library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats 1.0.0 ✔ readr 2.1.5
## ✔ ggplot2 3.5.2 ✔ stringr 1.5.1
## ✔ lubridate 1.9.4 ✔ tibble 3.3.0
## ✔ purrr 1.1.0 ✔ tidyr 1.3.1
## ── 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(janitor)
##
## Attaching package: 'janitor'
##
## The following objects are masked from 'package:stats':
##
## chisq.test, fisher.test
library(ggplot2)
library(factoextra)
## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa
grammy_data <- read_csv("Grammy Award Nominees and Winners 1958-2024.csv")
## New names:
## Rows: 25305 Columns: 9
## ── Column specification
## ──────────────────────────────────────────────────────── Delimiter: "," chr
## (4): Award Type, Award Name, Work, Nominee dbl (4): ...1, Year, Ceremony, Award
## ID lgl (1): Winner
## ℹ Use `spec()` to retrieve the full column specification for this data. ℹ
## Specify the column types or set `show_col_types = FALSE` to quiet this message.
## • `` -> `...1`
summary(grammy_data)
## ...1 Year Ceremony Award ID
## Min. : 0 Min. :1958 Min. : 1.00 Min. : 584.0
## 1st Qu.: 6326 1st Qu.:1982 1st Qu.:25.00 1st Qu.: 614.0
## Median :12652 Median :1998 Median :41.00 Median : 661.0
## Mean :12652 Mean :1996 Mean :38.79 Mean : 672.3
## 3rd Qu.:18978 3rd Qu.:2010 3rd Qu.:53.00 3rd Qu.: 701.0
## Max. :25304 Max. :2024 Max. :67.00 Max. :2432.0
## Award Type Award Name Work Nominee
## Length:25305 Length:25305 Length:25305 Length:25305
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## Winner
## Mode :logical
## FALSE:20435
## TRUE :4870
##
##
##
colSums(is.na(grammy_data))
## ...1 Year Ceremony Award ID Award Type Award Name Work
## 0 0 0 0 0 0 893
## Nominee Winner
## 0 0
grammy <- grammy_data %>%
rename_all(tolower)
grammy <- grammy %>%
clean_names()
names(grammy)
## [1] "x1" "year" "ceremony" "award_id" "award_type"
## [6] "award_name" "work" "nominee" "winner"
grammy <- grammy %>%
select(year, award_name, nominee, winner)
grammy <- grammy %>%
filter(!is.na(award_name), !is.na(nominee), !is.na(winner))
grammy <- grammy %>%
mutate(
category = str_trim(award_name),
nominee = str_trim(nominee)
)
write_csv(grammy, "grammy_clean.csv")
grammy_clean <- read_csv("grammy_clean.csv")
## Rows: 25305 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (3): award_name, nominee, category
## dbl (1): year
## lgl (1): winner
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
grammy_clean <- grammy_clean %>%
mutate(decade = floor(year / 10) * 10)
award_features <- grammy_clean %>%
group_by(category) %>%
summarise(
total_nominations = n(),
total_wins = sum(winner == TRUE),
win_rate = total_wins / total_nominations,
unique_nominees = n_distinct(nominee),
years_active = n_distinct(year),
most_frequent_nominee_count = max(table(nominee)),
num_decades_active = n_distinct(decade),
nominations_per_year = total_nominations/ years_active
) %>%
ungroup()
award_features
## # A tibble: 784 × 9
## category total_nominations total_wins win_rate unique_nominees years_active
## <chr> <int> <int> <dbl> <int> <int>
## 1 Album Not… 10 2 0.2 10 2
## 2 Album Of … 21 4 0.190 20 4
## 3 Album Of … 356 65 0.183 242 64
## 4 Album Of … 16 3 0.188 15 3
## 5 Album Of … 29 5 0.172 25 5
## 6 Album Of … 5 1 0.2 5 1
## 7 Album Of … 14 2 0.143 14 2
## 8 Album Of … 55 8 0.145 42 8
## 9 Alternati… 10 2 0.2 10 2
## 10 Americana… 10 2 0.2 10 2
## # ℹ 774 more rows
## # ℹ 3 more variables: most_frequent_nominee_count <int>,
## # num_decades_active <int>, nominations_per_year <dbl>
category_names <- award_features$category
feature_matrix <- award_features %>% select(-category)
feature_scaled <- scale(feature_matrix)
pca_results <- prcomp(feature_scaled, center = TRUE, scale. = TRUE)
fviz_eig(pca_results, addlabels = TRUE, barfill = "hotpink")
fviz_pca_biplot(pca_results, label = "var",
repel = TRUE,
title = "PCA Biplot")
pca_scores <- as.data.frame(pca_results$x)
pca_scores$category <- category_names
pca_scores
## PC1 PC2 PC3 PC4 PC5
## 1 -1.10441568 -5.521760e-01 2.192519e-01 0.0535549841 -5.936641e-02
## 2 -0.63646246 1.058981e-02 4.893569e-02 0.1007589824 -2.770142e-01
## 3 13.84232552 1.032482e+00 2.353493e+00 -0.1488872510 2.320101e-01
## 4 -0.83861638 1.808546e-01 -1.130587e-02 0.1116063154 -1.788456e-01
## 5 -0.44887359 1.129798e+00 1.157197e-01 0.1195132948 -3.919756e-01
## 6 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 7 -1.14986364 3.228596e+00 2.606076e-01 -0.1441052986 -1.339408e-01
## 8 0.84620923 3.098003e+00 -4.544196e-01 -0.1359444146 4.813318e-02
## 9 -1.10441568 -5.521760e-01 2.192519e-01 0.0535549841 -5.936641e-02
## 10 -1.10441568 -5.521760e-01 2.192519e-01 0.0535549841 -5.936641e-02
## 11 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
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## 13 -1.34689790 1.480628e+00 1.703680e-01 0.1046665412 1.689394e-02
## 14 -1.03244088 -5.487743e-01 -8.157084e-02 0.0517514739 -6.468404e-02
## 15 1.10416419 2.691945e+00 5.887499e-01 -0.0781609086 8.623294e-01
## 16 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
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## 24 -1.10441568 -5.521760e-01 2.192519e-01 0.0535549841 -5.936641e-02
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## 26 -1.38690117 3.220422e+00 1.821770e-01 -0.1430889040 -1.009439e-02
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## 30 0.78918798 -4.836474e-01 -8.583535e-01 0.0198102110 2.073082e-01
## 31 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 32 3.73228883 1.937392e+00 1.079848e+00 0.0194402751 -4.209006e-01
## 33 -1.03244088 -5.487743e-01 -8.157084e-02 0.0517514739 -6.468404e-02
## 34 4.64542861 -3.719960e-01 9.999571e-02 -0.0260403948 5.162148e-01
## 35 1.00278534 -7.088775e-01 -1.597409e-01 -0.0052339285 5.127946e-02
## 36 1.12667133 -6.856728e-01 2.015548e-01 -0.0009925920 -4.239121e-02
## 37 1.39938059 -1.000731e-01 3.116598e-01 0.0595097657 -2.076964e-01
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## 49 1.19899803 -2.717666e-01 2.493862e-01 0.0450455111 -1.047233e-01
## 50 1.13542163 -4.770979e-01 5.557059e-01 0.0252346490 -1.043191e-01
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## 55 5.69067833 -3.464277e-01 3.744607e-01 -0.0262786489 3.096644e-02
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## 59 3.58333336 -1.836075e-01 9.561145e-01 0.0187626025 -2.557802e-01
## 60 -0.11561248 -5.149148e-01 4.938206e-01 0.0292809836 4.945753e-01
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## 752 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 753 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 754 -0.26244916 -5.187234e-01 1.178394e-01 0.0281853727 6.062418e-01
## 755 -1.03244088 -5.487743e-01 -8.157084e-02 0.0517514739 -6.468404e-02
## 756 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
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## 758 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 759 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
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## 761 -1.03244088 -5.487743e-01 -8.157084e-02 0.0517514739 -6.468404e-02
## 762 -1.10441568 -5.521760e-01 2.192519e-01 0.0535549841 -5.936641e-02
## 763 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 764 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 765 14.98620509 9.176743e-01 3.646323e+00 -0.0751902767 -6.591795e-01
## 766 -1.34689790 1.480628e+00 1.703680e-01 0.1046665412 1.689394e-02
## 767 -0.90790580 -5.464402e-01 2.797033e-01 0.0531811800 -1.582959e-01
## 768 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 769 -1.11821956 5.152312e-01 2.294920e-01 0.1262507672 -7.624305e-02
## 770 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 771 -1.10441568 -5.521760e-01 2.192519e-01 0.0535549841 -5.936641e-02
## 772 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 773 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 774 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 775 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 776 -1.03244088 -5.487743e-01 -8.157084e-02 0.0517514739 -6.468404e-02
## 777 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 778 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 779 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 780 -1.06826131 -3.114740e+00 1.991177e-01 -0.5192245707 -3.179749e-02
## 781 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 782 -0.96046608 -5.453725e-01 -3.823936e-01 0.0499479638 -7.000167e-02
## 783 -1.24450738 -3.119257e+00 1.476560e-01 -0.5191720619 5.467349e-02
## 784 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## PC6 PC7 PC8
## 1 -0.002080531 0.0055937328 4.271075e-04
## 2 0.031270144 0.0035345606 4.657184e-04
## 3 -0.813138195 0.3562872903 6.510375e-02
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## 6 -0.001195833 0.0094399247 4.560014e-04
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## 18 -0.029819286 -0.0122167983 -2.921271e-05
