DV-LAB-WEEK-4
K.Aishwarya
2023-10-25
R Markdown
As of my last knowledge update in September 2021, Spotify did not provide a public dataset. However, they offer a Web API and developer tools for accessing music-related data for various applications and research. analysis on spotify dataset
#spotify dataset
data=read.csv("C://Users//AISHWARYA//OneDrive//ドキュメント//SPOTIFYdv.csv")#summary and structure of data
summary(data)## track_name artist.s._name artist_count released_year
## Length:99 Length:99 Min. :1.000 Min. :1975
## Class :character Class :character 1st Qu.:1.000 1st Qu.:2022
## Mode :character Mode :character Median :1.000 Median :2023
## Mean :1.566 Mean :2021
## 3rd Qu.:2.000 3rd Qu.:2023
## Max. :8.000 Max. :2023
## released_month released_day in_spotify_playlists in_spotify_charts
## Min. : 1.000 Min. : 1.00 Min. : 31 Min. : 9.00
## 1st Qu.: 3.000 1st Qu.: 7.00 1st Qu.: 1050 1st Qu.: 36.00
## Median : 6.000 Median :17.00 Median : 2953 Median : 45.00
## Mean : 5.677 Mean :15.54 Mean : 6324 Mean : 52.64
## 3rd Qu.: 7.000 3rd Qu.:23.00 3rd Qu.: 7890 3rd Qu.: 67.00
## Max. :12.000 Max. :31.00 Max. :43899 Max. :147.00
## streams in_apple_playlists in_apple_charts in_deezer_playlists
## Min. :1.478e+07 Min. : 0.0 Min. : 0.0 Length:99
## 1st Qu.:1.192e+08 1st Qu.: 34.0 1st Qu.: 75.5 Class :character
## Median :3.732e+08 Median : 68.0 Median :110.0 Mode :character
## Mean :6.830e+08 Mean :105.9 Mean :112.4
## 3rd Qu.:9.917e+08 3rd Qu.:115.5 3rd Qu.:146.5
## Max. :3.704e+09 Max. :672.0 Max. :263.0
## in_deezer_charts in_shazam_charts bpm key
## Min. : 0.00 Length:99 Min. : 67.0 Length:99
## 1st Qu.: 1.50 Class :character 1st Qu.:100.5 Class :character
## Median : 8.00 Mode :character Median :128.0 Mode :character
## Mean :10.63 Mean :125.4
## 3rd Qu.:14.00 3rd Qu.:140.0
## Max. :58.00 Max. :204.0
## mode
## Length:99
## Class :character
## Mode :character
##
##
## str(data)## 'data.frame': 99 obs. of 17 variables:
## $ track_name : chr "Seven (feat. Latto) (Explicit Ver.)" "LALA" "vampire" "Cruel Summer" ...
## $ artist.s._name : chr "Latto, Jung Kook" "Myke Towers" "Olivia Rodrigo" "Taylor Swift" ...
## $ artist_count : int 2 1 1 1 1 2 2 1 1 2 ...
## $ released_year : int 2023 2023 2023 2019 2023 2023 2023 2023 2023 2023 ...
## $ released_month : int 7 3 6 8 5 6 3 7 5 3 ...
## $ released_day : int 14 23 30 23 18 1 16 7 15 17 ...
## $ in_spotify_playlists: int 553 1474 1397 7858 3133 2186 3090 714 1096 2953 ...
## $ in_spotify_charts : int 147 48 113 100 50 91 50 43 83 44 ...
## $ streams : num 1.41e+08 1.34e+08 1.40e+08 8.01e+08 3.03e+08 ...
## $ in_apple_playlists : int 43 48 94 116 84 67 34 25 60 49 ...
## $ in_apple_charts : int 263 126 207 207 133 213 222 89 210 110 ...
## $ in_deezer_playlists : chr "45" "58" "91" "125" ...
## $ in_deezer_charts : int 10 14 14 12 15 17 13 13 11 13 ...
## $ in_shazam_charts : chr "826" "382" "949" "548" ...
## $ bpm : int 125 92 138 170 144 141 148 100 130 170 ...
## $ key : chr "B" "C#" "F" "A" ...
## $ mode : chr "Major" "Major" "Major" "Major" ...Including Plots
#spotify
