library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.3 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.0
## ✔ ggplot2 3.4.4 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.0
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(datasets)
#Memanggil data billboard
data("billboard")
billboard<-tibble::as.tibble(billboard)
## Warning: `as.tibble()` was deprecated in tibble 2.0.0.
## ℹ Please use `as_tibble()` instead.
## ℹ The signature and semantics have changed, see `?as_tibble`.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
#Mendapatkan atau menetapkan kelas objek
class(billboard)
## [1] "tbl_df" "tbl" "data.frame"
#Memberikan ringkasan atau tampilan yang lebih lengkap tentang struktur suatu dataset
glimpse(billboard)
## Rows: 317
## Columns: 79
## $ artist <chr> "2 Pac", "2Ge+her", "3 Doors Down", "3 Doors Down", "504 …
## $ track <chr> "Baby Don't Cry (Keep...", "The Hardest Part Of ...", "Kr…
## $ date.entered <date> 2000-02-26, 2000-09-02, 2000-04-08, 2000-10-21, 2000-04-…
## $ wk1 <dbl> 87, 91, 81, 76, 57, 51, 97, 84, 59, 76, 84, 57, 50, 71, 7…
## $ wk2 <dbl> 82, 87, 70, 76, 34, 39, 97, 62, 53, 76, 84, 47, 39, 51, 6…
## $ wk3 <dbl> 72, 92, 68, 72, 25, 34, 96, 51, 38, 74, 75, 45, 30, 28, 5…
## $ wk4 <dbl> 77, NA, 67, 69, 17, 26, 95, 41, 28, 69, 73, 29, 28, 18, 4…
## $ wk5 <dbl> 87, NA, 66, 67, 17, 26, 100, 38, 21, 68, 73, 23, 21, 13, …
## $ wk6 <dbl> 94, NA, 57, 65, 31, 19, NA, 35, 18, 67, 69, 18, 19, 13, 3…
## $ wk7 <dbl> 99, NA, 54, 55, 36, 2, NA, 35, 16, 61, 68, 11, 20, 11, 34…
## $ wk8 <dbl> NA, NA, 53, 59, 49, 2, NA, 38, 14, 58, 65, 9, 17, 1, 29, …
## $ wk9 <dbl> NA, NA, 51, 62, 53, 3, NA, 38, 12, 57, 73, 9, 17, 1, 27, …
## $ wk10 <dbl> NA, NA, 51, 61, 57, 6, NA, 36, 10, 59, 83, 11, 17, 2, 30,…
## $ wk11 <dbl> NA, NA, 51, 61, 64, 7, NA, 37, 9, 66, 92, 1, 17, 2, 36, N…
## $ wk12 <dbl> NA, NA, 51, 59, 70, 22, NA, 37, 8, 68, NA, 1, 3, 3, 37, N…
## $ wk13 <dbl> NA, NA, 47, 61, 75, 29, NA, 38, 6, 61, NA, 1, 3, 3, 39, N…
## $ wk14 <dbl> NA, NA, 44, 66, 76, 36, NA, 49, 1, 67, NA, 1, 7, 4, 49, N…
## $ wk15 <dbl> NA, NA, 38, 72, 78, 47, NA, 61, 2, 59, NA, 4, 10, 12, 57,…
## $ wk16 <dbl> NA, NA, 28, 76, 85, 67, NA, 63, 2, 63, NA, 8, 17, 11, 63,…
## $ wk17 <dbl> NA, NA, 22, 75, 92, 66, NA, 62, 2, 67, NA, 12, 25, 13, 65…
## $ wk18 <dbl> NA, NA, 18, 67, 96, 84, NA, 67, 2, 71, NA, 22, 29, 15, 68…
## $ wk19 <dbl> NA, NA, 18, 73, NA, 93, NA, 83, 3, 79, NA, 23, 29, 18, 79…
## $ wk20 <dbl> NA, NA, 14, 70, NA, 94, NA, 86, 4, 89, NA, 43, 40, 20, 86…
## $ wk21 <dbl> NA, NA, 12, NA, NA, NA, NA, NA, 5, NA, NA, 44, 43, 30, NA…
## $ wk22 <dbl> NA, NA, 7, NA, NA, NA, NA, NA, 5, NA, NA, NA, 50, 40, NA,…
## $ wk23 <dbl> NA, NA, 6, NA, NA, NA, NA, NA, 6, NA, NA, NA, NA, 39, NA,…
## $ wk24 <dbl> NA, NA, 6, NA, NA, NA, NA, NA, 9, NA, NA, NA, NA, 44, NA,…
## $ wk25 <dbl> NA, NA, 6, NA, NA, NA, NA, NA, 13, NA, NA, NA, NA, NA, NA…
## $ wk26 <dbl> NA, NA, 5, NA, NA, NA, NA, NA, 14, NA, NA, NA, NA, NA, NA…
## $ wk27 <dbl> NA, NA, 5, NA, NA, NA, NA, NA, 16, NA, NA, NA, NA, NA, NA…
## $ wk28 <dbl> NA, NA, 4, NA, NA, NA, NA, NA, 23, NA, NA, NA, NA, NA, NA…
## $ wk29 <dbl> NA, NA, 4, NA, NA, NA, NA, NA, 22, NA, NA, NA, NA, NA, NA…
## $ wk30 <dbl> NA, NA, 4, NA, NA, NA, NA, NA, 33, NA, NA, NA, NA, NA, NA…
## $ wk31 <dbl> NA, NA, 4, NA, NA, NA, NA, NA, 36, NA, NA, NA, NA, NA, NA…
## $ wk32 <dbl> NA, NA, 3, NA, NA, NA, NA, NA, 43, NA, NA, NA, NA, NA, NA…
## $ wk33 <dbl> NA, NA, 3, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA…
## $ wk34 <dbl> NA, NA, 3, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA…
## $ wk35 <dbl> NA, NA, 4, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA…
## $ wk36 <dbl> NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA…
## $ wk37 <dbl> NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA…
## $ wk38 <dbl> NA, NA, 9, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA…
## $ wk39 <dbl> NA, NA, 9, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA…
## $ wk40 <dbl> NA, NA, 15, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk41 <dbl> NA, NA, 14, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk42 <dbl> NA, NA, 13, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk43 <dbl> NA, NA, 14, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk44 <dbl> NA, NA, 16, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk45 <dbl> NA, NA, 17, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk46 <dbl> NA, NA, 21, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk47 <dbl> NA, NA, 22, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk48 <dbl> NA, NA, 24, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk49 <dbl> NA, NA, 28, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk50 <dbl> NA, NA, 33, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk51 <dbl> NA, NA, 42, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk52 <dbl> NA, NA, 42, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk53 <dbl> NA, NA, 49, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk54 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk55 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk56 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk57 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk58 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk59 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk60 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk61 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk62 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk63 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk64 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk65 <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk66 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk67 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk68 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk69 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk70 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk71 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk72 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk73 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk74 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk75 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ wk76 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
#Menampilkan beberapa baris pertama dari suatu objek
head(billboard)
## # A tibble: 6 × 79
## artist track date.entered wk1 wk2 wk3 wk4 wk5 wk6 wk7 wk8
## <chr> <chr> <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 2 Pac Baby… 2000-02-26 87 82 72 77 87 94 99 NA
## 2 2Ge+her The … 2000-09-02 91 87 92 NA NA NA NA NA
## 3 3 Doors Do… Kryp… 2000-04-08 81 70 68 67 66 57 54 53
## 4 3 Doors Do… Loser 2000-10-21 76 76 72 69 67 65 55 59
## 5 504 Boyz Wobb… 2000-04-15 57 34 25 17 17 31 36 49
## 6 98^0 Give… 2000-08-19 51 39 34 26 26 19 2 2
## # ℹ 68 more variables: wk9 <dbl>, wk10 <dbl>, wk11 <dbl>, wk12 <dbl>,
## # wk13 <dbl>, wk14 <dbl>, wk15 <dbl>, wk16 <dbl>, wk17 <dbl>, wk18 <dbl>,
## # wk19 <dbl>, wk20 <dbl>, wk21 <dbl>, wk22 <dbl>, wk23 <dbl>, wk24 <dbl>,
## # wk25 <dbl>, wk26 <dbl>, wk27 <dbl>, wk28 <dbl>, wk29 <dbl>, wk30 <dbl>,
## # wk31 <dbl>, wk32 <dbl>, wk33 <dbl>, wk34 <dbl>, wk35 <dbl>, wk36 <dbl>,
## # wk37 <dbl>, wk38 <dbl>, wk39 <dbl>, wk40 <dbl>, wk41 <dbl>, wk42 <dbl>,
## # wk43 <dbl>, wk44 <dbl>, wk45 <dbl>, wk46 <dbl>, wk47 <dbl>, wk48 <dbl>, …
#Menghitung Rata-rata ranking lagu di minggu pertama Tahun 2000
mean(billboard$wk1)
## [1] 79.95899
# %>% (dplyr) : setelah memanggil rata-rata billboard yang sudah dihitung
# kemudian membandingkan/mengecek dengan cara lain menggunakan fungsi dplyr
mean(billboard$wk1)==billboard$wk1%>%mean()
## [1] TRUE
#Summarise
#Menghitung rata-rata variabel date.entered berdasarkan minggu pertama (wk1)
billboard%>%group_by(wk1)%>%summarize(mean=mean(date.entered))%>%print(n=63)
## # A tibble: 63 × 2
## wk1 mean
## <dbl> <date>
## 1 15 2000-02-12
## 2 22 2000-04-22
## 3 25 2000-03-04
## 4 28 2000-06-24
## 5 36 1999-11-27
## 6 38 2000-10-07
## 7 39 2000-10-14
## 8 40 2000-03-18
## 9 41 2000-08-12
## 10 42 2000-01-29
## 11 43 2000-02-19
## 12 46 1999-12-18
## 13 48 2000-08-19
## 14 49 2000-05-13
## 15 50 2000-05-23
## 16 51 2000-08-19
## 17 52 2000-09-16
## 18 54 1999-12-11
## 19 56 2000-04-22
## 20 57 2000-06-10
## 21 58 2000-08-12
## 22 59 2000-05-02
## 23 60 2000-04-29
## 24 61 2000-08-12
## 25 62 2000-04-29
## 26 63 2000-04-01
## 27 64 2000-08-19
## 28 65 2000-02-01
## 29 66 2000-08-05
## 30 67 2000-03-26
## 31 68 2000-08-29
## 32 69 2000-04-19
## 33 70 2000-04-19
## 34 71 2000-04-04
## 35 72 2000-05-29
## 36 73 2000-05-04
## 37 74 2000-04-10
## 38 75 2000-06-18
## 39 76 2000-05-18
## 40 77 2000-06-14
## 41 78 2000-06-24
## 42 79 2000-04-09
## 43 80 2000-05-09
## 44 81 2000-03-07
## 45 82 2000-06-24
## 46 83 2000-02-26
## 47 84 2000-02-04
## 48 85 2000-04-18
## 49 86 2000-04-05
## 50 87 2000-05-14
## 51 88 1999-12-28
## 52 89 2000-04-16
## 53 90 2000-04-13
## 54 91 2000-04-24
## 55 92 2000-04-09
## 56 93 2000-01-12
## 57 94 2000-03-31
## 58 95 2000-03-16
## 59 96 2000-07-07
## 60 97 2000-05-30
## 61 98 2000-07-18
## 62 99 2000-05-25
## 63 100 2000-04-15
#Arrange
#mengurutkan berdasarkan peubah wk1 terkecil
billboard%>%arrange(wk1)%>%print(n=317)
## # A tibble: 317 × 79
## artist track date.entered wk1 wk2 wk3 wk4 wk5 wk6 wk7 wk8
## <chr> <chr> <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 "Santana" Mari… 2000-02-12 15 8 6 5 2 3 2 2
## 2 "Hanson" This… 2000-04-22 22 22 20 45 87 71 95 NA
## 3 "Pink" Ther… 2000-03-04 25 15 12 11 11 7 7 12
## 4 "Carey, … Cryb… 2000-06-24 28 34 48 62 77 90 95 NA
## 5 "Elliott… Hot … 1999-11-27 36 21 13 9 7 7 5 7
## 6 "Martin,… She … 2000-10-07 38 28 21 21 18 16 13 13
## 7 "Backstr… Shap… 2000-10-14 39 25 24 15 12 12 10 9
## 8 "Dixie C… Good… 2000-03-18 40 29 24 24 20 20 20 19
## 9 "Madonna" Music 2000-08-12 41 23 18 14 2 1 1 1
## 10 "N'Sync" Bye … 2000-01-29 42 20 19 14 13 7 6 5
## 11 "Madonna" Amer… 2000-02-19 43 35 29 29 33 32 40 58
## 12 "Guy" Danc… 1999-12-18 46 29 19 22 36 44 58 58
## 13 "Lil Bow… Boun… 2000-08-19 48 35 24 24 20 20 20 20
## 14 "Pearl J… Noth… 2000-05-13 49 70 84 89 93 91 NA NA
## 15 "Aguiler… I Tu… 2000-04-15 50 39 30 28 21 19 20 17
## 16 "No Doub… Simp… 2000-07-01 50 40 39 38 38 48 52 55
## 17 "98^0" Give… 2000-08-19 51 39 34 26 26 19 2 2
## 18 "Profyle" Liar 2000-09-16 52 32 25 17 16 16 14 19
## 19 "Jagged … He C… 1999-12-11 54 32 17 17 15 18 18 18
## 20 "John, E… Some… 2000-04-22 56 56 49 59 67 60 64 73
## 21 "504 Boy… Wobb… 2000-04-15 57 34 25 17 17 31 36 49
## 22 "Aguiler… Come… 2000-08-05 57 47 45 29 23 18 11 9
## 23 "Backstr… The … 2000-05-27 58 50 43 37 31 30 39 47
## 24 "Jay-Z" I Ju… 2000-10-28 58 45 35 26 23 19 14 14
## 25 "Aaliyah" Try … 2000-03-18 59 53 38 28 21 18 16 14
## 26 "Janet" Does… 2000-06-17 59 52 43 30 29 22 15 10
## 27 "matchbo… Bent 2000-04-29 60 37 29 24 22 21 18 16
## 28 "Spears,… Lucky 2000-08-12 61 41 28 26 23 29 30 40
## 29 "Avant" Sepa… 2000-04-29 62 32 30 23 26 30 35 32
## 30 "Braxton… He W… 2000-03-18 63 55 48 39 35 24 3 2
## 31 "Iglesia… Be W… 2000-04-01 63 45 34 23 17 12 9 8
## 32 "Kid Roc… Only… 2000-02-19 63 47 46 39 35 26 26 23
## 33 "LFO" I Do… 2000-04-15 63 61 68 73 91 NA NA NA
## 34 "Simpson… I Th… 2000-07-01 63 52 44 29 25 23 21 21
## 35 "TLC" Dear… 2000-02-12 63 55 52 51 56 74 92 NA
## 36 "Bon Jov… It's… 2000-08-12 64 58 51 51 48 45 36 33
## 37 "Vertica… You'… 2000-08-26 64 55 43 41 37 31 30 29
## 38 "Puff Da… Best… 2000-02-12 65 59 62 79 99 NA NA NA
## 39 "Third E… Neve… 2000-01-22 65 32 25 24 23 22 22 21
## 40 "Kandi" Don'… 2000-08-05 66 66 66 61 49 42 36 33
## 41 "Badu, E… Bag … 2000-08-19 67 53 42 41 48 42 34 6
## 42 "Eiffel … Blue 1999-12-11 67 29 16 16 13 11 9 6
## 43 "Sonique" It F… 2000-01-22 67 52 30 23 19 17 16 16
## 44 "Spears,… Oops… 2000-04-22 67 38 26 19 15 13 12 9
## 45 "Gray, M… I Try 2000-02-19 68 51 47 36 30 20 15 12
## 46 "N'Sync" This… 2000-09-30 68 31 19 15 11 6 7 7
## 47 "Nine Da… If I… 2000-12-02 68 68 81 94 100 NA NA NA
## 48 "Usher" Pop … 2000-11-04 68 64 60 60 62 79 93 NA
## 49 "Hoku" Anot… 2000-02-19 69 49 49 34 34 34 30 27
## 50 "Jay-Z" Big … 2000-04-22 69 52 39 33 28 25 25 23
## 51 "Moore, … I Wa… 2000-06-17 69 63 54 50 45 42 31 28
## 52 "Avant" My F… 2000-11-04 70 62 56 43 39 33 26 26
## 53 "Bloodho… The … 2000-03-18 70 62 55 55 52 57 72 80
## 54 "Eminem" The … 2000-05-06 70 32 20 16 11 7 6 4
## 55 "Sugar R… Fall… 2000-01-15 70 64 54 40 34 29 29 32
## 56 "Vertica… Ever… 2000-01-22 70 61 53 46 40 33 31 26
## 57 "Aguiler… What… 1999-11-27 71 51 28 18 13 13 11 1
## 58 "Da Brat" What… 2000-06-03 71 65 54 54 51 41 41 33
## 59 "Houston… Same… 2000-06-17 71 71 71 71 70 75 77 88
## 60 "Paisley… We D… 2000-10-14 71 68 52 52 45 42 39 34
## 61 "Q-Tip" Brea… 2000-01-22 71 71 81 82 96 NA NA NA
## 62 "Rimes, … Big … 1999-10-16 71 52 51 51 51 48 41 37
## 63 "Savage … I Kn… 1999-10-23 71 48 43 31 20 13 7 6
## 64 "Splende… I Th… 2000-06-10 71 66 62 62 62 64 65 71
## 65 "Strait,… Go On 2000-08-26 71 67 63 56 53 48 46 46
## 66 "Beenie … Girl… 2000-10-21 72 72 63 56 62 63 54 60
## 67 "Jay-Z" Anyt… 2000-02-26 72 58 55 55 63 74 86 92
## 68 "M2M" Don'… 1999-11-20 72 53 62 46 54 44 44 21
## 69 "Mya" Case… 2000-08-19 72 57 52 47 42 31 24 18
## 70 "Red Hot… Cali… 2000-07-29 72 72 72 77 79 77 75 84
## 71 "Blaque" Brin… 1999-10-23 73 63 50 42 24 19 17 14
## 72 "McGraw,… My N… 2000-10-21 73 62 56 52 46 40 36 31
## 73 "Simpson… Wher… 2000-04-01 73 66 62 62 76 93 NA NA
## 74 "Strait,… The … 2000-01-29 73 64 54 45 44 44 44 41
## 75 "Walker,… The … 2000-04-15 73 65 57 57 51 48 44 43
## 76 "Wallflo… Slee… 2000-10-28 73 73 74 80 90 96 NA NA
## 77 "Backstr… Show… 2000-01-01 74 62 55 25 16 14 12 10
## 78 "Destiny… Jump… 2000-05-13 74 71 65 62 57 50 40 37
## 79 "Dion, C… That… 1999-11-13 74 68 65 49 44 34 30 30
## 80 "Goo Goo… Broa… 2000-04-22 74 58 53 42 35 31 29 25
## 81 "Houston… Coul… 2000-06-17 74 68 68 67 59 59 60 52
## 82 "Martin,… Shak… 1999-11-20 74 66 52 39 39 39 39 46
## 83 "Nas" You … 2000-03-25 74 72 68 59 59 59 67 67
## 84 "Offspri… Orig… 2000-11-25 74 71 70 70 77 78 91 89
## 85 "Sisqo" Thon… 2000-01-29 74 63 35 26 26 23 20 16
## 86 "Tippin,… Kiss… 2000-08-26 74 72 66 53 52 47 47 45
## 87 "Bega, L… Tric… 2000-01-29 75 74 87 NA NA NA NA NA
## 88 "Chesney… I Lo… 2000-10-21 75 67 61 58 58 53 47 47
## 89 "Clark, … A Li… 2000-12-16 75 82 88 96 99 99 NA NA
## 90 "Common" The … 2000-08-05 75 55 53 49 46 44 49 51
## 91 "Dr. Dre" Forg… 2000-01-22 75 55 47 36 36 30 30 31
## 92 "Ideal" What… 2000-06-10 75 75 67 73 64 56 54 54
## 93 "Jackson… www.