## 19 0.035721489 0.0240896662 -2.331707e-03
## 20 -0.025322045 -0.0033065491 -2.168011e-03
## 21 -0.020620101 -0.0019906260 -1.060281e-03
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## category
## 1 Album Notes
## 2 Album Of Best Original Score Written For A Motion Picture Or A Television Special
## 3 Album Of The Year
## 4 Album Of The Year (Other Than Classical)
## 5 Album Of The Year - Classical
## 6 Album Of The Year -- Classical
## 7 Album Of The Year Classical
## 8 Album Of The Year, Classical
## 9 Alternative Music Album
## 10 Americana Album
## 11 Banda Album
## 12 Banda Or Norteño Album
## 13 Best Accompaniment Arrangement For Vocalist(S) Or Instrumentalist(S)
## 14 Best African Music Performance
## 15 Best Album Cover
## 16 Best Album Cover (Other Than Classical)
## 17 Best Album Cover - Classical
## 18 Best Album Cover - Graphic Arts
## 19 Best Album Cover - Other Than Classical
## 20 Best Album Cover - Photography
## 21 Best Album Cover, Graphic Arts
## 22 Best Album Cover, Photography
## 23 Best Album Created For Children
## 24 Best Album For Children
## 25 Best Album Notes
## 26 Best Album Notes (Classical)
## 27 Best Album Notes - Classical
## 28 Best Album Notes, Classical
## 29 Best Album Of Original Instrumental Background Score Written For A Motion Picture Or Television
## 30 Best Album Of Original Score Written For A Motion Picture Or A Television Special
## 31 Best Album Or Original Instrumental Background Score Written For A Motion Picture Or Television
## 32 Best Album Package
## 33 Best Alternative Jazz Album
## 34 Best Alternative Music Album
## 35 Best Alternative Music Performance
## 36 Best American Roots Performance
## 37 Best American Roots Song
## 38 Best Americana Album
## 39 Best Americana Performance
## 40 Best Arrangement
## 41 Best Arrangement Accompanying A Vocalist Or Instrumentalist
## 42 Best Arrangement Accompanying Vocalist(S)
## 43 Best Arrangement Accompanying Vocalist(S) Or Instrumentalist(S)
## 44 Best Arrangement Accompanying Vocals
## 45 Best Arrangement For Voices
## 46 Best Arrangement For Voices (Duo, Group Or Chorus)
## 47 Best Arrangement On An Instrumental
## 48 Best Arrangement On An Instrumental Recording
## 49 Best Arrangement, Instrumental Or A Cappella
## 50 Best Arrangement, Instruments And Vocals
## 51 Best Audio Book, Narration, And Storytelling Recording
## 52 Best Background Arrangement
## 53 Best Background Arrangement (Behind Vocalist Or Instrumentalist)
## 54 Best Banda Album
## 55 Best Bluegrass Album
## 56 Best Bluegrass Recording
## 57 Best Bluegrass Recording (Vocal Or Instrumental)
## 58 Best Blues Album
## 59 Best Boxed Or Special Limited Edition Package
## 60 Best Boxed Recording Package
## 61 Best Broadway Show Album
## 62 Best Cast Show Album
## 63 Best Chamber Music Or Other Small Ensemble Performance
## 64 Best Chamber Music Performance
## 65 Best Chamber Music Performance - Instrumental Or Vocal
## 66 Best Chamber Music Performance - Vocal
## 67 Best Chamber Music/Small Ensemble Performance
## 68 Best Chamber Performance - Instrumental
## 69 Best Children'S Album
## 70 Best Children'S Music Album
## 71 Best Choral Performance
## 72 Best Choral Performance (Other Than Opera)
## 73 Best Choral Performance, (Other Than Opera)
## 74 Best Choral Performance, Classical
## 75 Best Choral Performance, Classical (Other Than Opera)
## 76 Best Classical Album
## 77 Best Classical Chamber Music Performance - Instrumental Or Vocal
## 78 Best Classical Choral Performance
## 79 Best Classical Choral Performance (Other Than Opera)
## 80 Best Classical Compendium
## 81 Best Classical Composition By A Contemporary Composer
## 82 Best Classical Composition By Contemporary Composer
## 83 Best Classical Contemporary Composition
## 84 Best Classical Crossover Album
## 85 Best Classical Engineered Recording
## 86 Best Classical Instrumental Solo
## 87 Best Classical Opera Production
## 88 Best Classical Orchestral Performance
## 89 Best Classical Orchestral Recording
## 90 Best Classical Performance - Chamber Music
## 91 Best Classical Performance - Chamber Music (Including Chamber Orchestra)
## 92 Best Classical Performance - Choral (Including Oratorio)
## 93 Best Classical Performance - Choral (Other Than Opera)
## 94 Best Classical Performance - Concerto Or Instrumental Soloist
## 95 Best Classical Performance - Concerto Or Instrumental Soloist (Other Than Full Orchestral Accompaniment)
## 96 Best Classical Performance - Concerto Or Instrumental Soloist (With Full Orchestral Accompaniment)
## 97 Best Classical Performance - Instrumental Solo With Orchestra
## 98 Best Classical Performance - Instrumental Solo Without Orchestra
## 99 Best Classical Performance - Instrumental Soloist (With Orchestra)
## 100 Best Classical Performance - Instrumental Soloist Or Duo (Other Than With Orchestral Accompaniment)
## 101 Best Classical Performance - Instrumental Soloist Or Duo (Without Orchestra)
## 102 Best Classical Performance - Instrumental Soloist Or Soloists (With Or Without Orchestra)
## 103 Best Classical Performance - Instrumental Soloist Or Soloists (With Orchestra)
## 104 Best Classical Performance - Instrumental Soloist Or Soloists (Without Orchestra)
## 105 Best Classical Performance - Instrumental Soloist(S) (With Orchestra)
## 106 Best Classical Performance - Instrumental Soloist(S) (Without Orchestra)
## 107 Best Classical Performance - Instrumentalist (Other Than Concerto-Scale Accompaniment)
## 108 Best Classical Performance - Instrumentalist (With Concerto Scale Accompaniment)
## 109 Best Classical Performance - Opera Cast Or Choral
## 110 Best Classical Performance - Operatic Or Choral
## 111 Best Classical Performance - Orchestra
## 112 Best Classical Performance - Vocal Or Instrumental - Chamber Music
## 113 Best Classical Performance - Vocal Soloist
## 114 Best Classical Performance - Vocal Soloist (With Or Without Orchestra)
## 115 Best Classical Performance Instrumental Solo With Orchestra
## 116 Best Classical Performance Instrumental Solo Without Orchestra
## 117 Best Classical Performance Instrumental Soloist Or Soloists (With Orchestra)
## 118 Best Classical Performance Instrumental Soloist Or Soloists (Without Orchestra)
## 119 Best Classical Performance, Instrumental Soloist (With Orchestra)
## 120 Best Classical Performance, Instrumental Soloist (Without Orchestra)
## 121 Best Classical Performance, Instrumental Soloist Or Soloists (With Orchestra)
## 122 Best Classical Performance, Instrumental Soloist Or Soloists (Without Orchestra)
## 123 Best Classical Performance, Instrumental Soloist(S) (With Orchestra)
## 124 Best Classical Performance, Instrumental Soloist(S) (Without Orchestra)
## 125 Best Classical Performance, Orchestra
## 126 Best Classical Performance-Instrumental Soloist (Without Orchestra)
## 127 Best Classical Performance-Instrumental Soloist(S) (With Orchestra)
## 128 Best Classical Solo Vocal Album
## 129 Best Classical Vocal Performance
## 130 Best Classical Vocal Solo
## 131 Best Classical Vocal Soloist
## 132 Best Classical Vocal Soloist Performance
## 133 Best Classical Vocal Soloist Performance (With Or Without Orchestra)
## 134 Best Comedy Album
## 135 Best Comedy Performance
## 136 Best Comedy Performance - Musical
## 137 Best Comedy Performance - Spoken Word
## 138 Best Comedy Recording
## 139 Best Compilation Soundtrack Album For A Motion Picture, Television Or Other Visual Media
## 140 Best Compilation Soundtrack Album For Motion Picture, Television Or Other Visual Media
## 141 Best Compilation Soundtrack For Visual Media
## 142 Best Composition By A Contemporary Composer
## 143 Best Concept Music Video
## 144 Best Contemporary (R&R) Group Performance, Vocal Or Instrumental
## 145 Best Contemporary (R&R) Performance - Group (Vocal Or Instrumental)
## 146 Best Contemporary (R&R) Recording
## 147 Best Contemporary (R&R) Single
## 148 Best Contemporary (R&R) Solo Vocal Performance - Male Or Female
## 149 Best Contemporary (R&R) Vocal Performance - Male
## 150 Best Contemporary (R&R) Vocal Performance, Female
## 151 Best Contemporary Album
## 152 Best Contemporary Blues Album
## 153 Best Contemporary Blues Recording
## 154 Best Contemporary Christian Music Album
## 155 Best Contemporary Christian Music Performance/Song
## 156 Best Contemporary Christian Music Song
## 157 Best Contemporary Classical Composition
## 158 Best Contemporary Composition
## 159 Best Contemporary Female Solo Vocal Performance
## 160 Best Contemporary Folk Album
## 161 Best Contemporary Folk Recording
## 162 Best Contemporary Folk/Americana Album
## 163 Best Contemporary Group Performance (Vocal Or Instrumental)
## 164 Best Contemporary Instrumental Album
## 165 Best Contemporary Instrumental Performance
## 166 Best Contemporary Jazz Album
## 167 Best Contemporary Jazz Performance
## 168 Best Contemporary Jazz Performance (Instrumental)
## 169 Best Contemporary Male Solo Vocal Performance
## 170 Best Contemporary Performance By A Chorus
## 171 Best Contemporary R&B Album
## 172 Best Contemporary R&B Gospel Album
## 173 Best Contemporary Single
## 174 Best Contemporary Song
## 175 Best Contemporary Soul Gospel Album
## 176 Best Contemporary Vocal Performance By A Duo, Group Or Chorus
## 177 Best Contemporary Vocal Performance By A Group
## 178 Best Contemporary Vocal Performance, Female
## 179 Best Contemporary Vocal Performance, Male
## 180 Best Contemporary World Music Album
## 181 Best Contemporary-Pop Performance, Chorus
## 182 Best Contemporary-Pop Performance, Instrumental
## 183 Best Contemporary-Pop Performance, Vocal Duo Or Group
## 184 Best Contemporary-Pop Vocal Performance, Female
## 185 Best Contemporary-Pop Vocal Performance, Male
## 186 Best Country & Western Album
## 187 Best Country & Western Performance
## 188 Best Country & Western Performance Duet, Trio Or Group (Vocal Or Instrumental)_
## 189 Best Country & Western Recording
## 190 Best Country & Western Single
## 191 Best Country & Western Solo Vocal Performance, Female
## 192 Best Country & Western Solo Vocal Performance, Male
## 193 Best Country & Western Song
## 194 Best Country & Western Vocal Performance - Female
## 195 Best Country & Western Vocal Performance - Male
## 196 Best Country & Western Vocal Performance, Male
## 197 Best Country Album
## 198 Best Country Collaboration With Vocals
## 199 Best Country Duo/Group Performance
## 200 Best Country Instrumental Performance
## 201 Best Country Instrumental Performance (Orchestra, Group Of Soloist)
## 202 Best Country Instrumental Performance (Orchestra, Group Or Soloist)
## 203 Best Country Instrumental Performance, (Orchestra, Group Or Soloist)
## 204 Best Country Performance By A Duo Group With Vocal
## 205 Best Country Performance By A Duo Or Group With Vocal
## 206 Best Country Performance By A Duo Or Group With Vocals
## 207 Best Country Performance Duo Or Group
## 208 Best Country Performance, Duo Or Group - Vocal Or Instrumental
## 209 Best Country Solo Performance
## 210 Best Country Song
## 211 Best Country Vocal Collaboration
## 212 Best Country Vocal Performance - Female
## 213 Best Country Vocal Performance By A Duo Or Group
## 214 Best Country Vocal Performance, Duet
## 215 Best Country Vocal Performance, Female
## 216 Best Country Vocal Performance, Male
## 217 Best Country Vocal Solo Performance, Male
## 218 Best Dance Pop Recording
## 219 Best Dance Recording
## 220 Best Dance/Electronic Album
## 221 Best Dance/Electronic Music Album
## 222 Best Dance/Electronic Recording
## 223 Best Dance/Electronica Album
## 224 Best Disco Recording
## 225 Best Documentary Or Spoken Word Recording (Other Than Comedy)
## 226 Best Documentary, Spoken Word Or Drama Recording (Other Than Comedy)
## 227 Best Electronic/Dance Album
## 228 Best Engineered Album - Non-Classical
## 229 Best Engineered Album, - Non-Classical
## 230 Best Engineered Album, Classical
## 231 Best Engineered Album, Non-Classical
## 232 Best Engineered Record (Classical)
## 233 Best Engineered Record - Non-Classical
## 234 Best Engineered Recording
## 235 Best Engineered Recording (Classical)
## 236 Best Engineered Recording (Non-Classical)
## 237 Best Engineered Recording - Classical
## 238 Best Engineered Recording - Non Classical
## 239 Best Engineered Recording - Non-Classical
## 240 Best Engineered Recording - Other Than Classical
## 241 Best Engineered Recording - Special Or Novel Effects
## 242 Best Engineered Recording, Classical
## 243 Best Engineering Contribution - Classical Recording
## 244 Best Engineering Contribution - Novelty
## 245 Best Engineering Contribution - Novelty Recording
## 246 Best Engineering Contribution - Other Than Classical Or Novelty
## 247 Best Engineering Contribution - Other Than Novelty And Other Than Classical
## 248 Best Engineering Contribution - Popular Recording
## 249 Best Ethnic Or Traditional Folk Recording
## 250 Best Ethnic Or Traditional Recording
## 251 Best Ethnic Or Traditional Recording (Including Traditional Blues)
## 252 Best Ethnic Traditional Recording
## 253 Best Female Country Vocal Performance
## 254 Best Female Pop Vocal Performance
## 255 Best Female R&B Vocal Performance
## 256 Best Female Rap Solo Performance
## 257 Best Female Rock Vocal Performance
## 258 Best Folk Album
## 259 Best Folk Performance
## 260 Best Folk Recording
## 261 Best Global Music Album
## 262 Best Global Music Performance
## 263 Best Gospel Album
## 264 Best Gospel Album By A Choir Or Chorus
## 265 Best Gospel Album By Choir Or Chorus
## 266 Best Gospel Choir Or Chorus Album
## 267 Best Gospel Or Other Religious Recording
## 268 Best Gospel Or Other Religious Recording (Musical)
## 269 Best Gospel Performance
## 270 Best Gospel Performance (Other Than Soul Gospel)
## 271 Best Gospel Performance - Male
## 272 Best Gospel Performance By A Duo Or Group
## 273 Best Gospel Performance By A Duo Or Group, Choir Or Chorus
## 274 Best Gospel Performance Contemporary Or Inspirational
## 275 Best Gospel Performance, Contemporary
## 276 Best Gospel Performance, Contemporary Or Inspirational
## 277 Best Gospel Performance, Contemporary Or Insprirational
## 278 Best Gospel Performance, Female
## 279 Best Gospel Performance, Male
## 280 Best Gospel Performance, Traditional
## 281 Best Gospel Performance/Song
## 282 Best Gospel Song
## 283 Best Gospel Vocal Performance By A Duo, Group, Choir Or Chorus
## 284 Best Gospel Vocal Performance, Female
## 285 Best Gospel Vocal Performance, Male
## 286 Best Gospel/Contemporary Christian Music Performance
## 287 Best Hard Rock Performance
## 288 Best Hard Rock Performance With Vocal
## 289 Best Hard Rock/Metal Performance
## 290 Best Hard Rock/Metal Performance Vocal Or Instrumental
## 291 Best Hawaiian Music Album
## 292 Best Historical Album
## 293 Best Historical Reissue Record
## 294 Best Historical Repackage Album
## 295 Best Immersive Audio Album
## 296 Best Improvised Jazz Solo
## 297 Best Inspirational Performance
## 298 Best Inspirational Performance (Non-Classical)
## 299 Best Instrumental Arrangement
## 300 Best Instrumental Arrangement Accompanying A Vocalist(S)
## 301 Best Instrumental Arrangement Accompanying Vocal(S)
## 302 Best Instrumental Arrangement Accompanying Vocalist(S)
## 303 Best Instrumental Arrangement Accompanying Vocals
## 304 Best Instrumental Arrangement With Accompanying Vocal(S)
## 305 Best Instrumental Arrangement With Accompanying Vocals
## 306 Best Instrumental Composition
## 307 Best Instrumental Composition (Other Than Jazz)
## 308 Best Instrumental Composition Written For A Motion Picture Or For Television
## 309 Best Instrumental Composition Written For A Motion Picture, Television Or Other Visual Media.