data## track_name
## 1 Seven (feat. Latto) (Explicit Ver.)
## 2 LALA
## 3 vampire
## 4 Cruel Summer
## 5 WHERE SHE GOES
## 6 Sprinter
## 7 Ella Baila Sola
## 8 Columbia
## 9 fukumean
## 10 La Bebe - Remix
## 11 un x100to
## 12 Super Shy
## 13 Flowers
## 14 Daylight
## 15 As It Was
## 16 Kill Bill
## 17 Cupid - Twin Ver.
## 18 What Was I Made For? [From The Motion Picture "Barbie"]
## 19 Classy 101
## 20 Like Crazy
## 21 LADY GAGA
## 22 I Can See You (Taylor���s Version) (From The
## 23 I Wanna Be Yours
## 24 Peso Pluma: Bzrp Music Sessions, Vol. 55
## 25 Popular (with Playboi Carti & Madonna) - The Idol Vol. 1 (Music from the HBO Original Series)
## 26 SABOR FRESA
## 27 Calm Down (with Selena Gomez)
## 28 MOJABI GHOST
## 29 Last Night
## 30 Dance The Night (From Barbie The Album)
## 31 Rush
## 32 TULUM
## 33 Creepin'
## 34 Anti-Hero
## 35 TQG
## 36 Los del Espacio
## 37 Fr��gil (feat. Grupo Front
## 38 Blank Space
## 39 Style
## 40 TQM
## 41 El Azul
## 42 Sunflower - Spider-Man: Into the Spider-Verse
## 43 I'm Good (Blue)
## 44 See You Again
## 45 Barbie World (with Aqua) [From Barbie The Album]
## 46 Angels Like You
## 47 I Ain't Worried
## 48 Die For You
## 49 Starboy
## 50 Die For You - Remix
## 51 El Cielo
## 52 Baby Don't Hurt Me
## 53 AMARGURA
## 54 (It Goes Like) Nanana - Edit
## 55 Another Love
## 56 Blinding Lights
## 57 Moonlight
## 58 La Bachata
## 59 S91
## 60 cardigan
## 61 T�ï¿
## 62 Boy's a liar Pt. 2
## 63 Left and Right (Feat. Jung Kook of BTS)
## 64 BESO
## 65 Hey Mor
## 66 Yellow
## 67 Karma
## 68 People
## 69 Overdrive
## 70 Enchanted (Taylor's Version)
## 71 BABY HELLO
## 72 Heat Waves
## 73 golden hour
## 74 Sweater Weather
## 75 Quevedo: Bzrp Music Sessions, Vol. 52
## 76 Viva La Vida
## 77 Here With Me
## 78 Unholy (feat. Kim Petras)
## 79 Yandel 150
## 80 CORAZ��N VA
## 81 Riptide
## 82 Until I Found You (with Em Beihold) - Em Beihold Version
## 83 Novidade na �ï¿
## 84 Back To December (Taylor's Version)
## 85 STAY (with Justin Bieber)
## 86 El Merengue
## 87 Someone You Loved
## 88 Me Porto Bonito
## 89 Makeba
## 90 MONTAGEM - FR PUNK
## 91 Fast Car
## 92 What It Is (Solo Version)
## 93 Coco Chanel
## 94 Don���t Bl
## 95 Still With You
## 96 All My Life (feat. J. Cole)
## 97 Say Yes To Heaven
## 98 Snooze
## 99 Summertime Sadness
## artist.s._name
## 1 Latto, Jung Kook
## 2 Myke Towers
## 3 Olivia