The Multidimensional Success of Pixar Films Visualized
Source:vignettes/multidimensional_success_of_pixar_films.Rmd
multidimensional_success_of_pixar_films.RmdOverview
This vignette is to recreate an analysis on Pixar ratings that can be found here.
Setup
library(pixarfilms)
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(ggplot2)
library(lubridate)
#>
#> Attaching package: 'lubridate'
#> The following objects are masked from 'package:base':
#>
#> date, intersect, setdiff, union
library(patchwork)Ratings
Rotten Tomatoes
pixar_films %>%
left_join(public_response) %>%
left_join(academy) # %>%
#> Joining with `by = join_by(film)`
#> Joining with `by = join_by(film)`
#> # A tibble: 93 × 24
#> number film release_date run_time film_rating plot rotten_tomatoes_score
#> <int> <chr> <date> <dbl> <chr> <chr> <dbl>
#> 1 1 Toy Sto… 1995-11-22 81 G "A c… 100
#> 2 1 Toy Sto… 1995-11-22 81 G "A c… 100
#> 3 1 Toy Sto… 1995-11-22 81 G "A c… 100
#> 4 1 Toy Sto… 1995-11-22 81 G "A c… 100
#> 5 1 Toy Sto… 1995-11-22 81 G "A c… 100
#> 6 1 Toy Sto… 1995-11-22 81 G "A c… 100
#> 7 2 A Bug's… 1998-11-25 95 G "A m… 92
#> 8 2 A Bug's… 1998-11-25 95 G "A m… 92
#> 9 2 A Bug's… 1998-11-25 95 G "A m… 92
#> 10 3 Toy Sto… 1999-11-24 92 G "Whe… 100
#> # ℹ 83 more rows
#> # ℹ 17 more variables: rotten_tomatoes_counts <dbl>, metacritic_score <dbl>,
#> # metacritic_counts <dbl>, cinema_score <chr>, imdb_score <dbl>,
#> # imdb_counts <dbl>, rotten_tomatoes_score_top_critics <dbl>,
#> # rotten_tomatoes_score_top_critics_votes <dbl>,
#> # rotten_tomatoes_popcorn_meter_score <dbl>,
#> # rotten_tomatoes_popcorn_meter_votes <dbl>, …
# mutate(year = year(release_date)
# # best = case_when(
#
# )) %>%
# ggplot(aes(x = ))Session information
sessionInfo()
#> R version 4.6.1 (2026-06-24)
#> Platform: x86_64-pc-linux-gnu
#> Running under: Ubuntu 24.04.4 LTS
#>
#> Matrix products: default
#> BLAS: /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3
#> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.26.so; LAPACK version 3.12.0
#>
#> locale:
#> [1] LC_CTYPE=C.UTF-8 LC_NUMERIC=C LC_TIME=C.UTF-8
#> [4] LC_COLLATE=C.UTF-8 LC_MONETARY=C.UTF-8 LC_MESSAGES=C.UTF-8
#> [7] LC_PAPER=C.UTF-8 LC_NAME=C LC_ADDRESS=C
#> [10] LC_TELEPHONE=C LC_MEASUREMENT=C.UTF-8 LC_IDENTIFICATION=C
#>
#> time zone: UTC
#> tzcode source: system (glibc)
#>
#> attached base packages:
#> [1] stats graphics grDevices utils datasets methods base
#>
#> other attached packages:
#> [1] patchwork_1.3.2 lubridate_1.9.5 ggplot2_4.0.3 dplyr_1.2.1
#> [5] pixarfilms_0.2.1
#>
#> loaded via a namespace (and not attached):
#> [1] gtable_0.3.6 jsonlite_2.0.0 compiler_4.6.1 tidyselect_1.2.1
#> [5] jquerylib_0.1.4 systemfonts_1.3.2 scales_1.4.0 textshaping_1.0.5
#> [9] yaml_2.3.12 fastmap_1.2.0 R6_2.6.1 generics_0.1.4
#> [13] knitr_1.51 htmlwidgets_1.6.4 tibble_3.3.1 desc_1.4.3
#> [17] bslib_0.12.0 pillar_1.11.1 RColorBrewer_1.1-3 rlang_1.3.0
#> [21] utf8_1.2.6 cachem_1.1.0 xfun_0.60 fs_2.1.0
#> [25] sass_0.4.10 S7_0.2.2 otel_0.2.0 timechange_0.4.0
#> [29] cli_3.6.6 withr_3.0.3 pkgdown_2.2.1 magrittr_2.0.5
#> [33] digest_0.6.39 grid_4.6.1 lifecycle_1.0.5 vctrs_0.7.3
#> [37] evaluate_1.0.5 glue_1.8.1 farver_2.1.2 ragg_1.5.2
#> [41] rmarkdown_2.31 tools_4.6.1 pkgconfig_2.0.3 htmltools_0.5.9