## 310 Best Instrumental Jazz Performance (Group)
## 311 Best Instrumental Jazz Performance - Group Or Soloist With Group
## 312 Best Instrumental Jazz Performance - Large Group
## 313 Best Instrumental Jazz Performance - Large Group Or Soloist With Large Group
## 314 Best Instrumental Jazz Performance - Small Group Or Soloist With Small Group
## 315 Best Instrumental Jazz Performance - Soloist Or Small Group
## 316 Best Instrumental Jazz Performance, Large Group Or Soloist With Large Group
## 317 Best Instrumental Jazz Performance, Small Group Or Soloist With Small Group
## 318 Best Instrumental Performance
## 319 Best Instrumental Performance (Other Than Jazz)
## 320 Best Instrumental Performance - Non-Jazz
## 321 Best Instrumental Performance, Non-Jazz
## 322 Best Instrumental Soloist Performance (With Orchestra)
## 323 Best Instrumental Soloist Performance (Without Orchestra)
## 324 Best Instrumental Soloist(S) Performance (With Orchestra)
## 325 Best Instrumental Theme
## 326 Best Instrumental Theme Or Instrumental Version Of Song
## 327 Best Jazz Composition Of More Than Five Minutes Duration
## 328 Best Jazz Fusion Performance
## 329 Best Jazz Fusion Performance, Vocal Or Instrumental
## 330 Best Jazz Instrumental Album
## 331 Best Jazz Instrumental Album, Individual Or Group
## 332 Best Jazz Instrumental Performance Soloist (On A Jazz Recording)
## 333 Best Jazz Instrumental Performance, Big Band
## 334 Best Jazz Instrumental Performance, Group
## 335 Best Jazz Instrumental Performance, Individual Or Group
## 336 Best Jazz Instrumental Performance, Solo
## 337 Best Jazz Instrumental Performance, Soloist
## 338 Best Jazz Instrumental Performance, Soloist (On A Jazz Recording)
## 339 Best Jazz Instrumental Solo
## 340 Best Jazz Performance
## 341 Best Jazz Performance - Group
## 342 Best Jazz Performance - Large Group (Instrumental)
## 343 Best Jazz Performance - Large Group Or Soloist With Large Group
## 344 Best Jazz Performance - Small Group Or Soloist With Small Group
## 345 Best Jazz Performance - Soloist
## 346 Best Jazz Performance - Soloist Or Small Group (Instrumental)
## 347 Best Jazz Performance By A Big Band
## 348 Best Jazz Performance By A Group
## 349 Best Jazz Performance By A Soloist
## 350 Best Jazz Performance By A Soloist (Instrumental)
## 351 Best Jazz Performance Large Group
## 352 Best Jazz Performance Solo Or Small Group
## 353 Best Jazz Performance, Group
## 354 Best Jazz Performance, Individual
## 355 Best Jazz Vocal
## 356 Best Jazz Vocal Album
## 357 Best Jazz Vocal Performance
## 358 Best Jazz Vocal Performance - Female
## 359 Best Jazz Vocal Performance - Male
## 360 Best Jazz Vocal Performance Duo Or Group
## 361 Best Jazz Vocal Performance, Duo Or Group
## 362 Best Jazz Vocal Performance, Female
## 363 Best Jazz Vocal Performance, Male
## 364 Best Large Jazz Ensemble Album
## 365 Best Large Jazz Ensemble Performance
## 366 Best Latin Jazz Album
## 367 Best Latin Jazz Performance
## 368 Best Latin Pop Album
## 369 Best Latin Pop Or Urban Album
## 370 Best Latin Pop Performance
## 371 Best Latin Recording
## 372 Best Latin Rock Or Alternative Album
## 373 Best Latin Rock, Alternative Or Urban Album
## 374 Best Latin Rock, Urban Or Alternative Album
## 375 Best Latin Rock/Alternative Album
## 376 Best Latin Rock/Alternative Performance
## 377 Best Latin Urban Album
## 378 Best Long Form Music Video
## 379 Best Male Country Vocal Performance
## 380 Best Male Pop Vocal Performance
## 381 Best Male R&B Vocal Performance
## 382 Best Male Rap Solo Performance
## 383 Best Male Rock Vocal Performance
## 384 Best Melodic Rap Performance
## 385 Best Merengue Album
## 386 Best Merengue Performance
## 387 Best Metal Performance
## 388 Best Metal Performance With Vocal
## 389 Best Mexican-American Album
## 390 Best Mexican-American Music Performance
## 391 Best Mexican-American Performance
## 392 Best Mexican-American/Tejano Music Performance
## 393 Best Mexican/Mexican-American Album
## 394 Best Music Film
## 395 Best Music Video
## 396 Best Music Video - Long Form
## 397 Best Music Video - Short Form
## 398 Best Music Video, Long Form
## 399 Best Music Video, Short Form
## 400 Best Music Video-Long Form
## 401 Best Musical Album For Children
## 402 Best Musical Cast Show Album
## 403 Best Musical Composition First Recorded And Released In 1958 (Over 5 Minutes Duration)
## 404 Best Musical Composition First Recorded And Released In 1959 (More Than 5 Minutes Duration)
## 405 Best Musical Show Album
## 406 Best Musical Theater Album
## 407 Best Música Mexicana Album (Including Tejano)
## 408 Best Música Urbana Album
## 409 Best Native American Music Album
## 410 Best New Age Album
## 411 Best New Age Performance
## 412 Best New Age Recording
## 413 Best New Age, Ambient, Or Chant Album
## 414 Best New Artist
## 415 Best New Artist Of 1959
## 416 Best New Artist Of 1960
## 417 Best New Artist Of 1961
## 418 Best New Artist Of 1962
## 419 Best New Artist Of 1963
## 420 Best New Artist Of 1964
## 421 Best New Artist Of The Year
## 422 Best New Classical Artist
## 423 Best New Classical Composition
## 424 Best New Country & Western Artist
## 425 Best New Country & Western Artist Of 1964
## 426 Best New Country Song
## 427 Best Norteño Album
## 428 Best Opera Recording
## 429 Best Orchestral Performance
## 430 Best Orchestral Recording
## 431 Best Original Cast Album (Broadway Or Tv)
## 432 Best Original Cast Show Album
## 433 Best Original Jazz Composition
## 434 Best Original Score From A Motion Picture Or Television Show
## 435 Best Original Score Written For A Motion Picture Or A Television Show
## 436 Best Original Score Written For A Motion Picture Or A Television Special
## 437 Best Original Score Written For A Motion Picture Or Television Show
## 438 Best Performance - Documentary Or Spoken Word (Other Than Comedy)
## 439 Best Performance - Folk
## 440 Best Performance - Instrumental Soloist Or Soloists (With Orchestra)
## 441 Best Performance - Instrumental Soloist Or Soloists (Without Orchestra)
## 442 Best Performance - Orchestra
## 443 Best Performance By A "Top 40" Artist
## 444 Best Performance By A Band For Dancing
## 445 Best Performance By A Chorus
## 446 Best Performance By A Chorus (7 Or More Persons)
## 447 Best Performance By A Dance Band
## 448 Best Performance By A Pop Single Artist
## 449 Best Performance By A Vocal Group
## 450 Best Performance By A Vocal Group (2 To 6)
## 451 Best Performance By A Vocal Group Or Chorus
## 452 Best Performance By An Orchestra
## 453 Best Performance By An Orchestra - For Dancing
## 454 Best Performance By An Orchestra - For Other Than Dancing
## 455 Best Performance By An Orchestra For Dancing
## 456 Best Performance By An Orchestra Or Instrumentalist With Orchestra - Primarily Not Jazz Or For Dancing
## 457 Best Performance Music Video
## 458 Best Performance Of A Choral Work
## 459 Best Performance, Documentary Or Spoken Word
## 460 Best Polka Album
## 461 Best Polka Recording
## 462 Best Pop Album
## 463 Best Pop Collaboration With Vocals
## 464 Best Pop Dance Recording
## 465 Best Pop Duo/Group Performance
## 466 Best Pop Gospel Album
## 467 Best Pop Instrumental Album
## 468 Best Pop Instrumental Performance
## 469 Best Pop Instrumental Performance (Orchestra, Group Or Soloist)
## 470 Best Pop Instrumental Performance By An Arranger, Composer, Orchestra And/Or Choral Leader
## 471 Best Pop Instrumental Performance By An Instrumental Performer
## 472 Best Pop Instrumental Performance, (Orchestra, Group Or Soloist)
## 473 Best Pop Perf. By A Duo Of Group With Vocal
## 474 Best Pop Performance By A Duo Or Group With Vocal
## 475 Best Pop Performance By A Duo Or Group With Vocals
## 476 Best Pop Solo Performance
## 477 Best Pop Vocal Album
## 478 Best Pop Vocal Collaboration
## 479 Best Pop Vocal Performance By A Duo, Group Or Chorus
## 480 Best Pop Vocal Performance By A Group
## 481 Best Pop Vocal Performance By Duo, Group Or Chorus
## 482 Best Pop Vocal Performance, Female
## 483 Best Pop Vocal Performance, Male
## 484 Best Pop/Contemporary Gospel Album
## 485 Best Producer Of The Year
## 486 Best Progressive R&B Album
## 487 Best R&B Album
## 488 Best R&B Instrumental Performance
## 489 Best R&B Instrumental Performance (Orchestra, Group Or Soloist)
## 490 Best R&B Performance
## 491 Best R&B Performance By A Duo Or Group With Vocal
## 492 Best R&B Performance By A Duo Or Group With Vocals
## 493 Best R&B Performance By A Duo Or Group, Vocal Or Instrumental
## 494 Best R&B Song
## 495 Best R&B Vocal Performance By A Duo Or Group
## 496 Best R&B Vocal Performance By A Duo, Group Or Chorus
## 497 Best R&B Vocal Performance By A Group
## 498 Best R&B Vocal Performance, Female
## 499 Best R&B Vocal Performance, Male
## 500 Best Rap Album
## 501 Best Rap Performance
## 502 Best Rap Performance By A Duo Or Group
## 503 Best Rap Solo Performance
## 504 Best Rap Song
## 505 Best Rap/Sung Collaboration
## 506 Best Rap/Sung Performance
## 507 Best Recording For Children
## 508 Best Recording For Children - Single Or Album, Musical Or Spoken
## 509 Best Recording Package
## 510 Best Recording Package - Boxed
## 511 Best Reggae Album
## 512 Best Reggae Recording
## 513 Best Regional Mexican Album
## 514 Best Regional Mexican Music Album (Including Tejano)
## 515 Best Regional Roots Music Album
## 516 Best Remixed Recording
## 517 Best Remixed Recording, Non-Classical
## 518 Best Rhythm & Blues Group Performance, Vocal Or Instrumental
## 519 Best Rhythm & Blues Performance
## 520 Best Rhythm & Blues Performance By A Duo Or Group, Vocal Or Instrumental
## 521 Best Rhythm & Blues Recording
## 522 Best Rhythm & Blues Solo Vocal Performance, Female
## 523 Best Rhythm & Blues Solo Vocal Performance, Male
## 524 Best Rhythm & Blues Solo Vocal Performance, Male Or Female
## 525 Best Rhythm & Blues Song
## 526 Best Rhythm & Blues Vocal Performance, Female
## 527 Best Rhythm & Blues Vocal Performance, Male
## 528 Best Rock & Roll Recording
## 529 Best Rock Album
## 530 Best Rock Gospel Album
## 531 Best Rock Instrumental Performance
## 532 Best Rock Instrumental Performance (Orchestra, Group Or Soloist)
## 533 Best Rock Instrumental Performance, (Orchestra, Group Or Soloist)
## 534 Best Rock Or Rap Gospel Album
## 535 Best Rock Performance
## 536 Best Rock Performance By A Duo Or Group With Vocal
## 537 Best Rock Performance By A Duo Or Group With Vocals
## 538 Best Rock Song
## 539 Best Rock Vocal Performance - Female
## 540 Best Rock Vocal Performance By A Duo Or Group
## 541 Best Rock Vocal Performance, Female
## 542 Best Rock Vocal Performance, Female, Male
## 543 Best Rock Vocal Performance, Male
## 544 Best Rock Vocal Performance, Solo
## 545 Best Rock/Contemporary Gospel Album
## 546 Best Roots Gospel Album
## 547 Best Sacred Performance
## 548 Best Sacred Performance (Musical)
## 549 Best Sacred Performance (Non-Classical)
## 550 Best Sacred Recording (Musical)
## 551 Best Salsa Album
## 552 Best Salsa Performance
## 553 Best Salsa/Merengue Album
## 554 Best Score From An Original Cast Show Album
## 555 Best Score From The Original Cast Show Album
## 556 Best Score Soundtrack Album For A Motion Picture, Television Or Other Visual Media
## 557 Best Score Soundtrack Album For Motion Picture, Television Or Other Visual Media
## 558 Best Score Soundtrack For Video Games And Other Interactive Media
## 559 Best Score Soundtrack For Visual Media
## 560 Best Score Soundtrack For Visual Media (Includes Film And Television)
## 561 Best Short Form Music Video
## 562 Best Show Album (Original Cast)
## 563 Best Small Ensemble Performance
## 564 Best Small Ensemble Performance (With Or Without Conductor)
## 565 Best Solo Rock Vocal Performance
## 566 Best Solo Vocal Performance, Female
## 567 Best Solo Vocal Performance, Male
## 568 Best Song Written For A Motion Picture Or For Television
## 569 Best Song Written For A Motion Picture, Television Or Other Visual Media
## 570 Best Song Written For A Motion Picture, Television Or Other Visual Media.
