Created
January 20, 2019 13:46
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toddler in chief analysis
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library(rvest) | |
library(patchwork) | |
tweet_threading <- function(tw){ | |
last_found <- FALSE | |
while(!last_found){ | |
nr <- nrow(tw) | |
last_found <- is.na(tw$reply_to_status_id[nr]) | |
tw_tail <- rtweet::lookup_statuses(tw$reply_to_status_id[nr]) | |
tw <- dplyr::bind_rows(tw,tw_tail) | |
} | |
tw | |
} | |
toc_head <- rtweet::lookup_statuses('1086605198167105537') | |
toc <- toc_head%>%tweet_threading() | |
plot_dat <- toc%>% | |
dplyr::mutate( | |
date = as.Date(created_at), | |
ym = strftime(date,'%Y-%m') | |
)%>% | |
dplyr::count(ym)%>% | |
dplyr::mutate(nn=cumsum(n)) | |
p1 <- plot_dat%>% | |
ggplot2::ggplot(ggplot2::aes(x=ym,y=n)) + | |
ggplot2::geom_point(ggplot2::aes(size=n,colour=n)) + | |
ggplot2::theme_bw() + | |
ggplot2::theme( | |
axis.text.x = ggplot2::element_text(angle=90), | |
legend.position = 'bottom' | |
) + | |
ggplot2::labs( | |
x = "Date", | |
y = 'Statuses\n(Frequency)', | |
size = 'Count', | |
caption = '@yoniceedee' | |
) + | |
viridis::scale_color_viridis(option = 'B',end = 0.8,guide = 'none') | |
p2 <- plot_dat%>% | |
dplyr::mutate(i = 1:dplyr::n())%>% | |
ggplot2::ggplot(ggplot2::aes(x=i,y=nn)) + | |
ggplot2::geom_path() + | |
ggplot2::scale_x_continuous(breaks = 1:nrow(plot_dat),labels = plot_dat$ym) + | |
ggplot2::theme_bw() + | |
ggplot2::theme( | |
axis.text.x = ggplot2::element_text(angle=90) | |
) + | |
ggplot2::labs( | |
title = '"Toddler in Chief" Thread Timeline', | |
subtitle = sprintf('@dandrezner thread last updated at: %s',toc$created_at[1]), | |
x = "Date", | |
y = 'Statuses\n(Cumulative Frequency)' | |
) | |
p2 / p1 |
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