Add VT2-examples: all 6 chapters of 'Visualize This' (110 files) — data scraping, ETL, trends, categorical, multivariate, spatial, distribution analysis
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#
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# Timeline
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#
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# Load data
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egots <- read.csv("data/EGOT-winners.csv")
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# Dimensions of data frame
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dim(egots)
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# Column names
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colnames(egots)
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# Range of completion years
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range(egots$completion_year)
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# Blank plot
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plot(NA,
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xlim=range(egots$completion_year), ylim=c(0,2),
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xlab="Completion Year", ylab="",
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yaxt="n", bty="n", type="n")
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# Baseline
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abline(h=1)
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# Points
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points(egots$completion_year,
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rep(1, dim(egots)[1]))
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# e.g. 2001
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egots[egots$completion_year == 2001, c("completion_year", "name")]
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# Jitter
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points(jitter(egots$completion_year),
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jitter(rep(1, dim(egots)[1]), factor=2),
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pch=21, bg="#efe2aa", cex=2)
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# Last rows of data frame
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tail(egots)
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# Annotation
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anntext <- paste0(egots$name[18], "\ncompletes first \nEGOT in ",
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egots$completion_year[18])
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text(egots$completion_year[18]-1,
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1.5,
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anntext,
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pos=4)
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#
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# Dot plot
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#
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# Load data
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egots <- read.csv("data/EGOT-winners.csv")
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# Awards and colors
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year_cols <- c("emmy_year", "grammy_year", "oscar_year", "tony_year")
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award_colors <- c("#3F78E7", "#cb84cc", "#BDB63B", "#83c4b3")
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# Blank plot
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par(las=1)
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plot(NA, xlim=c(1930, 2023),
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ylim=c(0, dim(egots)[1]),
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type="n", xlab="", ylab="")
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# Points
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for (i in 1:length(year_cols)) {
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points(egots[,year_cols[i]], 1:dim(egots)[1], pch=19)
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}
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# With color
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plot(NA, xlim=c(1930, 2023),
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ylim=c(0, dim(egots)[1]),
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type="n", xlab="", ylab="")
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for (i in 1:length(year_cols)) {
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points(egots[,year_cols[i]], 1:dim(egots)[1],
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pch=21, cex=1.5,
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col="black",
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bg=award_colors[i])
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}
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# Connect
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plot(NA, xlim=c(1930, 2023),
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ylim=c(0, dim(egots)[1]),
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type="n", xlab="", ylab="")
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for (j in 1:dim(egots)[1]) {
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endyrs <- range(egots[j, year_cols])
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lines(endyrs, c(j, j))
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}
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for (i in 1:length(year_cols)) {
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points(egots[,year_cols[i]], 1:dim(egots)[1],
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pch=21, cex=1.5,
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col="black",
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bg=award_colors[i])
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}
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### With Labels
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# Blank plot, margin
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par(las=1, mar=c(4,12,2,2))
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plot(NA, xlim=c(1930, 2023),
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ylim=c(0, dim(egots)[1]),
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yaxt="n", bty="n",
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type="n", xlab="", ylab="")
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# Axis and grid
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axis(side=2, at=1:dim(egots)[1], labels = egots$name,
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tick=FALSE)
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grid(NULL, 0, lty=1, lwd=.5)
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# Lines and points
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for (j in 1:dim(egots)[1]) {
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endyrs <- range(egots[j, year_cols])
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lines(endyrs, c(j, j))
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}
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for (i in 1:length(year_cols)) {
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points(egots[,year_cols[i]], 1:dim(egots)[1],
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pch=21, cex=1.5,
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col="black",
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bg=award_colors[i])
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}
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#
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# Bar chart, highlighted
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#
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# Load data
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winners <- read.csv("data/hot-dog-contest-winners.csv")
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# Bar chart
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barplot(winners$hotdogs,
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names.arg=winners$year,
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border=NA,
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space=.1,
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xlab="Year",
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ylab="Hot dogs and buns (HDB) eaten")
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# Record years
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head(winners)
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# Bar chart, color
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barplot(winners$hotdogs,
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names.arg=winners$year,
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col="lightblue",
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border=NA,
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space=.1,
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xlab="Year",
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ylab="Hot dogs and buns (HDB) eaten")
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# Bar chart, some color
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winners$barcolor <- NA
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head(winners)
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winners$barcolor[winners$record == 1] <- "#04b8c8"
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winners$barcolor[winners$record != 1] <- "lightgray"
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barplot(winners$hotdogs,
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names.arg=winners$year,
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col=winners$barcolor,
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border=NA,
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space=.1,
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xlab="Year",
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ylab="Hot dogs and buns (HDB) eaten")
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