… 2000-11-04 75 59 59 54 50 49 47 45
## 94 "Papa Ro… Last… 2000-07-29 75 71 69 69 66 64 61 61
## 95 "Savage … Cras… 2000-04-08 75 58 51 36 33 31 26 24
## 96 "Sister … Chan… 2000-07-15 75 67 66 59 63 71 78 81
## 97 "Thomas,… I Wi… 2000-03-25 75 64 48 39 32 28 24 20
## 98 "Vassar,… Carl… 2000-03-04 75 67 64 64 57 53 47 45
## 99 "3 Doors… Loser 2000-10-21 76 76 72 69 67 65 55 59
## 100 "Adams, … Open… 2000-08-26 76 76 74 69 68 67 61 58
## 101 "Braxton… Just… 2000-07-29 76 69 51 42 37 32 32 34
## 102 "Jackson… It M… 2000-06-24 76 74 68 63 57 49 44 39
## 103 "Martin,… Priv… 2000-03-11 76 67 71 78 89 NA NA NA
## 104 "McGraw,… Some… 2000-05-13 76 66 66 65 63 60 60 58
## 105 "Ruff En… No M… 2000-07-01 76 38 19 17 12 15 12 10
## 106 "Spears,… From… 2000-01-29 76 59 52 52 14 14 17 24
## 107 "Train" Meet… 1999-10-09 76 67 59 54 48 45 40 32
## 108 "Anthony… You … 2000-02-26 77 54 50 43 30 27 21 18
## 109 "Barenak… Pinc… 2000-09-09 77 76 69 45 51 37 33 29
## 110 "D'Angel… Unti… 2000-01-22 77 56 35 26 25 25 28 28
## 111 "Eastsid… G'D … 2000-01-08 77 77 89 64 57 47 47 55
## 112 "Estefan… No M… 2000-06-10 77 NA NA NA NA NA NA NA
## 113 "Evans, … Born… 2000-10-21 77 71 64 57 55 51 46 44
## 114 "Evercle… Wond… 2000-07-08 77 69 53 37 33 25 24 23
## 115 "Hot Boy… I Ne… 2000-02-19 77 75 71 65 65 70 69 77
## 116 "Jagged … Let'… 2000-05-06 77 66 55 45 38 42 33 29
## 117 "Jean, W… 911 2000-10-07 77 74 64 61 53 48 43 38
## 118 "Joe" Trea… 2000-08-05 77 75 63 63 69 64 68 67
## 119 "Keith, … How … 2000-01-29 77 72 59 53 45 43 41 36
## 120 "Limp Bi… Roll… 2000-11-11 77 73 72 66 65 65 67 73
## 121 "Rimes, … I Ne… 2000-05-27 77 68 67 63 59 59 59 53
## 122 "Sisqo" Inco… 2000-06-24 77 66 61 61 61 55 2 1
## 123 "Thomas,… Emot… 2000-11-25 77 63 61 58 54 47 53 52
## 124 "Black R… Whoa! 2000-03-04 78 59 53 52 47 46 43 47
## 125 "Destiny… Inde… 2000-09-23 78 63 49 33 23 15 7 5
## 126 "Dr. Dre" The … 2000-05-27 78 67 58 53 46 41 32 27
## 127 "Eminem" Stan 2000-11-04 78 67 57 57 51 51 51 57
## 128 "Kravitz… I Be… 2000-03-25 78 77 71 71 71 83 90 90
## 129 "Lonesta… What… 2000-06-10 78 72 66 64 56 50 47 39
## 130 "Messina… That… 2000-06-24 78 67 63 54 50 44 38 30
## 131 "SheDais… I Wi… 2000-07-15 78 74 70 61 59 52 48 47
## 132 "Alice D… Bett… 2000-04-08 79 65 53 48 45 36 34 29
## 133 "Chesney… What… 2000-04-01 79 74 68 72 69 69 62 58
## 134 "Dixie C… Cowb… 1999-11-27 79 72 70 61 52 52 52 39
## 135 "Henley,… Taki… 2000-06-24 79 77 74 73 66 62 58 58
## 136 "Jackson… Pop … 1999-11-13 79 73 70 64 63 57 55 55
## 137 "Lil' Ki… How … 2000-11-25 79 75 77 86 86 89 NA NA
## 138 "Lopez, … Feel… 2000-02-19 79 79 66 54 54 54 54 51
## 139 "McBride… Love… 2000-02-05 79 69 65 58 53 52 52 48
## 140 "McBride… Ther… 2000-09-09 79 75 75 75 73 64 60 60
## 141 "R.E.M." The … 1999-12-25 79 79 70 62 60 57 61 66
## 142 "Rogers,… Buy … 2000-03-11 79 72 65 65 54 46 46 43
## 143 "Stone T… Sour… 2000-07-08 79 79 79 78 78 87 89 88
## 144 "Allan, … Smok… 2000-01-22 80 78 76 77 92 NA NA NA
## 145 "Changin… That… 2000-09-30 80 72 66 66 64 76 65 66
## 146 "Dixie C… Cold… 2000-06-24 80 79 76 72 68 68 65 70
## 147 "Dixie C… With… 2000-10-07 80 70 63 56 50 49 48 46
## 148 "Foo Fig… Lear… 1999-10-16 80 69 68 63 60 52 42 32
## 149 "Lawrenc… Less… 2000-01-29 80 73 61 61 48 48 48 48
## 150 "Lil' Ki… No M… 2000-07-15 80 72 67 60 65 73 81 86
## 151 "Lucy Pe… Danc… 2000-05-20 80 75 63 59 55 49 42 42
## 152 "Red Hot… Othe… 2000-02-12 80 72 65 52 51 49 40 37
## 153 "Son By … A Pu… 2000-04-08 80 80 80 79 72 73 65 64
## 154 "Third E… Deep… 2000-09-02 80 73 70 70 70 69 72 79
## 155 "3 Doors… Kryp… 2000-04-08 81 70 68 67 66 57 54 53
## 156 "Byrd, T… Put … 2000-01-29 81 77 76 76 86 88 92 99
## 157 "Creed" High… 1999-09-11 81 77 73 63 61 58 56 52
## 158 "Diffie,… It's… 2000-08-12 81 78 67 63 60 57 63 69
## 159 "Griggs,… She'… 2000-03-11 81 76 69 67 62 55 52 51
## 160 "Hill, F… Brea… 1999-11-06 81 68 62 51 42 35 28 28
## 161 "Houston… My L… 1999-09-04 81 68 44 16 11 9 8 7
## 162 "Jones, … Wher… 2000-04-22 81 71 65 50 41 41 36 41
## 163 "Kumbia … U Do… 2000-03-04 81 64 62 67 70 70 75 87
## 164 "Lonesta… Amaz… 1999-06-05 81 54 44 39 38 33 29 29
## 165 "Montgom… The … 2000-09-09 81 67 64 56 45 41 41 35
## 166 "Urban, … Your… 2000-07-15 81 80 73 73 67 64 60 59
## 167 "Vassar,… Just… 2000-09-30 81 81 76 67 53 46 43 38
## 168 "Vitamin… Grad… 2000-04-15 81 64 54 54 46 40 40 40
## 169 "Anthony… My B… 2000-09-16 82 76 76 70 82 81 74 80
## 170 "Carey, … Than… 1999-12-11 82 68 50 50 41 37 26 22
## 171 "Gill, V… Feel… 2000-09-02 82 76 74 73 73 65 59 58
## 172 "Keith, … Coun… 2000-08-05 82 78 75 69 66 62 59 58
## 173 "N'Sync" It's… 2000-05-06 82 70 51 39 26 19 15 9
## 174 "Price, … As W… 2000-07-15 82 69 69 64 71 79 82 89
## 175 "Rimes, … Can'… 2000-09-09 82 71 79 83 96 99 78 78
## 176 "SheDais… This… 2000-02-05 82 70 70 67 57 57 61 68
## 177 "Thomas,… Summ… 2000-09-23 82 82 86 80 82 83 84 82
## 178 "Blige, … Deep… 1999-11-13 83 80 80 75 75 73 64 64
## 179 "Destiny… Say … 1999-12-25 83 83 44 38 16 13 16 16
## 180 "Hill, F… Let'… 2000-08-12 83 83 73 73 67 60 60 60
## 181 "Houston… I Le… 2000-02-19 83 83 83 40 28 27 28 36
## 182 "Lil' Za… Call… 2000-07-29 83 89 57 40 34 21 33 46
## 183 "Messina… Beca… 2000-01-29 83 78 71 71 66 55 53 57
## 184 "Smash M… Then… 1999-10-30 83 59 56 46 27 23 19 16
## 185 "Aaliyah" I Do… 2000-01-29 84 62 51 41 38 35 35 38
## 186 "Adkins,… More 2000-04-29 84 84 75 73 73 69 68 65
## 187 "Countin… Hang… 1999-11-06 84 70 66 60 46 37 35 35
## 188 "Creed" With… 2000-05-13 84 78 76 74 70 68 74 75
## 189 "Hollist… Can'… 2000-03-25 84 84 93 98 NA NA NA NA
## 190 "IMx" Stay… 1999-10-09 84 61 45 43 40 38 36 31
## 191 "Kelis" Caug… 1999-12-04 84 68 67 63 63 54 56 59
## 192 "Levert,… Mr. … 2000-03-18 84 83 83 76 86 86 88 97
## 193 "Ja Rule" Betw… 2000-09-16 85 74 61 37 27 22 22 16
## 194 "Juvenil… U Un… 2000-02-05 85 83 100 98 97 96 NA NA
## 195 "McGraw,… My B… 1999-11-27 85 76 71 64 54 54 55 46
## 196 "Mumba, … Gott… 2000-09-09 85 72 65 49 39 25 20 10
## 197 "Mya" The … 2000-04-15 85 70 65 62 55 50 50 56
## 198 "Next" Wifey 2000-05-27 85 61 46 40 36 31 25 22
## 199 "Nine Da… Abso… 2000-05-06 85 71 59 52 39 34 26 20
## 200 "Pink" Most… 2000-08-12 85 70 52 36 27 21 15 13
## 201 "Sammie" I Li… 2000-01-29 85 68 58 44 40 33 30 29
## 202 "William… Ange… 1999-11-20 85 77 69 69 62 56 56 64
## 203 "Yearwoo… Real… 2000-04-01 85 83 83 82 81 91 NA NA
## 204 "Brooks,… Do W… 2000-02-19 86 81 72 70 69 77 NA NA
## 205 "Gilman,… One … 2000-06-17 86 86 82 72 65 56 56 55
## 206 "Ice Cub… You … 1999-12-04 86 66 50 42 42 40 35 46
## 207 "Lox" Ryde… 2000-03-18 86 73 80 84 91 97 97 NA
## 208 "Metalli… I Di… 2000-05-13 86 84 88 81 81 76 81 81
## 209 "Metalli… No L… 2000-02-12 86 81 78 76 74 80 86 93
## 210 "Stone, … No M… 1999-12-25 86 86 74 66 56 60 56 60
## 211 "Vitamin… The … 2000-12-02 86 48 45 52 57 58 76 95
## 212 "Wright,… It W… 2000-03-04 86 78 75 72 71 69 64 75
## 213 "Yankee … Anot… 2000-04-29 86 83 77 74 83 79 88 95
## 214 "2 Pac" Baby… 2000-02-26 87 82 72 77 87 94 99 NA
## 215 "Black, … Been… 2000-02-19 87 73 62 58 58 57 51 47
## 216 "Clark F… Mean… 2000-11-18 87 86 81 92 80 80 82 84
## 217 "Eminem" The … 2000-08-26 87 74 59 65 59 58 59 62
## 218 "M2M" Mirr… 2000-04-01 87 87 94 91 75 68 65 86
## 219 "Montgom… Dadd… 2000-03-04 87 83 81 79 81 96 NA NA
## 220 "Paisley… Me N… 2000-05-13 87 85 90 92 NA NA NA NA
## 221 "Rascal … Pray… 2000-05-06 87 78 72 68 66 64 58 58
## 222 "DMX" Part… 2000-02-26 88 74 62 56 49 44 38 32
## 223 "McEntir… What… 1999-10-30 88 76 71 71 69 63 56 51
## 224 "Blink-1… All … 1999-12-04 89 76 69 59 59 51 50 35
## 225 "Eve" Got … 2000-07-15 89 88 88 91 95 NA NA NA
## 226 "Kenny G" Auld… 1999-12-25 89 89 7 8 66 NA NA NA
## 227 "Lonesta… Smile 1999-12-18 89 80 80 80 65 47 44 42
## 228 "Ludacri… What… 2000-09-30 89 83 63 55 49 40 33 32
## 229 "McEntir… I'll… 2000-05-13 89 79 79 72 69 64 61 57
## 230 "Musiq" Just… 2000-10-14 89 83 65 55 54 54 52 44
## 231 "Wills, … Back… 2000-01-15 89 55 51 43 37 37 36 39
## 232 "Brock, … Yes! 2000-04-08 90 77 66 61 59 47 39 33
## 233 "Iglesia… Rhyt… 1999-12-04 90 84 79 67 67 39 33 32
## 234 "Mary Ma… Shac… 2000-03-25 90 76 72 54 43 37 34 28
## 235 "Tamia" Can'… 2000-09-16 90 86 84 88 97 NA NA NA
## 236 "2Ge+her" The … 2000-09-02 91 87 92 NA NA NA NA NA
## 237 "Fabian,… I Wi… 2000-06-10 91 80 75 61 60 52 45 40
## 238 "Filter" Take… 1999-11-27 91 74 64 52 38 38 34 31
## 239 "Limp Bi… Re-A… 1999-12-04 91 91 90 95 95 99 96 96
## 240 "Price, … You … 2000-09-23 91 91 91 87 86 79 79 75
## 241 "Raye, C… Coul… 2000-03-18 91 85 75 73 67 63 63 63
## 242 "Anastac… I'm … 2000-04-01 92 NA NA 95 NA NA NA NA
## 243 "En Vogu… Ridd… 2000-06-17 92 92 97 100 NA NA NA NA
## 244 "Funkmas… Do Y… 2000-11-11 92 92 95 91 91 94 100 NA
## 245 "Jordan,… Get … 1999-10-23 92 80 72 69 67 61 54 43
## 246 "Price, … Love… 2000-05-13 92 91 98 100 NA NA NA NA
## 247 "Sisqo" Got … 1999-11-20 92 76 73 58 48 48 48 48
## 248 "Brock, … A Co… 2000-01-01 93 75 92 NA NA NA NA NA
## 249 "D'Angel… Left… 1999-12-11 93 77 75 70 91 NA NA NA
## 250 "Da Brat" That… 2000-02-26 93 73 60 60 60 60 63 56
## 251 "Cam'ron" What… 2000-10-14 94 94 96 91 84 83 88 87
## 252 "Carter,… Take… 2000-06-24 94 88 86 91 89 87 99 NA
## 253 "Eve" Love… 2000-01-08 94 91 57 46 46 40 34 39
## 254 "Fatboy … The … 1999-11-13 94 94 94 87 77 77 83 82
## 255 "Ginuwin… None… 1999-12-11 94 84 71 71 60 63 48 48
## 256 "Joe" I Wa… 2000-01-01 94 86 69 50 41 33 32 28
## 257 "Limp Bi… N 2 … 1999-12-04 94 88 85 78 78 73 84 86
## 258 "Shyne" Bad … 2000-09-09 94 87 90 90 82 67 61 57
## 259 "SoulDec… Faded 2000-07-08 94 90 81 64 56 43 35 27
## 260 "Before … Moni… 2000-05-20 95 87 80 80 77 87 91 91
## 261 "Brooks … You'… 2000-06-10 95 85 85 85 83 83 82 74
## 262 "Heather… Flow… 2000-04-29 95 88 88 82 82 77 72 67
## 263 "Jay-Z" Do I… 2000-01-15 95 68 65 65 74 84 92 96
## 264 "McKnigh… Stay… 2000-02-26 95 92 82 78 76 88 100 93
## 265 "Spencer… Stil… 2000-03-04 95 88 98 NA NA NA NA NA
## 266 "Walker,… Live… 1999-12-04 95 95 94 94 94 95 82 74
## 267 "Ying Ya… Whis… 2000-03-18 95 94 91 85 84 78 74 78
## 268 "Big Pun… It's… 2000-04-22 96 87 75 79 81 81 76 76
## 269 "De La S… All … 2000-12-23 96 96 100 NA NA NA NA NA
## 270 "J-Shin" One … 1999-12-25 96 96 69 74 72 62 49 45
## 271 "LFO" West… 2000-08-05 96 84 88 96 NA NA NA NA
## 272 "Levert,… Baby… 2000-08-19 96 89 92 96 96 NA NA NA
## 273 "Sheist,… Wher… 2000-11-11 96 95 99 99 100 NA NA NA
## 274 "Westlif… Swea… 2000-04-01 96 82 66 55 55 46 44 44
## 275 "A*Teens" Danc… 2000-07-08 97 97 96 95 100 NA NA NA
## 276 "Blige, … Give… 2000-04-15 97 94 77 76 68 77 89 90
## 277 "Cyrus, … You … 2000-09-23 97 97 97 92 91 88 85 80
## 278 "Davidso… Unco… 2000-03-25 97 97 97 90 83 78 74 69
## 279 "Ginuwin… The … 2000-01-08 97 97 83 94 84 88 85 82
## 280 "Mystika… Shak… 2000-08-12 97 90 65 41 34 25 22 15
## 281 "Nu Flav… 3 Li… 2000-06-03 97 97 89 89 94 90 99 97
## 282 "SheDais… Deck… 1999-12-25 97 61 NA NA NA NA NA NA
## 283 "Trina" Pull… 2000-09-09 97 93 96 100 NA NA NA NA
## 284 "Tritt, … Best… 2000-08-19 97 86 79 70 63 56 50 48
## 285 "Braxton… Span… 2000-12-02 98 98 98 NA NA NA NA NA
## 286 "DMX" What… 2000-07-01 98 95 95 87 86 79 62 60
## 287 "DMX" What… 2000-01-15 98 76 69 69 67 73 76 90
## 288 "Diffie,… The … 2000-01-01 98 100 100 90 93 94 NA NA
## 289 "Ghostfa… Cher… 2000-08-05 98 NA NA NA NA NA NA NA
## 290 "Jay-Z" Hey … 2000-08-12 98 100 98 94 83 83 80 78
## 291 "Loveles… That… 2000-09-16 98 93 93 93 88 88 82 81
## 292 "Madison… Don'… 2000-07-08 98 96 93 93 93 92 92 92
## 293 "Master … Soul… 2000-11-18 98 NA NA NA NA NA NA NA
## 294 "Moore, … Stra… 2000-10-28 98 98 97 90 85 83 83 97
## 295 "Sting" Dese… 2000-05-13 98 88 72 59 55 52 45 35
## 296 "Tamar" If Y… 2000-03-25 98 98 92 89 92 93 NA NA
## 297 "Tuesday" I Kn… 2000-12-30 98 98 NA NA NA NA NA NA
## 298 "Worley,… When… 2000-06-17 98 88 93 92 85 85 84 80
## 299 "Amber" Sexu… 1999-07-17 99 99 96 96 100 93 93 96
## 300 "BBMak" Back… 2000-04-29 99 86 60 52 38 34 28 21
## 301 "Baha Me… Who … 2000-07-22 99 92 85 76 65 54 61 58
## 302 "Cagle, … My L… 2000-10-21 99 94 94 87 84 83 76 76
## 303 "Carter,… Aaro… 2000-08-26 99 75 57 35 35 37 43 79
## 304 "Dream" He L… 2000-09-30 99 92 81 59 47 42 32 27
## 305 "Eastsid… Got … 2000-07-01 99 99 NA NA NA NA NA NA
## 306 "Fragma" Toca… 2000-10-28 99 NA NA NA NA NA NA NA
## 307 "Hart, B… L.A.… 1999-11-27 99 100 98 99 99 99 98 90
## 308 "LL Cool… Imag… 2000-08-12 99 98 NA NA NA NA NA NA
## 309 "Lil Way… Tha … 1999-12-04 99 89 92 84 84 72 81 81
## 310 "Smith, … Frea… 2000-02-12 99 99 99 99 NA NA NA NA
## 311 "Trick D… Shut… 2000-05-20 99 95 87 87 83 83 89 87
## 312 "Zombie … Kern… 2000-09-02 99 99 NA NA NA NA NA NA
## 313 "Drama" Left… 2000-02-12 100 98 89 80 75 73 80 86
## 314 "Herndon… No M… 2000-03-18 100 99 99 NA NA 98 94 92
## 315 "Larrieu… Get … 2000-03-04 100 97 97 NA NA NA NA NA
## 316 "Lil' Mo" Ta Da 2000-08-12 100 99 97 97 100 95 99 NA
## 317 "Nelly" (Hot… 2000-04-29 100 99 96 76 55 37 24 24
## # ℹ 68 more variables: wk9 <dbl>, wk10 <dbl>, wk11 <dbl>, wk12 <dbl>,
## # wk13 <dbl>, wk14 <dbl>, wk15 <dbl>, wk16 <dbl>, wk17 <dbl>, wk18 <dbl>,
## # wk19 <dbl>, wk20 <dbl>, wk21 <dbl>, wk22 <dbl>, wk23 <dbl>, wk24 <dbl>,
## # wk25 <dbl>, wk26 <dbl>, wk27 <dbl>, wk28 <dbl>, wk29 <dbl>, wk30 <dbl>,
## # wk31 <dbl>, wk32 <dbl>, wk33 <dbl>, wk34 <dbl>, wk35 <dbl>, wk36 <dbl>,
## # wk37 <dbl>, wk38 <dbl>, wk39 <dbl>, wk40 <dbl>, wk41 <dbl>, wk42 <dbl>,
## # wk43 <dbl>, wk44 <dbl>, wk45 <dbl>, wk46 <dbl>, wk47 <dbl>, wk48 <dbl>, …
#mengurutkan berdasarkan peubah wk1 terbesar
billboard%>%arrange(desc(wk1))%>%print(n=317)