## 571 Best Song Written For Motion Picture, Television Or Other Visual Media
## 572 Best Song Written For Visual Media
## 573 Best Song Written Specifically For A Motion Picture Or For Television
## 574 Best Song Written Specifically For A Motion Picture Or Television
## 575 Best Soul Gospel Performance
## 576 Best Soul Gospel Performance - Male
## 577 Best Soul Gospel Performance By A Duo Or Group
## 578 Best Soul Gospel Performance By A Duo Or Group, Choir Or Chorus
## 579 Best Soul Gospel Performance By A Duo, Group, Choir Or Chorus
## 580 Best Soul Gospel Performance By A Duo, Group, Choir Or Chorus - Singles, Albums Or Tracks
## 581 Best Soul Gospel Performance, Contemporary
## 582 Best Soul Gospel Performance, Female
## 583 Best Soul Gospel Performance, Male
## 584 Best Soul Gospel Performance, Traditional
## 585 Best Soul Gospel Vocal Performance By A Duo, Group, Choir Or Chorus
## 586 Best Soul Gospel Vocal Performance, Female, Male
## 587 Best Sound Track Album - Background Score From A Motion Picture Or Television
## 588 Best Sound Track Album Or Recording Of Original Cast From Motion Picture Or Television
## 589 Best Sound Track Album Or Recording Of Score From Motion Picture Of Television
## 590 Best Sound Track Album, Dramatic Picture Score Or Original Cast
## 591 Best Sound Track Album, Original Cast - Motion Picture Or Television
## 592 Best Soundtrack Album
## 593 Best Soundtrack Album Or Recording Of Music Score From A Motion Picture Of Television
## 594 Best Southern Gospel Album
## 595 Best Southern Gospel, Country Gospel Or Bluegrass Album
## 596 Best Southern Gospel, Country Gospel Or Bluegrass Gospel Album
## 597 Best Southern, Country Or Bluegrass Gospel Album
## 598 Best Southern, Country, Or Bluegrass Gospel Album
## 599 Best Spoken Comedy Album
## 600 Best Spoken Word Album
## 601 Best Spoken Word Album (Includes Poetry, Audio Books & Story Telling)
## 602 Best Spoken Word Album (Includes Poetry, Audio Books & Storytelling)
## 603 Best Spoken Word Album For Children
## 604 Best Spoken Word Or Drama Recording
## 605 Best Spoken Word Or Non-Musical Album
## 606 Best Spoken Word Or Non-Musical Recording
## 607 Best Spoken Word Poetry Album
## 608 Best Spoken Word Recording
## 609 Best Spoken Word, Documentary Or Drama Recording
## 610 Best Surround Sound Album
## 611 Best Tejano Album
## 612 Best Tejano Music Performance
## 613 Best Tejano Performance
## 614 Best Traditional Blues Album
## 615 Best Traditional Blues Recording
## 616 Best Traditional Folk Album
## 617 Best Traditional Folk Recording
## 618 Best Traditional Gospel Album
## 619 Best Traditional Pop Performance
## 620 Best Traditional Pop Vocal Album
## 621 Best Traditional Pop Vocal Performance
## 622 Best Traditional R&B Performance
## 623 Best Traditional R&B Vocal Album
## 624 Best Traditional R&B Vocal Performance
## 625 Best Traditional Soul Gospel Album
## 626 Best Traditional Soul Gospel Performance
## 627 Best Traditional Tropical Latin Album
## 628 Best Traditional Tropical Latin Performance
## 629 Best Traditional World Music Album
## 630 Best Tropical Latin Album
## 631 Best Tropical Latin Performance
## 632 Best Urban Contemporary Album
## 633 Best Urban/Alternative Performance
## 634 Best Video
## 635 Best Video Album
## 636 Best Video, Short Form
## 637 Best Vocal Arrangement For Two Or More Voices
## 638 Best Vocal Performance Album, Female
## 639 Best Vocal Performance Album, Male
## 640 Best Vocal Performance Single Record Or Track, Female
## 641 Best Vocal Performance Single Record Or Track, Male
## 642 Best Vocal Performance, Female
## 643 Best Vocal Performance, Male
## 644 Best Vocal Soloist Performance
## 645 Best Vocal Soloist Performance (With Or Without Orchestra)
## 646 Best Vocal Soloist Performance, Classical
## 647 Best World Music Album
## 648 Best Zydeco Or Cajun Music Album
## 649 Bluegrass Album
## 650 Blues Album
## 651 Boxed Or Special Limited Edition Package
## 652 Chamber Music Performance
## 653 Children'S Album
## 654 Choral Performance
## 655 Classical Album
## 656 Classical Contemporary Composition
## 657 Classical Crossover
## 658 Classical Producer Of The Year
## 659 Classical Vocal Performance
## 660 Classical Vocal Solo
## 661 Comedy Album
## 662 Compilation Soundtrack Album
## 663 Contemporary Blues Album
## 664 Contemporary Christian Music Album
## 665 Contemporary Christian Music Song
## 666 Contemporary Classical Composition
## 667 Contemporary Folk Album
## 668 Contemporary Jazz Album
## 669 Contemporary R&B Album
## 670 Contemporary R&B Gospel Album
## 671 Contemporary World Music Album
## 672 Country Album
## 673 Country Collaboration With Vocal
## 674 Country Duo/Group Performance
## 675 Country Instrumental Performance
## 676 Country Performance By A Duo Or Group With Vocals
## 677 Country Solo Performance
## 678 Country Song
## 679 Dance Recording
## 680 Dance/Electronica Album
## 681 Electronic/Dance Album
## 682 Engineered Album, Classical
## 683 Engineered Album, Non-Classical
## 684 Female Country Vocal Performance
## 685 Female Pop Vocal Performance
## 686 Female R&B Vocal Performance
## 687 Folk Album
## 688 Gospel Album
## 689 Gospel Performance
## 690 Gospel Song
## 691 Gospel/Contemporary Christian Music Performance
## 692 Hard Rock Performance
## 693 Hard Rock/Metal Performance
## 694 Hawaiian Music Album
## 695 Historical Album
## 696 Improvised Jazz Solo
## 697 Instrumental Arrangement
## 698 Instrumental Arrangement With Vocalist(S)
## 699 Instrumental Composition
## 700 Instrumental Solo
## 701 Instrumental Soloist Performance (Without Orchestr
## 702 Instrumental Soloist(S) Performance (With Orchestr
## 703 Jazz Instrumental Album
## 704 Jazz Instrumental Album, Individual Or Group
## 705 Jazz Vocal Album
## 706 Large Jazz Ensemble Album
## 707 Latin Jazz Album
## 708 Latin Pop Album
## 709 Latin Pop, Rock, Or Urban Album
## 710 Latin Rock, Alternative Or Urban Album
## 711 Male Country Vocal Performance
## 712 Male Pop Vocal Performance
## 713 Male R&B Vocal Performance
## 714 Metal Performance
## 715 Most Promising New Classical Recording Artist
## 716 Music Video/Long Form
## 717 Music Video/Short Form
## 718 Musical Album For Children
## 719 Musical Show Album
## 720 Musical Theater Album
## 721 Native American Music Album
## 722 New Age Album
## 723 Norteño Album
## 724 Opera Recording
## 725 Orchestral Performance
## 726 Pop Collaboration With Vocals
## 727 Pop Duo/Group Performance
## 728 Pop Instrumental Album
## 729 Pop Instrumental Performance
## 730 Pop Performance By A Duo Or Group With Vocals
## 731 Pop Solo Performance
## 732 Pop Vocal Album
## 733 Pop/Contemporary Gospel Album
## 734 Producer Of The Year
## 735 Producer Of The Year (Non-Classical)
## 736 Producer Of The Year, (Non-Classical)
## 737 Producer Of The Year, Classical
## 738 Producer Of The Year, Non-Classical
## 739 R&B Album
## 740 R&B Performance
## 741 R&B Performance By A Duo Or Group With Vocals
## 742 R&B Song
## 743 Rap Album
## 744 Rap Duo/Group Performance
## 745 Rap Performance
## 746 Rap Solo Performance
## 747 Rap Song
## 748 Rap/Sung Collaboration
## 749 Record Of The Year
## 750 Recording Package
## 751 Reggae Album
## 752 Regional Mexican Or Tejano Album
## 753 Regional Roots Music Album
## 754 Remixer Of The Year, Non-Classical
## 755 Rock Album
## 756 Rock Instrumental Performance
## 757 Rock Or Rap Gospel Album
## 758 Rock Performance
## 759 Rock Performance By A Duo Or Group With Vocals
## 760 Rock Song
## 761 Score Soundtrack Album
## 762 Small Ensemble Performance
## 763 Solo Rock Vocal Performance
## 764 Song Mp/Tv/Ovm
## 765 Song Of The Year
## 766 Song Written For Visual Media
## 767 Songwriter Of The Year, Non-Classical
## 768 Southern, Country, Or Bluegrass Gospel Album
## 769 Spoken Word Album
## 770 Spoken Word Album For Children
## 771 Surround Sound Album
## 772 Tejano Album
## 773 Traditional Blues Album
## 774 Traditional Folk Album
## 775 Traditional Gospel Album
## 776 Traditional Pop Vocal Album
## 777 Traditional R&B Performance
## 778 Traditional R&B Vocal Performance
## 779 Traditional World Music Album
## 780 Tropical Latin Album
## 781 Urban/Alternative Performance
## 782 Video Of The Year
## 783 World Music Album
## 784 Zydeco Or Cajun Music Album
fviz_nbclust(pca_results$x[, 1:4], kmeans, method = "wss")
set.seed(4051)
k <- 5
kmeans_result <- kmeans(pca_results$x[, 1:4], centers = k, nstart = 25)
pca_scores <- as.data.frame(pca_results$x)
pca_scores$category <- category_names
pca_scores$cluster <- factor(kmeans_result$cluster)
fviz_pca_ind(pca_results,
geom.ind = "point",
pointshape = 21,
pointsize = 3,
fill.ind = pca_scores$cluster,
palette = "jco",
repel = TRUE,
legend.title = "Cluster") +
ggtitle("K-means Clusters on PCA Scores")
pca_scores %>% arrange(cluster)
## PC1 PC2 PC3 PC4 PC5
## 1 -1.10441568 -5.521760e-01 2.192519e-01 0.0535549841 -5.936641e-02
## 2 -0.63646246 1.058981e-02 4.893569e-02 0.1007589824 -2.770142e-01
## 3 -0.83861638 1.808546e-01 -1.130587e-02 0.1116063154 -1.788456e-01
## 4 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 5 -1.10441568 -5.521760e-01 2.192519e-01 0.0535549841 -5.936641e-02
## 6 -1.10441568 -5.521760e-01 2.192519e-01 0.0535549841 -5.936641e-02
## 7 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 8 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 9 -1.03244088 -5.487743e-01 -8.157084e-02 0.0517514739 -6.468404e-02
## 10 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 11 -1.10441568 -5.521760e-01 2.192519e-01 0.0535549841 -5.936641e-02
## 12 -1.03244088 -5.487743e-01 -8.157084e-02 0.0517514739 -6.468404e-02
## 13 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 14 -1.03244088 -5.487743e-01 -8.157084e-02 0.0517514739 -6.468404e-02
## 15 -0.91059118 1.774528e-01 2.895169e-01 0.1134098255 -1.735280e-01
## 16 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 17 -0.43665745 -5.229848e-01 7.209520e-02 0.0282250817 6.871165e-01
## 18 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 19 -1.10441568 -5.521760e-01 2.192519e-01 0.0535549841 -5.936641e-02
## 20 -0.90790580 -5.464402e-01 2.797033e-01 0.0531811800 -1.582959e-01
## 21 -0.60322904 -1.115452e+00 -2.931301e-01 -0.0314739550 -2.267619e-01
## 22 -0.71894601 5.352847e-01 3.227067e-01 0.1030981791 7.744870e-01
## 23 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 24 -0.65057191 -5.380398e-01 3.197825e-02 0.0511709133 -2.535156e-01
## 25 -0.11561248 -5.149148e-01 4.938206e-01 0.0292809836 4.945753e-01
## 26 -1.24450738 -3.119257e+00 1.476560e-01 -0.5191720619 5.467349e-02
## 27 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 28 -0.05597226 -5.218538e-01 -1.316120e-01 0.0492482762 -5.014574e-01
## 29 0.16720317 -1.701173e+00 -9.755105e-02 -0.1728853687 4.520538e-01
## 30 -0.51131763 1.975064e-01 3.827316e-01 0.0902572374 6.772020e-01
## 31 -0.77510700 -5.403739e-01 -3.292959e-01 0.0497412073 -1.599038e-01
## 32 -0.85153088 8.578804e-01 -8.808518e-03 0.1259111471 -1.857173e-01
## 33 -1.04359168 -5.495115e-01 -8.892443e-02 0.0519185215 -5.565668e-02
## 34 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 35 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 36 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 37 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 38 -1.03244088 -5.487743e-01 -8.157084e-02 0.0517514739 -6.468404e-02
## 39 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 40 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 41 -0.14080116 -5.133944e-01 -4.985133e-01 0.0249124475 6.136613e-01
## 42 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 43 -0.70514213 -5.321224e-01 3.124666e-01 0.0304023959 7.913636e-01
## 44 -0.70514213 -5.321224e-01 3.124666e-01 0.0304023959 7.913636e-01
## 45 -1.24450738 -3.119257e+00 1.476560e-01 -0.5191720619 5.467349e-02
## 46 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 47 -0.83593100 -5.430384e-01 -2.111950e-02 0.0513776699 -1.636135e-01
## 48 -1.04359168 -5.495115e-01 -8.892443e-02 0.0519185215 -5.565668e-02
## 49 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 50 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 51 -0.63316733 -5.287207e-01 1.164386e-02 0.0285988858 7.860460e-01
## 52 -0.61683112 -1.722869e+00 1.506288e-03 -0.1707303754 8.010902e-01
## 53 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 54 -1.10441568 -5.521760e-01 2.192519e-01 0.0535549841 -5.936641e-02
## 55 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 56 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
## 57 -1.30092557 -5.579119e-01 1.588006e-01 0.0539287881 3.956304e-02
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## 655 1.69218954 1.926965e+00 4.018562e-01 0.0216336396 6.477869e-01
