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Scraping a website with 5 lines of R code

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(This article was first published on Revolutions, and kindly contributed to R-bloggers)

In what is rapidly becoming a series — cool things you can do with R in a tweet— Julia Silge demonstrates scraping the list of members of the US house of representatives on Wikipedia in just 5 R statements:

library(rvest) library(tidyverse)

h <- read_html("https://t.co/gloY1eErBn")

reps <- h %>% html_node("#mw-content-text > div > table:nth-child(18)") %>% html_table()

reps <- reps[,c(1:2,4:9)] %>% as_tibble() pic.twitter.com/25ANm7BHkj

— Julia Silge (@juliasilge) January 12, 2018

Since Twitter munges the URL in the third line when you cut-and-paste, here's a plain-text version of Julia's code:

library(rvest)library(tidyverse)h <- read_html("https://en.wikipedia.org/wiki/Current_members_of_the_United_States_House_of_Representatives")reps <- h %>% html_node("#mw-content-text > div > table:nth-child(18)") %>% html_table()reps <- reps[,c(1:2,4:9)] %>% as_tibble()

And sure enough, here's what the reps object looks like in the RStudio viewer:

Scrape

As Julia notes it's not perfect, but you're still 95% of the way there to gathering data from a page intended for human rather than computer consumption. Impressive!

var vglnk = { key: '949efb41171ac6ec1bf7f206d57e90b8' }; (function(d, t) {var s = d.createElement(t); s.type = 'text/javascript'; s.async = true;s.src = '//cdn.viglink.com/api/vglnk.js';var r = d.getElementsByTagName(t)[0]; r.parentNode.insertBefore(s, r); }(document, 'script'));

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