues/Blues Rock"
## [690] "Latin"
## [691] "NA"
str_detect(data$genre, "Electronic")
## [1] FALSE 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 TRUE 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 TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [85] FALSE FALSE FALSE FALSE TRUE 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 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 TRUE FALSE FALSE FALSE FALSE FALSE FALSE
## [277] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [289] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [301] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE
## [313] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE 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 TRUE FALSE FALSE FALSE
## [409] FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE 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 FALSE 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] FALSE FALSE FALSE FALSE TRUE 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 TRUE FALSE FALSE FALSE
## [625] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [637] FALSE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE FALSE FALSE FALSE
## [649] FALSE FALSE TRUE FALSE FALSE FALSE TRUE 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 TRUE FALSE FALSE FALSE FALSE FALSE
## [685] FALSE FALSE FALSE FALSE FALSE FALSE FALSE
sum(str_detect(data$genre, "Electronic"))
## [1] 14
data %>%
summarise(num_Electronic = sum(str_detect(genre, "Electronic")))
## # A tibble: 1 × 1
## num_Electronic
## <int>
## 1 14
data %>%
mutate(col_Electonic = str_extract(genre, "Electronic")) %>%
select(genre, col_Electonic) %>%
filter(!is.na(col_Electonic))
## # A tibble: 14 × 2
## genre col_Electonic
## <chr> <chr>
## 1 Electronic Electronic
## 2 Electronic Electronic
## 3 Electronic Electronic
## 4 Electronic Electronic
## 5 Electronic Electronic
## 6 Electronic Electronic
## 7 Electronic Electronic
## 8 Electronic Electronic
## 9 Electronic Electronic
## 10 Electronic Electronic
## 11 Electronic Electronic
## 12 Electronic Electronic
## 13 Electronic Electronic
## 14 Electronic Electronic
data %>%
mutate(col_NA = str_replace(genre, "Electronic", "NA")) %>%
select(genre, col_NA)
## # A tibble: 691 × 2
## genre col_NA
## <chr> <chr>
## 1 Big Band/Jazz Big Band/Jazz
## 2 Rock n' Roll/Rhythm & Blues Rock n' Roll/Rhythm & Blues
## 3 Rock n' Roll/Rhythm & Blues Rock n' Roll/Rhythm & Blues
## 4 Big Band/Jazz Big Band/Jazz
## 5 NA NA
## 6 NA NA
## 7 Soul/Gospel/R&B Soul/Gospel/R&B
## 8 Rock n' Roll/Rhythm & Blues Rock n' Roll/Rhythm & Blues
## 9 NA NA
## 10 Big Band/Jazz Big Band/Jazz
## # ℹ 681 more rows