## 656 0.38182369 -5.006102e-01 -3.612809e-01 0.0247933205 3.710371e-01
## 657 0.99658477 -4.635313e-01 -5.916672e+00 0.0145598595 -4.678250e-01
## 658 0.70868557 -4.771384e-01 -4.713381e+00 0.0217738999 -4.465545e-01
## 659 1.47167660 -4.720930e-01 -5.740152e-02 0.0238868763 -1.503207e-01
## 660 1.10538799 1.181230e-01 8.841687e-01 0.0792995132 -1.385929e-01
## 661 2.34533453 7.717859e-03 9.034771e-01 0.0423142847 3.297955e-01
## 662 0.78734401 -2.413456e-01 -2.311185e-01 0.0495855904 1.598773e-01
## 663 2.07607772 -3.170126e-01 -5.641488e-01 0.0362916954 -3.533102e-01
## 664 1.09588843 -4.810685e-01 1.813473e-01 0.0251016143 -1.936307e-02
## 665 0.53355740 -5.046463e-01 4.974200e-02 0.0481268639 -7.982457e-01
## 666 0.04860823 -1.998174e-01 -4.083899e-01 0.0789579586 -5.383869e-01
## 667 0.15168843 -5.153807e-01 -6.380709e-02 0.0487074245 -6.094142e-01
## 668 2.21495732 -3.091874e-01 -8.208500e-01 0.0334859001 -4.127920e-01
## 669 1.89915957 -4.556289e-01 7.828041e-01 0.0240735277 -4.819821e-01
## 670 2.02254157 -1.035025e-01 -1.785155e+00 0.0453301154 -2.805513e-01
## 671 1.51899475 -3.001021e-01 -7.234069e-01 0.0401682104 -8.371479e-02
## 672 0.27740729 -5.034431e-01 6.147233e-01 0.0285333754 2.967164e-01
## 673 0.77897412 -2.713225e-01 -1.181085e+00 0.0649690153 -7.875922e-01
## 674 0.51243958 -4.965172e-01 3.522911e-01 0.0268572039 2.195514e-01
## 675 0.68301053 1.076737e+00 -2.229254e-01 0.0943520469 1.631097e-01
## 676 2.09770706 -4.592565e-01 -1.593415e+00 0.0185922921 -2.119037e-01
## 677 2.13025571 -3.983047e-02 -5.311552e-01 0.0602866175 -3.972892e-01
## 678 2.10344932 -3.165598e-01 -8.943859e-01 0.0351563755 -3.225184e-01
## 679 1.01494575 -4.832342e-01 -8.477547e-01 0.0215683159 1.448598e-01
## 680 1.49641638 -1.287893e-01 3.058972e-01 0.0582887813 -2.252732e-01
## 681 1.46052580 -4.728302e-01 -6.475511e-02 0.0240539238 -1.412933e-01
## 682 0.81437666 -4.851679e-01 1.339805e-01 0.0241787470 8.822220e-02
## 683 0.72394438 -7.443207e-01 7.325070e-02 -0.0063858271 1.646250e-01
## 684 0.11534894 -5.145975e-01 -1.063495e+00 0.0445059360 -4.813008e-01
## 685 0.30831944 2.243792e-01 -6.816910e-01 0.0827698222 4.098762e-01
## 686 1.16279323 -4.766451e-01 2.254688e-01 0.0240993290 -7.352725e-02
## 687 0.32708049 -5.015158e-01 2.991934e-01 0.0270639604 3.094535e-01
## 688 2.76342879 -3.064989e-01 -7.128627e-02 0.0130925384 3.320134e-01
## 689 0.14361106 -8.904690e-01 -1.676148e+00 -0.0102814213 -4.516735e-01
## 690 0.27740729 -5.034431e-01 6.147233e-01 0.0285333754 2.967164e-01
## 691 1.74969446 -2.684024e-01 -3.236228e-01 0.0191046924 7.899663e-01
## 692 1.82629708 6.927930e-01 -8.735318e-01 0.0900982096 -2.853846e-01
## 693 1.32078072 -4.720993e-01 6.088037e-01 0.0250278924 -1.942212e-01
## 694 1.78087827 -4.493812e-01 3.938420e-01 0.0002388417 6.602186e-01
## 695 0.53202005 -2.545957e-01 -9.259787e-01 0.0691311584 -7.014879e-01
## 696 2.14433186 -4.507464e-01 -1.695167e-01 0.0207949064 -4.614540e-01
## 697 1.84948637 -4.575562e-01 1.098334e+00 0.0255429427 -4.947192e-01
## 698 0.79387971 -1.115289e-03 -5.741520e-01 0.0686926259 2.043665e-01
## 699 1.46153660 -4.700496e-01 6.324871e-01 0.0254893260 -2.480138e-01
## 700 0.54470820 -5.039090e-01 5.709559e-02 0.0479598164 -8.072731e-01
## 701 2.01355549 -2.723917e-01 -2.190656e-01 0.0163134193 6.369224e-01
## 702 1.98873295 6.343488e-02 4.597676e-01 0.0466396605 5.491526e-01
## 703 0.16283923 -5.146435e-01 -5.645350e-02 0.0485403770 -6.184416e-01
## 704 1.32907329 -6.950062e-01 -4.629456e-01 -0.0280184088 1.014048e+00
## 705 2.64176803 -4.364417e-01 -1.024618e+00 0.0163072432 -5.849922e-01
## 706 0.02009300 4.050595e-01 -7.416226e-02 0.1166291545 -5.786362e-01
## 707 1.61327114 -2.952258e-01 -1.009522e+00 0.0380306053 -1.070871e-01
## 708 0.85188826 -4.867584e-01 -8.861452e-01 0.0214409773 2.167071e-01
## 709 0.76876266 -4.908974e-01 -5.926761e-01 0.0234115350 2.310521e-01
## 710 0.46612605 -2.562386e-01 -2.728581e-01 0.0715688458 -7.540442e-01
## 711 1.96594886 3.213470e-01 -1.198530e+00 0.0787041948 -2.816476e-01
## 712 0.56877231 3.154220e-01 -3.023453e-01 0.0888258851 2.676719e-01
## 713 0.38705778 -1.824284e-01 -6.998837e-03 0.0574418331 3.086334e-01
## 714 2.70103577 -5.758850e-01 -1.923059e+00 -0.0339839408 4.598538e-01
## 715 2.19641412 -1.754155e-01 -1.531011e+00 0.0456257832 -2.919385e-01
## 716 2.12575092 -3.150853e-01 -8.796787e-01 0.0348222804 -3.405731e-01
## 717 2.08756706 -4.572131e-01 -9.035268e-01 0.0201947418 -3.095968e-01
## 718 1.00379495 -4.839715e-01 -8.551083e-01 0.0217353634 1.538871e-01
## 719 1.04376349 9.883017e-01 -1.299336e-01 0.0959881826 -1.496280e-03
## 720 0.17944767 -2.374664e-01 -3.921040e-01 0.0760962237 -5.830072e-01
## 721 1.73360731 -2.671921e-01 -1.209002e+00 0.0343410371 -2.121270e-01
## 722 1.55788981 8.696141e-02 -2.807888e-01 0.0690639832 -2.315075e-01
## 723 2.75430194 -3.648436e-02 -1.930724e+00 0.0479794095 -5.768779e-01
## 724 2.61898215 -5.547679e-01 1.331024e+00 0.0099826418 -8.776105e-01
## 725 1.45646660 -4.690279e-01 9.774314e-01 0.0262905509 -2.968603e-01
## 726 0.50517500 -5.078796e-01 -3.172631e-01 0.0478267816 -7.223171e-01
## 727 0.88020847 -2.628327e-01 8.053098e-01 0.0506329173 -1.328475e-02
## 728 0.22484701 -5.023755e-01 -4.737354e-02 0.0253001593 3.850105e-01
## 729 0.21038222 -8.869715e-01 -4.090566e-01 -0.0255517788 4.564365e-01
## 730 1.94153623 -1.572738e-01 8.084616e-01 0.0535894086 -5.169476e-01
## 731 1.54710037 -1.240815e-01 6.876094e-01 0.0582547684 -3.192566e-01
## 732 1.28631752 -4.770916e-01 -1.104993e-01 0.0240936328 -6.041860e-02
## 733 1.50655638 -1.308327e-01 -3.839914e-01 0.0566863315 -1.275801e-01
## 734 2.49991948 -3.084833e-01 -1.398821e+00 0.0294942500 -4.771919e-01
## 735 2.94761042 -2.707231e-01 1.870006e-02 -0.0103815888 1.236112e+00
## 736 1.48524181 -6.443898e-01 3.004299e-01 0.0030011074 -2.132598e-01
## 737 0.16790923 -5.156652e-01 -4.013978e-01 0.0477391521 -5.695950e-01
## 738 2.51720099 -1.309855e-01 -3.751507e-01 0.0248932554 4.027856e-01
## 739 2.86954740 -4.304674e-01 3.804651e-01 0.0209361526 -8.608816e-01
## 740 2.40267764 -3.253625e-01 -4.873845e-01 0.0349427590 -4.969521e-01
## 741 3.24806485 -2.959035e-01 1.502916e+00 0.0125796238 -1.514633e-01
## 742 1.51729060 -4.663634e-01 6.692550e-01 0.0246540883 -2.931506e-01
## 743 0.36057362 -8.287587e-01 -3.779639e-01 -0.0171293333 3.934735e-01
## 744 1.19798723 -2.745472e-01 -4.478560e-01 0.0436101089 1.997194e-03
## 745 1.56088300 -4.661950e-01 1.427199e-03 0.0225504960 -2.225396e-01
## 746 0.90702978 1.700470e-01 8.237860e-01 0.0831606033 -3.991160e-02
## 747 1.66823592 -3.028754e-01 1.047045e+00 0.0429059475 -4.087799e-01
## 748 0.06944108 6.973047e-01 -3.876870e-01 0.1210911670 -5.708064e-01
## 749 1.54129635 -2.986276e-01 -7.086997e-01 0.0398341154 -1.017695e-01
## 750 1.58005435 3.657586e-01 1.056150e-02 0.0873393833 -2.429578e-01
## 751 1.65200399 -2.535880e-01 -1.015116e+00 0.0181868809 9.143109e-01
## 752 1.62196567 -2.754904e-01 -5.956799e-02 0.0217434402 8.404208e-01
## 753 1.20113423 -8.944928e-01 -4.460620e-01 -0.0335707939 5.128263e-03
## 754 0.86693695 -4.862355e-01 7.960774e-01 0.0274119632 -7.199152e-05
## 755 0.94831774 -4.325548e-02 1.540718e-01 0.0668559637 3.501774e-02
## 756 2.11814404 -4.415956e-01 4.779768e-01 0.0003264712 5.074965e-01
## 757 0.97024245 3.819669e-01 5.174993e-01 0.0915132617 -4.058114e-02
## 758 1.51630306 2.046795e-01 1.014149e+00 0.0826446567 -3.492292e-01
## 759 0.83194721 -2.383967e-01 -2.017041e-01 0.0489174003 1.237679e-01
## 760 0.18667144 2.190501e-01 -6.533826e-02 0.0860427473 4.024568e-01
## 761 -0.03904569 -1.492415e-01 -1.092489e+00 0.0806511810 -4.232073e-01
## 762 0.29433386 -1.308308e-01 -3.461534e-01 0.0599362803 3.749664e-01
## 763 1.36437312 -4.719309e-01 -5.902414e-02 0.0229243001 -1.236101e-01
## 764 1.02102655 -4.814753e-01 -4.954568e-01 0.0222024932 8.698585e-02
## 765 0.74747186 -4.895913e-01 8.985895e-02 0.0251810323 1.423864e-01
## 766 0.94610247 -2.611898e-01 1.521892e-01 0.0481952299 3.927154e-02
## 767 2.48973113 -1.753282e-01 -3.622084e-01 0.0445049590 -6.276221e-01
## 768 0.58441438 -4.931154e-01 5.146838e-02 0.0250536937 2.142337e-01
## 769 1.15439483 -2.747156e-01 2.199718e-01 0.0457137013 -6.861382e-02
## 770 0.57886952 5.841211e-01 3.748832e-01 0.0760042739 1.199265e+00
## 771 1.34636171 -2.846538e-01 6.253490e-01 0.0444939076 -2.163307e-01
## 772 0.50010500 -5.068580e-01 2.768124e-02 0.0486280065 -7.711636e-01
## 773 0.78880971 -9.361987e-05 -2.292077e-01 0.0694938508 1.555199e-01
## 774 2.87185167 -7.812830e-02 -5.992221e-01 0.0509314979 -7.623387e-01
## 775 0.07323329 -6.606560e-02 -4.212293e-01 0.0664075316 4.916690e-01
## 776 0.32300963 -5.081244e-01 -9.956897e-01 0.0439650844 -5.892576e-01
## 777 1.43556861 -6.463171e-01 6.159598e-01 0.0044705224 -2.259969e-01
## 778 0.93283095 -4.845927e-01 1.429567e-01 0.0249742757 5.248429e-02
## 779 2.17060896 1.370220e-01 -1.132590e+00 0.0677155041 -3.853360e-01
## 780 1.73628667 2.110826e-01 -9.305058e-01 0.0749974993 -2.096151e-01
## 781 0.38182369 -5.006102e-01 -3.612809e-01 0.0247933205 3.710371e-01
## 782 0.55837898 -1.751720e-01 -9.388815e-01 0.0526994929 3.287899e-01
## 783 0.97292477 -1.963375e-01 1.392697e-01 0.0305922723 1.069606e+00
## 784 0.94196134 -7.115420e-01 1.484355e-01 -0.0035974659 4.756973e-02
## PC6 PC7 PC8
## 1 -0.002080531 0.0055937328 4.271075e-04
## 2 0.031270144 0.0035345606 4.657184e-04
## 3 0.028419375 0.0041968610 4.942512e-04
## 4 -0.001195833 0.0094399247 4.560014e-04
## 5 -0.002080531 0.0055937328 4.271075e-04
## 6 -0.002080531 0.0055937328 4.271075e-04
## 7 -0.001195833 0.0094399247 4.560014e-04
## 8 -0.001195833 0.0094399247 4.560014e-04
## 9 0.029044455 0.0050494016 5.911406e-04
## 10 -0.001195833 0.0094399247 4.560014e-04
## 11 -0.002080531 0.0055937328 4.271075e-04
## 12 0.029044455 0.0050494016 5.911406e-04
## 13 -0.001195833 0.0094399247 4.560014e-04
## 14 0.029044455 0.0050494016 5.911406e-04
## 15 -0.002705611 0.0047411921 3.302181e-04
## 16 -0.001195833 0.0094399247 4.560014e-04
## 17 0.147374185 -0.0112496533 7.967547e-04
## 18 -0.001195833 0.0094399247 4.560014e-04
## 19 -0.002080531 0.0055937328 4.271075e-04
## 20 -0.002965229 0.0017475408 3.982137e-04
## 21 -0.008271007 -0.0043960554 4.127760e-04
## 22 0.110013551 -0.0101586476 5.552314e-04
## 23 -0.001195833 0.0094399247 4.560014e-04
## 24 0.006270714 -0.0010788706 4.624593e-04
## 25 0.114479803 -0.0183977061 5.749339e-04
## 26 0.033031373 0.0356928932 -1.379033e-03
## 27 -0.001195833 0.0094399247 4.560014e-04
## 28 -0.091284458 -0.0037771076 1.144496e-04
## 29 0.090507629 -0.0460132050 5.041598e-04
## 30 0.116508819 -0.0077116709 5.647260e-04
## 31 0.038280398 0.0022229902 6.553863e-04
## 32 0.008169099 0.0091601751 1.506343e-04
## 33 0.008040111 0.0066135133 5.202470e-04
## 34 -0.001195833 0.0094399247 4.560014e-04
## 35 -0.001195833 0.0094399247 4.560014e-04
## 36 -0.001195833 0.0094399247 4.560014e-04
## 37 -0.001195833 0.0094399247 4.560014e-04
## 38 0.029044455 0.0050494016 5.911406e-04
## 39 -0.001195833 0.0094399247 4.560014e-04
## 40 -0.001195833 0.0094399247 4.560014e-04
## 41 0.124722083 -0.0099280609 8.123527e-04
## 42 -0.001195833 0.0094399247 4.560014e-04
## 43 0.117133898 -0.0068591302 6.616154e-04
## 44 0.117133898 -0.0068591302 6.616154e-04
## 45 0.033031373 0.0356928932 -1.379033e-03
## 46 -0.001195833 0.0094399247 4.560014e-04
## 47 0.028159756 0.0012032097 5.622467e-04
## 48 0.008040111 0.0066135133 5.202470e-04
## 49 -0.001195833 0.0094399247 4.560014e-04
## 50 -0.001195833 0.0094399247 4.560014e-04
## 51 0.148258884 -0.0074034614 8.256485e-04
## 52 0.156737716 -0.0029897026 3.695482e-04
## 53 -0.001195833 0.0094399247 4.560014e-04
## 54 -0.002080531 0.0055937328 4.271075e-04
## 55 -0.001195833 0.0094399247 4.560014e-04
## 56 -0.001195833 0.0094399247 4.560014e-04
## 57 -0.001195833 0.0094399247 4.560014e-04
## 58 -0.001195833 0.0094399247 4.560014e-04
## 59 -0.001195833 0.0094399247 4.560014e-04
## 60 -0.001195833 0.0094399247 4.560014e-04
## 61 -0.001195833 0.0094399247 4.560014e-04
## 62 0.093597097 -0.0093837297 6.483197e-04
## 63 0.006398301 0.0100074915 -2.899282e-05
## 64 -0.001195833 0.0094399247 4.560014e-04
## 65 0.076555524 -0.0221734284 5.108382e-04
## 66 0.028159756 0.0012032097 5.622467e-04
## 67 0.148258884 -0.0074034614 8.256485e-04
## 68 -0.002080531 0.0055937328 4.271075e-04
## 69 -0.001195833 0.0094399247 4.560014e-04
## 70 -0.001195833 0.0094399247 4.560014e-04
## 71 0.006270714 -0.0010788706 4.624593e-04
## 72 -0.001195833 0.0094399247 4.560014e-04
## 73 0.117133898 -0.0068591302 6.616154e-04
## 74 -0.001195833 0.0094399247 4.560014e-04
## 75 -0.001195833 0.0094399247 4.560014e-04
## 76 0.141138537 -0.0107029788 7.192645e-04
## 77 0.148258884 -0.0074034614 8.256485e-04
## 78 -0.028271427 -0.0084694426 3.271302e-04
## 79 -0.001195833 0.0094399247 4.560014e-04
## 80 -0.001195833 0.0094399247 4.560014e-04
## 81 -0.001195833 0.0094399247 4.560014e-04
## 82 -0.001195833 0.0094399247 4.560014e-04
## 83 -0.020084580 0.0048781076 3.429694e-04
## 84 0.084361154 -0.0065573183 5.840740e-04
## 85 0.003691175 0.0213951375 -8.817964e-05
## 86 0.021924108 0.0017498842 4.847565e-04
## 87 -0.001195833 0.0094399247 4.560014e-04
## 88 -0.001195833 0.0094399247 4.560014e-04
## 89 0.058400043 -0.0031873134 6.973860e-04
## 90 0.017276054 0.0037871019 5.844927e-04
## 91 -0.001195833 0.0094399247 4.560014e-04
## 92 -0.001195833 0.0094399247 4.560014e-04
## 93 -0.002080531 0.0055937328 4.271075e-04
## 94 -0.001195833 0.0094399247 4.560014e-04
## 95 -0.003728290 0.0053512136 5.135992e-04
## 96 -0.001195833 0.0094399247 4.560014e-04
## 97 -0.001195833 0.0094399247 4.560014e-04
## 98 -0.001195833 0.0094399247 4.560014e-04
## 99 -0.001195833 0.0094399247 4.560014e-04
## 100 -0.001195833 0.0094399247 4.560014e-04
## 101 -0.001195833 0.0094399247 4.560014e-04
## 102 -0.002705611 0.0047411921 3.302181e-04
## 103 0.029044455 0.0050494016 5.911406e-04
## 104 -0.001195833 0.0094399247 4.560014e-04
## 105 -0.050748880 0.0053089910 1.113521e-04
## 106 0.023736264 -0.0180277501 4.177775e-04
## 107 -0.001195833 0.0094399247 4.560014e-04
## 108 0.033031373 0.0356928932 -1.379033e-03
## 109 0.029929153 0.0088955936 6.200344e-04
## 110 -0.001195833 0.0094399247 4.560014e-04
## 111 0.117133898 -0.0068591302 6.616154e-04
## 112 0.168629155 -0.0028172385 6.423148e-04
## 113 -0.002080531 0.0055937328 4.271075e-04
## 114 -0.001195833 0.0094399247 4.560014e-04
## 115 -0.031742887 0.0082268956 2.530377e-04
## 116 0.038540017 0.0052166415 5.873907e-04
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## 775 0.151093490 -0.0072378596 7.805603e-04