Rodrigo
## 4 Taylor Swift
## 5 Bad Bunny
## 6 Dave, Central Cee
## 7 Eslabon Armado, Peso Pluma
## 8 Quevedo
## 9 Gunna
## 10 Peso Pluma, Yng Lvcas
## 11 Bad Bunny, Grupo Frontera
## 12 NewJeans
## 13 Miley Cyrus
## 14 David Kushner
## 15 Harry Styles
## 16 SZA
## 17 Fifty Fifty
## 18 Billie Eilish
## 19 Feid, Young Miko
## 20 Jimin
## 21 Gabito Ballesteros, Junior H, Peso Pluma
## 22 Taylor Swift
## 23 Arctic Monkeys
## 24 Bizarrap, Peso Pluma
## 25 The Weeknd, Madonna, Playboi Carti
## 26 Fuerza Regida
## 27 R��ma, Selena G
## 28 Tainy, Bad Bunny
## 29 Morgan Wallen
## 30 Dua Lipa
## 31 Troye Sivan
## 32 Peso Pluma, Grupo Frontera
## 33 The Weeknd, 21 Savage, Metro Boomin
## 34 Taylor Swift
## 35 Karol G, Shakira
## 36 Big One, Duki, Lit Killah, Maria Becerra, FMK, Rusherking, Emilia, Tiago pzk
## 37 Yahritza Y Su Esencia, Grupo Frontera
## 38 Taylor Swift
## 39 Taylor Swift
## 40 Fuerza Regida
## 41 Junior H, Peso Pluma
## 42 Post Malone, Swae Lee
## 43 Bebe Rexha, David Guetta
## 44 Tyler, The Creator, Kali Uchis
## 45 Nicki Minaj, Aqua, Ice Spice
## 46 Miley Cyrus
## 47 OneRepublic
## 48 The Weeknd
## 49 The Weeknd, Daft Punk
## 50 Ariana Grande, The Weeknd
## 51 Feid, Myke Towers, Sky Rompiendo
## 52 David Guetta, Anne-Marie, Coi Leray
## 53 Karol G
## 54 Peggy Gou
## 55 Tom Odell
## 56 The Weeknd
## 57 Kali Uchis
## 58 Manuel Turizo
## 59 Karol G
## 60 Taylor Swift
## 61 dennis, MC Kevin o Chris
## 62 PinkPantheress, Ice Spice
## 63 Charlie Puth, BTS, Jung Kook
## 64 Rauw Alejandro, ROSAL�
## 65 Ozuna, Feid
## 66 Chris Molitor
## 67 Taylor Swift
## 68 Libianca
## 69 Post Malone
## 70 Taylor Swift
## 71 Rauw Alejandro, Bizarrap
## 72 Glass Animals
## 73 JVKE
## 74 The Neighbourhood
## 75 Bizarrap, Quevedo
## 76 Coldplay
## 77 d4vd
## 78 Sam Smith, Kim Petras
## 79 Yandel, Feid
## 80 Maria Becerra
## 81 Vance Joy
## 82 Em Beihold, Stephen Sanchez
## 83 Mc Livinho, DJ Matt D
## 84 Taylor Swift
## 85 Justin Bieber, The Kid Laroi
## 86 Marshmello, Manuel Turizo
## 87 Lewis Capaldi
## 88 Chencho Corleone, Bad Bunny
## 89 Jain
## 90 Ayparia, unxbected
## 91 Luke Combs
## 92 Doechii
## 93 Bad Bunny, Eladio Carrion
## 94 Taylor Swift
## 95 Jung Kook
## 96 J. Cole, Lil Durk
## 97 Lana Del Rey
## 98 SZA
## 99 Lana Del Rey
## artist_count released_year released_month released_day in_spotify_playlists
## 1 2 2023 7 14 553
## 2 1 2023 3 23 1474
## 3 1 2023 6 30 1397
## 4 1 2019 8 23 7858
## 5 1 2023 5 18 3133
## 6 2 2023 6 1 2186
## 7 2 2023 3 16 3090
## 8 1 2023 7 7 714
## 9 1 2023 5 15 1096
## 10 2 2023 3 17 2953
## 11 2 2023 4 17 2876
## 12 1 2023 7 7 422
## 13 1 2023 1 12 12211
## 14 1 2023 4 14 3528
## 15 1 2022 3 31 23575
## 16 1 2022 12 8 8109
## 17 1 2023 2 24 2942
