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minimaxir committed Nov 16, 2015
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6 changes: 4 additions & 2 deletions README.md
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# nyc-taxi-notebook
R Code + Jupyter notebook for analyzing and visualizing NYC Taxi data
# NYC Yellow Taxi Visualization Notebook
R Code + Jupyter notebook for analyzing and visualizing NYC Yellow Taxi data. This notebook is the complement to my blog post [How to Visualize New York City Using Taxi Location Data and ggplot2](http://minimaxir.com/2015/11/nyc-ggplot2-howto/).

*This notebook is licensed under the MIT License. If you use the code or data visualization designs contained within this notebook, it would be greatly appreciated if proper attribution is given back to this notebook and/or myself. Thanks! :)*
187 changes: 187 additions & 0 deletions Rstart.R
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library(readr)
library(dplyr)
library(ggplot2)
library(extrafont)
library(scales)
library(grid)
library(RColorBrewer)
library(digest)
library(readr)
library(stringr)


fontFamily <- "Source Sans Pro"
fontTitle <- "Source Sans Pro Semibold"

color_palette = c("#16a085","#27ae60","#2980b9","#8e44ad","#f39c12","#c0392b","#1abc9c", "#2ecc71", "#3498db", "#9b59b6", "#f1c40f","#e74c3c")

neutral_colors = function(number) {
return (brewer.pal(11, "RdYlBu")[-c(5:7)][(number %% 8) + 1])
}

set1_colors = function(number) {
return (brewer.pal(9, "Set1")[c(-6,-8)][(number %% 7) + 1])
}

theme_custom <- function() {theme_bw(base_size = 8) +
theme(panel.background = element_rect(fill="#eaeaea"),
plot.background = element_rect(fill="white"),
panel.grid.minor = element_blank(),
panel.grid.major = element_line(color="#dddddd"),
axis.ticks.x = element_blank(),
axis.ticks.y = element_blank(),
axis.title.x = element_text(family=fontTitle, size=8, vjust=-.3),
axis.title.y = element_text(family=fontTitle, size=8, vjust=1.5),
panel.border = element_rect(color="#cccccc"),
text = element_text(color = "#1a1a1a", family=fontFamily),
plot.margin = unit(c(0.25,0.1,0.30,0.35), "cm"),
plot.title = element_text(family=fontTitle, size=9, vjust=1))
}

create_watermark <- function(source = '', filename = '', dark=F) {

symbols <- c('','', '', '')
symbol <- symbols[strtoi(substr(digest(filename),1,6), base=36) %% length(symbols)]
if (length(symbol)==0) symbol <- symbols[1]

bg_white = "#F0F0F0"
bg_text = '#969696'

if (dark) {
bg_white = "#000000"
bg_text = '#666666'
}

watermark <- ggplot(aes(x,y), data=data.frame(x=c(0.5), y=c(0.5))) + geom_point(color = "transparent") +
geom_text(x=0, y=0.9, label="By Max Woolf — minimaxir.com", family="Source Sans Pro", color=bg_text, size=1.75, hjust=0) +

geom_text(x=5, y=0.9, label="Made using R and ggplot2", family="Source Sans Pro", color=bg_text, size=1.75) +
#geom_text(x=0, y=1.01, label = symbol, family = 'FontAwesome', color=bg_text, size=2) +
#geom_text(x=8, y=1, label = "via FiveThirtyEight", family="M+ 1m light", color="white") +
scale_x_continuous(limits=c(0,10)) +
scale_y_continuous(limits=c(0.5,1.5)) +
annotate("segment", x = 0, xend = 10, y=1.5, yend=1.5, color=bg_text, size=0.1) +
theme_bw() +
theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(), legend.position = "none",
panel.border = element_blank(), axis.text.x = element_blank(), axis.text.y = element_blank(), axis.title.x = element_blank(), axis.title.y = element_blank(),
axis.ticks = element_blank(), plot.margin = unit(c(0.1,0,-0.4,0), "cm")) +
theme(plot.background=element_rect(fill=bg_white, color=bg_white),panel.background=element_rect(fill=bg_white, color=bg_white)) +
scale_color_manual(values=bg_text)

if (nchar(source) > 0) {watermark <- watermark + geom_text(x=10, y=0.9, label=paste("Data via",source), family="Source Sans Pro", color=bg_text, size=1.75, hjust=1)}

return (watermark)
}

web_Layout <- grid.layout(nrow = 2, ncol = 1, heights = unit(c(2,
0.125), c("null", "null")), )
tallweb_Layout <- grid.layout(nrow = 2, ncol = 1, heights = unit(c(3.5,
0.125), c("null", "null")), )
video_Layout <- grid.layout(nrow = 1, ncol = 2, widths = unit(c(2,
1), c("null", "null")), )