## # A tibble: 317 × 79
## artist track date.entered wk1 wk2 wk3 wk4 wk5 wk6 wk7 wk8
## <chr> <chr> <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 "Drama" Left… 2000-02-12 100 98 89 80 75 73 80 86
## 2 "Herndon… No M… 2000-03-18 100 99 99 NA NA 98 94 92
## 3 "Larrieu… Get … 2000-03-04 100 97 97 NA NA NA NA NA
## 4 "Lil' Mo" Ta Da 2000-08-12 100 99 97 97 100 95 99 NA
## 5 "Nelly" (Hot… 2000-04-29 100 99 96 76 55 37 24 24
## 6 "Amber" Sexu… 1999-07-17 99 99 96 96 100 93 93 96
## 7 "BBMak" Back… 2000-04-29 99 86 60 52 38 34 28 21
## 8 "Baha Me… Who … 2000-07-22 99 92 85 76 65 54 61 58
## 9 "Cagle, … My L… 2000-10-21 99 94 94 87 84 83 76 76
## 10 "Carter,… Aaro… 2000-08-26 99 75 57 35 35 37 43 79
## 11 "Dream" He L… 2000-09-30 99 92 81 59 47 42 32 27
## 12 "Eastsid… Got … 2000-07-01 99 99 NA NA NA NA NA NA
## 13 "Fragma" Toca… 2000-10-28 99 NA NA NA NA NA NA NA
## 14 "Hart, B… L.A.… 1999-11-27 99 100 98 99 99 99 98 90
## 15 "LL Cool… Imag… 2000-08-12 99 98 NA NA NA NA NA NA
## 16 "Lil Way… Tha … 1999-12-04 99 89 92 84 84 72 81 81
## 17 "Smith, … Frea… 2000-02-12 99 99 99 99 NA NA NA NA
## 18 "Trick D… Shut… 2000-05-20 99 95 87 87 83 83 89 87
## 19 "Zombie … Kern… 2000-09-02 99 99 NA NA NA NA NA NA
## 20 "Braxton… Span… 2000-12-02 98 98 98 NA NA NA NA NA
## 21 "DMX" What… 2000-07-01 98 95 95 87 86 79 62 60
## 22 "DMX" What… 2000-01-15 98 76 69 69 67 73 76 90
## 23 "Diffie,… The … 2000-01-01 98 100 100 90 93 94 NA NA
## 24 "Ghostfa… Cher… 2000-08-05 98 NA NA NA NA NA NA NA
## 25 "Jay-Z" Hey … 2000-08-12 98 100 98 94 83 83 80 78
## 26 "Loveles… That… 2000-09-16 98 93 93 93 88 88 82 81
## 27 "Madison… Don'… 2000-07-08 98 96 93 93 93 92 92 92
## 28 "Master … Soul… 2000-11-18 98 NA NA NA NA NA NA NA
## 29 "Moore, … Stra… 2000-10-28 98 98 97 90 85 83 83 97
## 30 "Sting" Dese… 2000-05-13 98 88 72 59 55 52 45 35
## 31 "Tamar" If Y… 2000-03-25 98 98 92 89 92 93 NA NA
## 32 "Tuesday" I Kn… 2000-12-30 98 98 NA NA NA NA NA NA
## 33 "Worley,… When… 2000-06-17 98 88 93 92 85 85 84 80
## 34 "A*Teens" Danc… 2000-07-08 97 97 96 95 100 NA NA NA
## 35 "Blige, … Give… 2000-04-15 97 94 77 76 68 77 89 90
## 36 "Cyrus, … You … 2000-09-23 97 97 97 92 91 88 85 80
## 37 "Davidso… Unco… 2000-03-25 97 97 97 90 83 78 74 69
## 38 "Ginuwin… The … 2000-01-08 97 97 83 94 84 88 85 82
## 39 "Mystika… Shak… 2000-08-12 97 90 65 41 34 25 22 15
## 40 "Nu Flav… 3 Li… 2000-06-03 97 97 89 89 94 90 99 97
## 41 "SheDais… Deck… 1999-12-25 97 61 NA NA NA NA NA NA
## 42 "Trina" Pull… 2000-09-09 97 93 96 100 NA NA NA NA
## 43 "Tritt, … Best… 2000-08-19 97 86 79 70 63 56 50 48
## 44 "Big Pun… It's… 2000-04-22 96 87 75 79 81 81 76 76
## 45 "De La S… All … 2000-12-23 96 96 100 NA NA NA NA NA
## 46 "J-Shin" One … 1999-12-25 96 96 69 74 72 62 49 45
## 47 "LFO" West… 2000-08-05 96 84 88 96 NA NA NA NA
## 48 "Levert,… Baby… 2000-08-19 96 89 92 96 96 NA NA NA
## 49 "Sheist,… Wher… 2000-11-11 96 95 99 99 100 NA NA NA
## 50 "Westlif… Swea… 2000-04-01 96 82 66 55 55 46 44 44
## 51 "Before … Moni… 2000-05-20 95 87 80 80 77 87 91 91
## 52 "Brooks … You'… 2000-06-10 95 85 85 85 83 83 82 74
## 53 "Heather… Flow… 2000-04-29 95 88 88 82 82 77 72 67
## 54 "Jay-Z" Do I… 2000-01-15 95 68 65 65 74 84 92 96
## 55 "McKnigh… Stay… 2000-02-26 95 92 82 78 76 88 100 93
## 56 "Spencer… Stil… 2000-03-04 95 88 98 NA NA NA NA NA
## 57 "Walker,… Live… 1999-12-04 95 95 94 94 94 95 82 74
## 58 "Ying Ya… Whis… 2000-03-18 95 94 91 85 84 78 74 78
## 59 "Cam'ron" What… 2000-10-14 94 94 96 91 84 83 88 87
## 60 "Carter,… Take… 2000-06-24 94 88 86 91 89 87 99 NA
## 61 "Eve" Love… 2000-01-08 94 91 57 46 46 40 34 39
## 62 "Fatboy … The … 1999-11-13 94 94 94 87 77 77 83 82
## 63 "Ginuwin… None… 1999-12-11 94 84 71 71 60 63 48 48
## 64 "Joe" I Wa… 2000-01-01 94 86 69 50 41 33 32 28
## 65 "Limp Bi… N 2 … 1999-12-04 94 88 85 78 78 73 84 86
## 66 "Shyne" Bad … 2000-09-09 94 87 90 90 82 67 61 57
## 67 "SoulDec… Faded 2000-07-08 94 90 81 64 56 43 35 27
## 68 "Brock, … A Co… 2000-01-01 93 75 92 NA NA NA NA NA
## 69 "D'Angel… Left… 1999-12-11 93 77 75 70 91 NA NA NA
## 70 "Da Brat" That… 2000-02-26 93 73 60 60 60 60 63 56
## 71 "Anastac… I'm … 2000-04-01 92 NA NA 95 NA NA NA NA
## 72 "En Vogu… Ridd… 2000-06-17 92 92 97 100 NA NA NA NA
## 73 "Funkmas… Do Y… 2000-11-11 92 92 95 91 91 94 100 NA
## 74 "Jordan,… Get … 1999-10-23 92 80 72 69 67 61 54 43
## 75 "Price, … Love… 2000-05-13 92 91 98 100 NA NA NA NA
## 76 "Sisqo" Got … 1999-11-20 92 76 73 58 48 48 48 48
## 77 "2Ge+her" The … 2000-09-02 91 87 92 NA NA NA NA NA
## 78 "Fabian,… I Wi… 2000-06-10 91 80 75 61 60 52 45 40
## 79 "Filter" Take… 1999-11-27 91 74 64 52 38 38 34 31
## 80 "Limp Bi… Re-A… 1999-12-04 91 91 90 95 95 99 96 96
## 81 "Price, … You … 2000-09-23 91 91 91 87 86 79 79 75
## 82 "Raye, C… Coul… 2000-03-18 91 85 75 73 67 63 63 63
## 83 "Brock, … Yes! 2000-04-08 90 77 66 61 59 47 39 33
## 84 "Iglesia… Rhyt… 1999-12-04 90 84 79 67 67 39 33 32
## 85 "Mary Ma… Shac… 2000-03-25 90 76 72 54 43 37 34 28
## 86 "Tamia" Can'… 2000-09-16 90 86 84 88 97 NA NA NA
## 87 "Blink-1… All … 1999-12-04 89 76 69 59 59 51 50 35
## 88 "Eve" Got … 2000-07-15 89 88 88 91 95 NA NA NA
## 89 "Kenny G" Auld… 1999-12-25 89 89 7 8 66 NA NA NA
## 90 "Lonesta… Smile 1999-12-18 89 80 80 80 65 47 44 42
## 91 "Ludacri… What… 2000-09-30 89 83 63 55 49 40 33 32
## 92 "McEntir… I'll… 2000-05-13 89 79 79 72 69 64 61 57
## 93 "Musiq" Just… 2000-10-14 89 83 65 55 54 54 52 44
## 94 "Wills, … Back… 2000-01-15 89 55 51 43 37 37 36 39
## 95 "DMX" Part… 2000-02-26 88 74 62 56 49 44 38 32
## 96 "McEntir… What… 1999-10-30 88 76 71 71 69 63 56 51
## 97 "2 Pac" Baby… 2000-02-26 87 82 72 77 87 94 99 NA
## 98 "Black, … Been… 2000-02-19 87 73 62 58 58 57 51 47
## 99 "Clark F… Mean… 2000-11-18 87 86 81 92 80 80 82 84
## 100 "Eminem" The … 2000-08-26 87 74 59 65 59 58 59 62
## 101 "M2M" Mirr… 2000-04-01 87 87 94 91 75 68 65 86
## 102 "Montgom… Dadd… 2000-03-04 87 83 81 79 81 96 NA NA
## 103 "Paisley… Me N… 2000-05-13 87 85 90 92 NA NA NA NA
## 104 "Rascal … Pray… 2000-05-06 87 78 72 68 66 64 58 58
## 105 "Brooks,… Do W… 2000-02-19 86 81 72 70 69 77 NA NA
## 106 "Gilman,… One … 2000-06-17 86 86 82 72 65 56 56 55
## 107 "Ice Cub… You … 1999-12-04 86 66 50 42 42 40 35 46
## 108 "Lox" Ryde… 2000-03-18 86 73 80 84 91 97 97 NA
## 109 "Metalli… I Di… 2000-05-13 86 84 88 81 81 76 81 81
## 110 "Metalli… No L… 2000-02-12 86 81 78 76 74 80 86 93
## 111 "Stone, … No M… 1999-12-25 86 86 74 66 56 60 56 60
## 112 "Vitamin… The … 2000-12-02 86 48 45 52 57 58 76 95
## 113 "Wright,… It W… 2000-03-04 86 78 75 72 71 69 64 75
## 114 "Yankee … Anot… 2000-04-29 86 83 77 74 83 79 88 95
## 115 "Ja Rule" Betw… 2000-09-16 85 74 61 37 27 22 22 16
## 116 "Juvenil… U Un… 2000-02-05 85 83 100 98 97 96 NA NA
## 117 "McGraw,… My B… 1999-11-27 85 76 71 64 54 54 55 46
## 118 "Mumba, … Gott… 2000-09-09 85 72 65 49 39 25 20 10
## 119 "Mya" The … 2000-04-15 85 70 65 62 55 50 50 56
## 120 "Next" Wifey 2000-05-27 85 61 46 40 36 31 25 22
## 121 "Nine Da… Abso… 2000-05-06 85 71 59 52 39 34 26 20
## 122 "Pink" Most… 2000-08-12 85 70 52 36 27 21 15 13
## 123 "Sammie" I Li… 2000-01-29 85 68 58 44 40 33 30 29
## 124 "William… Ange… 1999-11-20 85 77 69 69 62 56 56 64
## 125 "Yearwoo… Real… 2000-04-01 85 83 83 82 81 91 NA NA
## 126 "Aaliyah" I Do… 2000-01-29 84 62 51 41 38 35 35 38
## 127 "Adkins,… More 2000-04-29 84 84 75 73 73 69 68 65
## 128 "Countin… Hang… 1999-11-06 84 70 66 60 46 37 35 35
## 129 "Creed" With… 2000-05-13 84 78 76 74 70 68 74 75
## 130 "Hollist… Can'… 2000-03-25 84 84 93 98 NA NA NA NA
## 131 "IMx" Stay… 1999-10-09 84 61 45 43 40 38 36 31
## 132 "Kelis" Caug… 1999-12-04 84 68 67 63 63 54 56 59
## 133 "Levert,… Mr. … 2000-03-18 84 83 83 76 86 86 88 97
## 134 "Blige, … Deep… 1999-11-13 83 80 80 75 75 73 64 64
## 135 "Destiny… Say … 1999-12-25 83 83 44 38 16 13 16 16
## 136 "Hill, F… Let'… 2000-08-12 83 83 73 73 67 60 60 60
## 137 "Houston… I Le… 2000-02-19 83 83 83 40 28 27 28 36
## 138 "Lil' Za… Call… 2000-07-29 83 89 57 40 34 21 33 46
## 139 "Messina… Beca… 2000-01-29 83 78 71 71 66 55 53 57
## 140 "Smash M… Then… 1999-10-30 83 59 56 46 27 23 19 16
## 141 "Anthony… My B… 2000-09-16 82 76 76 70 82 81 74 80
## 142 "Carey, … Than… 1999-12-11 82 68 50 50 41 37 26 22
## 143 "Gill, V… Feel… 2000-09-02 82 76 74 73 73 65 59 58
## 144 "Keith, … Coun… 2000-08-05 82 78 75 69 66 62 59 58
## 145 "N'Sync" It's… 2000-05-06 82 70 51 39 26 19 15 9
## 146 "Price, … As W… 2000-07-15 82 69 69 64 71 79 82 89
## 147 "Rimes, … Can'… 2000-09-09 82 71 79 83 96 99 78 78
## 148 "SheDais… This… 2000-02-05 82 70 70 67 57 57 61 68
## 149 "Thomas,… Summ… 2000-09-23 82 82 86 80 82 83 84 82
## 150 "3 Doors… Kryp… 2000-04-08 81 70 68 67 66 57 54 53
## 151 "Byrd, T… Put … 2000-01-29 81 77 76 76 86 88 92 99
## 152 "Creed" High… 1999-09-11 81 77 73 63 61 58 56 52
## 153 "Diffie,… It's… 2000-08-12 81 78 67 63 60 57 63 69
## 154 "Griggs,… She'… 2000-03-11 81 76 69 67 62 55 52 51
## 155 "Hill, F… Brea… 1999-11-06 81 68 62 51 42 35 28 28
## 156 "Houston… My L… 1999-09-04 81 68 44 16 11 9 8 7
## 157 "Jones, … Wher… 2000-04-22 81 71 65 50 41 41 36 41
## 158 "Kumbia … U Do… 2000-03-04 81 64 62 67 70 70 75 87
## 159 "Lonesta… Amaz… 1999-06-05 81 54 44 39 38 33 29 29
## 160 "Montgom… The … 2000-09-09 81 67 64 56 45 41 41 35
## 161 "Urban, … Your… 2000-07-15 81 80 73 73 67 64 60 59
## 162 "Vassar,… Just… 2000-09-30 81 81 76 67 53 46 43 38
## 163 "Vitamin… Grad… 2000-04-15 81 64 54 54 46 40 40 40
## 164 "Allan, … Smok… 2000-01-22 80 78 76 77 92 NA NA NA
## 165 "Changin… That… 2000-09-30 80 72 66 66 64 76 65 66
## 166 "Dixie C… Cold… 2000-06-24 80 79 76 72 68 68 65 70
## 167 "Dixie C… With… 2000-10-07 80 70 63 56 50 49 48 46
## 168 "Foo Fig… Lear… 1999-10-16 80 69 68 63 60 52 42 32
## 169 "Lawrenc… Less… 2000-01-29 80 73 61 61 48 48 48 48
## 170 "Lil' Ki… No M… 2000-07-15 80 72 67 60 65 73 81 86
## 171 "Lucy Pe… Danc… 2000-05-20 80 75 63 59 55 49 42 42
## 172 "Red Hot… Othe… 2000-02-12 80 72 65 52 51 49 40 37
## 173 "Son By … A Pu… 2000-04-08 80 80 80 79 72 73 65 64
## 174 "Third E… Deep… 2000-09-02 80 73 70 70 70 69 72 79
## 175 "Alice D… Bett… 2000-04-08 79 65 53 48 45 36 34 29
## 176 "Chesney… What… 2000-04-01 79 74 68 72 69 69 62 58
## 177 "Dixie C… Cowb… 1999-11-27 79 72 70 61 52 52 52 39
## 178 "Henley,… Taki… 2000-06-24 79 77 74 73 66 62 58 58
## 179 "Jackson… Pop … 1999-11-13 79 73 70 64 63 57 55 55
## 180 "Lil' Ki… How … 2000-11-25 79 75 77 86 86 89 NA NA
## 181 "Lopez, … Feel… 2000-02-19 79 79 66 54 54 54 54 51
## 182 "McBride… Love… 2000-02-05 79 69 65 58 53 52 52 48
## 183 "McBride… Ther… 2000-09-09 79 75 75 75 73 64 60 60
## 184 "R.E.M." The … 1999-12-25 79 79 70 62 60 57 61 66
## 185 "Rogers,… Buy … 2000-03-11 79 72 65 65 54 46 46 43
## 186 "Stone T… Sour… 2000-07-08 79 79 79 78 78 87 89 88
## 187 "Black R… Whoa! 2000-03-04 78 59 53 52 47 46 43 47
## 188 "Destiny… Inde… 2000-09-23 78 63 49 33 23 15 7 5
## 189 "Dr. Dre" The … 2000-05-27 78 67 58 53 46 41 32 27
## 190 "Eminem" Stan 2000-11-04 78 67 57 57 51 51 51 57
## 191 "Kravitz… I Be… 2000-03-25 78 77 71 71 71 83 90 90
## 192 "Lonesta… What… 2000-06-10 78 72 66 64 56 50 47 39
## 193 "Messina… That… 2000-06-24 78 67 63 54 50 44 38 30
## 194 "SheDais… I Wi… 2000-07-15 78 74 70 61 59 52 48 47
## 195 "Anthony… You … 2000-02-26 77 54 50 43 30 27 21 18
## 196 "Barenak… Pinc… 2000-09-09 77 76 69 45 51 37 33 29
## 197 "D'Angel… Unti… 2000-01-22 77 56 35 26 25 25 28 28
## 198 "Eastsid… G'D … 2000-01-08 77 77 89 64 57 47 47 55
## 199 "Estefan… No M… 2000-06-10 77 NA NA NA NA NA NA NA
## 200 "Evans, … Born… 2000-10-21 77 71 64 57 55 51 46 44
## 201 "Evercle… Wond… 2000-07-08 77 69 53 37 33 25 24 23
## 202 "Hot Boy… I Ne… 2000-02-19 77 75 71 65 65 70 69 77
## 203 "Jagged … Let'… 2000-05-06 77 66 55 45 38 42 33 29
## 204 "Jean, W… 911 2000-10-07 77 74 64 61 53 48 43 38
## 205 "Joe" Trea… 2000-08-05 77 75 63 63 69 64 68 67
## 206 "Keith, … How … 2000-01-29 77 72 59 53 45 43 41 36
## 207 "Limp Bi… Roll… 2000-11-11 77 73 72 66 65 65 67 73
## 208 "Rimes, … I Ne… 2000-05-27 77 68 67 63 59 59 59 53
## 209 "Sisqo" Inco… 2000-06-24 77 66 61 61 61 55 2 1
## 210 "Thomas,… Emot… 2000-11-25 77 63 61 58 54 47 53 52
## 211 "3 Doors… Loser 2000-10-21 76 76 72 69 67 65 55 59
## 212 "Adams, … Open… 2000-08-26 76 76 74 69 68 67 61 58
## 213 "Braxton… Just… 2000-07-29 76 69 51 42 37 32 32 34
## 214 "Jackson… It M… 2000-06-24 76 74 68 63 57 49 44 39
## 215 "Martin,… Priv… 2000-03-11 76 67 71 78 89 NA NA NA
## 216 "McGraw,… Some… 2000-05-13 76 66 66 65 63 60 60 58
## 217 "Ruff En… No M… 2000-07-01 76 38 19 17 12 15 12 10
## 218 "Spears,… From… 2000-01-29 76 59 52 52 14 14 17 24
## 219 "Train" Meet… 1999-10-09 76 67 59 54 48 45 40 32
## 220 "Bega, L… Tric… 2000-01-29 75 74 87 NA NA NA NA NA
## 221 "Chesney… I Lo… 2000-10-21 75 67 61 58 58 53 47 47
## 222 "Clark, … A Li… 2000-12-16 75 82 88 96 99 99 NA NA
## 223 "Common" The … 2000-08-05 75 55 53 49 46 44 49 51
## 224 "Dr. Dre" Forg… 2000-01-22 75 55 47 36 36 30 30 31
## 225 "Ideal" What… 2000-06-10 75 75 67 73 64 56 54 54
## 226 "Jackson… www.… 2000-11-04 75 59 59 54 50 49 47 45
## 227 "Papa Ro… Last… 2000-07-29 75 71 69 69 66 64 61 61
## 228 "Savage … Cras… 2000-04-08 75 58 51 36 33 31 26 24
## 229 "Sister … Chan… 2000-07-15 75 67 66 59 63 71 78 81
## 230 "Thomas,… I Wi… 2000-03-25 75 64 48 39 32 28 24 20
## 231 "Vassar,… Carl… 2000-03-04 75 67 64 64 57 53 47 45
## 232 "Backstr… Show… 2000-01-01 74 62 55 25 16 14 12 10
## 233 "Destiny… Jump… 2000-05-13 74 71 65 62 57 50 40 37
## 234 "Dion, C… That… 1999-11-13 74 68 65 49 44 34 30 30
## 235 "Goo Goo… Broa… 2000-04-22 74 58 53 42 35 31 29 25
## 236 "Houston… Coul… 2000-06-17 74 68 68 67 59 59 60 52
## 237 "Martin,… Shak… 1999-11-20 74 66 52 39 39 39 39 46
## 238 "Nas" You … 2000-03-25 74 72 68 59 59 59 67 67
## 239 "Offspri… Orig… 2000-11-25 74 71 70 70 77 78 91 89
## 240 "Sisqo" Thon… 2000-01-29 74 63 35 26 26 23 20 16
## 241 "Tippin,… Kiss… 2000-08-26 74 72 66 53 52 47 47 45
## 242 "Blaque" Brin… 1999-10-23 73 63 50 42 24 19 17 14
## 243 "McGraw,… My N… 2000-10-21 73 62 56 52 46 40 36 31
## 244 "Simpson… Wher… 2000-04-01 73 66 62 62 76 93 NA NA
## 245 "Strait,… The … 2000-01-29 73 64 54 45 44 44 44 41
## 246 "Walker,… The … 2000-04-15 73 65 57 57 51 48 44 43
## 247 "Wallflo… Slee… 2000-10-28 73 73 74 80 90 96 NA NA
## 248 "Beenie … Girl… 2000-10-21 72 72 63 56 62 63 54 60
## 249 "Jay-Z" Anyt… 2000-02-26 72 58 55 55 63 74 86 92
## 250 "M2M" Don'… 1999-11-20 72 53 62 46 54 44 44 21
## 251 "Mya" Case… 2000-08-19 72 57 52 47 42 31 24 18
## 252 "Red Hot… Cali… 2000-07-29 72 72 72 77 79 77 75 84
## 253 "Aguiler… What… 1999-11-27 71 51 28 18 13 13 11 1
## 254 "Da Brat" What… 2000-06-03 71 65 54 54 51 41 41 33
## 255 "Houston… Same… 2000-06-17 71 71 71 71 70 75 77 88
## 256 "Paisley… We D… 2000-10-14 71 68 52 52 45 42 39 34
## 257 "Q-Tip" Brea… 2000-01-22 71 71 81 82 96 NA NA NA
## 258 "Rimes, … Big … 1999-10-16 71 52 51 51 51 48 41 37
## 259 "Savage … I Kn… 1999-10-23 71 48 43 31 20 13 7 6
## 260 "Splende… I Th… 2000-06-10 71 66 62 62 62 64 65 71
## 261 "Strait,… Go On 2000-08-26 71 67 63 56 53 48 46 46
## 262 "Avant" My F… 2000-11-04 70 62 56 43 39 33 26 26
## 263 "Bloodho… The … 2000-03-18 70 62 55 55 52 57 72 80
## 264 "Eminem" The … 2000-05-06 70 32 20 16 11 7 6 4
## 265 "Sugar R… Fall… 2000-01-15 70 64 54 40 34 29 29 32
## 266 "Vertica… Ever… 2000-01-22 70 61 53 46 40 33 31 26
## 267 "Hoku" Anot… 2000-02-19 69 49 49 34 34 34 30 27
## 268 "Jay-Z" Big … 2000-04-22 69 52 39 33 28 25 25 23
## 269 "Moore, … I Wa… 2000-06-17 69 63 54 50 45 42 31 28
## 270 "Gray, M… I Try 2000-02-19 68 51 47 36 30 20 15 12
## 271 "N'Sync" This… 2000-09-30 68 31 19 15 11 6 7 7
## 272 "Nine Da… If I… 