## 18 1 2023 7 13 873
## 19 2 2023 3 31 2610
## 20 1 2023 3 24 596
## 21 3 2023 6 22 332
## 22 1 2023 7 7 516
## 23 1 2013 1 1 12859
## 24 2 2023 5 31 1313
## 25 3 2023 6 2 1945
## 26 1 2023 6 22 250
## 27 2 2022 3 25 7112
## 28 2 2023 6 29 859
## 29 1 2023 1 31 2420
## 30 1 2023 5 25 2988
## 31 1 2023 7 13 864
## 32 2 2023 6 28 266
## 33 3 2022 12 2 6036
## 34 1 2022 10 21 9082
## 35 2 2023 2 23 4284
## 36 8 2023 6 1 1150
## 37 2 2023 4 7 672
## 38 1 2014 1 1 11434
## 39 1 2014 1 1 7830
## 40 1 2023 5 19 584
## 41 2 2023 2 10 692
## 42 2 2018 10 9 24094
## 43 2 2022 8 26 12482
## 44 3 2017 7 21 13387
## 45 3 2023 6 23 1117
## 46 1 2020 11 27 3372
## 47 1 2022 5 13 8431
## 48 1 2016 11 24 2483
## 49 2 2016 9 21 29536
## 50 2 2023 2 24 3408
## 51 3 2023 6 2 1298
## 52 3 2023 4 6 4277
## 53 1 2023 2 24 1133
## 54 1 2023 6 15 2259
## 55 1 2012 10 15 18371
## 56 1 2019 11 29 43899
## 57 1 2023 2 24 2649
## 58 1 2022 5 26 6804
## 59 1 2023 7 14 525
## 60 1 2020 7 24 7923
## 61 2 2023 5 4 731
## 62 2 2023 2 3 5184
## 63 3 2022 6 24 3107
## 64 2 2023 3 24 4053
## 65 2 2022 10 6 4637
## 66 1 1999 1 1 31358
## 67 1 2022 10 21 3818
## 68 1 2022 12 2 3506
## 69 1 2023 7 14 410
## 70 1 2023 7 7 148
## 71 2 2023 6 23 1004
## 72 1 2020 6 28 22543
## 73 1 2022 7 15 4511
## 74 1 2012 5 14 16413
## 75 2 2022 7 6 8506
## 76 1 2008 1 1 33898
## 77 1 2022 7 17 3246
## 78 2 2022 9 22 8576
## 79 2 2022 12 20 3618
## 80 1 2023 6 22 370
## 81 1 1975 1 1 31123
## 82 2 2022 4 22 2790
## 83 2 2023 6 23 267
## 84 1 2023 7 7 139
## 85 2 2021 7 9 17050
## 86 2 2023 3 3 2114
## 87 1 2018 11 8 17836
## 88 2 2022 5 6 8870
## 89 1 2015 6 22 6060
## 90 2 2012 6 20 641
## 91 1 2023 3 24 1446
## 92 1 2023 3 17 804
## 93 2 2023 3 17 1962
## 94 1 2017 11 8 4875
## 95 1 2020 6 5 31
## 96 2 2023 5 12 2175
## 97 1 2023 3 17 2000
## 98 1 2022 12 9 2839
## 99 1 2011 1 1 20333
## in_spotify_charts streams in_apple_playlists in_apple_charts
## 1 147 141381703 43 263
## 2 48 133716286 48 126
## 3 113 140003974 94 207
## 4 100 800840817 116 207
## 5 50 303236322 84 133
## 6 91 183706234 67 213
## 7 50 725980112 34 222
## 8 43 58149378 25 89
## 9 83 95217315 60 210
## 10 44 553634067 49 110
## 11 40 505671438 41 205
## 12 55 58255150 37 202
## 13 115 1316855716 300 215
## 14 98 387570742 80 156
## 15 130 2513188493 403 198
## 16 77 1163093654 183 162
## 17 77 496795686 91 212
## 18 104 30546883 80 227
## 19 40 335222234 43 100
## 20 68 363369738 8 104
## 21 26 86444842 11 163
## 22 38 52135248 73 119
## 23 110 1297026226 24 98
## 24 40 200647221 17 152
## 25 87 115364561 74 182
## 26 26 78300654 16 149
## 27 77 899183384 202 119
## 28 40 61245289 35 109
## 29 19 429829812 52 107
## 30 101 127408954 0 0
## 31 78 