Movie Night Voting Tabulation

Executive Summaries Go At the Top For Engagement

  • The survey was completed 11 times.
  • Ocean’s Eight wins with 4 votes in favour and 1 against.
  • We had a three-way tie for second place. Our emergency backup movie will be The Minecraft Movie
  • Every movie received at least one negative vote
  • Nobody wanted to watch Amsterdam and five people did not want to watch it
  • Only one person wanted to see either of Wild Card or The Current War

Setup

Click here for setup code
# setwd('~/Personal/MovieNight')
setwd('~/Projects/MovieNight')
library(tidyverse)
library(lubridate)
# library(AfterSl1p)
devtools::load_all('~/Work/Projects/aftersl1p')
theme_set(theme_bw())

cols = c('#878787','#FDDBC7','#B2182B')
ranklevs = c('I would NOT come to watch this film',
          'I do not love this film but would still show up',
          'I would REALLY LIKE to watch this film')
make_rank = function(x){
    x = factor(x, levels = ranklevs)
    x = as.numeric(x) -2
    return(x)
}

Import and Clean Data

The voting data are available as a .csv file here.

Click here for data wrangling code
dat = read.csv('data/current_week.csv', stringsAsFactors = FALSE, header = FALSE)
datm = as.matrix(dat)

tdf = read.csv('data/current_movies.csv', row.names = 1, header = FALSE, 
               stringsAsFactors = FALSE)
titles = tdf[[1]]
titles
## [1] "Timestamp"       "Amsterdam"       "WildCard"        "ShapeOfWater"   
## [5] "Bikeriders"      "TheCurrentWar"   "MidnightSpecial" "Minecraft"      
## [9] "Oceans8"
names(titles) = c(rownames(tdf))
titles
##                          Timestamp           [Amsterdam (2022, 2:15)] 
##                        "Timestamp"                        "Amsterdam" 
##           [Wild Card (2015, 1:32)]  [The Shape of Water (2017, 2:03)] 
##                         "WildCard"                     "ShapeOfWater" 
##       [The Bikeriders (2023,1:56)]     [The Current War (2017, 1:48)] 
##                       "Bikeriders"                    "TheCurrentWar" 
##    [Midnight Special (2016, 1:52)]   [A Minecraft Movie (2025, 1:41)] 
##                  "MidnightSpecial"                        "Minecraft" 
##        [Oceans Eight (2018, 1:50)] 
##                          "Oceans8"
datm[datm %in% names(titles)] = titles[datm[datm %in% names(titles)]]
datm
##       V1                            
##  [1,] "Timestamp"                   
##  [2,] "2025/09/04 8:48:41 p.m. AST" 
##  [3,] "2025/09/04 11:19:54 p.m. AST"
##  [4,] "2025/09/04 11:43:25 p.m. AST"
##  [5,] "2025/09/05 12:45:07 p.m. AST"
##  [6,] "2025/09/05 1:13:11 p.m. AST" 
##  [7,] "2025/09/08 4:56:55 p.m. AST" 
##  [8,] "2025/09/08 5:02:20 p.m. AST" 
##  [9,] "2025/09/08 6:56:56 p.m. AST" 
## [10,] "2025/09/08 8:14:39 p.m. AST" 
## [11,] "2025/09/08 8:18:34 p.m. AST" 
## [12,] "2025/09/08 8:21:16 p.m. AST" 
##       V2                                               
##  [1,] "Amsterdam"                                      
##  [2,] "I do not love this film but would still show up"
##  [3,] "I do not love this film but would still show up"
##  [4,] "I do not love this film but would still show up"
##  [5,] "I would NOT come to watch this film"            
##  [6,] "I do not love this film but would still show up"
##  [7,] "I would NOT come to watch this film"            
##  [8,] "I do not love this film but would still show up"
##  [9,] "I would NOT come to watch this film"            
## [10,] "I would NOT come to watch this film"            
## [11,] "I would NOT come to watch this film"            
## [12,] "I do not love this film but would still show up"
##       V3                                               
##  [1,] "WildCard"                                       
##  [2,] "I do not love this film but would still show up"
##  [3,] "I do not love this film but would still show up"
##  [4,] "I do not love this film but would still show up"
##  [5,] "I would NOT come to watch this film"            
##  [6,] "I do not love this film but would still show up"
##  [7,] "I would NOT come to watch this film"            
##  [8,] "I do not love this film but would still show up"
##  [9,] "I would REALLY LIKE to watch this film"         
## [10,] "I do not love this film but would still show up"
## [11,] "I do not love this film but would still show up"
## [12,] "I do not love this film but would still show up"
##       V4                                               
##  [1,] "ShapeOfWater"                                   
##  [2,] "I do not love this film but would still show up"
##  [3,] "I do not love this film but would still show up"
##  [4,] "I do not love this film but would still show up"
##  [5,] "I do not love this film but would still show up"
##  [6,] "I do not love this film but would still show up"
##  [7,] "I would REALLY LIKE to watch this film"         
##  [8,] "I do not love this film but would still show up"
##  [9,] "I would NOT come to watch this film"            
## [10,] "I do not love this film but would still show up"
## [11,] "I would REALLY LIKE to watch this film"         
## [12,] "I do not love this film but would still show up"
##       V5                                               
##  [1,] "Bikeriders"                                     
##  [2,] "I do not love this film but would still show up"
##  [3,] "I would REALLY LIKE to watch this film"         
##  [4,] "I do not love this film but would still show up"
##  [5,] "I would NOT come to watch this film"            
##  [6,] "I would REALLY LIKE to watch this film"         
##  [7,] "I would NOT come to watch this film"            
##  [8,] "I do not love this film but would still show up"
##  [9,] "I do not love this film but would still show up"
## [10,] "I do not love this film but would still show up"
## [11,] "I would NOT come to watch this film"            
## [12,] "I do not love this film but would still show up"
##       V6                                               
##  [1,] "TheCurrentWar"                                  
##  [2,] "I do not love this film but would still show up"
##  [3,] "I would REALLY LIKE to watch this film"         
##  [4,] "I do not love this film but would still show up"
##  [5,] "I would NOT come to watch this film"            
##  [6,] "I do not love this film but would still show up"
##  [7,] "I would NOT come to watch this film"            
##  [8,] "I do not love this film but would still show up"
##  [9,] "I do not love this film but would still show up"
## [10,] "I do not love this film but would still show up"
## [11,] "I would NOT come to watch this film"            
## [12,] "I do not love this film but would still show up"
##       V7                                               
##  [1,] "MidnightSpecial"                                
##  [2,] "I do not love this film but would still show up"
##  [3,] "I would REALLY LIKE to watch this film"         
##  [4,] "I would NOT come to watch this film"            
##  [5,] "I would REALLY LIKE to watch this film"         
##  [6,] "I do not love this film but would still show up"
##  [7,] "I would NOT come to watch this film"            
##  [8,] "I do not love this film but would still show up"
##  [9,] "I do not love this film but would still show up"
## [10,] "I do not love this film but would still show up"
## [11,] "I would REALLY LIKE to watch this film"         
## [12,] "I do not love this film but would still show up"
##       V8                                               
##  [1,] "Minecraft"                                      
##  [2,] "I do not love this film but would still show up"
##  [3,] "I would NOT come to watch this film"            
##  [4,] "I do not love this film but would still show up"
##  [5,] "I would REALLY LIKE to watch this film"         
##  [6,] "I do not love this film but would still show up"
##  [7,] "I would REALLY LIKE to watch this film"         
##  [8,] "I do not love this film but would still show up"
##  [9,] "I do not love this film but would still show up"
## [10,] "I do not love this film but would still show up"
## [11,] "I do not love this film but would still show up"
## [12,] "I do not love this film but would still show up"
##       V9                                               
##  [1,] "Oceans8"                                        
##  [2,] "I do not love this film but would still show up"
##  [3,] "I do not love this film but would still show up"
##  [4,] "I do not love this film but would still show up"
##  [5,] "I would REALLY LIKE to watch this film"         
##  [6,] "I would REALLY LIKE to watch this film"         
##  [7,] "I would REALLY LIKE to watch this film"         
##  [8,] "I do not love this film but would still show up"
##  [9,] "I do not love this film but would still show up"
## [10,] "I would NOT come to watch this film"            
## [11,] "I would REALLY LIKE to watch this film"         
## [12,] "I do not love this film but would still show up"
# rev_titles = gsub(' [','',names(titles), fixed = TRUE)
# rev_titles = gsub(']','',rev_titles, fixed = TRUE)
# names(rev_titles) = titles
# colnames(datm) = rev_titles[colnames(datm)]
colnames(datm) = datm[1,]
datm = datm[-1,]