2000-12-02 68 68 81 94 100 NA NA NA
## 273 "Usher" Pop … 2000-11-04 68 64 60 60 62 79 93 NA
## 274 "Badu, E… Bag … 2000-08-19 67 53 42 41 48 42 34 6
## 275 "Eiffel … Blue 1999-12-11 67 29 16 16 13 11 9 6
## 276 "Sonique" It F… 2000-01-22 67 52 30 23 19 17 16 16
## 277 "Spears,… Oops… 2000-04-22 67 38 26 19 15 13 12 9
## 278 "Kandi" Don'… 2000-08-05 66 66 66 61 49 42 36 33
## 279 "Puff Da… Best… 2000-02-12 65 59 62 79 99 NA NA NA
## 280 "Third E… Neve… 2000-01-22 65 32 25 24 23 22 22 21
## 281 "Bon Jov… It's… 2000-08-12 64 58 51 51 48 45 36 33
## 282 "Vertica… You'… 2000-08-26 64 55 43 41 37 31 30 29
## 283 "Braxton… He W… 2000-03-18 63 55 48 39 35 24 3 2
## 284 "Iglesia… Be W… 2000-04-01 63 45 34 23 17 12 9 8
## 285 "Kid Roc… Only… 2000-02-19 63 47 46 39 35 26 26 23
## 286 "LFO" I Do… 2000-04-15 63 61 68 73 91 NA NA NA
## 287 "Simpson… I Th… 2000-07-01 63 52 44 29 25 23 21 21
## 288 "TLC" Dear… 2000-02-12 63 55 52 51 56 74 92 NA
## 289 "Avant" Sepa… 2000-04-29 62 32 30 23 26 30 35 32
## 290 "Spears,… Lucky 2000-08-12 61 41 28 26 23 29 30 40
## 291 "matchbo… Bent 2000-04-29 60 37 29 24 22 21 18 16
## 292 "Aaliyah" Try … 2000-03-18 59 53 38 28 21 18 16 14
## 293 "Janet" Does… 2000-06-17 59 52 43 30 29 22 15 10
## 294 "Backstr… The … 2000-05-27 58 50 43 37 31 30 39 47
## 295 "Jay-Z" I Ju… 2000-10-28 58 45 35 26 23 19 14 14
## 296 "504 Boy… Wobb… 2000-04-15 57 34 25 17 17 31 36 49
## 297 "Aguiler… Come… 2000-08-05 57 47 45 29 23 18 11 9
## 298 "John, E… Some… 2000-04-22 56 56 49 59 67 60 64 73
## 299 "Jagged … He C… 1999-12-11 54 32 17 17 15 18 18 18
## 300 "Profyle" Liar 2000-09-16 52 32 25 17 16 16 14 19
## 301 "98^0" Give… 2000-08-19 51 39 34 26 26 19 2 2
## 302 "Aguiler… I Tu… 2000-04-15 50 39 30 28 21 19 20 17
## 303 "No Doub… Simp… 2000-07-01 50 40 39 38 38 48 52 55
## 304 "Pearl J… Noth… 2000-05-13 49 70 84 89 93 91 NA NA
## 305 "Lil Bow… Boun… 2000-08-19 48 35 24 24 20 20 20 20
## 306 "Guy" Danc… 1999-12-18 46 29 19 22 36 44 58 58
## 307 "Madonna" Amer… 2000-02-19 43 35 29 29 33 32 40 58
## 308 "N'Sync" Bye … 2000-01-29 42 20 19 14 13 7 6 5
## 309 "Madonna" Music 2000-08-12 41 23 18 14 2 1 1 1
## 310 "Dixie C… Good… 2000-03-18 40 29 24 24 20 20 20 19
## 311 "Backstr… Shap… 2000-10-14 39 25 24 15 12 12 10 9
## 312 "Martin,… She … 2000-10-07 38 28 21 21 18 16 13 13
## 313 "Elliott… Hot … 1999-11-27 36 21 13 9 7 7 5 7
## 314 "Carey, … Cryb… 2000-06-24 28 34 48 62 77 90 95 NA
## 315 "Pink" Ther… 2000-03-04 25 15 12 11 11 7 7 12
## 316 "Hanson" This… 2000-04-22 22 22 20 45 87 71 95 NA
## 317 "Santana" Mari… 2000-02-12 15 8 6 5 2 3 2 2
## # ℹ 68 more variables: wk9 <dbl>, wk10 <dbl>, wk11 <dbl>, wk12 <dbl>,
## # wk13 <dbl>, wk14 <dbl>, wk15 <dbl>, wk16 <dbl>, wk17 <dbl>, wk18 <dbl>,
## # wk19 <dbl>, wk20 <dbl>, wk21 <dbl>, wk22 <dbl>, wk23 <dbl>, wk24 <dbl>,
## # wk25 <dbl>, wk26 <dbl>, wk27 <dbl>, wk28 <dbl>, wk29 <dbl>, wk30 <dbl>,
## # wk31 <dbl>, wk32 <dbl>, wk33 <dbl>, wk34 <dbl>, wk35 <dbl>, wk36 <dbl>,
## # wk37 <dbl>, wk38 <dbl>, wk39 <dbl>, wk40 <dbl>, wk41 <dbl>, wk42 <dbl>,
## # wk43 <dbl>, wk44 <dbl>, wk45 <dbl>, wk46 <dbl>, wk47 <dbl>, wk48 <dbl>, …
#Filter
#Mengambil records yang memiliki kriteria tertentu (misal artist==Carey, Mariah)
billboard%>%filter(artist=="Carey, Mariah")%>%print(n=2)
## # A tibble: 2 × 79
## artist track date.entered wk1 wk2 wk3 wk4 wk5 wk6 wk7 wk8
## <chr> <chr> <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 Carey, Mar… Cryb… 2000-06-24 28 34 48 62 77 90 95 NA
## 2 Carey, Mar… Than… 1999-12-11 82 68 50 50 41 37 26 22
## # ℹ 68 more variables: wk9 <dbl>, wk10 <dbl>, wk11 <dbl>, wk12 <dbl>,
## # wk13 <dbl>, wk14 <dbl>, wk15 <dbl>, wk16 <dbl>, wk17 <dbl>, wk18 <dbl>,
## # wk19 <dbl>, wk20 <dbl>, wk21 <dbl>, wk22 <dbl>, wk23 <dbl>, wk24 <dbl>,
## # wk25 <dbl>, wk26 <dbl>, wk27 <dbl>, wk28 <dbl>, wk29 <dbl>, wk30 <dbl>,
## # wk31 <dbl>, wk32 <dbl>, wk33 <dbl>, wk34 <dbl>, wk35 <dbl>, wk36 <dbl>,
## # wk37 <dbl>, wk38 <dbl>, wk39 <dbl>, wk40 <dbl>, wk41 <dbl>, wk42 <dbl>,
## # wk43 <dbl>, wk44 <dbl>, wk45 <dbl>, wk46 <dbl>, wk47 <dbl>, wk48 <dbl>, …
#Select
#Mengambil variabel artist, track, date.entered
billboard%>%select(artist, track, date.entered)%>%print(n=317)
## # A tibble: 317 × 3
## artist track date.entered
## <chr> <chr> <date>
## 1 "2 Pac" Baby Don't Cry (Keep... 2000-02-26
## 2 "2Ge+her" The Hardest Part Of ... 2000-09-02
## 3 "3 Doors Down" Kryptonite 2000-04-08
## 4 "3 Doors Down" Loser 2000-10-21
## 5 "504 Boyz" Wobble Wobble 2000-04-15
## 6 "98^0" Give Me Just One Nig... 2000-08-19
## 7 "A*Teens" Dancing Queen 2000-07-08
## 8 "Aaliyah" I Don't Wanna 2000-01-29
## 9 "Aaliyah" Try Again 2000-03-18
## 10 "Adams, Yolanda" Open My Heart 2000-08-26
## 11 "Adkins, Trace" More 2000-04-29
## 12 "Aguilera, Christina" Come On Over Baby (A... 2000-08-05
## 13 "Aguilera, Christina" I Turn To You 2000-04-15
## 14 "Aguilera, Christina" What A Girl Wants 1999-11-27
## 15 "Alice Deejay" Better Off Alone 2000-04-08
## 16 "Allan, Gary" Smoke Rings In The D... 2000-01-22
## 17 "Amber" Sexual 1999-07-17
## 18 "Anastacia" I'm Outta Love 2000-04-01
## 19 "Anthony, Marc" My Baby You 2000-09-16
## 20 "Anthony, Marc" You Sang To Me 2000-02-26
## 21 "Avant" My First Love 2000-11-04
## 22 "Avant" Separated 2000-04-29
## 23 "BBMak" Back Here 2000-04-29
## 24 "Backstreet Boys, The" Shape Of My Heart 2000-10-14
## 25 "Backstreet Boys, The" Show Me The Meaning ... 2000-01-01
## 26 "Backstreet Boys, The" The One 2000-05-27
## 27 "Badu, Erkyah" Bag Lady 2000-08-19
## 28 "Baha Men" Who Let The Dogs Out 2000-07-22
## 29 "Barenaked Ladies" Pinch Me 2000-09-09
## 30 "Beenie Man" Girls Dem Sugar 2000-10-21
## 31 "Before Dark" Monica 2000-05-20
## 32 "Bega, Lou" Tricky Tricky 2000-01-29
## 33 "Big Punisher" It's So Hard 2000-04-22
## 34 "Black Rob" Whoa! 2000-03-04
## 35 "Black, Clint" Been There 2000-02-19
## 36 "Blaque" Bring It All To Me 1999-10-23
## 37 "Blige, Mary J." Deep Inside 1999-11-13
## 38 "Blige, Mary J." Give Me You 2000-04-15
## 39 "Blink-182" All The Small Things 1999-12-04
## 40 "Bloodhound Gang" The Bad Touch 2000-03-18
## 41 "Bon Jovi" It's My Life 2000-08-12
## 42 "Braxton, Toni" He Wasn't Man Enough 2000-03-18
## 43 "Braxton, Toni" Just Be A Man About ... 2000-07-29
## 44 "Braxton, Toni" Spanish Guitar 2000-12-02
## 45 "Brock, Chad" A Country Boy Can Su... 2000-01-01
## 46 "Brock, Chad" Yes! 2000-04-08
## 47 "Brooks & Dunn" You'll Always Be Lov... 2000-06-10
## 48 "Brooks, Garth" Do What You Gotta Do 2000-02-19
## 49 "Byrd, Tracy" Put Your Hand In Min... 2000-01-29
## 50 "Cagle, Chris" My Love Goes On And ... 2000-10-21
## 51 "Cam'ron" What Means The World... 2000-10-14
## 52 "Carey, Mariah" Crybaby 2000-06-24
## 53 "Carey, Mariah" Thank God I Found Yo... 1999-12-11
## 54 "Carter, Aaron" Aaron's Party (Come ... 2000-08-26
## 55 "Carter, Torrey" Take That 2000-06-24
## 56 "Changing Faces" That Other Woman 2000-09-30
## 57 "Chesney, Kenny" I Lost It 2000-10-21
## 58 "Chesney, Kenny" What I Need To Do 2000-04-01
## 59 "Clark Family Experience" Meanwhile Back At Th... 2000-11-18
## 60 "Clark, Terri" A Little Gasoline 2000-12-16
## 61 "Common" The Light 2000-08-05
## 62 "Counting Crows" Hanginaround 1999-11-06
## 63 "Creed" Higher 1999-09-11
## 64 "Creed" With Arms Wide Open 2000-05-13
## 65 "Cyrus, Billy Ray" You Won't Be Lonely ... 2000-09-23
## 66 "D'Angelo" Left & Right 1999-12-11
## 67 "D'Angelo" Untitled (How Does I... 2000-01-22
## 68 "DMX" Party Up (Up In Here... 2000-02-26
## 69 "DMX" What You Want 2000-07-01
## 70 "DMX" What's My Name 2000-01-15
## 71 "Da Brat" That's What I'm Look... 2000-02-26
## 72 "Da Brat" What'Chu Like 2000-06-03
## 73 "Davidson, Clay" Unconditional 2000-03-25
## 74 "De La Soul" All Good? 2000-12-23
## 75 "Destiny's Child" Independent Women Pa... 2000-09-23
## 76 "Destiny's Child" Jumpin' Jumpin' 2000-05-13
## 77 "Destiny's Child" Say My Name 1999-12-25
## 78 "Diffie, Joe" It's Always Somethin... 2000-08-12
## 79 "Diffie, Joe" The Quittin' Kind 2000-01-01
## 80 "Dion, Celine" That's The Way It Is 1999-11-13
## 81 "Dixie Chicks, The" Cold Day In July 2000-06-24
## 82 "Dixie Chicks, The" Cowboy Take Me Away 1999-11-27
## 83 "Dixie Chicks, The" Goodbye Earl 2000-03-18
## 84 "Dixie Chicks, The" Without You 2000-10-07
## 85 "Dr. Dre" Forgot About Dre 2000-01-22
## 86 "Dr. Dre" The Next Episode 2000-05-27
## 87 "Drama" Left, Right, Left 2000-02-12
## 88 "Dream" He Loves U Not 2000-09-30
## 89 "Eastsidaz, The" G'D Up 2000-01-08
## 90 "Eastsidaz, The" Got Beef 2000-07-01
## 91 "Eiffel 65" Blue 1999-12-11
## 92 "Elliott, Missy \"Misdemeanor\"" Hot Boyz 1999-11-27
## 93 "Eminem" Stan 2000-11-04
## 94 "Eminem" The Real Slim Shady 2000-05-06
## 95 "Eminem" The Way I Am 2000-08-26
## 96 "En Vogue" Riddle 2000-06-17
## 97 "Estefan, Gloria" No Me Dejes De Quere... 2000-06-10
## 98 "Evans, Sara" Born To Fly 2000-10-21
## 99 "Eve" Got It All 2000-07-15
## 100 "Eve" Love Is Blind 2000-01-08
## 101 "Everclear" Wonderful 2000-07-08
## 102 "Fabian, Lara" I Will Love Again 2000-06-10
## 103 "Fatboy Slim" The Rockafeller Skan... 1999-11-13
## 104 "Filter" Take A Picture 1999-11-27
## 105 "Foo Fighters" Learn To Fly 1999-10-16
## 106 "Fragma" Toca's Miracle 2000-10-28
## 107 "Funkmaster Flex" Do You 2000-11-11
## 108 "Ghostface Killah" Cherchez LaGhost 2000-08-05
## 109 "Gill, Vince" Feels Like Love 2000-09-02
## 110 "Gilman, Billy" One Voice 2000-06-17
## 111 "Ginuwine" None Of Ur Friends B... 1999-12-11
## 112 "Ginuwine" The Best Man I Can B... 2000-01-08
## 113 "Goo Goo Dolls" Broadway 2000-04-22
## 114 "Gray, Macy" I Try 2000-02-19
## 115 "Griggs, Andy" She's More 2000-03-11
## 116 "Guy" Dancin' 1999-12-18
## 117 "Hanson" This Time Around 2000-04-22
## 118 "Hart, Beth" L.A. Song 1999-11-27
## 119 "Heatherly, Eric" Flowers On The Wall 2000-04-29
## 120 "Henley, Don" Taking You Home 2000-06-24
## 121 "Herndon, Ty" No Mercy 2000-03-18
## 122 "Hill, Faith" Breathe 1999-11-06
## 123 "Hill, Faith" Let's Make Love 2000-08-12
## 124 "Hoku" Another Dumb Blonde 2000-02-19
## 125 "Hollister, Dave" Can't Stay 2000-03-25
## 126 "Hot Boys" I Need A Hot Girl 2000-02-19
## 127 "Houston, Whitney" Could I Have This Ki... 2000-06-17
## 128 "Houston, Whitney" I Learned From The B... 2000-02-19
## 129 "Houston, Whitney" My Love Is Your Love 1999-09-04
## 130 "Houston, Whitney" Same Script, Differe... 2000-06-17
## 131 "IMx" Stay The Night 1999-10-09
## 132 "Ice Cube" You Can Do It 1999-12-04
## 133 "Ideal" Whatever 2000-06-10
## 134 "Iglesias, Enrique" Be With You 2000-04-01
## 135 "Iglesias, Enrique" Rhythm Divine 1999-12-04
## 136 "J-Shin" One Night Stand 1999-12-25
## 137 "Ja Rule" Between Me And You 2000-09-16
## 138 "Jackson, Alan" It Must Be Love 2000-06-24
## 139 "Jackson, Alan" Pop A Top 1999-11-13
## 140 "Jackson, Alan" www.memory 2000-11-04
## 141 "Jagged Edge" He Can't Love U 1999-12-11
## 142 "Jagged Edge" Let's Get Married 2000-05-06
## 143 "Janet" Doesn't Really Matte... 2000-06-17
## 144 "Jay-Z" Anything 2000-02-26
## 145 "Jay-Z" Big Pimpin' 2000-04-22
## 146 "Jay-Z" Do It Again (Put Ya ... 2000-01-15
## 147 "Jay-Z" Hey Papi 2000-08-12
## 148 "Jay-Z" I Just Wanna Love U ... 2000-10-28
## 149 "Jean, Wyclef" 911 2000-10-07
## 150 "Joe" I Wanna Know 2000-01-01
## 151 "Joe" Treat Her Like A Lad... 2000-08-05
## 152 "John, Elton" Someday Out Of The B... 2000-04-22
## 153 "Jones, Donell" Where I Wanna Be 2000-04-22
## 154 "Jordan, Montell" Get It On.. Tonite 1999-10-23
## 155 "Juvenile" U Understand 2000-02-05
## 156 "Kandi" Don't Think I'm Not 2000-08-05
## 157 "Keith, Toby" Country Comes To Tow... 2000-08-05
## 158 "Keith, Toby" How Do You Like Me N... 2000-01-29
## 159 "Kelis" Caught Out There 1999-12-04
## 160 "Kenny G" Auld Lang Syne (The ... 1999-12-25
## 161 "Kid Rock" Only God Knows Why 2000-02-19
## 162 "Kravitz, Lenny" I Belong To You 2000-03-25
## 163 "Kumbia Kings" U Don't Love Me 2000-03-04
## 164 "LFO" I Don't Wanna Kiss Y... 2000-04-15
## 165 "LFO" West Side Story 2000-08-05
## 166 "LL Cool J" Imagine That 2000-08-12
## 167 "Larrieux, Amel" Get Up 2000-03-04
## 168 "Lawrence, Tracy" Lessons Learned 2000-01-29
## 169 "Levert, Gerald" Baby U Are 2000-08-19
## 170 "Levert, Gerald" Mr. Too Damn Good 2000-03-18
## 171 "Lil Bow Wow" Bounce With Me 2000-08-19
## 172 "Lil Wayne" Tha Block Is Hot 1999-12-04
## 173 "Lil' Kim" How Many Licks? 2000-11-25
## 174 "Lil' Kim" No Matter What They ... 2000-07-15
## 175 "Lil' Mo" Ta Da 2000-08-12
## 176 "Lil' Zane" Callin' Me 2000-07-29
## 177 "Limp Bizkit" N 2 Gether Now 1999-12-04
## 178 "Limp Bizkit" Re-Arranged 1999-12-04
## 179 "Limp Bizkit" Rollin' 2000-11-11
## 180 "Lonestar" Amazed 1999-06-05
## 181 "Lonestar" Smile 1999-12-18
## 182 "Lonestar" What About Now 2000-06-10
## 183 "Lopez, Jennifer" Feelin' Good 2000-02-19
## 184 "Loveless, Patty" That's The Kind Of M... 2000-09-16
## 185 "Lox" Ryde or Die, Chick 2000-03-18
## 186 "Lucy Pearl" Dance Tonight 2000-05-20
## 187 "Ludacris" What's Your Fantasy 2000-09-30
## 188 "M2M" Don't Say You Love M... 1999-11-20
## 189 "M2M" Mirror Mirror 2000-04-01
## 190 "Madison Avenue" Don't Call Me Baby 2000-07-08
## 191 "Madonna" American Pie 2000-02-19
## 192 "Madonna" Music 2000-08-12
## 193 "Martin, Ricky" Private Emotion 2000-03-11
## 194 "Martin, Ricky" Shake Your Bon-Bon 1999-11-20
## 195 "Martin, Ricky" She Bangs 2000-10-07
## 196 "Mary Mary" Shackles (Praise You... 2000-03-25
## 197 "Master P" Souljas 2000-11-18
## 198 "McBride, Martina" Love's The Only Hous... 2000-02-05
## 199 "McBride, Martina" There You Are 2000-09-09
## 200 "McEntire, Reba" I'll Be 2000-05-13
## 201 "McEntire, Reba" What Do You Say 1999-10-30
## 202 "McGraw, Tim" My Best Friend 1999-11-27
## 203 "McGraw, Tim" My Next Thirty Years 2000-10-21
## 204 "McGraw, Tim" Some Things Never Ch... 2000-05-13
## 205 "McKnight, Brian" Stay Or Let It Go 2000-02-26
## 206 "Messina, Jo Dee" Because You Love Me 2000-01-29
## 207 "Messina, Jo Dee" That's The Way 2000-06-24
## 208 "Metallica" I Disappear 2000-05-13
## 209 "Metallica" No Leaf Clover (Live... 2000-02-12
## 210 "Montgomery Gentry" Daddy Won't Sell The... 2000-03-04
## 211 "Montgomery, John Michael" The Little Girl 2000-09-09
## 212 "Moore, Chante" Straight Up 2000-10-28
## 213 "Moore, Mandy" I Wanna Be With You 2000-06-17
## 214 "Mumba, Samantha" Gotta Tell You 2000-09-09
## 215 "Musiq" Just Friends 2000-10-14
## 216 "Mya" Case Of The Ex (What... 2000-08-19
## 217 "Mya" The Best Of Me 2000-04-15
## 218 "Mystikal" Shake Ya Ass 2000-08-12
## 219 "N'Sync" Bye Bye Bye 2000-01-29
## 220 "N'Sync" It's Gonna Be Me 2000-05-06
## 221 "N'Sync" This I Promise You 2000-09-30
## 222 "Nas" You Owe Me 2000-03-25
## 223 "Nelly" (Hot S**t) Country G... 2000-04-29
## 224 "Next" Wifey 2000-05-27
## 225 "Nine Days" Absolutely (Story Of... 2000-05-06
## 226 "Nine Days" If I Am 2000-12-02
## 227 "No Doubt" Simple Kind Of Life 2000-07-01
## 228 "Nu Flavor" 3 Little Words 2000-06-03
## 229 "Offspring, The" Original Prankster 2000-11-25
## 230 "Paisley, Brad" Me Neither 2000-05-13
## 231 "Paisley, Brad" We Danced 2000-10-14
## 232 "Papa Roach" Last Resort 2000-07-29
## 233 "Pearl Jam" Nothing As It Seems 2000-05-13
## 234 "Pink" Most Girls 2000-08-12
## 235 "Pink" There U Go 2000-03-04
## 236 "Price, Kelly" As We Lay 2000-07-15
## 237 "Price, Kelly" Love Sets You Free 2000-05-13
## 238 "Price, Kelly" You Should've Told M... 2000-09-23
## 239 "Profyle" Liar 2000-09-16
## 240 "Puff Daddy" Best Friend 2000-02-12
## 241 "Q-Tip" Breathe And Stop 2000-01-22
## 242 "R.E.M." The Great Beyond 1999-12-25
## 243 "Rascal Flatts" Prayin' For Daylight 2000-05-06
## 244 "Raye, Collin" Couldn't Last A Mome... 2000-03-18
## 245 "Red Hot Chili Peppers" Californication 2000-07-29
## 246 "Red Hot Chili Peppers" Otherside 2000-02-12
## 247 "Rimes, LeAnn" Big Deal 1999-10-16
## 248 "Rimes, LeAnn" Can't Fight The Moon... 2000-09-09
## 249 "Rimes, LeAnn" I Need You 2000-05-27
## 250 "Rogers, Kenny" Buy Me A Rose 2000-03-11
## 251 "Ruff Endz" No More 2000-07-01
## 252 "Sammie" I Like It 2000-01-29
## 253 "Santana" Maria, Maria 2000-02-12
## 254 "Savage Garden" Crash And Burn 2000-04-08
## 255 "Savage Garden" I Knew I Loved You 1999-10-23
## 256 "SheDaisy" Deck The Halls 1999-12-25
## 257 "SheDaisy" I Will.. But 2000-07-15
## 258 "SheDaisy" This Woman Needs 2000-02-05
## 259 "Sheist, Shade" Where I Wanna Be 2000-11-11
## 260 "Shyne" Bad Boyz 2000-09-09
## 261 "Simpson, Jessica" I Think I'm In Love ... 