## 776 -0.061807232 -0.0045639579 3.649743e-04
## 777 -0.020329696 -0.0516130104 1.087239e-04
## 778 0.025275876 -0.0277685465 2.622759e-04
## 779 -0.089137515 0.0269593075 -6.403410e-04
## 780 -0.057319885 0.0289355661 -5.337467e-04
## 781 -0.003958075 -0.0120819667 3.003099e-04
## 782 0.109146065 -0.0059886508 6.832629e-04
## 783 0.197927694 -0.0246538224 6.040017e-04
## 784 0.056537044 -0.0428287678 4.828856e-04
## category
## 1 Album Notes
## 2 Album Of Best Original Score Written For A Motion Picture Or A Television Special
## 3 Album Of The Year (Other Than Classical)
## 4 Album Of The Year -- Classical
## 5 Alternative Music Album
## 6 Americana Album
## 7 Banda Album
## 8 Banda Or Norteño Album
## 9 Best African Music Performance
## 10 Best Album Cover (Other Than Classical)
## 11 Best Album For Children
## 12 Best Album Of Original Instrumental Background Score Written For A Motion Picture Or Television
## 13 Best Album Or Original Instrumental Background Score Written For A Motion Picture Or Television
## 14 Best Alternative Jazz Album
## 15 Best Americana Performance
## 16 Best Arrangement Accompanying Vocalist(S) Or Instrumentalist(S)
## 17 Best Arrangement For Voices
## 18 Best Arrangement For Voices (Duo, Group Or Chorus)
## 19 Best Arrangement On An Instrumental Recording
## 20 Best Audio Book, Narration, And Storytelling Recording
## 21 Best Banda Album
## 22 Best Bluegrass Recording
## 23 Best Bluegrass Recording (Vocal Or Instrumental)
## 24 Best Blues Album
## 25 Best Boxed Recording Package
## 26 Best Broadway Show Album
## 27 Best Chamber Music Or Other Small Ensemble Performance
## 28 Best Children'S Album
## 29 Best Children'S Music Album
## 30 Best Choral Performance, Classical
## 31 Best Classical Engineered Recording
## 32 Best Classical Performance - Chamber Music
## 33 Best Classical Performance - Chamber Music (Including Chamber Orchestra)
## 34 Best Classical Performance - Concerto Or Instrumental Soloist (With Full Orchestral Accompaniment)
## 35 Best Classical Performance - Instrumental Solo With Orchestra
## 36 Best Classical Performance - Instrumental Solo Without Orchestra
## 37 Best Classical Performance - Instrumental Soloist (With Orchestra)
## 38 Best Classical Performance - Instrumental Soloist(S) (Without Orchestra)
## 39 Best Classical Performance - Instrumentalist (Other Than Concerto-Scale Accompaniment)
## 40 Best Classical Performance - Opera Cast Or Choral
## 41 Best Classical Performance - Vocal Soloist (With Or Without Orchestra)
## 42 Best Classical Performance Instrumental Solo Without Orchestra
## 43 Best Classical Performance, Instrumental Soloist (With Orchestra)
## 44 Best Classical Performance, Instrumental Soloist (Without Orchestra)
## 45 Best Classical Performance-Instrumental Soloist (Without Orchestra)
## 46 Best Classical Performance-Instrumental Soloist(S) (With Orchestra)
## 47 Best Classical Solo Vocal Album
## 48 Best Classical Vocal Solo
## 49 Best Classical Vocal Soloist
## 50 Best Classical Vocal Soloist Performance (With Or Without Orchestra)
## 51 Best Comedy Performance - Musical
## 52 Best Comedy Performance - Spoken Word
## 53 Best Composition By A Contemporary Composer
## 54 Best Concept Music Video
## 55 Best Contemporary (R&R) Group Performance, Vocal Or Instrumental
## 56 Best Contemporary (R&R) Performance - Group (Vocal Or Instrumental)
## 57 Best Contemporary (R&R) Single
## 58 Best Contemporary (R&R) Solo Vocal Performance - Male Or Female
## 59 Best Contemporary (R&R) Vocal Performance - Male
## 60 Best Contemporary (R&R) Vocal Performance, Female
## 61 Best Contemporary Album
## 62 Best Contemporary Blues Recording
## 63 Best Contemporary Christian Music Song
## 64 Best Contemporary Female Solo Vocal Performance
## 65 Best Contemporary Folk Recording
## 66 Best Contemporary Folk/Americana Album
## 67 Best Contemporary Instrumental Performance
## 68 Best Contemporary Jazz Performance (Instrumental)
## 69 Best Contemporary Male Solo Vocal Performance
## 70 Best Contemporary Performance By A Chorus
## 71 Best Contemporary R&B Gospel Album
## 72 Best Contemporary Single
## 73 Best Contemporary Song
## 74 Best Contemporary Vocal Performance By A Duo, Group Or Chorus
## 75 Best Contemporary Vocal Performance By A Group
## 76 Best Contemporary Vocal Performance, Female
## 77 Best Contemporary Vocal Performance, Male
## 78 Best Contemporary World Music Album
## 79 Best Contemporary-Pop Performance, Chorus
## 80 Best Contemporary-Pop Performance, Instrumental
## 81 Best Contemporary-Pop Vocal Performance, Female
## 82 Best Contemporary-Pop Vocal Performance, Male
## 83 Best Country & Western Album
## 84 Best Country & Western Performance
## 85 Best Country & Western Recording
## 86 Best Country & Western Single
## 87 Best Country & Western Solo Vocal Performance, Female
## 88 Best Country & Western Solo Vocal Performance, Male
## 89 Best Country & Western Song
## 90 Best Country & Western Vocal Performance - Female
## 91 Best Country & Western Vocal Performance, Male
## 92 Best Country Instrumental Performance (Orchestra, Group Of Soloist)
## 93 Best Country Instrumental Performance (Orchestra, Group Or Soloist)
## 94 Best Country Instrumental Performance, (Orchestra, Group Or Soloist)
## 95 Best Country Performance By A Duo Or Group With Vocals
## 96 Best Country Performance Duo Or Group
## 97 Best Country Performance, Duo Or Group - Vocal Or Instrumental
## 98 Best Country Vocal Performance - Female
## 99 Best Country Vocal Performance, Duet
## 100 Best Country Vocal Solo Performance, Male
## 101 Best Dance Pop Recording
## 102 Best Dance/Electronic Music Album
## 103 Best Dance/Electronica Album
## 104 Best Disco Recording
## 105 Best Electronic/Dance Album
## 106 Best Engineered Album - Non-Classical
## 107 Best Engineered Album, - Non-Classical
## 108 Best Engineered Record (Classical)
## 109 Best Engineered Record - Non-Classical
## 110 Best Engineered Recording (Non-Classical)
## 111 Best Engineered Recording - Non Classical
## 112 Best Engineering Contribution - Classical Recording
## 113 Best Engineering Contribution - Novelty
## 114 Best Engineering Contribution - Other Than Classical Or Novelty
## 115 Best Ethnic Or Traditional Folk Recording
## 116 Best Ethnic Or Traditional Recording (Including Traditional Blues)
## 117 Best Ethnic Traditional Recording
## 118 Best Female Rap Solo Performance
## 119 Best Global Music Album
## 120 Best Gospel Album By A Choir Or Chorus
## 121 Best Gospel Performance - Male
## 122 Best Gospel Performance By A Duo Or Group
## 123 Best Gospel Performance By A Duo Or Group, Choir Or Chorus
## 124 Best Gospel Performance Contemporary Or Inspirational
## 125 Best Gospel Performance, Contemporary
## 126 Best Gospel Performance, Contemporary Or Inspirational
## 127 Best Gospel Performance, Female
## 128 Best Gospel Performance, Male
## 129 Best Gospel Vocal Performance By A Duo, Group, Choir Or Chorus
## 130 Best Gospel/Contemporary Christian Music Performance
## 131 Best Hard Rock Performance With Vocal
## 132 Best Hard Rock/Metal Performance Vocal Or Instrumental
## 133 Best Historical Reissue Record
## 134 Best Historical Repackage Album
## 135 Best Inspirational Performance (Non-Classical)
## 136 Best Instrumental Arrangement Accompanying A Vocalist(S)
## 137 Best Instrumental Arrangement Accompanying Vocals
## 138 Best Instrumental Arrangement With Accompanying Vocal(S)
## 139 Best Instrumental Composition (Other Than Jazz)
## 140 Best Instrumental Composition Written For A Motion Picture, Television Or Other Visual Media.
## 141 Best Instrumental Jazz Performance (Group)
## 142 Best Instrumental Performance
## 143 Best Instrumental Performance (Other Than Jazz)
## 144 Best Instrumental Performance - Non-Jazz
## 145 Best Instrumental Performance, Non-Jazz
## 146 Best Instrumental Soloist Performance (With Orchestra)
## 147 Best Instrumental Theme
## 148 Best Instrumental Theme Or Instrumental Version Of Song
## 149 Best Jazz Fusion Performance
## 150 Best Jazz Instrumental Performance Soloist (On A Jazz Recording)
## 151 Best Jazz Instrumental Performance, Solo
## 152 Best Jazz Instrumental Performance, Soloist (On A Jazz Recording)
## 153 Best Jazz Performance
## 154 Best Jazz Performance - Group
## 155 Best Jazz Performance By A Big Band
## 156 Best Jazz Performance By A Soloist
## 157 Best Jazz Performance Large Group
## 158 Best Jazz Performance, Group
## 159 Best Jazz Performance, Individual
## 160 Best Jazz Vocal
## 161 Best Jazz Vocal Performance - Male
## 162 Best Jazz Vocal Performance Duo Or Group
## 163 Best Jazz Vocal Performance, Duo Or Group
## 164 Best Latin Jazz Performance
## 165 Best Latin Pop Or Urban Album
## 166 Best Latin Rock, Alternative Or Urban Album
## 167 Best Latin Rock, Urban Or Alternative Album
## 168 Best Latin Rock/Alternative Album
## 169 Best Latin Rock/Alternative Performance
## 170 Best Latin Urban Album
## 171 Best Male Rap Solo Performance
## 172 Best Melodic Rap Performance
## 173 Best Merengue Album
## 174 Best Merengue Performance
## 175 Best Metal Performance With Vocal
## 176 Best Mexican-American Album
## 177 Best Mexican-American Music Performance
## 178 Best Mexican-American/Tejano Music Performance
## 179 Best Music Video - Long Form
## 180 Best Music Video - Short Form
## 181 Best Music Video, Long Form
## 182 Best Music Video, Short Form
## 183 Best Musical Cast Show Album
## 184 Best Musical Composition First Recorded And Released In 1958 (Over 5 Minutes Duration)
## 185 Best Musical Composition First Recorded And Released In 1959 (More Than 5 Minutes Duration)
## 186 Best Música Mexicana Album (Including Tejano)
## 187 Best Música Urbana Album
## 188 Best New Age Performance
## 189 Best New Age Recording
## 190 Best New Age, Ambient, Or Chant Album
## 191 Best New Artist Of 1959
## 192 Best New Artist Of 1960
## 193 Best New Artist Of 1961
## 194 Best New Artist Of 1963
## 195 Best New Artist Of 1964
## 196 Best New Classical Artist
## 197 Best New Classical Composition
## 198 Best New Country & Western Artist
## 199 Best New Country & Western Artist Of 1964
## 200 Best New Country Song
## 201 Best Norteño Album
## 202 Best Orchestral Recording
## 203 Best Original Cast Album (Broadway Or Tv)
## 204 Best Original Cast Show Album
## 205 Best Original Score From A Motion Picture Or Television Show
## 206 Best Original Score Written For A Motion Picture Or A Television Show
## 207 Best Original Score Written For A Motion Picture Or Television Show
## 208 Best Performance - Documentary Or Spoken Word (Other Than Comedy)
## 209 Best Performance By A Band For Dancing
## 210 Best Performance By A Chorus
## 211 Best Performance By A Chorus (7 Or More Persons)
## 212 Best Performance By A Dance Band
## 213 Best Performance By A Pop Single Artist
## 214 Best Performance By A Vocal Group
## 215 Best Performance By A Vocal Group (2 To 6)
## 216 Best Performance By A Vocal Group Or Chorus
## 217 Best Performance By An Orchestra - For Other Than Dancing
## 218 Best Performance By An Orchestra Or Instrumentalist With Orchestra - Primarily Not Jazz Or For Dancing
## 219 Best Performance Music Video
## 220 Best Performance Of A Choral Work
## 221 Best Pop Album
## 222 Best Pop Dance Recording
## 223 Best Pop Gospel Album
## 224 Best Pop Instrumental Performance (Orchestra, Group Or Soloist)
## 225 Best Pop Instrumental Performance By An Instrumental Performer
## 226 Best Pop Instrumental Performance, (Orchestra, Group Or Soloist)
## 227 Best Pop Perf. By A Duo Of Group With Vocal
## 228 Best Pop Performance By A Duo Or Group With Vocals
## 229 Best Pop Vocal Collaboration
## 230 Best Pop Vocal Performance By A Duo, Group Or Chorus
## 231 Best Pop Vocal Performance By A Group
## 232 Best Pop Vocal Performance By Duo, Group Or Chorus
## 233 Best Producer Of The Year
## 234 Best Progressive R&B Album
## 235 Best R&B Performance By A Duo Or Group With Vocals
## 236 Best R&B Performance By A Duo Or Group, Vocal Or Instrumental
## 237 Best R&B Vocal Performance By A Duo Or Group
## 238 Best R&B Vocal Performance By A Group
## 239 Best Rap/Sung Performance
## 240 Best Recording For Children - Single Or Album, Musical Or Spoken
## 241 Best Recording Package - Boxed
## 242 Best Regional Mexican Album
## 243 Best Rhythm & Blues Group Performance, Vocal Or Instrumental
## 244 Best Rhythm & Blues Performance By A Duo Or Group, Vocal Or Instrumental
## 245 Best Rhythm & Blues Solo Vocal Performance, Female
## 246 Best Rhythm & Blues Solo Vocal Performance, Male
## 247 Best Rhythm & Blues Solo Vocal Performance, Male Or Female
## 248 Best Rhythm & Blues Vocal Performance, Female
## 249 Best Rhythm & Blues Vocal Performance, Male
## 250 Best Rock & Roll Recording
## 251 Best Rock Instrumental Performance (Orchestra, Group Or Soloist)
## 252 Best Rock Instrumental Performance, (Orchestra, Group Or Soloist)
## 253 Best Rock Or Rap Gospel Album
## 254 Best Rock Performance By A Duo Or Group With Vocals
## 255 Best Rock Vocal Performance - Female
## 256 Best Rock Vocal Performance, Female, Male
## 257 Best Rock Vocal Performance, Solo
## 258 Best Rock/Contemporary Gospel Album
## 259 Best Sacred Performance
## 260 Best Sacred Performance (Musical)
## 261 Best Sacred Performance (Non-Classical)
## 262 Best Salsa Album
## 263 Best Salsa Performance
## 264 Best Salsa/Merengue Album
## 265 Best Score From The Original Cast Show Album
## 266 Best Score Soundtrack Album For A Motion Picture, Television Or Other Visual Media
## 267 Best Score Soundtrack Album For Motion Picture, Television Or Other Visual Media
## 268 Best Score Soundtrack For Video Games And Other Interactive Media
## 269 Best Score Soundtrack For Visual Media (Includes Film And Television)
## 270 Best Show Album (Original Cast)
## 271 Best Small Ensemble Performance
## 272 Best Solo Rock Vocal Performance
## 273 Best Solo Vocal Performance, Male
## 274 Best Song Written For A Motion Picture Or For Television
## 275 Best Song Written For A Motion Picture, Television Or Other Visual Media
## 276 Best Song Written For A Motion Picture, Television Or Other Visual Media.