#grid.show.layout(Layout)
vplayout <- function(...) {
grid.newpage()
pushViewport(viewport(layout = web_Layout))
}

talllayout <- function(...) {
grid.newpage()
pushViewport(viewport(layout = tallweb_Layout))
}

vidlayout <- function(...) {
grid.newpage()
pushViewport(viewport(layout = video_Layout))
}

subplot <- function(x, y) viewport(layout.pos.row = x,
layout.pos.col = y)

web_plot <- function(a, b) {
vplayout()
print(a, vp = subplot(1, 1))
print(b, vp = subplot(2, 1))
}

tallweb_plot <- function(a, b) {
talllayout()
print(a, vp = subplot(1, 1))
print(b, vp = subplot(2, 1))
}

video_plot <- function(a, b) {
vidlayout()
print(a, vp = subplot(1, 1))
print(b, vp = subplot(1, 2))
}

max_save <- function(plot1, filename, source = '', pdf = FALSE, w=4, h=3, tall=F, dark=F) {
png(paste(filename,"png",sep="."),res=300,units="in",width=w,height=h)
ifelse(tall,tallweb_plot(plot1,create_watermark(source, filename, dark)),web_plot(plot1,create_watermark(source, filename, dark)))
dev.off()

if (pdf) {
quartz(width=w,height=h,dpi=144)
web_plot(plot1,create_watermark(source, filename, dark))
quartz.save(paste(filename,"pdf",sep="."), type = "pdf", device = dev.cur())
}
}

video_save <- function(plot1, plot2, filename) {
png(paste(filename,"png",sep="."),res=300,units="in",width=1920/300,height=1080/300)
video_plot(plot1,plot2)
dev.off()

}

fte_theme <- function (palate_color = "Greys") {

#display.brewer.all(n=9,type="seq",exact.n=TRUE)
palate <- brewer.pal(palate_color, n=9)
color.background = palate[2]
color.grid.minor = palate[3]
color.grid.major = palate[3]
color.axis.text = palate[6]
color.axis.title = palate[7]
color.title = palate[9]
#color.title = "#2c3e50"

font.title <- "Source Sans Pro"
font.axis <- "Open Sans Condensed Bold"
#font.axis <- "M+ 1m regular"
#font.title <- "Arial"
#font.axis <- "Arial"


theme_bw(base_size=9) +
# Set the entire chart region to a light gray color
theme(panel.background=element_rect(fill=color.background, color=color.background)) +
theme(plot.background=element_rect(fill=color.background, color=color.background)) +
theme(panel.border=element_rect(color=color.background)) +
# Format the grid
theme(panel.grid.major=element_line(color=color.grid.major,size=.25)) +
theme(panel.grid.minor=element_blank()) +
#scale_x_continuous(minor_breaks=0,breaks=seq(0,100,10),limits=c(0,100)) +
#scale_y_continuous(minor_breaks=0,breaks=seq(0,26,4),limits=c(0,25)) +
theme(axis.ticks=element_blank()) +
# Dispose of the legend
theme(legend.position="none") +
theme(legend.background = element_rect(fill=color.background)) +
theme(legend.text = element_text(size=7,colour=color.axis.title,family=font.axis)) +
# Set title and axis labels, and format these and tick marks
theme(plot.title=element_text(colour=color.title,family=font.title, size=9, vjust=1.25, lineheight=0.1)) +
theme(axis.text.x=element_text(size=7,colour=color.axis.text,family=font.axis)) +
theme(axis.text.y=element_text(size=7,colour=color.axis.text,family=font.axis)) +
theme(axis.title.y=element_text(size=7,colour=color.axis.title,family=font.title, vjust=1.25)) +
theme(axis.title.x=element_text(size=7,colour=color.axis.title,family=font.title, vjust=0)) +

# Big bold line at y=0
#geom_hline(yintercept=0,size=0.75,colour=palate[9]) +
# Plot margins and finally line annotations
theme(plot.margin = unit(c(0.35, 0.2, 0.15, 0.4), "cm")) +

theme(strip.background = element_rect(fill=color.background, color=color.background),strip.text=element_text(size=7,colour=color.axis.title,family=font.title))

}
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