2000-07-01
## 262 "Simpson, Jessica" Where You Are 2000-04-01
## 263 "Sisqo" Got To Get It 1999-11-20
## 264 "Sisqo" Incomplete 2000-06-24
## 265 "Sisqo" Thong Song 2000-01-29
## 266 "Sister Hazel" Change Your Mind 2000-07-15
## 267 "Smash Mouth" Then The Morning Com... 1999-10-30
## 268 "Smith, Will" Freakin' It 2000-02-12
## 269 "Son By Four" A Puro Dolor (Purest... 2000-04-08
## 270 "Sonique" It Feels So Good 2000-01-22
## 271 "SoulDecision" Faded 2000-07-08
## 272 "Spears, Britney" From The Bottom Of M... 2000-01-29
## 273 "Spears, Britney" Lucky 2000-08-12
## 274 "Spears, Britney" Oops!.. I Did It Aga... 2000-04-22
## 275 "Spencer, Tracie" Still In My Heart 2000-03-04
## 276 "Splender" I Think God Can Expl... 2000-06-10
## 277 "Sting" Desert Rose 2000-05-13
## 278 "Stone Temple Pilots" Sour Girl 2000-07-08
## 279 "Stone, Angie" No More Rain (In Thi... 1999-12-25
## 280 "Strait, George" Go On 2000-08-26
## 281 "Strait, George" The Best Day 2000-01-29
## 282 "Sugar Ray" Falls Apart 2000-01-15
## 283 "TLC" Dear Lie 2000-02-12
## 284 "Tamar" If You Don't Wanna L... 2000-03-25
## 285 "Tamia" Can't Go For That 2000-09-16
## 286 "Third Eye Blind" Deep Inside Of You 2000-09-02
## 287 "Third Eye Blind" Never Let You Go 2000-01-22
## 288 "Thomas, Carl" Emotional 2000-11-25
## 289 "Thomas, Carl" I Wish 2000-03-25
## 290 "Thomas, Carl" Summer Rain 2000-09-23
## 291 "Tippin, Aaron" Kiss This 2000-08-26
## 292 "Train" Meet Virginia 1999-10-09
## 293 "Trick Daddy" Shut Up 2000-05-20
## 294 "Trina" Pull Over 2000-09-09
## 295 "Tritt, Travis" Best Of Intentions 2000-08-19
## 296 "Tuesday" I Know 2000-12-30
## 297 "Urban, Keith" Your Everything 2000-07-15
## 298 "Usher" Pop Ya Collar 2000-11-04
## 299 "Vassar, Phil" Carlene 2000-03-04
## 300 "Vassar, Phil" Just Another Day In ... 2000-09-30
## 301 "Vertical Horizon" Everything You Want 2000-01-22
## 302 "Vertical Horizon" You're A God 2000-08-26
## 303 "Vitamin C" Graduation (Friends ... 2000-04-15
## 304 "Vitamin C" The Itch 2000-12-02
## 305 "Walker, Clay" Live, Laugh, Love 1999-12-04
## 306 "Walker, Clay" The Chain Of Love 2000-04-15
## 307 "Wallflowers, The" Sleepwalker 2000-10-28
## 308 "Westlife" Swear It Again 2000-04-01
## 309 "Williams, Robbie" Angels 1999-11-20
## 310 "Wills, Mark" Back At One 2000-01-15
## 311 "Worley, Darryl" When You Need My Lov... 2000-06-17
## 312 "Wright, Chely" It Was 2000-03-04
## 313 "Yankee Grey" Another Nine Minutes 2000-04-29
## 314 "Yearwood, Trisha" Real Live Woman 2000-04-01
## 315 "Ying Yang Twins" Whistle While You Tw... 2000-03-18
## 316 "Zombie Nation" Kernkraft 400 2000-09-02
## 317 "matchbox twenty" Bent 2000-04-29
#Menghilangkan variabel date.entered dan artist
billboard%>%select(-date.entered, -artist)%>%print(n=317)
## # A tibble: 317 × 77
## track wk1 wk2 wk3 wk4 wk5 wk6 wk7 wk8 wk9 wk10 wk11
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 Baby Don'… 87 82 72 77 87 94 99 NA NA NA NA
## 2 The Harde… 91 87 92 NA NA NA NA NA NA NA NA
## 3 Kryptonite 81 70 68 67 66 57 54 53 51 51 51
## 4 Loser 76 76 72 69 67 65 55 59 62 61 61
## 5 Wobble Wo… 57 34 25 17 17 31 36 49 53 57 64
## 6 Give Me J… 51 39 34 26 26 19 2 2 3 6 7
## 7 Dancing Q… 97 97 96 95 100 NA NA NA NA NA NA
## 8 I Don't W… 84 62 51 41 38 35 35 38 38 36 37
## 9 Try Again 59 53 38 28 21 18 16 14 12 10 9
## 10 Open My H… 76 76 74 69 68 67 61 58 57 59 66
## 11 More 84 84 75 73 73 69 68 65 73 83 92
## 12 Come On O… 57 47 45 29 23 18 11 9 9 11 1
## 13 I Turn To… 50 39 30 28 21 19 20 17 17 17 17
## 14 What A Gi… 71 51 28 18 13 13 11 1 1 2 2
## 15 Better Of… 79 65 53 48 45 36 34 29 27 30 36
## 16 Smoke Rin… 80 78 76 77 92 NA NA NA NA NA NA
## 17 Sexual 99 99 96 96 100 93 93 96 NA NA 99
## 18 I'm Outta… 92 NA NA 95 NA NA NA NA NA NA NA
## 19 My Baby Y… 82 76 76 70 82 81 74 80 76 76 73
## 20 You Sang … 77 54 50 43 30 27 21 18 15 13 13
## 21 My First … 70 62 56 43 39 33 26 26 26 31 32
## 22 Separated 62 32 30 23 26 30 35 32 32 25 23
## 23 Back Here 99 86 60 52 38 34 28 21 18 18 19
## 24 Shape Of … 39 25 24 15 12 12 10 9 10 12 17
## 25 Show Me T… 74 62 55 25 16 14 12 10 12 9 7
## 26 The One 58 50 43 37 31 30 39 47 55 61 76
## 27 Bag Lady 67 53 42 41 48 42 34 6 9 9 8
## 28 Who Let T… 99 92 85 76 65 54 61 58 54 54 53
## 29 Pinch Me 77 76 69 45 51 37 33 29 26 25 16
## 30 Girls Dem… 72 72 63 56 62 63 54 60 69 75 84
## 31 Monica 95 87 80 80 77 87 91 91 100 NA NA
## 32 Tricky Tr… 75 74 87 NA NA NA NA NA NA NA NA
## 33 It's So H… 96 87 75 79 81 81 76 76 78 84 90
## 34 Whoa! 78 59 53 52 47 46 43 47 47 58 54
## 35 Been There 87 73 62 58 58 57 51 47 44 44 44
## 36 Bring It … 73 63 50 42 24 19 17 14 11 9 9
## 37 Deep Insi… 83 80 80 75 75 73 64 64 65 67 63
## 38 Give Me Y… 97 94 77 76 68 77 89 90 NA 100 NA
## 39 All The S… 89 76 69 59 59 51 50 35 26 15 7
## 40 The Bad T… 70 62 55 55 52 57 72 80 82 92 96
## 41 It's My L… 64 58 51 51 48 45 36 33 34 34 35
## 42 He Wasn't… 63 55 48 39 35 24 3 2 2 4 4
## 43 Just Be A… 76 69 51 42 37 32 32 34 34 38 50
## 44 Spanish G… 98 98 98 NA NA NA NA NA NA NA NA
## 45 A Country… 93 75 92 NA NA NA NA NA NA NA NA
## 46 Yes! 90 77 66 61 59 47 39 33 32 31 28
## 47 You'll Al… 95 85 85 85 83 83 82 74 74 68 62
## 48 Do What Y… 86 81 72 70 69 77 NA NA NA NA NA
## 49 Put Your … 81 77 76 76 86 88 92 99 NA NA NA
## 50 My Love G… 99 94 94 87 84 83 76 76 79 83 91
## 51 What Mean… 94 94 96 91 84 83 88 87 95 92 NA
## 52 Crybaby 28 34 48 62 77 90 95 NA NA NA NA
## 53 Thank God… 82 68 50 50 41 37 26 22 22 2 1
## 54 Aaron's P… 99 75 57 35 35 37 43 79 51 55 67
## 55 Take That 94 88 86 91 89 87 99 NA NA NA NA
## 56 That Othe… 80 72 66 66 64 76 65 66 75 85 97
## 57 I Lost It 75 67 61 58 58 53 47 47 40 34 36
## 58 What I Ne… 79 74 68 72 69 69 62 58 57 57 56
## 59 Meanwhile… 87 86 81 92 80 80 82 84 82 81 85
## 60 A Little … 75 82 88 96 99 99 NA NA NA NA NA
## 61 The Light 75 55 53 49 46 44 49 51 51 56 52
## 62 Hanginaro… 84 70 66 60 46 37 35 35 35 32 29
## 63 Higher 81 77 73 63 61 58 56 52 56 57 57
## 64 With Arms… 84 78 76 74 70 68 74 75 69 74 70
## 65 You Won't… 97 97 97 92 91 88 85 80 82 80 80
## 66 Left & Ri… 93 77 75 70 91 NA NA NA NA NA NA
## 67 Untitled … 77 56 35 26 25 25 28 28 31 35 39
## 68 Party Up … 88 74 62 56 49 44 38 32 27 27 27
## 69 What You … 98 95 95 87 86 79 62 60 58 57 52
## 70 What's My… 98 76 69 69 67 73 76 90 90 94 100
## 71 That's Wh… 93 73 60 60 60 60 63 56 58 70 71
## 72 What'Chu … 71 65 54 54 51 41 41 33 28 31 26
## 73 Unconditi… 97 97 97 90 83 78 74 69 60 56 54
## 74 All Good? 96 96 100 NA NA NA NA NA NA NA NA
## 75 Independe… 78 63 49 33 23 15 7 5 1 1 1
## 76 Jumpin' J… 74 71 65 62 57 50 40 37 22 18 13
## 77 Say My Na… 83 83 44 38 16 13 16 16 16 18 17
## 78 It's Alwa… 81 78 67 63 60 57 63 69 78 85 92
## 79 The Quitt… 98 100 100 90 93 94 NA NA NA NA NA
## 80 That's Th… 74 68 65 49 44 34 30 30 17 14 11
## 81 Cold Day … 80 79 76 72 68 68 65 70 84 91 NA
## 82 Cowboy Ta… 79 72 70 61 52 52 52 39 31 27 27
## 83 Goodbye E… 40 29 24 24 20 20 20 19 38 61 86
## 84 Without Y… 80 70 63 56 50 49 48 46 41 40 35
## 85 Forgot Ab… 75 55 47 36 36 30 30 31 26 25 25
## 86 The Next … 78 67 58 53 46 41 32 27 26 23 26
## 87 Left, Rig… 100 98 89 80 75 73 80 86 91 96 100
## 88 He Loves … 99 92 81 59 47 42 32 27 18 18 11
## 89 G'D Up 77 77 89 64 57 47 47 55 65 69 83
## 90 Got Beef 99 99 NA NA NA NA NA NA NA NA NA
## 91 Blue 67 29 16 16 13 11 9 6 7 9 13
## 92 Hot Boyz 36 21 13 9 7 7 5 7 7 7 8
## 93 Stan 78 67 57 57 51 51 51 57 55 70 69
## 94 The Real … 70 32 20 16 11 7 6 4 5 4 8
## 95 The Way I… 87 74 59 65 59 58 59 62 89 86 NA
## 96 Riddle 92 92 97 100 NA NA NA NA NA NA NA
## 97 No Me Dej… 77 NA NA NA NA NA NA NA NA NA NA
## 98 Born To F… 77 71 64 57 55 51 46 44 36 39 34
## 99 Got It All 89 88 88 91 95 NA NA NA NA NA NA
## 100 Love Is B… 94 91 57 46 46 40 34 39 42 46 50
## 101 Wonderful 77 69 53 37 33 25 24 23 22 25 28
## 102 I Will Lo… 91 80 75 61 60 52 45 40 36 32 37
## 103 The Rocka… 94 94 94 87 77 77 83 82 82 92 76
## 104 Take A Pi… 91 74 64 52 38 38 34 31 21 19 12
## 105 Learn To … 80 69 68 63 60 52 42 32 30 25 22
## 106 Toca's Mi… 99 NA NA NA NA NA NA NA NA NA NA
## 107 Do You 92 92 95 91 91 94 100 NA NA NA NA
## 108 Cherchez … 98 NA NA NA NA NA NA NA NA NA NA
## 109 Feels Lik… 82 76 74 73 73 65 59 58 54 54 53
## 110 One Voice 86 86 82 72 65 56 56 55 44 44 43
## 111 None Of U… 94 84 71 71 60 63 48 48 48 55 64
## 112 The Best … 97 97 83 94 84 88 85 82 77 77 85
## 113 Broadway 74 58 53 42 35 31 29 25 29 26 24
## 114 I Try 68 51 47 36 30 20 15 12 8 7 7
## 115 She's More 81 76 69 67 62 55 52 51 51 48 47
## 116 Dancin' 46 29 19 22 36 44 58 58 68 75 94
## 117 This Time… 22 22 20 45 87 71 95 NA NA NA NA
## 118 L.A. Song 99 100 98 99 99 99 98 90 99 97 91
## 119 Flowers O… 95 88 88 82 82 77 72 67 65 65 65
## 120 Taking Yo… 79 77 74 73 66 62 58 58 61 68 71
## 121 No Mercy 100 99 99 NA NA 98 94 92 95 96 NA
## 122 Breathe 81 68 62 51 42 35 28 28 28 43 30
## 123 Let's Mak… 83 83 73 73 67 60 60 60 57 55 54
## 124 Another D… 69 49 49 34 34 34 30 27 36 41 53
## 125 Can't Stay 84 84 93 98 NA NA NA NA NA NA NA
## 126 I Need A … 77 75 71 65 65 70 69 77 79 90 92
## 127 Could I H… 74 68 68 67 59 59 60 52 54 56 59
## 128 I Learned… 83 83 83 40 28 27 28 36 53 73 82
## 129 My Love I… 81 68 44 16 11 9 8 7 8 7 8
## 130 Same Scri… 71 71 71 71 70 75 77 88 91 NA NA
## 131 Stay The … 84 61 45 43 40 38 36 31 34 34 40
## 132 You Can D… 86 66 50 42 42 40 35 46 45 54 73
## 133 Whatever 75 75 67 73 64 56 54 54 54 48 47
## 134 Be With Y… 63 45 34 23 17 12 9 8 8 6 5
## 135 Rhythm Di… 90 84 79 67 67 39 33 32 38 38 49
## 136 One Night… 96 96 69 74 72 62 49 45 38 34 38
## 137 Between M… 85 74 61 37 27 22 22 16 14 11 11
## 138 It Must B… 76 74 68 63 57 49 44 39 39 38 37
## 139 Pop A Top 79 73 70 64 63 57 55 55 63 52 43
## 140 www.memory 75 59 59 54 50 49 47 45 49 69 63
## 141 He Can't … 54 32 17 17 15 18 18 18 18 25 24
## 142 Let's Get… 77 66 55 45 38 42 33 29 28 26 23
## 143 Doesn't R… 59 52 43 30 29 22 15 10 10 5 1
## 144 Anything 72 58 55 55 63 74 86 92 NA NA NA
## 145 Big Pimpi… 69 52 39 33 28 25 25 23 20 19 21
## 146 Do It Aga… 95 68 65 65 74 84 92 96 95 NA NA
## 147 Hey Papi 98 100 98 94 83 83 80 78 76 77 85
## 148 I Just Wa… 58 45 35 26 23 19 14 14 13 11 12
## 149 911 77 74 64 61 53 48 43 38 42 38 44
## 150 I Wanna K… 94 86 69 50 41 33 32 28 28 27 27
## 151 Treat Her… 77 75 63 63 69 64 68 67 72 79 78
## 152 Someday O… 56 56 49 59 67 60 64 73 81 90 93
## 153 Where I W… 81 71 65 50 41 41 36 41 38 35 33
## 154 Get It On… 92 80 72 69 67 61 54 43 38 24 24
## 155 U Underst… 85 83 100 98 97 96 NA NA NA NA NA
## 156 Don't Thi… 66 66 66 61 49 42 36 33 28 24 26
## 157 Country C… 82 78 75 69 66 62 59 58 55 55 54
## 158 How Do Yo… 77 72 59 53 45 43 41 36 36 32 31
## 159 Caught Ou… 84 68 67 63 63 54 56 59 68 67 75
## 160 Auld Lang… 89 89 7 8 66 NA NA NA NA NA NA
## 161 Only God … 63 47 46 39 35 26 26 23 19 19 21
## 162 I Belong … 78 77 71 71 71 83 90 90 93 NA NA
## 163 U Don't L… 81 64 62 67 70 70 75 87 89 100 NA
## 164 I Don't W… 63 61 68 73 91 NA NA NA NA NA NA
## 165 West Side… 96 84 88 96 NA NA NA NA NA NA NA
## 166 Imagine T… 99 98 NA NA NA NA NA NA NA NA NA
## 167 Get Up 100 97 97 NA NA NA NA NA NA NA NA
## 168 Lessons L… 80 73 61 61 48 48 48 48 44 42 40
## 169 Baby U Are 96 89 92 96 96 NA NA NA NA NA NA
## 170 Mr. Too D… 84 83 83 76 86 86 88 97 NA NA NA
## 171 Bounce Wi… 48 35 24 24 20 20 20 20 22 27 27
## 172 Tha Block… 99 89 92 84 84 72 81 81 86 87 95
## 173 How Many … 79 75 77 86 86 89 NA NA 96 96 96
## 174 No Matter… 80 72 67 60 65 73 81 86 90 97 NA
## 175 Ta Da 100 99 97 97 100 95 99 NA NA NA NA
## 176 Callin' Me 83 89 57 40 34 21 33 46 45 59 67
## 177 N 2 Gethe… 94 88 85 78 78 73 84 86 90 97 96
## 178 Re-Arrang… 91 91 90 95 95 99 96 96 92 88 89
## 179 Rollin' 77 73 72 66 65 65 67 73 74 78 80
## 180 Amazed 81 54 44 39 38 33 29 29 32 27 26
## 181 Smile 89 80 80 80 65 47 44 42 39 39 43
## 182 What Abou… 78 72 66 64 56 50 47 39 37 34 30
## 183 Feelin' G… 79 79 66 54 54 54 54 51 61 79 96
## 184 That's Th… 98 93 93 93 88 88 82 81 73 71 71
## 185 Ryde or D… 86 73 80 84 91 97 97 NA NA NA NA
## 186 Dance Ton… 80 75 63 59 55 49 42 42 40 40 36
## 187 What's Yo… 89 83 63 55 49 40 33 32 30 25 22
## 188 Don't Say… 72 53 62 46 54 44 44 21 64 92 98
## 189 Mirror Mi… 87 87 94 91 75 68 65 86 62 70 74
## 190 Don't Cal… 98 96 93 93 93 92 92 92 90 92 88
## 191 American … 43 35 29 29 33 32 40 58 88 NA NA
## 192 Music 41 23 18 14 2 1 1 1 1 2 2
## 193 Private E… 76 67 71 78 89 NA NA NA NA NA NA
## 194 Shake You… 74 66 52 39 39 39 39 46 47 54 91
## 195 She Bangs 38 28 21 21 18 16 13 13 12 20 22
## 196 Shackles … 90 76 72 54 43 37 34 28 33 30 31
## 197 Souljas 98 NA NA NA NA NA NA NA NA NA NA
## 198 Love's Th… 79 69 65 58 53 52 52 48 45 43 42
## 199 There You… 79 75 75 75 73 64 60 60 60 63 63
## 200 I'll Be 89 79 79 72 69 64 61 57 55 55 52