22581161 71 135
## 32 34 52294266 20 185
## 33 88 843957510 113 149
## 34 56 999748277 242 142
## 35 49 618990393 115 123
## 36 31 123122413 22 33
## 37 34 188933502 19 108
## 38 53 1355959075 154 123
## 39 42 786181836 94 111
## 40 28 176553476 16 159
## 41 25 354495408 10 107
## 42 78 2808096550 372 117
## 43 80 1109433169 291 184
## 44 64 1047101291 77 58
## 45 80 65156199 82 145
## 46 19 570515054 65 48
## 47 76 1085685420 241 127
## 48 59 1647990401 68 21
## 49 79 2565529693 281 137
## 50 47 518745108 87 86
## 51 38 107753850 44 64
## 52 66 177740666 145 111
## 53 39 153372011 14 71
## 54 59 57876440 0 0
## 55 83 1813673666 250 122
## 56 69 3703895074 672 199
## 57 42 256483385 67 79
## 58 45 1214083358 139 111
## 59 41 16011326 34 115
## 60 29 812019557 106 112
## 61 15 111947664 27 17
## 62 41 156338624 154 84
## 63 39 720434240 38 0
## 64 50 357925728 82 121
## 65 38 674072710 63 79
## 66 43 1755214421 196 2
## 67 23 404562836 37 55
## 68 56 373199958 105 64
## 69 36 14780425 36 32
## 70 24 39578178 32 93
## 71 35 54266102 42 80
## 72 63 2557975762 386 144
## 73 36 751134527 70 58
## 74 61 2282771485 166 87
## 75 45 1356565093 94 65
## 76 62 1592909789 233 0
## 77 23 635412045 94 85
## 78 42 1230675890 216 108
## 79 38 585695368 47 74
## 80 20 43857627 12 16
## 81 55 2009094673 300 65
## 82 30 600976848 60 96
## 83 9 39709092 9 6
## 84 17 39228929 16 72
## 85 36 2665343922 492 99
## 86 44 223633238 80 75
## 87 53 2887241814 440 125
## 88 43 1440757818 104 120
## 89 53 165484133 150 148
## 90 50 58054811 1 52
## 91 12 157058870 57 97
## 92 25 95131998 29 76
## 93 38 250305248 28 89
## 94 23 685032533 19 45
## 95 39 38411956 2 107
## 96 23 144565150 69 145
## 97 46 127567540 49 105
## 98 25 399686758 58 156
## 99 52 983637508 89 143
## in_deezer_playlists in_deezer_charts in_shazam_charts bpm key mode
## 1 45 10 826 125 B Major
## 2 58 14 382 92 C# Major
## 3 91 14 949 138 F Major
## 4 125 12 548 170 A Major
## 5 87 15 425 144 A Minor
## 6 88 17 946 141 C# Major
## 7 43 13 418 148 F Minor
## 8 30 13 194 100 F Major
## 9 48 11 953 130 C# Minor
## 10 66 13 339 170 D Minor
## 11 54 12 251 83 F# Minor
## 12 21 5 168 150 F Minor
## 13 745 58 1,021 118 Major
## 14 182 24 1,281 130 D Minor
## 15 863 46 174 F# Minor
## 16 161 12 187 89 G# Major
## 17 78 6 0 120 B Minor
## 18 95 24 1,173 78 Major
## 19 54 14 187 100 B Major
## 20 23 2 29 120 G Major
## 21 10 4 0 140 F Minor
## 22 42 1 150 123 F# Major
## 23 582 2 73 135 Minor
## 24 32 11 139 133 F Minor
## 25 87 14 1,093 99 C# Major
## 26 10 5 168 130 G Minor
## 27 318 38 96 107 B Major
## 28 41 14 211 122 F# Minor
## 29 15 1 325 204 F# Major
## 30 143 38 0 110 B Minor
## 31 50 1 294 126 F Minor
## 32 13 8 197 168 F# Major