## 277 Best Song Written For Motion Picture, Television Or Other Visual Media
## 278 Best Song Written Specifically For A Motion Picture Or For Television
## 279 Best Song Written Specifically For A Motion Picture Or Television
## 280 Best Soul Gospel Performance - Male
## 281 Best Soul Gospel Performance By A Duo Or Group
## 282 Best Soul Gospel Performance By A Duo Or Group, Choir Or Chorus
## 283 Best Soul Gospel Performance By A Duo, Group, Choir Or Chorus
## 284 Best Soul Gospel Performance By A Duo, Group, Choir Or Chorus - Singles, Albums Or Tracks
## 285 Best Soul Gospel Performance, Male
## 286 Best Soul Gospel Vocal Performance By A Duo, Group, Choir Or Chorus
## 287 Best Soul Gospel Vocal Performance, Female, Male
## 288 Best Sound Track Album - Background Score From A Motion Picture Or Television
## 289 Best Sound Track Album Or Recording Of Original Cast From Motion Picture Or Television
## 290 Best Sound Track Album Or Recording Of Score From Motion Picture Of Television
## 291 Best Sound Track Album, Dramatic Picture Score Or Original Cast
## 292 Best Sound Track Album, Original Cast - Motion Picture Or Television
## 293 Best Soundtrack Album
## 294 Best Soundtrack Album Or Recording Of Music Score From A Motion Picture Of Television
## 295 Best Southern Gospel Album
## 296 Best Southern Gospel, Country Gospel Or Bluegrass Album
## 297 Best Southern Gospel, Country Gospel Or Bluegrass Gospel Album
## 298 Best Southern, Country Or Bluegrass Gospel Album
## 299 Best Spoken Word Album (Includes Poetry, Audio Books & Story Telling)
## 300 Best Spoken Word Or Non-Musical Album
## 301 Best Spoken Word Poetry Album
## 302 Best Tejano Music Performance
## 303 Best Tejano Performance
## 304 Best Traditional Gospel Album
## 305 Best Traditional Pop Performance
## 306 Best Traditional R&B Vocal Album
## 307 Best Traditional Soul Gospel Performance
## 308 Best Traditional Tropical Latin Album
## 309 Best Traditional World Music Album
## 310 Best Urban Contemporary Album
## 311 Best Urban/Alternative Performance
## 312 Best Video, Short Form
## 313 Best Vocal Arrangement For Two Or More Voices
## 314 Best Vocal Performance Album, Female
## 315 Best Vocal Performance Album, Male
## 316 Best Vocal Performance Single Record Or Track, Female
## 317 Best Vocal Performance Single Record Or Track, Male
## 318 Best Vocal Soloist Performance (With Or Without Orchestra)
## 319 Best Zydeco Or Cajun Music Album
## 320 Bluegrass Album
## 321 Blues Album
## 322 Boxed Or Special Limited Edition Package
## 323 Chamber Music Performance
## 324 Children'S Album
## 325 Choral Performance
## 326 Classical Album
## 327 Classical Contemporary Composition
## 328 Classical Crossover
## 329 Classical Vocal Performance
## 330 Classical Vocal Solo
## 331 Comedy Album
## 332 Compilation Soundtrack Album
## 333 Contemporary Blues Album
## 334 Contemporary Christian Music Song
## 335 Contemporary Classical Composition
## 336 Contemporary Folk Album
## 337 Contemporary Jazz Album
## 338 Contemporary R&B Album
## 339 Contemporary R&B Gospel Album
## 340 Contemporary World Music Album
## 341 Country Album
## 342 Country Collaboration With Vocal
## 343 Country Duo/Group Performance
## 344 Country Instrumental Performance
## 345 Country Performance By A Duo Or Group With Vocals
## 346 Country Solo Performance
## 347 Dance Recording
## 348 Dance/Electronica Album
## 349 Electronic/Dance Album
## 350 Engineered Album, Classical
## 351 Engineered Album, Non-Classical
## 352 Female Country Vocal Performance
## 353 Female Pop Vocal Performance
## 354 Female R&B Vocal Performance
## 355 Folk Album
## 356 Gospel Album
## 357 Gospel Performance
## 358 Gospel Song
## 359 Gospel/Contemporary Christian Music Performance
## 360 Hard Rock Performance
## 361 Hard Rock/Metal Performance
## 362 Hawaiian Music Album
## 363 Historical Album
## 364 Improvised Jazz Solo
## 365 Instrumental Arrangement
## 366 Instrumental Arrangement With Vocalist(S)
## 367 Instrumental Composition
## 368 Instrumental Solo
## 369 Instrumental Soloist Performance (Without Orchestr
## 370 Instrumental Soloist(S) Performance (With Orchestr
## 371 Jazz Instrumental Album, Individual Or Group
## 372 Jazz Vocal Album
## 373 Large Jazz Ensemble Album
## 374 Latin Jazz Album
## 375 Latin Pop Album
## 376 Latin Pop, Rock, Or Urban Album
## 377 Latin Rock, Alternative Or Urban Album
## 378 Male Country Vocal Performance
## 379 Male Pop Vocal Performance
## 380 Male R&B Vocal Performance
## 381 Metal Performance
## 382 Most Promising New Classical Recording Artist
## 383 Music Video/Long Form
## 384 Music Video/Short Form
## 385 Musical Album For Children
## 386 Musical Show Album
## 387 Musical Theater Album
## 388 Native American Music Album
## 389 New Age Album
## 390 Norteño Album
## 391 Opera Recording
## 392 Orchestral Performance
## 393 Pop Collaboration With Vocals
## 394 Pop Duo/Group Performance
## 395 Pop Instrumental Album
## 396 Pop Instrumental Performance
## 397 Pop Performance By A Duo Or Group With Vocals
## 398 Pop Solo Performance
## 399 Pop Vocal Album
## 400 Pop/Contemporary Gospel Album
## 401 Producer Of The Year, (Non-Classical)
## 402 R&B Album
## 403 R&B Performance
## 404 R&B Performance By A Duo Or Group With Vocals
## 405 R&B Song
## 406 Rap Album
## 407 Rap Duo/Group Performance
## 408 Rap Performance
## 409 Rap Solo Performance
## 410 Rap Song
## 411 Rap/Sung Collaboration
## 412 Recording Package
## 413 Reggae Album
## 414 Regional Mexican Or Tejano Album
## 415 Regional Roots Music Album
## 416 Remixer Of The Year, Non-Classical
## 417 Rock Album
## 418 Rock Instrumental Performance
## 419 Rock Or Rap Gospel Album
## 420 Rock Performance
## 421 Rock Performance By A Duo Or Group With Vocals
## 422 Rock Song
## 423 Score Soundtrack Album
## 424 Small Ensemble Performance
## 425 Solo Rock Vocal Performance
## 426 Song Mp/Tv/Ovm
## 427 Songwriter Of The Year, Non-Classical
## 428 Southern, Country, Or Bluegrass Gospel Album
## 429 Spoken Word Album
## 430 Spoken Word Album For Children
## 431 Surround Sound Album
## 432 Tejano Album
## 433 Traditional Blues Album
## 434 Traditional Folk Album
## 435 Traditional Gospel Album
## 436 Traditional Pop Vocal Album
## 437 Traditional R&B Performance
## 438 Traditional R&B Vocal Performance
## 439 Traditional World Music Album
## 440 Tropical Latin Album
## 441 Urban/Alternative Performance
## 442 Video Of The Year
## 443 World Music Album
## 444 Zydeco Or Cajun Music Album
## 445 Best Album Package
## 446 Best Alternative Music Album
## 447 Best Bluegrass Album
## 448 Best Boxed Or Special Limited Edition Package
## 449 Best Choral Performance
## 450 Best Classical Album
## 451 Best Classical Performance - Orchestra
## 452 Best Classical Vocal Performance
## 453 Best Classical Vocal Soloist Performance
## 454 Best Comedy Album
## 455 Best Comedy Recording
## 456 Best Compilation Soundtrack For Visual Media
## 457 Best Contemporary Blues Album
## 458 Best Country Album
## 459 Best Country Instrumental Performance
## 460 Best Country Performance By A Duo Or Group With Vocal
## 461 Best Country Vocal Performance, Female
## 462 Best Country Vocal Performance, Male
## 463 Best Dance Recording
## 464 Best Engineered Album, Classical
## 465 Best Engineered Album, Non-Classical
## 466 Best Engineered Recording - Non-Classical
## 467 Best Engineered Recording, Classical
## 468 Best Instrumental Arrangement
## 469 Best Jazz Vocal Album
## 470 Best Large Jazz Ensemble Album
## 471 Best Latin Jazz Album
## 472 Best Latin Pop Album
## 473 Best Metal Performance
## 474 Best New Age Album
## 475 Best Orchestral Performance
## 476 Best Polka Album
## 477 Best Pop Instrumental Performance
## 478 Best Pop Performance By A Duo Or Group With Vocal
## 479 Best Pop Vocal Album
## 480 Best Pop Vocal Performance, Female
## 481 Best Pop Vocal Performance, Male
## 482 Best R&B Album
## 483 Best R&B Performance By A Duo Or Group With Vocal
## 484 Best R&B Song
## 485 Best R&B Vocal Performance, Female
## 486 Best R&B Vocal Performance, Male
## 487 Best Rap Album
## 488 Best Recording For Children
## 489 Best Recording Package
## 490 Best Reggae Album
## 491 Best Rhythm & Blues Song
## 492 Best Rock Album
## 493 Best Rock Instrumental Performance
## 494 Best Rock Performance By A Duo Or Group With Vocal
## 495 Best Rock Song
## 496 Best Traditional Blues Album
## 497 Best Traditional Pop Vocal Album
## 498 Best Tropical Latin Album
## 499 Best World Music Album
## 500 Classical Producer Of The Year
## 501 Producer Of The Year, Classical
## 502 Producer Of The Year, Non-Classical
## 503 Album Of The Year
## 504 Best Album Notes
## 505 Best Chamber Music Performance
## 506 Best Country Song
## 507 Best Historical Album
## 508 Best Instrumental Composition
## 509 Best New Artist
## 510 Best Opera Recording
## 511 Record Of The Year
## 512 Song Of The Year
## 513 Album Of The Year - Classical
## 514 Album Of The Year Classical
## 515 Album Of The Year, Classical
## 516 Best Accompaniment Arrangement For Vocalist(S) Or Instrumentalist(S)
## 517 Best Album Cover
## 518 Best Album Cover - Classical
## 519 Best Album Cover - Graphic Arts
## 520 Best Album Cover - Other Than Classical
## 521 Best Album Cover - Photography
## 522 Best Album Cover, Graphic Arts
## 523 Best Album Cover, Photography
## 524 Best Album Created For Children
## 525 Best Album Notes (Classical)
## 526 Best Album Notes - Classical
## 527 Best Album Notes, Classical
## 528 Best Arrangement
## 529 Best Arrangement Accompanying A Vocalist Or Instrumentalist
## 530 Best Arrangement Accompanying Vocals
## 531 Best Background Arrangement
## 532 Best Background Arrangement (Behind Vocalist Or Instrumentalist)
## 533 Best Chamber Music Performance - Instrumental Or Vocal
## 534 Best Chamber Music Performance - Vocal
## 535 Best Chamber Performance - Instrumental
## 536 Best Choral Performance, (Other Than Opera)
## 537 Best Choral Performance, Classical (Other Than Opera)
## 538 Best Classical Chamber Music Performance - Instrumental Or Vocal
## 539 Best Classical Choral Performance
## 540 Best Classical Choral Performance (Other Than Opera)
## 541 Best Classical Composition By A Contemporary Composer
## 542 Best Classical Composition By Contemporary Composer
## 543 Best Classical Opera Production
## 544 Best Classical Orchestral Performance
## 545 Best Classical Performance - Choral (Including Oratorio)
## 546 Best Classical Performance - Choral (Other Than Opera)
## 547 Best Classical Performance - Concerto Or Instrumental Soloist
## 548 Best Classical Performance - Concerto Or Instrumental Soloist (Other Than Full Orchestral Accompaniment)
## 549 Best Classical Performance - Instrumental Soloist Or Duo (Other Than With Orchestral Accompaniment)
## 550 Best Classical Performance - Instrumental Soloist Or Duo (Without Orchestra)
## 551 Best Classical Performance - Instrumental Soloist Or Soloists (With Or Without Orchestra)
## 552 Best Classical Performance - Instrumental Soloist Or Soloists (Without Orchestra)
## 553 Best Classical Performance - Instrumental Soloist(S) (With Orchestra)
## 554 Best Classical Performance - Instrumentalist (With Concerto Scale Accompaniment)
## 555 Best Classical Performance - Operatic Or Choral
## 556 Best Classical Performance - Vocal Or Instrumental - Chamber Music
## 557 Best Classical Performance - Vocal Soloist
## 558 Best Classical Performance Instrumental Solo With Orchestra
## 559 Best Classical Performance Instrumental Soloist Or Soloists (With Orchestra)
## 560 Best Classical Performance Instrumental Soloist Or Soloists (Without Orchestra)
## 561 Best Classical Performance, Instrumental Soloist Or Soloists (With Orchestra)
## 562 Best Classical Performance, Instrumental Soloist Or Soloists (Without Orchestra)
## 563 Best Classical Performance, Instrumental Soloist(S) (With Orchestra)
## 564 Best Classical Performance, Instrumental Soloist(S) (Without Orchestra)
## 565 Best Classical Performance, Orchestra
## 566 Best Contemporary (R&R) Recording
## 567 Best Contemporary Group Performance (Vocal Or Instrumental)
## 568 Best