## 201 What Do Y… 88 76 71 71 69 63 56 51 46 46 53
## 202 My Best F… 85 76 71 64 54 54 55 46 38 29 29
## 203 My Next T… 73 62 56 52 46 40 36 31 27 27 28
## 204 Some Thin… 76 66 66 65 63 60 60 58 58 58 58
## 205 Stay Or L… 95 92 82 78 76 88 100 93 NA NA NA
## 206 Because Y… 83 78 71 71 66 55 53 57 61 61 61
## 207 That's Th… 78 67 63 54 50 44 38 30 27 25 31
## 208 I Disappe… 86 84 88 81 81 76 81 81 78 84 83
## 209 No Leaf C… 86 81 78 76 74 80 86 93 95 95 NA
## 210 Daddy Won… 87 83 81 79 81 96 NA NA NA NA NA
## 211 The Littl… 81 67 64 56 45 41 41 35 35 38 37
## 212 Straight … 98 98 97 90 85 83 83 97 98 NA NA
## 213 I Wanna B… 69 63 54 50 45 42 31 28 24 34 42
## 214 Gotta Tel… 85 72 65 49 39 25 20 10 9 8 6
## 215 Just Frie… 89 83 65 55 54 54 52 44 41 34 32
## 216 Case Of T… 72 57 52 47 42 31 24 18 17 17 17
## 217 The Best … 85 70 65 62 55 50 50 56 61 61 72
## 218 Shake Ya … 97 90 65 41 34 25 22 15 15 14 14
## 219 Bye Bye B… 42 20 19 14 13 7 6 5 5 5 5
## 220 It's Gonn… 82 70 51 39 26 19 15 9 7 7 5
## 221 This I Pr… 68 31 19 15 11 6 7 7 6 5 6
## 222 You Owe Me 74 72 68 59 59 59 67 67 63 69 75
## 223 (Hot S**t… 100 99 96 76 55 37 24 24 30 36 37
## 224 Wifey 85 61 46 40 36 31 25 22 25 24 21
## 225 Absolutel… 85 71 59 52 39 34 26 20 17 13 11
## 226 If I Am 68 68 81 94 100 NA NA NA NA NA NA
## 227 Simple Ki… 50 40 39 38 38 48 52 55 80 85 88
## 228 3 Little … 97 97 89 89 94 90 99 97 98 NA NA
## 229 Original … 74 71 70 70 77 78 91 89 92 NA NA
## 230 Me Neither 87 85 90 92 NA NA NA NA NA NA NA
## 231 We Danced 71 68 52 52 45 42 39 34 34 29 36
## 232 Last Reso… 75 71 69 69 66 64 61 61 66 64 63
## 233 Nothing A… 49 70 84 89 93 91 NA NA NA NA NA
## 234 Most Girls 85 70 52 36 27 21 15 13 12 8 5
## 235 There U Go 25 15 12 11 11 7 7 12 14 15 15
## 236 As We Lay 82 69 69 64 71 79 82 89 NA NA NA
## 237 Love Sets… 92 91 98 100 NA NA NA NA NA NA NA
## 238 You Shoul… 91 91 91 87 86 79 79 75 70 68 64
## 239 Liar 52 32 25 17 16 16 14 19 24 33 35
## 240 Best Frie… 65 59 62 79 99 NA NA NA NA NA NA
## 241 Breathe A… 71 71 81 82 96 NA NA NA NA NA NA
## 242 The Great… 79 79 70 62 60 57 61 66 60 59 60
## 243 Prayin' F… 87 78 72 68 66 64 58 58 56 54 49
## 244 Couldn't … 91 85 75 73 67 63 63 63 56 49 48
## 245 Californi… 72 72 72 77 79 77 75 84 85 79 74
## 246 Otherside 80 72 65 52 51 49 40 37 32 29 29
## 247 Big Deal 71 52 51 51 51 48 41 37 29 26 26
## 248 Can't Fig… 82 71 79 83 96 99 78 78 83 79 77
## 249 I Need You 77 68 67 63 59 59 59 53 51 50 13
## 250 Buy Me A … 79 72 65 65 54 46 46 43 40 40 46
## 251 No More 76 38 19 17 12 15 12 10 7 5 8
## 252 I Like It 85 68 58 44 40 33 30 29 37 29 29
## 253 Maria, Ma… 15 8 6 5 2 3 2 2 1 1 1
## 254 Crash And… 75 58 51 36 33 31 26 24 24 29 34
## 255 I Knew I … 71 48 43 31 20 13 7 6 4 4 4
## 256 Deck The … 97 61 NA NA NA NA NA NA NA NA NA
## 257 I Will.. … 78 74 70 61 59 52 48 47 45 43 44
## 258 This Woma… 82 70 70 67 57 57 61 68 82 NA NA
## 259 Where I W… 96 95 99 99 100 NA NA NA NA NA NA
## 260 Bad Boyz 94 87 90 90 82 67 61 57 71 78 74
## 261 I Think I… 63 52 44 29 25 23 21 21 21 27 38
## 262 Where You… 73 66 62 62 76 93 NA NA NA NA NA
## 263 Got To Ge… 92 76 73 58 48 48 48 48 49 40 43
## 264 Incomplete 77 66 61 61 61 55 2 1 1 2 2
## 265 Thong Song 74 63 35 26 26 23 20 16 13 10 6
## 266 Change Yo… 75 67 66 59 63 71 78 81 78 78 84
## 267 Then The … 83 59 56 46 27 23 19 16 14 14 16
## 268 Freakin' … 99 99 99 99 NA NA NA NA NA NA NA
## 269 A Puro Do… 80 80 80 79 72 73 65 64 60 60 48
## 270 It Feels … 67 52 30 23 19 17 16 16 14 12 13
## 271 Faded 94 90 81 64 56 43 35 27 25 22 22
## 272 From The … 76 59 52 52 14 14 17 24 33 35 41
## 273 Lucky 61 41 28 26 23 29 30 40 66 86 100
## 274 Oops!.. I… 67 38 26 19 15 13 12 9 9 10 14
## 275 Still In … 95 88 98 NA NA NA NA NA NA NA NA
## 276 I Think G… 71 66 62 62 62 64 65 71 81 89 95
## 277 Desert Ro… 98 88 72 59 55 52 45 35 24 21 19
## 278 Sour Girl 79 79 79 78 78 87 89 88 95 93 91
## 279 No More R… 86 86 74 66 56 60 56 60 67 69 63
## 280 Go On 71 67 63 56 53 48 46 46 44 40 44
## 281 The Best … 73 64 54 45 44 44 44 41 39 34 33
## 282 Falls Apa… 70 64 54 40 34 29 29 32 32 37 47
## 283 Dear Lie 63 55 52 51 56 74 92 NA NA NA NA
## 284 If You Do… 98 98 92 89 92 93 NA NA NA NA NA
## 285 Can't Go … 90 86 84 88 97 NA NA NA NA NA NA
## 286 Deep Insi… 80 73 70 70 70 69 72 79 90 97 95
## 287 Never Let… 65 32 25 24 23 22 22 21 19 16 14
## 288 Emotional 77 63 61 58 54 47 53 52 49 52 60
## 289 I Wish 75 64 48 39 32 28 24 20 22 21 22
## 290 Summer Ra… 82 82 86 80 82 83 84 82 88 94 95
## 291 Kiss This 74 72 66 53 52 47 47 45 42 46 51
## 292 Meet Virg… 76 67 59 54 48 45 40 32 26 24 22
## 293 Shut Up 99 95 87 87 83 83 89 87 92 92 97
## 294 Pull Over 97 93 96 100 NA NA NA NA NA NA NA
## 295 Best Of I… 97 86 79 70 63 56 50 48 51 38 33
## 296 I Know 98 98 NA NA NA NA NA NA NA NA NA
## 297 Your Ever… 81 80 73 73 67 64 60 59 53 51 55
## 298 Pop Ya Co… 68 64 60 60 62 79 93 NA NA NA NA
## 299 Carlene 75 67 64 64 57 53 47 45 45 50 52
## 300 Just Anot… 81 81 76 67 53 46 43 38 36 35 43
## 301 Everythin… 70 61 53 46 40 33 31 26 22 19 17
## 302 You're A … 64 55 43 41 37 31 30 29 28 26 23
## 303 Graduatio… 81 64 54 54 46 40 40 40 38 42 57
## 304 The Itch 86 48 45 52 57 58 76 95 100 NA NA
## 305 Live, Lau… 95 95 94 94 94 95 82 74 79 92 98
## 306 The Chain… 73 65 57 57 51 48 44 43 40 45 44
## 307 Sleepwalk… 73 73 74 80 90 96 NA NA NA NA NA
## 308 Swear It … 96 82 66 55 55 46 44 44 37 35 32
## 309 Angels 85 77 69 69 62 56 56 64 54 53 72
## 310 Back At O… 89 55 51 43 37 37 36 39 42 46 45
## 311 When You … 98 88 93 92 85 85 84 80 80 80 80
## 312 It Was 86 78 75 72 71 69 64 75 85 98 NA
## 313 Another N… 86 83 77 74 83 79 88 95 NA NA NA
## 314 Real Live… 85 83 83 82 81 91 NA NA NA NA NA
## 315 Whistle W… 95 94 91 85 84 78 74 78 85 89 97
## 316 Kernkraft… 99 99 NA NA NA NA NA NA NA NA NA
## 317 Bent 60 37 29 24 22 21 18 16 13 12 8
## # ℹ 65 more variables: wk12 <dbl>, wk13 <dbl>, wk14 <dbl>, wk15 <dbl>,
## # wk16 <dbl>, wk17 <dbl>, wk18 <dbl>, wk19 <dbl>, wk20 <dbl>, wk21 <dbl>,
## # wk22 <dbl>, wk23 <dbl>, wk24 <dbl>, wk25 <dbl>, wk26 <dbl>, wk27 <dbl>,
## # wk28 <dbl>, wk29 <dbl>, wk30 <dbl>, wk31 <dbl>, wk32 <dbl>, wk33 <dbl>,
## # wk34 <dbl>, wk35 <dbl>, wk36 <dbl>, wk37 <dbl>, wk38 <dbl>, wk39 <dbl>,
## # wk40 <dbl>, wk41 <dbl>, wk42 <dbl>, wk43 <dbl>, wk44 <dbl>, wk45 <dbl>,
## # wk46 <dbl>, wk47 <dbl>, wk48 <dbl>, wk49 <dbl>, wk50 <dbl>, wk51 <dbl>, …
#Mutate
#Membuat Variabel baru yaitu Level_date.entered yang merupakan deskripsi dari tingkat tanggal masuk lagu dengan membuatnya menjadi 3 kategori yaitu "early2000", "mid2000", dan "late2000"
billboard %>% mutate(Level_date.entered = case_when(
date.entered < 2000-04-30 ~ "early2000",
date.entered >= 2000-04-30 & date.entered < 2000-08-30~ "mid2000",
date.entered >= 2000-08-30 ~ "late2000"
))%>%print(n=317)
## # A tibble: 317 × 80
## artist track date.entered wk1 wk2 wk3 wk4 wk5 wk6 wk7 wk8
## <chr> <chr> <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 "2 Pac" Baby… 2000-02-26 87 82 72 77 87 94 99 NA
## 2 "2Ge+her" The … 2000-09-02 91 87 92 NA NA NA NA NA
## 3 "3 Doors… Kryp… 2000-04-08 81 70 68 67 66 57 54 53
## 4 "3 Doors… Loser 2000-10-21 76 76 72 69 67 65 55 59
## 5 "504 Boy… Wobb… 2000-04-15 57 34 25 17 17 31 36 49
## 6 "98^0" Give… 2000-08-19 51 39 34 26 26 19 2 2
## 7 "A*Teens" Danc… 2000-07-08 97 97 96 95 100 NA NA NA
## 8 "Aaliyah" I Do… 2000-01-29 84 62 51 41 38 35 35 38
## 9 "Aaliyah" Try … 2000-03-18 59 53 38 28 21 18 16 14
## 10 "Adams, … Open… 2000-08-26 76 76 74 69 68 67 61 58
## 11 "Adkins,… More 2000-04-29 84 84 75 73 73 69 68 65
## 12 "Aguiler… Come… 2000-08-05 57 47 45 29 23 18 11 9
## 13 "Aguiler… I Tu… 2000-04-15 50 39 30 28 21 19 20 17
## 14 "Aguiler… What… 1999-11-27 71 51 28 18 13 13 11 1
## 15 "Alice D… Bett… 2000-04-08 79 65 53 48 45 36 34 29
## 16 "Allan, … Smok… 2000-01-22 80 78 76 77 92 NA NA NA
## 17 "Amber" Sexu… 1999-07-17 99 99 96 96 100 93 93 96
## 18 "Anastac… I'm … 2000-04-01 92 NA NA 95 NA NA NA NA
## 19 "Anthony… My B… 2000-09-16 82 76 76 70 82 81 74 80
## 20 "Anthony… You … 2000-02-26 77 54 50 43 30 27 21 18
## 21 "Avant" My F… 2000-11-04 70 62 56 43 39 33 26 26
## 22 "Avant" Sepa… 2000-04-29 62 32 30 23 26 30 35 32
## 23 "BBMak" Back… 2000-04-29 99 86 60 52 38 34 28 21
## 24 "Backstr… Shap… 2000-10-14 39 25 24 15 12 12 10 9
## 25 "Backstr… Show… 2000-01-01 74 62 55 25 16 14 12 10
## 26 "Backstr… The … 2000-05-27 58 50 43 37 31 30 39 47
## 27 "Badu, E… Bag … 2000-08-19 67 53 42 41 48 42 34 6
## 28 "Baha Me… Who … 2000-07-22 99 92 85 76 65 54 61 58
## 29 "Barenak… Pinc… 2000-09-09 77 76 69 45 51 37 33 29
## 30 "Beenie … Girl… 2000-10-21 72 72 63 56 62 63 54 60
## 31 "Before … Moni… 2000-05-20 95 87 80 80 77 87 91 91
## 32 "Bega, L… Tric… 2000-01-29 75 74 87 NA NA NA NA NA
## 33 "Big Pun… It's… 2000-04-22 96 87 75 79 81 81 76 76
## 34 "Black R… Whoa! 2000-03-04 78 59 53 52 47 46 43 47
## 35 "Black, … Been… 2000-02-19 87 73 62 58 58 57 51 47
## 36 "Blaque" Brin… 1999-10-23 73 63 50 42 24 19 17 14
## 37 "Blige, … Deep… 1999-11-13 83 80 80 75 75 73 64 64
## 38 "Blige, … Give… 2000-04-15 97 94 77 76 68 77 89 90
## 39 "Blink-1… All … 1999-12-04 89 76 69 59 59 51 50 35
## 40 "Bloodho… The … 2000-03-18 70 62 55 55 52 57 72 80
## 41 "Bon Jov… It's… 2000-08-12 64 58 51 51 48 45 36 33
## 42 "Braxton… He W… 2000-03-18 63 55 48 39 35 24 3 2
## 43 "Braxton… Just… 2000-07-29 76 69 51 42 37 32 32 34
## 44 "Braxton… Span… 2000-12-02 98 98 98 NA NA NA NA NA
## 45 "Brock, … A Co… 2000-01-01 93 75 92 NA NA NA NA NA
## 46 "Brock, … Yes! 2000-04-08 90 77 66 61 59 47 39 33
## 47 "Brooks … You'… 2000-06-10 95 85 85 85 83 83 82 74
## 48 "Brooks,… Do W… 2000-02-19 86 81 72 70 69 77 NA NA
## 49 "Byrd, T… Put … 2000-01-29 81 77 76 76 86 88 92 99
## 50 "Cagle, … My L… 2000-10-21 99 94 94 87 84 83 76 76
## 51 "Cam'ron" What… 2000-10-14 94 94 96 91 84 83 88 87
## 52 "Carey, … Cryb… 2000-06-24 28 34 48 62 77 90 95 NA
## 53 "Carey, … Than… 1999-12-11 82 68 50 50 41 37 26 22
## 54 "Carter,… Aaro… 2000-08-26 99 75 57 35 35 37 43 79
## 55 "Carter,… Take… 2000-06-24 94 88 86 91 89 87 99 NA
## 56 "Changin… That… 2000-09-30 80 72 66 66 64 76 65 66
## 57 "Chesney… I Lo… 2000-10-21 75 67 61 58 58 53 47 47
## 58 "Chesney… What… 2000-04-01 79 74 68 72 69 69 62 58
## 59 "Clark F… Mean… 2000-11-18 87 86 81 92 80 80 82 84
## 60 "Clark, … A Li… 2000-12-16 75 82 88 96 99 99 NA NA
## 61 "Common" The … 2000-08-05 75 55 53 49 46 44 49 51
## 62 "Countin… Hang… 1999-11-06 84 70 66 60 46 37 35 35
## 63 "Creed" High… 1999-09-11 81 77 73 63 61 58 56 52
## 64 "Creed" With… 2000-05-13 84 78 76 74 70 68 74 75
## 65 "Cyrus, … You … 2000-09-23 97 97 97 92 91 88 85 80
## 66 "D'Angel… Left… 1999-12-11 93 77 75 70 91 NA NA NA
## 67 "D'Angel… Unti… 2000-01-22 77 56 35 26 25 25 28 28
## 68 "DMX" Part… 2000-02-26 88 74 62 56 49 44 38 32
## 69 "DMX" What… 2000-07-01 98 95 95 87 86 79 62 60
## 70 "DMX" What… 2000-01-15 98 76 69 69 67 73 76 90
## 71 "Da Brat" That… 2000-02-26 93 73 60 60 60 60 63 56
## 72 "Da Brat" What… 2000-06-03 71 65 54 54 51 41 41 33
## 73 "Davidso… Unco… 2000-03-25 97 97 97 90 83 78 74 69
## 74 "De La S… All … 2000-12-23 96 96 100 NA NA NA NA NA
## 75 "Destiny… Inde… 2000-09-23 78 63 49 33 23 15 7 5
## 76 "Destiny… Jump… 2000-05-13 74 71 65 62 57 50 40 37
## 77 "Destiny… Say … 1999-12-25 83 83 44 38 16 13 16 16
## 78 "Diffie,… It's… 2000-08-12 81 78 67 63 60 57 63 69
## 79 "Diffie,… The … 2000-01-01 98 100 100 90 93 94 NA NA
## 80 "Dion, C… That… 1999-11-13 74 68 65 49 44 34 30 30
## 81 "Dixie C… Cold… 2000-06-24 80 79 76 72 68 68 65 70
## 82 "Dixie C… Cowb… 1999-11-27 79 72 70 61 52 52 52 39
## 83 "Dixie C… Good… 2000-03-18 40 29 24 24 20 20 20 19
## 84 "Dixie C… With… 2000-10-07 80 70 63 56 50 49 48 46
## 85 "Dr. Dre" Forg… 2000-01-22 75 55 47 36 36 30 30 31
## 86 "Dr. Dre" The … 2000-05-27 78 67 58 53 46 41 32 27
## 87 "Drama" Left… 2000-02-12 100 98 89 80 75 73 80 86
## 88 "Dream" He L… 2000-09-30 99 92 81 59 47 42 32 27
## 89 "Eastsid… G'D … 2000-01-08 77 77 89 64 57 47 47 55
## 90 "Eastsid… Got … 2000-07-01 99 99 NA NA NA NA NA NA
## 91 "Eiffel … Blue 1999-12-11 67 29 16 16 13 11 9 6
## 92 "Elliott… Hot … 1999-11-27 36 21 13 9 7 7 5 7
## 93 "Eminem" Stan 2000-11-04 78 67 57 57 51 51 51 57
## 94 "Eminem" The … 2000-05-06 70 32 20 16 11 7 6 4
## 95 "Eminem" The … 2000-08-26 87 74 59 65 59 58 59 62
## 96 "En Vogu… Ridd… 2000-06-17 92 92 97 100 NA NA NA NA
## 97 "Estefan… No M… 2000-06-10 77 NA NA NA NA NA NA NA
## 98 "Evans, … Born… 2000-10-21 77 71 64 57 55 51 46 44
## 99 "Eve" Got … 2000-07-15 89 88 88 91 95 NA NA NA
## 100 "Eve" Love… 2000-01-08 94 91 57 46 46 40 34 39
## 101 "Evercle… Wond… 2000-07-08 77 69 53 37 33 25 24 23
## 102 "Fabian,… I Wi… 2000-06-10 91 80 75 61 60 52 45 40
## 103 "Fatboy … The … 1999-11-13 94 94 94 87 77 77 83 82
## 104 "Filter" Take… 1999-11-27 91 74 64 52 38 38 34 31
## 105 "Foo Fig… Lear… 1999-10-16 80 69 68 63 60 52 42 32
## 106 "Fragma" Toca… 2000-10-28 99 NA NA NA NA NA NA NA
## 107 "Funkmas… Do Y… 2000-11-11 92 92 95 91 91 94 100 NA
## 108 "Ghostfa… Cher… 2000-08-05 98 NA NA NA NA NA NA NA
## 109 "Gill, V… Feel… 2000-09-02 82 76 74 73 73 65 59 58
## 110 "Gilman,… One … 2000-06-17 86 86 82 72 65 56 56 55
## 111 "Ginuwin… None… 1999-12-11 94 84 71 71 60 63 48 48
## 112 "Ginuwin… The … 2000-01-08 97 97 83 94 84 88 85 82
## 113 "Goo Goo… Broa… 2000-04-22 74 58 53 42 35 31 29 25
## 114 "Gray, M… I Try 2000-02-19 68 51 47 36 30 20 15 12
## 115 "Griggs,… She'… 2000-03-11 81 76 69 67 62 55 52 51
## 116 "Guy" Danc… 1999-12-18 46 29 19 22 36 44 58 58
## 117 "Hanson" This… 2000-04-22 22 22 20 45 87 71 95 NA
## 118 "Hart, B… L.A.… 1999-11-27 99 100 98 99 99 99 98 90
## 119 "Heather… Flow… 2000-04-29 95 88 88 82 82 77 72 67
## 120 "Henley,… Taki… 2000-06-24 79 77 74 73 66 62 58 58
## 121 "Herndon… No M… 2000-03-18 100 99 99 NA NA 98 94 92
## 122 "Hill, F… Brea… 1999-11-06 81 68 62 51 42 35 28 28
## 123 "Hill, F… Let'… 2000-08-12 83 83 73 73 67 60 60 60
## 124 "Hoku" Anot… 2000-02-19 69 49 49 34 34 34 30 27
## 125 "Hollist… Can'… 2000-03-25 84 84 93 98 NA NA NA NA
## 126 "Hot Boy… I Ne… 2000-02-19 77 75 71 65 65 70 69 77
## 127 "Houston… Coul… 2000-06-17 74 68 68 67 59 59 60 52
## 128 "Houston… I Le… 2000-02-19 83 83 83 40 28 27 28 36
## 129 "Houston… My L… 1999-09-04 81 68 44 16 11 9 8 7
## 130 "Houston… Same… 2000-06-17 71 71 71 71 70 75 77 88
## 131 "IMx" Stay… 1999-10-09 84 61 45 43 40 38 36 31
## 132 "Ice Cub… You … 1999-12-04 86 66 50 42 42 40 35 46
## 133 "Ideal" What… 2000-06-10 75 75 67 73 64 56 54 54
## 134 "Iglesia… Be W… 2000-04-01 63 45 34 23 17 12 9 8
## 135 "Iglesia… Rhyt… 1999-12-04 90 84 79 67 67 39 33 32
## 136 "J-Shin" One … 1999-12-25 96 96 69 74 72 62 49 45
## 137 "Ja Rule" Betw… 2000-09-16 85 74 61 37 27 22 22 16
## 138 "Jackson… It M… 2000-06-24 76 74 68 63 57 49 44 39
## 139 "Jackson… Pop … 1999-11-13 79 73 70 64 63 57 55 55
## 140 "Jackson… www.