## 33 245 23 27 98 C# Minor
## 34 165 9 310 97 E Major
## 35 184 18 354 180 E Minor
## 36 34 7 184 120 Major
## 37 24 9 212 150 F# Major
## 38 410 2 81 96 F Major
## 39 151 4 82 95 D Major
## 40 15 6 100 125 F Minor
## 41 6 3 62 144 A Minor
## 42 843 4 69 90 D Major
## 43 537 45 727 128 G Minor
## 44 247 1 311 79 F# Major
## 45 65 16 1,133 144 Major
## 46 138 1 102 122 F Major
## 47 458 37 332 140 Major
## 48 24 0 259 134 C# Minor
## 49 2,445 1 140 186 G Major
## 50 74 1 16 67 C# Minor
## 51 57 10 110 106 A# Minor
## 52 213 11 810 128 G Major
## 53 23 10 176 107 F# Minor
## 54 109 17 0 130 G Minor
## 55 3,394 19 123 E Minor
## 56 3,421 20 171 C# Major
## 57 57 1 615 137 G Minor
## 58 161 15 210 125 G Minor
## 59 39 6 216 128 Minor
## 60 142 4 215 130 Minor
## 61 73 4 167 130 B Major
## 62 102 14 37 133 F Major
## 63 4 0 0 101 D Major
## 64 182 12 171 95 F Minor
## 65 89 11 16 98 C# Minor
## 66 4,053 5 0 173 B Major
## 67 32 0 272 90 G# Major
## 68 169 8 529 198 A# Minor
## 69 31 1 26 140 C# Major
## 70 8 2 5 82 G# Major
## 71 58 3 169 130 C# Minor
## 72 707 28 81 B Major
## 73 109 18 230 94 C# Minor
## 74 1,056 1 124 A# Major
## 75 164 14 176 128 D Major
## 76 4,095 9 0 138 F Minor
## 77 68 1 84 132 E Major
## 78 331 26 154 131 D Major
## 79 80 14 194 168 F# Minor
## 80 18 4 93 98 C# Major
## 81 1,003 1 0 102 C# Major
## 82 71 0 115 101 A# Major
## 83 25 2 72 130 F Major
## 84 5 0 8 142 D Major
## 85 798 31 0 170 C# Major
## 86 110 11 323 124 G# Minor
## 87 1,800 0 110 C# Major
## 88 141 26 49 92 C# Minor
## 89 2,703 22 1,451 116 D Major
## 90 8 0 1,170 129 A Major
## 91 35 0 429 98 G# Major
## 92 24 0 162 172 C# Minor
## 93 29 5 82 150 D Major
## 94 0 0 10 136 A Minor
## 95 8 0 0 88 C# Minor
## 96 69 2 478 143 D# Major
## 97 63 1 0 100 F# Minor
## 98 42 1 236 143 F Major
## 99 1,632 3 200 112 C# Minor#top five artists
head(data)## track_name artist.s._name artist_count
## 1 Seven (feat. Latto) (Explicit Ver.) Latto, Jung Kook 2
## 2 LALA Myke Towers 1
## 3 vampire Olivia Rodrigo 1
## 4 Cruel Summer Taylor Swift 1
## 5 WHERE SHE GOES Bad Bunny 1
## 6 Sprinter Dave, Central Cee 2
## released_year released_month released_day in_spotify_playlists
## 1 2023 7 14 553
## 2 2023 3 23 1474
## 3 2023 6 30 1397
## 4 2019 8 23 7858
## 5 2023 5 18 3133
## 6 2023 6 1 2186
## in_spotify_charts streams in_apple_playlists in_apple_charts
## 1 147 141381703 43 263
## 2 48 133716286 48 126
## 3 113 140003974 94 207
## 4 100 800840817 116 207
## 5 50 303236322 84 133
## 6 91 183706234 67 213
## in_deezer_playlists in_deezer_charts in_shazam_charts bpm key mode
## 1 45 10 826 125 B Major
## 2 58 14 382 92 C# Major
## 3 91 14 949 138 F Major
## 4 125 12 548 170 A Major
## 5 87 15 425 144 A Minor
## 6 88 17 946 141 C# Major#few artists from down
tail(data)## track_name artist.s._name artist_count released_year