Contemporary-Pop Performance, Vocal Duo Or Group
## 569 Best Country & Western Performance Duet, Trio Or Group (Vocal Or Instrumental)_
## 570 Best Country & Western Vocal Performance - Male
## 571 Best Country Performance By A Duo Group With Vocal
## 572 Best Dance/Electronic Recording
## 573 Best Documentary Or Spoken Word Recording (Other Than Comedy)
## 574 Best Documentary, Spoken Word Or Drama Recording (Other Than Comedy)
## 575 Best Engineered Recording
## 576 Best Engineered Recording (Classical)
## 577 Best Engineered Recording - Classical
## 578 Best Engineered Recording - Other Than Classical
## 579 Best Engineered Recording - Special Or Novel Effects
## 580 Best Engineering Contribution - Novelty Recording
## 581 Best Engineering Contribution - Other Than Novelty And Other Than Classical
## 582 Best Engineering Contribution - Popular Recording
## 583 Best Folk Performance
## 584 Best Folk Recording
## 585 Best Global Music Performance
## 586 Best Gospel Album By Choir Or Chorus
## 587 Best Gospel Or Other Religious Recording
## 588 Best Gospel Or Other Religious Recording (Musical)
## 589 Best Gospel Performance, Contemporary Or Insprirational
## 590 Best Gospel Vocal Performance, Female
## 591 Best Gospel Vocal Performance, Male
## 592 Best Hard Rock/Metal Performance
## 593 Best Instrumental Arrangement With Accompanying Vocals
## 594 Best Instrumental Jazz Performance - Group Or Soloist With Group
## 595 Best Instrumental Jazz Performance - Large Group
## 596 Best Instrumental Jazz Performance - Large Group Or Soloist With Large Group
## 597 Best Instrumental Jazz Performance - Small Group Or Soloist With Small Group
## 598 Best Instrumental Jazz Performance - Soloist Or Small Group
## 599 Best Instrumental Jazz Performance, Large Group Or Soloist With Large Group
## 600 Best Instrumental Jazz Performance, Small Group Or Soloist With Small Group
## 601 Best Jazz Composition Of More Than Five Minutes Duration
## 602 Best Jazz Performance - Large Group (Instrumental)
## 603 Best Jazz Performance - Large Group Or Soloist With Large Group
## 604 Best Jazz Performance - Small Group Or Soloist With Small Group
## 605 Best Jazz Performance - Soloist
## 606 Best Jazz Performance - Soloist Or Small Group (Instrumental)
## 607 Best Jazz Performance By A Soloist (Instrumental)
## 608 Best Jazz Performance Solo Or Small Group
## 609 Best Jazz Vocal Performance - Female
## 610 Best Music Video-Long Form
## 611 Best New Artist Of 1962
## 612 Best Original Jazz Composition
## 613 Best Performance - Folk
## 614 Best Performance - Instrumental Soloist Or Soloists (With Orchestra)
## 615 Best Performance - Instrumental Soloist Or Soloists (Without Orchestra)
## 616 Best Performance - Orchestra
## 617 Best Performance By A "Top 40" Artist
## 618 Best Performance By An Orchestra
## 619 Best Performance By An Orchestra - For Dancing
## 620 Best Performance By An Orchestra For Dancing
## 621 Best Performance, Documentary Or Spoken Word
## 622 Best Pop Instrumental Performance By An Arranger, Composer, Orchestra And/Or Choral Leader
## 623 Best R&B Instrumental Performance (Orchestra, Group Or Soloist)
## 624 Best Rhythm & Blues Performance
## 625 Best Rock Vocal Performance By A Duo Or Group
## 626 Best Sacred Recording (Musical)
## 627 Best Solo Vocal Performance, Female
## 628 Best Spoken Word Or Drama Recording
## 629 Best Traditional Tropical Latin Performance
## 630 Best Video
## 631 Best Video Album
## 632 Best Vocal Soloist Performance
## 633 Best Vocal Soloist Performance, Classical
## 634 Contemporary Christian Music Album
## 635 Country Song
## 636 Jazz Instrumental Album
## 637 Song Written For Visual Media
## 638 Best Album Of Original Score Written For A Motion Picture Or A Television Special
## 639 Best Alternative Music Performance
## 640 Best American Roots Performance
## 641 Best American Roots Song
## 642 Best Americana Album
## 643 Best Arrangement Accompanying Vocalist(S)
## 644 Best Arrangement On An Instrumental
## 645 Best Arrangement, Instrumental Or A Cappella
## 646 Best Arrangement, Instruments And Vocals
## 647 Best Cast Show Album
## 648 Best Chamber Music/Small Ensemble Performance
## 649 Best Choral Performance (Other Than Opera)
## 650 Best Classical Compendium
## 651 Best Classical Contemporary Composition
## 652 Best Classical Crossover Album
## 653 Best Classical Instrumental Solo
## 654 Best Classical Orchestral Recording
## 655 Best Classical Performance - Instrumental Soloist Or Soloists (With Orchestra)
## 656 Best Comedy Performance
## 657 Best Compilation Soundtrack Album For A Motion Picture, Television Or Other Visual Media
## 658 Best Compilation Soundtrack Album For Motion Picture, Television Or Other Visual Media
## 659 Best Contemporary Christian Music Album
## 660 Best Contemporary Christian Music Performance/Song
## 661 Best Contemporary Classical Composition
## 662 Best Contemporary Composition
## 663 Best Contemporary Folk Album
## 664 Best Contemporary Instrumental Album
## 665 Best Contemporary Jazz Album
## 666 Best Contemporary Jazz Performance
## 667 Best Contemporary R&B Album
## 668 Best Contemporary Soul Gospel Album
## 669 Best Country Collaboration With Vocals
## 670 Best Country Duo/Group Performance
## 671 Best Country Solo Performance
## 672 Best Country Vocal Collaboration
## 673 Best Country Vocal Performance By A Duo Or Group
## 674 Best Dance/Electronic Album
## 675 Best Ethnic Or Traditional Recording
## 676 Best Female Country Vocal Performance
## 677 Best Female Pop Vocal Performance
## 678 Best Female R&B Vocal Performance
## 679 Best Female Rock Vocal Performance
## 680 Best Folk Album
## 681 Best Gospel Album
## 682 Best Gospel Choir Or Chorus Album
## 683 Best Gospel Performance
## 684 Best Gospel Performance (Other Than Soul Gospel)
## 685 Best Gospel Performance, Traditional
## 686 Best Gospel Performance/Song
## 687 Best Gospel Song
## 688 Best Hard Rock Performance
## 689 Best Hawaiian Music Album
## 690 Best Immersive Audio Album
## 691 Best Improvised Jazz Solo
## 692 Best Inspirational Performance
## 693 Best Instrumental Arrangement Accompanying Vocal(S)
## 694 Best Instrumental Arrangement Accompanying Vocalist(S)
## 695 Best Instrumental Composition Written For A Motion Picture Or For Television
## 696 Best Instrumental Soloist Performance (Without Orchestra)
## 697 Best Instrumental Soloist(S) Performance (With Orchestra)
## 698 Best Jazz Fusion Performance, Vocal Or Instrumental
## 699 Best Jazz Instrumental Album
## 700 Best Jazz Instrumental Album, Individual Or Group
## 701 Best Jazz Instrumental Performance, Big Band
## 702 Best Jazz Instrumental Performance, Group
## 703 Best Jazz Instrumental Performance, Individual Or Group
## 704 Best Jazz Instrumental Performance, Soloist
## 705 Best Jazz Instrumental Solo
## 706 Best Jazz Performance By A Group
## 707 Best Jazz Vocal Performance
## 708 Best Jazz Vocal Performance, Female
## 709 Best Jazz Vocal Performance, Male
## 710 Best Large Jazz Ensemble Performance
## 711 Best Latin Pop Performance
## 712 Best Latin Recording
## 713 Best Latin Rock Or Alternative Album
## 714 Best Long Form Music Video
## 715 Best Male Country Vocal Performance
## 716 Best Male Pop Vocal Performance
## 717 Best Male R&B Vocal Performance
## 718 Best Male Rock Vocal Performance
## 719 Best Mexican-American Performance
## 720 Best Mexican/Mexican-American Album
## 721 Best Music Film
## 722 Best Music Video
## 723 Best Musical Album For Children
## 724 Best Musical Show Album
## 725 Best Musical Theater Album
## 726 Best Native American Music Album
## 727 Best New Artist Of The Year
## 728 Best Original Score Written For A Motion Picture Or A Television Special
## 729 Best Polka Recording
## 730 Best Pop Collaboration With Vocals
## 731 Best Pop Duo/Group Performance
## 732 Best Pop Instrumental Album
## 733 Best Pop Solo Performance
## 734 Best Pop/Contemporary Gospel Album
## 735 Best R&B Instrumental Performance
## 736 Best R&B Performance
## 737 Best R&B Vocal Performance By A Duo, Group Or Chorus
## 738 Best Rap Performance
## 739 Best Rap Performance By A Duo Or Group
## 740 Best Rap Solo Performance
## 741 Best Rap Song
## 742 Best Rap/Sung Collaboration
## 743 Best Reggae Recording
## 744 Best Regional Mexican Music Album (Including Tejano)
## 745 Best Regional Roots Music Album
## 746 Best Remixed Recording
## 747 Best Remixed Recording, Non-Classical
## 748 Best Rhythm & Blues Recording
## 749 Best Rock Gospel Album
## 750 Best Rock Performance
## 751 Best Rock Vocal Performance, Female
## 752 Best Rock Vocal Performance, Male
## 753 Best Roots Gospel Album
## 754 Best Score From An Original Cast Show Album
## 755 Best Score Soundtrack For Visual Media
## 756 Best Short Form Music Video
## 757 Best Small Ensemble Performance (With Or Without Conductor)
## 758 Best Song Written For Visual Media
## 759 Best Soul Gospel Performance
## 760 Best Soul Gospel Performance, Contemporary
## 761 Best Soul Gospel Performance, Female
## 762 Best Soul Gospel Performance, Traditional
## 763 Best Southern, Country, Or Bluegrass Gospel Album
## 764 Best Spoken Comedy Album
## 765 Best Spoken Word Album
## 766 Best Spoken Word Album (Includes Poetry, Audio Books & Storytelling)
## 767 Best Spoken Word Album For Children
## 768 Best Spoken Word Or Non-Musical Recording
## 769 Best Spoken Word Recording
## 770 Best Spoken Word, Documentary Or Drama Recording
## 771 Best Surround Sound Album
## 772 Best Tejano Album
## 773 Best Traditional Blues Recording
## 774 Best Traditional Folk Album
## 775 Best Traditional Folk Recording
## 776 Best Traditional Pop Vocal Performance
## 777 Best Traditional R&B Performance
## 778 Best Traditional R&B Vocal Performance
## 779 Best Traditional Soul Gospel Album
## 780 Best Tropical Latin Performance
## 781 Best Vocal Performance, Female
## 782 Best Vocal Performance, Male
## 783 Producer Of The Year
## 784 Producer Of The Year (Non-Classical)
## cluster
## 1 1
## 2 1
## 3 1
## 4 1
## 5 1
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## 7 1
## 8 1
## 9 1
## 10 1
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dist_matrix <- dist(pca_scores[,1:4])
hc <- hclust(dist_matrix, method = "ward.D2")
fviz_dend(hc, k =4, rect = TRUE, cex = 0.7,
main = "Hierarchical cluster")
## Warning: The `<scale>` argument of `guides()` cannot be `FALSE`. Use "none" instead as
## of ggplot2 3.3.4.
## ℹ The deprecated feature was likely used in the factoextra package.
## Please report the issue at <https://github.com/kassambara/factoextra/issues>.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
pca_scores$cluster <- cutree(hc, k = 4)
head(pca_scores)
## PC1 PC2 PC3 PC4 PC5 PC6
## 1 -1.1044157 -0.55217602 0.21925192 0.05355498 -0.05936641 -0.002080531
## 2 -0.6364625 0.01058981 0.04893569 0.10075898 -0.27701416 0.031270144
## 3 13.8423255 1.03248171 2.35349326 -0.14888725 0.23201006 -0.813138195
## 4 -0.8386164 0.18085460 -0.01130587 0.11160632 -0.17884562 0.028419375
## 5 -0.4488736 1.12979815 0.11571971 0.11951329 -0.39197565 -0.010545411
## 6 -1.3009256 -0.55791188 0.15880058 0.05392879 0.03956304 -0.001195833
## PC7 PC8
## 1 0.005593733 0.0004271075
## 2 0.003534561 0.0004657184
## 3 0.356287290 0.0651037535
## 4 0.004196861 0.0004942512
## 5 0.031482978 -0.0004465146
## 6 0.009439925 0.0004560014
## category
## 1 Album Notes
## 2 Album Of Best Original Score Written For A Motion Picture Or A Television Special
## 3 Album Of The Year
## 4 Album Of The Year (Other Than Classical)
## 5 Album Of The Year - Classical
## 6 Album Of The Year -- Classical
## cluster
## 1 1
## 2 2
## 3 3
## 4 2
## 5 2
## 6 1
library(tidyverse)
k <- 4
award_features$cluster <- factor(cutree(hc, k = k))
cluster_summary <- award_features %>%
group_by(cluster) %>%
summarise(
mean_nominations = mean(total_nominations),
mean_wins = mean(total_wins),
mean_win_rate = mean(win_rate),
mean_years_active = mean(years_active),
mean_unique_nominees = mean(unique_nominees),
mean_most_freq_nominee_count = mean(most_frequent_nominee_count),
mean_num_decades_active = mean(num_decades_active),
mean_noms_per_year = mean(nominations_per_year),
.groups = "drop"
)
print(cluster_summary)
## # A tibble: 4 × 9
## cluster mean_nominations mean_wins mean_win_rate mean_years_active
## <fct> <dbl> <dbl> <dbl> <dbl>
## 1 1 7.69 1.55 0.203 1.55
## 2 2 11.6 1.89 0.162 1.89
## 3 3 155. 30.1 0.196 30.1
## 4 4 51.2 9.88 0.194 9.88
## # ℹ 4 more variables: mean_unique_nominees <dbl>,
## # mean_most_freq_nominee_count <dbl>, mean_num_decades_active <dbl>,
## # mean_noms_per_year <dbl>
cluster_summary_ext <- award_features %>%
group_by(cluster) %>%
summarise(
nominations_range = paste0(min(total_nominations), "–", max(total_nominations)),
wins_range = paste0(min(total_wins), "–", max(total_wins)),
years_active_range = paste0(min(years_active), "–", max(years_active)),
.groups = "drop"
)
print(cluster_summary_ext)
## # A tibble: 4 × 4
## cluster nominations_range wins_range years_active_range
## <fct> <chr> <chr> <chr>
## 1 1 2–30 1–6 1–6
## 2 2 6–41 1–6 1–6
## 3 3 67–364 13–67 13–67
## 4 4 10–154 2–24 2–24