… 2000-11-04 75 59 59 54 50 49 47 45
## 141 "Jagged … He C… 1999-12-11 54 32 17 17 15 18 18 18
## 142 "Jagged … Let'… 2000-05-06 77 66 55 45 38 42 33 29
## 143 "Janet" Does… 2000-06-17 59 52 43 30 29 22 15 10
## 144 "Jay-Z" Anyt… 2000-02-26 72 58 55 55 63 74 86 92
## 145 "Jay-Z" Big … 2000-04-22 69 52 39 33 28 25 25 23
## 146 "Jay-Z" Do I… 2000-01-15 95 68 65 65 74 84 92 96
## 147 "Jay-Z" Hey … 2000-08-12 98 100 98 94 83 83 80 78
## 148 "Jay-Z" I Ju… 2000-10-28 58 45 35 26 23 19 14 14
## 149 "Jean, W… 911 2000-10-07 77 74 64 61 53 48 43 38
## 150 "Joe" I Wa… 2000-01-01 94 86 69 50 41 33 32 28
## 151 "Joe" Trea… 2000-08-05 77 75 63 63 69 64 68 67
## 152 "John, E… Some… 2000-04-22 56 56 49 59 67 60 64 73
## 153 "Jones, … Wher… 2000-04-22 81 71 65 50 41 41 36 41
## 154 "Jordan,… Get … 1999-10-23 92 80 72 69 67 61 54 43
## 155 "Juvenil… U Un… 2000-02-05 85 83 100 98 97 96 NA NA
## 156 "Kandi" Don'… 2000-08-05 66 66 66 61 49 42 36 33
## 157 "Keith, … Coun… 2000-08-05 82 78 75 69 66 62 59 58
## 158 "Keith, … How … 2000-01-29 77 72 59 53 45 43 41 36
## 159 "Kelis" Caug… 1999-12-04 84 68 67 63 63 54 56 59
## 160 "Kenny G" Auld… 1999-12-25 89 89 7 8 66 NA NA NA
## 161 "Kid Roc… Only… 2000-02-19 63 47 46 39 35 26 26 23
## 162 "Kravitz… I Be… 2000-03-25 78 77 71 71 71 83 90 90
## 163 "Kumbia … U Do… 2000-03-04 81 64 62 67 70 70 75 87
## 164 "LFO" I Do… 2000-04-15 63 61 68 73 91 NA NA NA
## 165 "LFO" West… 2000-08-05 96 84 88 96 NA NA NA NA
## 166 "LL Cool… Imag… 2000-08-12 99 98 NA NA NA NA NA NA
## 167 "Larrieu… Get … 2000-03-04 100 97 97 NA NA NA NA NA
## 168 "Lawrenc… Less… 2000-01-29 80 73 61 61 48 48 48 48
## 169 "Levert,… Baby… 2000-08-19 96 89 92 96 96 NA NA NA
## 170 "Levert,… Mr. … 2000-03-18 84 83 83 76 86 86 88 97
## 171 "Lil Bow… Boun… 2000-08-19 48 35 24 24 20 20 20 20
## 172 "Lil Way… Tha … 1999-12-04 99 89 92 84 84 72 81 81
## 173 "Lil' Ki… How … 2000-11-25 79 75 77 86 86 89 NA NA
## 174 "Lil' Ki… No M… 2000-07-15 80 72 67 60 65 73 81 86
## 175 "Lil' Mo" Ta Da 2000-08-12 100 99 97 97 100 95 99 NA
## 176 "Lil' Za… Call… 2000-07-29 83 89 57 40 34 21 33 46
## 177 "Limp Bi… N 2 … 1999-12-04 94 88 85 78 78 73 84 86
## 178 "Limp Bi… Re-A… 1999-12-04 91 91 90 95 95 99 96 96
## 179 "Limp Bi… Roll… 2000-11-11 77 73 72 66 65 65 67 73
## 180 "Lonesta… Amaz… 1999-06-05 81 54 44 39 38 33 29 29
## 181 "Lonesta… Smile 1999-12-18 89 80 80 80 65 47 44 42
## 182 "Lonesta… What… 2000-06-10 78 72 66 64 56 50 47 39
## 183 "Lopez, … Feel… 2000-02-19 79 79 66 54 54 54 54 51
## 184 "Loveles… That… 2000-09-16 98 93 93 93 88 88 82 81
## 185 "Lox" Ryde… 2000-03-18 86 73 80 84 91 97 97 NA
## 186 "Lucy Pe… Danc… 2000-05-20 80 75 63 59 55 49 42 42
## 187 "Ludacri… What… 2000-09-30 89 83 63 55 49 40 33 32
## 188 "M2M" Don'… 1999-11-20 72 53 62 46 54 44 44 21
## 189 "M2M" Mirr… 2000-04-01 87 87 94 91 75 68 65 86
## 190 "Madison… Don'… 2000-07-08 98 96 93 93 93 92 92 92
## 191 "Madonna" Amer… 2000-02-19 43 35 29 29 33 32 40 58
## 192 "Madonna" Music 2000-08-12 41 23 18 14 2 1 1 1
## 193 "Martin,… Priv… 2000-03-11 76 67 71 78 89 NA NA NA
## 194 "Martin,… Shak… 1999-11-20 74 66 52 39 39 39 39 46
## 195 "Martin,… She … 2000-10-07 38 28 21 21 18 16 13 13
## 196 "Mary Ma… Shac… 2000-03-25 90 76 72 54 43 37 34 28
## 197 "Master … Soul… 2000-11-18 98 NA NA NA NA NA NA NA
## 198 "McBride… Love… 2000-02-05 79 69 65 58 53 52 52 48
## 199 "McBride… Ther… 2000-09-09 79 75 75 75 73 64 60 60
## 200 "McEntir… I'll… 2000-05-13 89 79 79 72 69 64 61 57
## 201 "McEntir… What… 1999-10-30 88 76 71 71 69 63 56 51
## 202 "McGraw,… My B… 1999-11-27 85 76 71 64 54 54 55 46
## 203 "McGraw,… My N… 2000-10-21 73 62 56 52 46 40 36 31
## 204 "McGraw,… Some… 2000-05-13 76 66 66 65 63 60 60 58
## 205 "McKnigh… Stay… 2000-02-26 95 92 82 78 76 88 100 93
## 206 "Messina… Beca… 2000-01-29 83 78 71 71 66 55 53 57
## 207 "Messina… That… 2000-06-24 78 67 63 54 50 44 38 30
## 208 "Metalli… I Di… 2000-05-13 86 84 88 81 81 76 81 81
## 209 "Metalli… No L… 2000-02-12 86 81 78 76 74 80 86 93
## 210 "Montgom… Dadd… 2000-03-04 87 83 81 79 81 96 NA NA
## 211 "Montgom… The … 2000-09-09 81 67 64 56 45 41 41 35
## 212 "Moore, … Stra… 2000-10-28 98 98 97 90 85 83 83 97
## 213 "Moore, … I Wa… 2000-06-17 69 63 54 50 45 42 31 28
## 214 "Mumba, … Gott… 2000-09-09 85 72 65 49 39 25 20 10
## 215 "Musiq" Just… 2000-10-14 89 83 65 55 54 54 52 44
## 216 "Mya" Case… 2000-08-19 72 57 52 47 42 31 24 18
## 217 "Mya" The … 2000-04-15 85 70 65 62 55 50 50 56
## 218 "Mystika… Shak… 2000-08-12 97 90 65 41 34 25 22 15
## 219 "N'Sync" Bye … 2000-01-29 42 20 19 14 13 7 6 5
## 220 "N'Sync" It's… 2000-05-06 82 70 51 39 26 19 15 9
## 221 "N'Sync" This… 2000-09-30 68 31 19 15 11 6 7 7
## 222 "Nas" You … 2000-03-25 74 72 68 59 59 59 67 67
## 223 "Nelly" (Hot… 2000-04-29 100 99 96 76 55 37 24 24
## 224 "Next" Wifey 2000-05-27 85 61 46 40 36 31 25 22
## 225 "Nine Da… Abso… 2000-05-06 85 71 59 52 39 34 26 20
## 226 "Nine Da… If I… 2000-12-02 68 68 81 94 100 NA NA NA
## 227 "No Doub… Simp… 2000-07-01 50 40 39 38 38 48 52 55
## 228 "Nu Flav… 3 Li… 2000-06-03 97 97 89 89 94 90 99 97
## 229 "Offspri… Orig… 2000-11-25 74 71 70 70 77 78 91 89
## 230 "Paisley… Me N… 2000-05-13 87 85 90 92 NA NA NA NA
## 231 "Paisley… We D… 2000-10-14 71 68 52 52 45 42 39 34
## 232 "Papa Ro… Last… 2000-07-29 75 71 69 69 66 64 61 61
## 233 "Pearl J… Noth… 2000-05-13 49 70 84 89 93 91 NA NA
## 234 "Pink" Most… 2000-08-12 85 70 52 36 27 21 15 13
## 235 "Pink" Ther… 2000-03-04 25 15 12 11 11 7 7 12
## 236 "Price, … As W… 2000-07-15 82 69 69 64 71 79 82 89
## 237 "Price, … Love… 2000-05-13 92 91 98 100 NA NA NA NA
## 238 "Price, … You … 2000-09-23 91 91 91 87 86 79 79 75
## 239 "Profyle" Liar 2000-09-16 52 32 25 17 16 16 14 19
## 240 "Puff Da… Best… 2000-02-12 65 59 62 79 99 NA NA NA
## 241 "Q-Tip" Brea… 2000-01-22 71 71 81 82 96 NA NA NA
## 242 "R.E.M." The … 1999-12-25 79 79 70 62 60 57 61 66
## 243 "Rascal … Pray… 2000-05-06 87 78 72 68 66 64 58 58
## 244 "Raye, C… Coul… 2000-03-18 91 85 75 73 67 63 63 63
## 245 "Red Hot… Cali… 2000-07-29 72 72 72 77 79 77 75 84
## 246 "Red Hot… Othe… 2000-02-12 80 72 65 52 51 49 40 37
## 247 "Rimes, … Big … 1999-10-16 71 52 51 51 51 48 41 37
## 248 "Rimes, … Can'… 2000-09-09 82 71 79 83 96 99 78 78
## 249 "Rimes, … I Ne… 2000-05-27 77 68 67 63 59 59 59 53
## 250 "Rogers,… Buy … 2000-03-11 79 72 65 65 54 46 46 43
## 251 "Ruff En… No M… 2000-07-01 76 38 19 17 12 15 12 10
## 252 "Sammie" I Li… 2000-01-29 85 68 58 44 40 33 30 29
## 253 "Santana" Mari… 2000-02-12 15 8 6 5 2 3 2 2
## 254 "Savage … Cras… 2000-04-08 75 58 51 36 33 31 26 24
## 255 "Savage … I Kn… 1999-10-23 71 48 43 31 20 13 7 6
## 256 "SheDais… Deck… 1999-12-25 97 61 NA NA NA NA NA NA
## 257 "SheDais… I Wi… 2000-07-15 78 74 70 61 59 52 48 47
## 258 "SheDais… This… 2000-02-05 82 70 70 67 57 57 61 68
## 259 "Sheist,… Wher… 2000-11-11 96 95 99 99 100 NA NA NA
## 260 "Shyne" Bad … 2000-09-09 94 87 90 90 82 67 61 57
## 261 "Simpson… I Th… 2000-07-01 63 52 44 29 25 23 21 21
## 262 "Simpson… Wher… 2000-04-01 73 66 62 62 76 93 NA NA
## 263 "Sisqo" Got … 1999-11-20 92 76 73 58 48 48 48 48
## 264 "Sisqo" Inco… 2000-06-24 77 66 61 61 61 55 2 1
## 265 "Sisqo" Thon… 2000-01-29 74 63 35 26 26 23 20 16
## 266 "Sister … Chan… 2000-07-15 75 67 66 59 63 71 78 81
## 267 "Smash M… Then… 1999-10-30 83 59 56 46 27 23 19 16
## 268 "Smith, … Frea… 2000-02-12 99 99 99 99 NA NA NA NA
## 269 "Son By … A Pu… 2000-04-08 80 80 80 79 72 73 65 64
## 270 "Sonique" It F… 2000-01-22 67 52 30 23 19 17 16 16
## 271 "SoulDec… Faded 2000-07-08 94 90 81 64 56 43 35 27
## 272 "Spears,… From… 2000-01-29 76 59 52 52 14 14 17 24
## 273 "Spears,… Lucky 2000-08-12 61 41 28 26 23 29 30 40
## 274 "Spears,… Oops… 2000-04-22 67 38 26 19 15 13 12 9
## 275 "Spencer… Stil… 2000-03-04 95 88 98 NA NA NA NA NA
## 276 "Splende… I Th… 2000-06-10 71 66 62 62 62 64 65 71
## 277 "Sting" Dese… 2000-05-13 98 88 72 59 55 52 45 35
## 278 "Stone T… Sour… 2000-07-08 79 79 79 78 78 87 89 88
## 279 "Stone, … No M… 1999-12-25 86 86 74 66 56 60 56 60
## 280 "Strait,… Go On 2000-08-26 71 67 63 56 53 48 46 46
## 281 "Strait,… The … 2000-01-29 73 64 54 45 44 44 44 41
## 282 "Sugar R… Fall… 2000-01-15 70 64 54 40 34 29 29 32
## 283 "TLC" Dear… 2000-02-12 63 55 52 51 56 74 92 NA
## 284 "Tamar" If Y… 2000-03-25 98 98 92 89 92 93 NA NA
## 285 "Tamia" Can'… 2000-09-16 90 86 84 88 97 NA NA NA
## 286 "Third E… Deep… 2000-09-02 80 73 70 70 70 69 72 79
## 287 "Third E… Neve… 2000-01-22 65 32 25 24 23 22 22 21
## 288 "Thomas,… Emot… 2000-11-25 77 63 61 58 54 47 53 52
## 289 "Thomas,… I Wi… 2000-03-25 75 64 48 39 32 28 24 20
## 290 "Thomas,… Summ… 2000-09-23 82 82 86 80 82 83 84 82
## 291 "Tippin,… Kiss… 2000-08-26 74 72 66 53 52 47 47 45
## 292 "Train" Meet… 1999-10-09 76 67 59 54 48 45 40 32
## 293 "Trick D… Shut… 2000-05-20 99 95 87 87 83 83 89 87
## 294 "Trina" Pull… 2000-09-09 97 93 96 100 NA NA NA NA
## 295 "Tritt, … Best… 2000-08-19 97 86 79 70 63 56 50 48
## 296 "Tuesday" I Kn… 2000-12-30 98 98 NA NA NA NA NA NA
## 297 "Urban, … Your… 2000-07-15 81 80 73 73 67 64 60 59
## 298 "Usher" Pop … 2000-11-04 68 64 60 60 62 79 93 NA
## 299 "Vassar,… Carl… 2000-03-04 75 67 64 64 57 53 47 45
## 300 "Vassar,… Just… 2000-09-30 81 81 76 67 53 46 43 38
## 301 "Vertica… Ever… 2000-01-22 70 61 53 46 40 33 31 26
## 302 "Vertica… You'… 2000-08-26 64 55 43 41 37 31 30 29
## 303 "Vitamin… Grad… 2000-04-15 81 64 54 54 46 40 40 40
## 304 "Vitamin… The … 2000-12-02 86 48 45 52 57 58 76 95
## 305 "Walker,… Live… 1999-12-04 95 95 94 94 94 95 82 74
## 306 "Walker,… The … 2000-04-15 73 65 57 57 51 48 44 43
## 307 "Wallflo… Slee… 2000-10-28 73 73 74 80 90 96 NA NA
## 308 "Westlif… Swea… 2000-04-01 96 82 66 55 55 46 44 44
## 309 "William… Ange… 1999-11-20 85 77 69 69 62 56 56 64
## 310 "Wills, … Back… 2000-01-15 89 55 51 43 37 37 36 39
## 311 "Worley,… When… 2000-06-17 98 88 93 92 85 85 84 80
## 312 "Wright,… It W… 2000-03-04 86 78 75 72 71 69 64 75
## 313 "Yankee … Anot… 2000-04-29 86 83 77 74 83 79 88 95
## 314 "Yearwoo… Real… 2000-04-01 85 83 83 82 81 91 NA NA
## 315 "Ying Ya… Whis… 2000-03-18 95 94 91 85 84 78 74 78
## 316 "Zombie … Kern… 2000-09-02 99 99 NA NA NA NA NA NA
## 317 "matchbo… Bent 2000-04-29 60 37 29 24 22 21 18 16
## # ℹ 69 more variables: wk9 <dbl>, wk10 <dbl>, wk11 <dbl>, wk12 <dbl>,
## # wk13 <dbl>, wk14 <dbl>, wk15 <dbl>, wk16 <dbl>, wk17 <dbl>, wk18 <dbl>,
## # wk19 <dbl>, wk20 <dbl>, wk21 <dbl>, wk22 <dbl>, wk23 <dbl>, wk24 <dbl>,
## # wk25 <dbl>, wk26 <dbl>, wk27 <dbl>, wk28 <dbl>, wk29 <dbl>, wk30 <dbl>,
## # wk31 <dbl>, wk32 <dbl>, wk33 <dbl>, wk34 <dbl>, wk35 <dbl>, wk36 <dbl>,
## # wk37 <dbl>, wk38 <dbl>, wk39 <dbl>, wk40 <dbl>, wk41 <dbl>, wk42 <dbl>,
## # wk43 <dbl>, wk44 <dbl>, wk45 <dbl>, wk46 <dbl>, wk47 <dbl>, wk48 <dbl>, …
#Menggunakan funsi select dan mutate secara bersamaan
#Menghapus variabel artist kemudian menambahkan variabel baru yaitu Level_date.entered
billboardbaru<-billboard%>%select(-artist)%>%mutate(Level_date.entered = case_when(
date.entered < 2000-04-30 ~ "early2000",
date.entered >= 2000-04-30 & date.entered < 2000-08-30~ "mid2000",
date.entered >= 2000-08-30 ~ "late2000"))
billboardbaru%>%print(n=317)
## # A tibble: 317 × 79
## track date.entered wk1 wk2 wk3 wk4 wk5 wk6 wk7 wk8 wk9
## <chr> <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 Baby Don… 2000-02-26 87 82 72 77 87 94 99 NA NA
## 2 The Hard… 2000-09-02 91 87 92 NA NA NA NA NA NA
## 3 Kryptoni… 2000-04-08 81 70 68 67 66 57 54 53 51
## 4 Loser 2000-10-21 76 76 72 69 67 65 55 59 62
## 5 Wobble W… 2000-04-15 57 34 25 17 17 31 36 49 53
## 6 Give Me … 2000-08-19 51 39 34 26 26 19 2 2 3
## 7 Dancing … 2000-07-08 97 97 96 95 100 NA NA NA NA
## 8 I Don't … 2000-01-29 84 62 51 41 38 35 35 38 38
## 9 Try Again 2000-03-18 59 53 38 28 21 18 16 14 12
## 10 Open My … 2000-08-26 76 76 74 69 68 67 61 58 57
## 11 More 2000-04-29 84 84 75 73 73 69 68 65 73
## 12 Come On … 2000-08-05 57 47 45 29 23 18 11 9 9
## 13 I Turn T… 2000-04-15 50 39 30 28 21 19 20 17 17
## 14 What A G… 1999-11-27 71 51 28 18 13 13 11 1 1
## 15 Better O… 2000-04-08 79 65 53 48 45 36 34 29 27
## 16 Smoke Ri… 2000-01-22 80 78 76 77 92 NA NA NA NA
## 17 Sexual 1999-07-17 99 99 96 96 100 93 93 96 NA
## 18 I'm Outt… 2000-04-01 92 NA NA 95 NA NA NA NA NA
## 19 My Baby … 2000-09-16 82 76 76 70 82 81 74 80 76
## 20 You Sang… 2000-02-26 77 54 50 43 30 27 21 18 15
## 21 My First… 2000-11-04 70 62 56 43 39 33 26 26 26
## 22 Separated 2000-04-29 62 32 30 23 26 30 35 32 32
## 23 Back Here 2000-04-29 99 86 60 52 38 34 28 21 18
## 24 Shape Of… 2000-10-14 39 25 24 15 12 12 10 9 10
## 25 Show Me … 2000-01-01 74 62 55 25 16 14 12 10 12
## 26 The One 2000-05-27 58 50 43 37 31 30 39 47 55
## 27 Bag Lady 2000-08-19 67 53 42 41 48 42 34 6 9
## 28 Who Let … 2000-07-22 99 92 85 76 65 54 61 58 54
## 29 Pinch Me 2000-09-09 77 76 69 45 51 37 33 29 26
## 30 Girls De… 2000-10-21 72 72 63 56 62 63 54 60 69
## 31 Monica 2000-05-20 95 87 80 80 77 87 91 91 100
## 32 Tricky T… 2000-01-29 75 74 87 NA NA NA NA NA NA
## 33 It's So … 2000-04-22 96 87 75 79 81 81 76 76 78
## 34 Whoa! 2000-03-04 78 59 53 52 47 46 43 47 47
## 35 Been The… 2000-02-19 87 73 62 58 58 57 51 47 44
## 36 Bring It… 1999-10-23 73 63 50 42 24 19 17 14 11
## 37 Deep Ins… 1999-11-13 83 80 80 75 75 73 64 64 65
## 38 Give Me … 2000-04-15 97 94 77 76 68 77 89 90 NA
## 39 All The … 1999-12-04 89 76 69 59 59 51 50 35 26
## 40 The Bad … 2000-03-18 70 62 55 55 52 57 72 80 82
## 41 It's My … 2000-08-12 64 58 51 51 48 45 36 33 34
## 42 He Wasn'… 2000-03-18 63 55 48 39 35 24 3 2 2
## 43 Just Be … 2000-07-29 76 69 51 42 37 32 32 34 34
## 44 Spanish … 2000-12-02 98 98 98 NA NA NA NA NA NA
## 45 A Countr… 2000-01-01 93 75 92 NA NA NA NA NA NA
## 46 Yes! 2000-04-08 90 77 66 61 59 47 39 33 32
## 47 You'll A… 2000-06-10 95 85 85 85 83 83 82 74 74
## 48 Do What … 2000-02-19 86 81 72 70 69 77 NA NA NA
## 49 Put Your… 2000-01-29 81 77 76 76 86 88 92 99 NA
## 50 My Love … 2000-10-21 99 94 94 87 84 83 76 76 79
## 51 What Mea… 2000-10-14 94 94 96 91 84 83 88 87 95
## 52 Crybaby 2000-06-24 28 34 48 62 77 90 95 NA NA
## 53 Thank Go… 1999-12-11 82 68 50 50 41 37 26 22 22
## 54 Aaron's … 2000-08-26 99 75 57 35 35 37 43 79 51
## 55 Take That 2000-06-24 94 88 86 91 89 87 99 NA NA
## 56 That Oth… 2000-09-30 80 72 66 66 64 76 65 66 75
## 57 I Lost It 2000-10-21 75 67 61 58 58 53 47 47 40
## 58 What I N… 2000-04-01 79 74 68 72 69 69 