dat = (datm
       %>% data.frame()
       %>% mutate(Timestamp = substr(Timestamp, 1, 18),
               Timestamp = ymd_hms(Timestamp)))

Tabulate the results

dat_num = (dat
           %>% select(-Timestamp)
           %>% mutate_all(make_rank))
results = sort(colSums(dat_num), decreasing = TRUE)
res_df = data.frame(results)
# rownames(res_df) = rev_titles[rownames(res_df)]
res_df
##                 results
## Oceans8               3
## ShapeOfWater          1
## MidnightSpecial       1
## Minecraft             1
## WildCard             -1
## Bikeriders           -1
## TheCurrentWar        -2
## Amsterdam            -5

Vampire Academy Wins!

Ocean’s Eight wins with 3 points!

Pics or it didn’t happen

Click here for plotting code
brk_levs = c('I would NOT come\nto watch this film',
             'I do not love this film\nbut would still show up',
             'I would REALLY LIKE\nto watch this film')
dat_long = (dat
            %>% gather(Movies, Votes, -Timestamp)
            %>% mutate(Votes = factor(Votes, levels = ranklevs,
                                      labels = brk_levs),
                       Movies = factor(Movies, levels = names(results))))
#levels(dat_long$Movies) = rev_titles[levels(dat_long$Movies)]
plt = ggplot(dat_long, aes(x = Movies, fill = Votes)) +
    geom_bar(stat = 'count') +
    scale_fill_manual(values = cols, name = 'Vote Value') +
    ylab('Vote Count') +
    rotate_ticks() +
    theme(legend.text = element_text(margin = margin(t = 0.5,
                                                     b = 0.5,
                                                     unit = 'lines')))

png(filename = 'results/current_week.png', height = 480, width = 800)
plt +
    theme(axis.title = element_text(size = 20),
          axis.text.y = element_text(size = 15),
          axis.text.x = element_text(size = 15,
                                  angle = 90,
                                  hjust = 1,
                                  vjust = 0.5),
          legend.text = element_text(size = 15, margin = margin(t = 0.5,
                                                              b = 0.5,
                                                              unit = 'lines')),
          legend.title = element_text(size = 20))
          #legend.key = element_rect(colour = 'white', size = 10))
dev.off()
## quartz_off_screen 
##                 2

You can download a .png of the plot here.