Movie Night Voting Tabulation
Executive Summaries Go At the Top For Engagement
- The survey was completed 12 times.
- John Candy: I Like Me won with 6 votes in favour and none against
- Our emergency backup movie is A Might Wind
- All movies had at least 2 positive votes
- Half of our movies received positive scores
- Betsy’s Wedding was our most controversial option
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" "Elemental" "PainHustlers" "AwayWeGo" "Argylle"
## [6] "AMightyWind" "BetsyWedding" "JohnCandyILM" "Killers"names(titles) = c(rownames(tdf))
titles## Timestamp [Elemental (2023, 1:41)]
## "Timestamp" "Elemental"
## [Pain Hustlers (2023, 2:05)] [Away We Go (2009, 1:38)]
## "PainHustlers" "AwayWeGo"
## [Argylle (2024, 2:19)] [A Mighty Wind (2003, 1:32)]
## "Argylle" "AMightyWind"
## [Betsy's Wedding (1990, 1:34)] [John Candy: I Like Me (2025, 1:53)]
## "BetsyWedding" "JohnCandyILM"
## [Killers (2010, 1:40)]
## "Killers"datm[datm %in% names(titles)] = titles[datm[datm %in% names(titles)]]
datm## V1
## [1,] "Timestamp"
## [2,] "2026/02/17 8:51:20 p.m. EST"
## [3,] "2026/02/18 6:12:17 a.m. EST"
## [4,] "2026/02/18 9:39:48 a.m. EST"
## [5,] "2026/02/18 3:04:21 p.m. EST"
## [6,] "2026/02/18 7:30:49 p.m. EST"
## [7,] "2026/02/22 2:29:50 p.m. EST"
## [8,] "2026/02/23 7:06:23 a.m. EST"
## [9,] "2026/02/23 12:43:11 p.m. EST"
## [10,] "2026/02/23 5:03:07 p.m. EST"
## [11,] "2026/02/23 7:20:42 p.m. EST"
## [12,] "2026/02/23 8:19:08 p.m. EST"
## [13,] "2026/02/23 9:06:07 p.m. EST"
## V2
## [1,] "Elemental"
## [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 NOT come 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 would NOT come to watch this film"
## [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"
## [13,] "I would REALLY LIKE to watch this film"
## V3
## [1,] "PainHustlers"
## [2,] "I do not love this film but would still show up"
## [3,] "I would NOT come to watch this film"
## [4,] "I would REALLY LIKE to watch this film"
## [5,] "I would NOT come to watch this film"
## [6,] "I do not love this film but would still show up"
## [7,] "I do not love this film but would still show up"
## [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 NOT come to watch this film"
## [12,] "I do not love this film but would still show up"
## [13,] "I would REALLY LIKE to watch this film"
## V4
## [1,] "AwayWeGo"
## [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 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 would NOT come to watch this film"
## [12,] "I would NOT come to watch this film"
## [13,] "I would REALLY LIKE to watch this film"
## V5
## [1,] "Argylle"
## [2,] "I do not love this film but would still show up"
## [3,] "I would NOT come to watch this film"
## [4,] "I would NOT come to watch this film"
## [5,] "I would NOT come to watch this film"
## [6,] "I do not love this film but would still show up"
## [7,] "I do not love this film but would still show up"
## [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"
## [13,] "I would REALLY LIKE to watch this film"
## V6
## [1,] "AMightyWind"
## [2,] "I would REALLY LIKE to watch this film"
## [3,] "I would NOT come to watch this film"
## [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 do not love this film but would still show up"
## [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 would REALLY LIKE to watch this film"
## [13,] "I would REALLY LIKE to watch this film"
## V7
## [1,] "BetsyWedding"
## [2,] "I do not love this film but would still show up"
## [3,] "I would REALLY LIKE to watch this film"
## [4,] "I would REALLY LIKE to watch this film"
## [5,] "I would NOT come 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 would REALLY LIKE to watch this film"
## [10,] "I do not love this film but would still show up"
## [11,] "I would NOT come to watch this film"
## [12,] "I would REALLY LIKE to watch this film"
## [13,] "I would NOT come to watch this film"
## V8
## [1,] "JohnCandyILM"
## [2,] "I do not love this film but would still show up"
## [3,] "I would REALLY LIKE to watch this film"
## [4,] "I would REALLY LIKE to watch this film"
## [5,] "I would REALLY LIKE to watch this film"
## [6,] "I would REALLY LIKE to watch this film"
## [7,] "I do not love this film but would still show up"
## [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"
## [13,] "I would REALLY LIKE to watch this film"
## V9
## [1,] "Killers"
## [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 would REALLY LIKE to watch this film"
## [12,] "I would NOT come to watch this film"
## [13,] "I would REALLY LIKE to watch this film"# 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
## JohnCandyILM 6
## AMightyWind 3
## BetsyWedding 2
## Killers 2
## AwayWeGo -1
## Argylle -1
## Elemental -2
## PainHustlers -2Vampire Academy Wins!
John Candy: I Like Me wins with 6 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()## png
## 2
You can download a .png of the plot here.