62 58 57
## 59 Meanwhil… 2000-11-18 87 86 81 92 80 80 82 84 82
## 60 A Little… 2000-12-16 75 82 88 96 99 99 NA NA NA
## 61 The Light 2000-08-05 75 55 53 49 46 44 49 51 51
## 62 Hanginar… 1999-11-06 84 70 66 60 46 37 35 35 35
## 63 Higher 1999-09-11 81 77 73 63 61 58 56 52 56
## 64 With Arm… 2000-05-13 84 78 76 74 70 68 74 75 69
## 65 You Won'… 2000-09-23 97 97 97 92 91 88 85 80 82
## 66 Left & R… 1999-12-11 93 77 75 70 91 NA NA NA NA
## 67 Untitled… 2000-01-22 77 56 35 26 25 25 28 28 31
## 68 Party Up… 2000-02-26 88 74 62 56 49 44 38 32 27
## 69 What You… 2000-07-01 98 95 95 87 86 79 62 60 58
## 70 What's M… 2000-01-15 98 76 69 69 67 73 76 90 90
## 71 That's W… 2000-02-26 93 73 60 60 60 60 63 56 58
## 72 What'Chu… 2000-06-03 71 65 54 54 51 41 41 33 28
## 73 Uncondit… 2000-03-25 97 97 97 90 83 78 74 69 60
## 74 All Good? 2000-12-23 96 96 100 NA NA NA NA NA NA
## 75 Independ… 2000-09-23 78 63 49 33 23 15 7 5 1
## 76 Jumpin' … 2000-05-13 74 71 65 62 57 50 40 37 22
## 77 Say My N… 1999-12-25 83 83 44 38 16 13 16 16 16
## 78 It's Alw… 2000-08-12 81 78 67 63 60 57 63 69 78
## 79 The Quit… 2000-01-01 98 100 100 90 93 94 NA NA NA
## 80 That's T… 1999-11-13 74 68 65 49 44 34 30 30 17
## 81 Cold Day… 2000-06-24 80 79 76 72 68 68 65 70 84
## 82 Cowboy T… 1999-11-27 79 72 70 61 52 52 52 39 31
## 83 Goodbye … 2000-03-18 40 29 24 24 20 20 20 19 38
## 84 Without … 2000-10-07 80 70 63 56 50 49 48 46 41
## 85 Forgot A… 2000-01-22 75 55 47 36 36 30 30 31 26
## 86 The Next… 2000-05-27 78 67 58 53 46 41 32 27 26
## 87 Left, Ri… 2000-02-12 100 98 89 80 75 73 80 86 91
## 88 He Loves… 2000-09-30 99 92 81 59 47 42 32 27 18
## 89 G'D Up 2000-01-08 77 77 89 64 57 47 47 55 65
## 90 Got Beef 2000-07-01 99 99 NA NA NA NA NA NA NA
## 91 Blue 1999-12-11 67 29 16 16 13 11 9 6 7
## 92 Hot Boyz 1999-11-27 36 21 13 9 7 7 5 7 7
## 93 Stan 2000-11-04 78 67 57 57 51 51 51 57 55
## 94 The Real… 2000-05-06 70 32 20 16 11 7 6 4 5
## 95 The Way … 2000-08-26 87 74 59 65 59 58 59 62 89
## 96 Riddle 2000-06-17 92 92 97 100 NA NA NA NA NA
## 97 No Me De… 2000-06-10 77 NA NA NA NA NA NA NA NA
## 98 Born To … 2000-10-21 77 71 64 57 55 51 46 44 36
## 99 Got It A… 2000-07-15 89 88 88 91 95 NA NA NA NA
## 100 Love Is … 2000-01-08 94 91 57 46 46 40 34 39 42
## 101 Wonderful 2000-07-08 77 69 53 37 33 25 24 23 22
## 102 I Will L… 2000-06-10 91 80 75 61 60 52 45 40 36
## 103 The Rock… 1999-11-13 94 94 94 87 77 77 83 82 82
## 104 Take A P… 1999-11-27 91 74 64 52 38 38 34 31 21
## 105 Learn To… 1999-10-16 80 69 68 63 60 52 42 32 30
## 106 Toca's M… 2000-10-28 99 NA NA NA NA NA NA NA NA
## 107 Do You 2000-11-11 92 92 95 91 91 94 100 NA NA
## 108 Cherchez… 2000-08-05 98 NA NA NA NA NA NA NA NA
## 109 Feels Li… 2000-09-02 82 76 74 73 73 65 59 58 54
## 110 One Voice 2000-06-17 86 86 82 72 65 56 56 55 44
## 111 None Of … 1999-12-11 94 84 71 71 60 63 48 48 48
## 112 The Best… 2000-01-08 97 97 83 94 84 88 85 82 77
## 113 Broadway 2000-04-22 74 58 53 42 35 31 29 25 29
## 114 I Try 2000-02-19 68 51 47 36 30 20 15 12 8
## 115 She's Mo… 2000-03-11 81 76 69 67 62 55 52 51 51
## 116 Dancin' 1999-12-18 46 29 19 22 36 44 58 58 68
## 117 This Tim… 2000-04-22 22 22 20 45 87 71 95 NA NA
## 118 L.A. Song 1999-11-27 99 100 98 99 99 99 98 90 99
## 119 Flowers … 2000-04-29 95 88 88 82 82 77 72 67 65
## 120 Taking Y… 2000-06-24 79 77 74 73 66 62 58 58 61
## 121 No Mercy 2000-03-18 100 99 99 NA NA 98 94 92 95
## 122 Breathe 1999-11-06 81 68 62 51 42 35 28 28 28
## 123 Let's Ma… 2000-08-12 83 83 73 73 67 60 60 60 57
## 124 Another … 2000-02-19 69 49 49 34 34 34 30 27 36
## 125 Can't St… 2000-03-25 84 84 93 98 NA NA NA NA NA
## 126 I Need A… 2000-02-19 77 75 71 65 65 70 69 77 79
## 127 Could I … 2000-06-17 74 68 68 67 59 59 60 52 54
## 128 I Learne… 2000-02-19 83 83 83 40 28 27 28 36 53
## 129 My Love … 1999-09-04 81 68 44 16 11 9 8 7 8
## 130 Same Scr… 2000-06-17 71 71 71 71 70 75 77 88 91
## 131 Stay The… 1999-10-09 84 61 45 43 40 38 36 31 34
## 132 You Can … 1999-12-04 86 66 50 42 42 40 35 46 45
## 133 Whatever 2000-06-10 75 75 67 73 64 56 54 54 54
## 134 Be With … 2000-04-01 63 45 34 23 17 12 9 8 8
## 135 Rhythm D… 1999-12-04 90 84 79 67 67 39 33 32 38
## 136 One Nigh… 1999-12-25 96 96 69 74 72 62 49 45 38
## 137 Between … 2000-09-16 85 74 61 37 27 22 22 16 14
## 138 It Must … 2000-06-24 76 74 68 63 57 49 44 39 39
## 139 Pop A Top 1999-11-13 79 73 70 64 63 57 55 55 63
## 140 www.memo… 2000-11-04 75 59 59 54 50 49 47 45 49
## 141 He Can't… 1999-12-11 54 32 17 17 15 18 18 18 18
## 142 Let's Ge… 2000-05-06 77 66 55 45 38 42 33 29 28
## 143 Doesn't … 2000-06-17 59 52 43 30 29 22 15 10 10
## 144 Anything 2000-02-26 72 58 55 55 63 74 86 92 NA
## 145 Big Pimp… 2000-04-22 69 52 39 33 28 25 25 23 20
## 146 Do It Ag… 2000-01-15 95 68 65 65 74 84 92 96 95
## 147 Hey Papi 2000-08-12 98 100 98 94 83 83 80 78 76
## 148 I Just W… 2000-10-28 58 45 35 26 23 19 14 14 13
## 149 911 2000-10-07 77 74 64 61 53 48 43 38 42
## 150 I Wanna … 2000-01-01 94 86 69 50 41 33 32 28 28
## 151 Treat He… 2000-08-05 77 75 63 63 69 64 68 67 72
## 152 Someday … 2000-04-22 56 56 49 59 67 60 64 73 81
## 153 Where I … 2000-04-22 81 71 65 50 41 41 36 41 38
## 154 Get It O… 1999-10-23 92 80 72 69 67 61 54 43 38
## 155 U Unders… 2000-02-05 85 83 100 98 97 96 NA NA NA
## 156 Don't Th… 2000-08-05 66 66 66 61 49 42 36 33 28
## 157 Country … 2000-08-05 82 78 75 69 66 62 59 58 55
## 158 How Do Y… 2000-01-29 77 72 59 53 45 43 41 36 36
## 159 Caught O… 1999-12-04 84 68 67 63 63 54 56 59 68
## 160 Auld Lan… 1999-12-25 89 89 7 8 66 NA NA NA NA
## 161 Only God… 2000-02-19 63 47 46 39 35 26 26 23 19
## 162 I Belong… 2000-03-25 78 77 71 71 71 83 90 90 93
## 163 U Don't … 2000-03-04 81 64 62 67 70 70 75 87 89
## 164 I Don't … 2000-04-15 63 61 68 73 91 NA NA NA NA
## 165 West Sid… 2000-08-05 96 84 88 96 NA NA NA NA NA
## 166 Imagine … 2000-08-12 99 98 NA NA NA NA NA NA NA
## 167 Get Up 2000-03-04 100 97 97 NA NA NA NA NA NA
## 168 Lessons … 2000-01-29 80 73 61 61 48 48 48 48 44
## 169 Baby U A… 2000-08-19 96 89 92 96 96 NA NA NA NA
## 170 Mr. Too … 2000-03-18 84 83 83 76 86 86 88 97 NA
## 171 Bounce W… 2000-08-19 48 35 24 24 20 20 20 20 22
## 172 Tha Bloc… 1999-12-04 99 89 92 84 84 72 81 81 86
## 173 How Many… 2000-11-25 79 75 77 86 86 89 NA NA 96
## 174 No Matte… 2000-07-15 80 72 67 60 65 73 81 86 90
## 175 Ta Da 2000-08-12 100 99 97 97 100 95 99 NA NA
## 176 Callin' … 2000-07-29 83 89 57 40 34 21 33 46 45
## 177 N 2 Geth… 1999-12-04 94 88 85 78 78 73 84 86 90
## 178 Re-Arran… 1999-12-04 91 91 90 95 95 99 96 96 92
## 179 Rollin' 2000-11-11 77 73 72 66 65 65 67 73 74
## 180 Amazed 1999-06-05 81 54 44 39 38 33 29 29 32
## 181 Smile 1999-12-18 89 80 80 80 65 47 44 42 39
## 182 What Abo… 2000-06-10 78 72 66 64 56 50 47 39 37
## 183 Feelin' … 2000-02-19 79 79 66 54 54 54 54 51 61
## 184 That's T… 2000-09-16 98 93 93 93 88 88 82 81 73
## 185 Ryde or … 2000-03-18 86 73 80 84 91 97 97 NA NA
## 186 Dance To… 2000-05-20 80 75 63 59 55 49 42 42 40
## 187 What's Y… 2000-09-30 89 83 63 55 49 40 33 32 30
## 188 Don't Sa… 1999-11-20 72 53 62 46 54 44 44 21 64
## 189 Mirror M… 2000-04-01 87 87 94 91 75 68 65 86 62
## 190 Don't Ca… 2000-07-08 98 96 93 93 93 92 92 92 90
## 191 American… 2000-02-19 43 35 29 29 33 32 40 58 88
## 192 Music 2000-08-12 41 23 18 14 2 1 1 1 1
## 193 Private … 2000-03-11 76 67 71 78 89 NA NA NA NA
## 194 Shake Yo… 1999-11-20 74 66 52 39 39 39 39 46 47
## 195 She Bangs 2000-10-07 38 28 21 21 18 16 13 13 12
## 196 Shackles… 2000-03-25 90 76 72 54 43 37 34 28 33
## 197 Souljas 2000-11-18 98 NA NA NA NA NA NA NA NA
## 198 Love's T… 2000-02-05 79 69 65 58 53 52 52 48 45
## 199 There Yo… 2000-09-09 79 75 75 75 73 64 60 60 60
## 200 I'll Be 2000-05-13 89 79 79 72 69 64 61 57 55
## 201 What Do … 1999-10-30 88 76 71 71 69 63 56 51 46
## 202 My Best … 1999-11-27 85 76 71 64 54 54 55 46 38
## 203 My Next … 2000-10-21 73 62 56 52 46 40 36 31 27
## 204 Some Thi… 2000-05-13 76 66 66 65 63 60 60 58 58
## 205 Stay Or … 2000-02-26 95 92 82 78 76 88 100 93 NA
## 206 Because … 2000-01-29 83 78 71 71 66 55 53 57 61
## 207 That's T… 2000-06-24 78 67 63 54 50 44 38 30 27
## 208 I Disapp… 2000-05-13 86 84 88 81 81 76 81 81 78
## 209 No Leaf … 2000-02-12 86 81 78 76 74 80 86 93 95
## 210 Daddy Wo… 2000-03-04 87 83 81 79 81 96 NA NA NA
## 211 The Litt… 2000-09-09 81 67 64 56 45 41 41 35 35
## 212 Straight… 2000-10-28 98 98 97 90 85 83 83 97 98
## 213 I Wanna … 2000-06-17 69 63 54 50 45 42 31 28 24
## 214 Gotta Te… 2000-09-09 85 72 65 49 39 25 20 10 9
## 215 Just Fri… 2000-10-14 89 83 65 55 54 54 52 44 41
## 216 Case Of … 2000-08-19 72 57 52 47 42 31 24 18 17
## 217 The Best… 2000-04-15 85 70 65 62 55 50 50 56 61
## 218 Shake Ya… 2000-08-12 97 90 65 41 34 25 22 15 15
## 219 Bye Bye … 2000-01-29 42 20 19 14 13 7 6 5 5
## 220 It's Gon… 2000-05-06 82 70 51 39 26 19 15 9 7
## 221 This I P… 2000-09-30 68 31 19 15 11 6 7 7 6
## 222 You Owe … 2000-03-25 74 72 68 59 59 59 67 67 63
## 223 (Hot S**… 2000-04-29 100 99 96 76 55 37 24 24 30
## 224 Wifey 2000-05-27 85 61 46 40 36 31 25 22 25
## 225 Absolute… 2000-05-06 85 71 59 52 39 34 26 20 17
## 226 If I Am 2000-12-02 68 68 81 94 100 NA NA NA NA
## 227 Simple K… 2000-07-01 50 40 39 38 38 48 52 55 80
## 228 3 Little… 2000-06-03 97 97 89 89 94 90 99 97 98
## 229 Original… 2000-11-25 74 71 70 70 77 78 91 89 92
## 230 Me Neith… 2000-05-13 87 85 90 92 NA NA NA NA NA
## 231 We Danced 2000-10-14 71 68 52 52 45 42 39 34 34
## 232 Last Res… 2000-07-29 75 71 69 69 66 64 61 61 66
## 233 Nothing … 2000-05-13 49 70 84 89 93 91 NA NA NA
## 234 Most Gir… 2000-08-12 85 70 52 36 27 21 15 13 12
## 235 There U … 2000-03-04 25 15 12 11 11 7 7 12 14
## 236 As We Lay 2000-07-15 82 69 69 64 71 79 82 89 NA
## 237 Love Set… 2000-05-13 92 91 98 100 NA NA NA NA NA
## 238 You Shou… 2000-09-23 91 91 91 87 86 79 79 75 70
## 239 Liar 2000-09-16 52 32 25 17 16 16 14 19 24
## 240 Best Fri… 2000-02-12 65 59 62 79 99 NA NA NA NA
## 241 Breathe … 2000-01-22 71 71 81 82 96 NA NA NA NA
## 242 The Grea… 1999-12-25 79 79 70 62 60 57 61 66 60
## 243 Prayin' … 2000-05-06 87 78 72 68 66 64 58 58 56
## 244 Couldn't… 2000-03-18 91 85 75 73 67 63 63 63 56
## 245 Californ… 2000-07-29 72 72 72 77 79 77 75 84 85
## 246 Otherside 2000-02-12 80 72 65 52 51 49 40 37 32
## 247 Big Deal 1999-10-16 71 52 51 51 51 48 41 37 29
## 248 Can't Fi… 2000-09-09 82 71 79 83 96 99 78 78 83
## 249 I Need Y… 2000-05-27 77 68 67 63 59 59 59 53 51
## 250 Buy Me A… 2000-03-11 79 72 65 65 54 46 46 43 40
## 251 No More 2000-07-01 76 38 19 17 12 15 12 10 7
## 252 I Like It 2000-01-29 85 68 58 44 40 33 30 29 37
## 253 Maria, M… 2000-02-12 15 8 6 5 2 3 2 2 1
## 254 Crash An… 2000-04-08 75 58 51 36 33 31 26 24 24
## 255 I Knew I… 1999-10-23 71 48 43 31 20 13 7 6 4
## 256 Deck The… 1999-12-25 97 61 NA NA NA NA NA NA NA
## 257 I Will..… 2000-07-15 78 74 70 61 59 52 48 47 45
## 258 This Wom… 2000-02-05 82 70 70 67 57 57 61 68 82
## 259 Where I … 2000-11-11 96 95 99 99 100 NA NA NA NA
## 260 Bad Boyz 2000-09-09 94 87 90 90 82 67 61 57 71
## 261 I Think … 2000-07-01 63 52 44 29 25 23 21 21 21
## 262 Where Yo… 2000-04-01 73 66 62 62 76 93 NA NA NA
## 263 Got To G… 1999-11-20 92 76 73 58 48 48 48 48 49
## 264 Incomple… 2000-06-24 77 66 61 61 61 55 2 1 1
## 265 Thong So… 2000-01-29 74 63 35 26 26 23 20 16 13
## 266 Change Y… 2000-07-15 75 67 66 59 63 71 78 81 78
## 267 Then The… 1999-10-30 83 59 56 46 27 23 19 16 14
## 268 Freakin'… 2000-02-12 99 99 99 99 NA NA NA NA NA
## 269 A Puro D… 2000-04-08 80 80 80 79 72 73 65 64 60
## 270 It Feels… 2000-01-22 67 52 30 23 19 17 16 16 14
## 271 Faded 2000-07-08 94 90 81 64 56 43 35 27 25
## 272 From The… 2000-01-29 76 59 52 52 14 14 17 24 33
## 273 Lucky 2000-08-12 61 41 28 26 23 29 30 40 66
## 274 Oops!.. … 2000-04-22 67 38 26 19 15 13 12 9 9
## 275 Still In… 2000-03-04 95 88 98 NA NA NA NA NA NA
## 276 I Think … 2000-06-10 71 66 62 62 62 64 65 71 81
## 277 Desert R… 2000-05-13 98 88 72 59 55 52 45 35 24
## 278 Sour Girl 2000-07-08 79 79 79 78 78 87 89 88 95
## 279 No More … 1999-12-25 86 86 74 66 56 60 56 60 67
## 280 Go On 2000-08-26 71 67 63 56 53 48 46 46 44
## 281 The Best… 2000-01-29 73 64 54 45 44 44 44 41 39
## 282 Falls Ap… 2000-01-15 70 64 54 40 34 29 29 32 32
## 283 Dear Lie 2000-02-12 63 55 52 51 56 74 92 NA NA
## 284 If You D… 2000-03-25 98 98 92 89 92 93 NA NA NA
## 285 Can't Go… 2000-09-16 90 86 84 88 97 NA NA NA NA
## 286 Deep Ins… 2000-09-02 80 73 70 70 70 69 72 79 90
## 287 Never Le… 2000-01-22 65 32 25 24 23 22 22 21 19
## 288 Emotional 2000-11-25 77 63 61 58 54 47 53 52 49
## 289 I Wish 2000-03-25 75 64 48 39 32 28 24 20 22
## 290 Summer R… 2000-09-23 82 82 86 80 82 83 84 82 88
## 291 Kiss This 2000-08-26 74 72 66 53 52 47 47 45 42
## 292 Meet Vir… 1999-10-09 76 67 59 54 48 45 40 32 26
## 293 Shut Up 2000-05-20 99 95 87 87 83 83 89 87 92
## 294 Pull Over 2000-09-09 97 93 96 100 NA NA NA NA NA
## 295 Best Of … 2000-08-19 97 86 79 70 63 56 50 48 51
## 296 I Know 2000-12-30 98 98 NA NA NA NA NA NA NA
## 297 Your Eve… 2000-07-15 81 80 73 73 67 64 60 59 53
## 298 Pop Ya C… 2000-11-04 68 64 60 60 62 79 93 NA NA
## 299 Carlene 2000-03-04 75 67 64 64 57 53 47 45 45
## 300 Just Ano… 2000-09-30 81 81 76 67 53 46 43 38 36
## 301 Everythi… 2000-01-22 70 61 53 46 40 33 31 26 22
## 302 You're A… 2000-08-26 64 55 43 41 37 31 30 29 28
## 303 Graduati… 2000-04-15 81 64 54 54 46 40 40 40 38
## 304 The Itch 2000-12-02 86 48 45 52 57 58 76 95 100
## 305 Live, La… 1999-12-04 95 95 94 94 94 95 82 74 79
## 306 The Chai… 2000-04-15 73 65 57 57 51 48 44 43 40
## 307 Sleepwal… 2000-10-28 73 73 74 80 90 96 NA NA NA
## 308 Swear It… 2000-04-01 96 82 66 55 55 46 44 44 37
## 309 Angels 1999-11-20 85 77 69 69 62 56 56 64 54
## 310 Back At … 2000-01-15 89 55 51 43 37 37 36 39 42
## 311 When You… 2000-06-17 98 88 93 92 85 85 84 80 80
## 312 It Was 2000-03-04 86 78 75 72 71 69 64 75 85
## 313 Another … 2000-04-29 86 83 77 74 83 79 88 95 NA
## 314 Real Liv… 2000-04-01 85 83 83 82 81 91 NA NA NA
## 315 Whistle … 2000-03-18 95 94 91 85 84 78 74 78 85
## 316 Kernkraf… 2000-09-02 99 99 NA NA NA NA NA NA NA
## 317 Bent 2000-04-29 60 37 29 24 22 21 18 16 13
## # ℹ 68 more variables: wk10 <dbl>, wk11 <dbl>, wk12 <dbl>, wk13 <dbl>,
## # wk14 <dbl>, wk15 <dbl>, wk16 <dbl>, wk17 <dbl>, wk18 <dbl>, wk19 <dbl>,
## # wk20 <dbl>, wk21 <dbl>, wk22 <dbl>, wk23 <dbl>, wk24 <dbl>, wk25 <dbl>,
## # wk26 <dbl>, wk27 <dbl>, wk28 <dbl>, wk29 <dbl>, wk30 <dbl>, wk31 <dbl>,
## # wk32 <dbl>, wk33 <dbl>, wk34 <dbl>, wk35 <dbl>, wk36 <dbl>, wk37 <dbl>,
## # wk38 <dbl>, wk39 <dbl>, wk40 <dbl>, wk41 <dbl>, wk42 <dbl>, wk43 <dbl>,
## # wk44 <dbl>, wk45 <dbl>, wk46 <dbl>, wk47 <dbl>, wk48 <dbl>, wk49 <dbl>, …