## 94 Don���t Bl Taylor Swift 1 2017
## 95 Still With You Jung Kook 1 2020
## 96 All My Life (feat. J. Cole) J. Cole, Lil Durk 2 2023
## 97 Say Yes To Heaven Lana Del Rey 1 2023
## 98 Snooze SZA 1 2022
## 99 Summertime Sadness Lana Del Rey 1 2011
## released_month released_day in_spotify_playlists in_spotify_charts streams
## 94 11 8 4875 23 685032533
## 95 6 5 31 39 38411956
## 96 5 12 2175 23 144565150
## 97 3 17 2000 46 127567540
## 98 12 9 2839 25 399686758
## 99 1 1 20333 52 983637508
## in_apple_playlists in_apple_charts in_deezer_playlists in_deezer_charts
## 94 19 45 0 0
## 95 2 107 8 0
## 96 69 145 69 2
## 97 49 105 63 1
## 98 58 156 42 1
## 99 89 143 1,632 3
## in_shazam_charts bpm key mode
## 94 10 136 A Minor
## 95 0 88 C# Minor
## 96 478 143 D# Major
## 97 0 100 F# Minor
## 98 236 143 F Major
## 99 200 112 C# Minorfor the plots,we are using ggplot2 library.ggplot2 is a popular R data visualization package that provides an intuitive and flexible framework for creating a wide range of high-quality, customized graphs and plots for data analysis and presentation.
library(ggplot2)#barplot
ggplot(data, aes(x =track_name, y =key)) +
geom_bar(stat = "identity", fill = "blue") +
labs(title = "ggplot", x = "track_name", y = "key")
#histogram
ggplot(data, aes(x =artist_count)) +
geom_histogram(binwidth = 5, fill = "green", color = "red") +
labs(title = "artists", x = "artist_count", y = "Frequency")
we can conclude the same over here also
#scatter plot
ggplot(data, aes(x =released_year, y =artist_count)) +
geom_point(color = "red") +
labs(title = "scatter plot", x = "released_year", y = "artist_count")
a=table(data$artist_count)
b=names(a)
a#displaying no of artist count##
## 1 2 3 8
## 57 33 8 1share = round(a/sum(a)*100)
a = paste(share,"%",sep="")the table created above shows no. of players in each squad.
# Create a data frame with the data to be plotted
c <- data.frame(category = b, value = a)
# Create the pie chart using ggplot2
library(ggplot2)
ggplot(c, aes(x = "", y = value, fill = category)) +
geom_bar(stat = "identity", width = 1) +
coord_polar(theta = "y") +
geom_text(aes(label = value), position = position_stack(vjust = 0.5)) +
scale_fill_manual(values = rainbow(length(b))) +
labs(title = "Pie Chart Example")
shows the above analysis in the form of share of pie.
#boxplot
ggplot(data, aes(x =released_day, y =artist_count)) +
geom_boxplot(fill = "orange", color = "black") +
labs(title = "Box Plot Example", x = "released_day", y = "artist_count")## Warning: Continuous x aesthetic
## ℹ did you forget `aes(group = ...)`?
outlier is found.