I'm trying to scrape county assessor data on historic property values for multiple parcels generated using javascript from https://www.washoecounty.us/assessor/cama/?command=assessment_data&parid=07101001 using phantomjs controlled by RSelenium. 'paraid' in the url is the 9 digit parcel number. I have a dataframe containing a list of parcel numbers that I'm interested in (a few hundred in total), but have been attempting to make the code work on a small subset of those:
parcel_nums
[1] "00905101" "00905102" "00905103" "00905104" "00905105"
[6] "00905106" "00905107" "00905108" "00905201" "00905202"
I need to scrape the data in the table generated on the page for each parcel and preserve it. I have chosen to write the page to a file "output.htm" and then parse the file afterwards. My code is as follows:
require(plyr)
require(rvest)
require(RSelenium)
require(tidyr)
require(dplyr)
parcel_nums <- prop_attr$APN[1:10] #Vector of parcel numbers
pJS <- phantom()
remDr <- remoteDriver(browserName = "phantomjs")
remDr$open()
result <- remDr$phantomExecute("var page = this;
var fs = require(\"fs\");
page.onLoadFinished = function(status) {
var file = fs.open(\"output.htm\", \"w\");
file.write(page.content);
file.close();
};")
for (i in 1:length(parcel_nums)){
url <- paste("https://www.washoecounty.us/assessor/cama/?command=assessment_data&parid=",
parcel_nums[i], sep = "")
Sys.sleep(5)
emDr$navigate(url)
dat <- read_html("output.htm", encoding = "UTF-8") %>%
html_nodes("table") %>%
html_table(, header = T)
df <- data.frame(dat)
#assign parcel number to panel
df$apn <- parcel_nums[i]
#on first iteratation initialize final data frame, on sebsequent iterations append the final data frame
ifelse(i == 1, parcel_data <- df, parcel_data <- rbind(parcel_data, df))
}
remDr$close
pJS$stop()
This will work perfectly for one or two iterations of the loop, but it suddenly stops preserving the data generated by the javascript and produces an error:
Error in `$<-.data.frame`(`*tmp*`, "apn", value = "00905105") :
replacement has 1 row, data has 0
which is due to the parser not locating the table in the output file because it is not being preserved. I'm unsure if there is a problem with the implementation I've chosen or if there is some idiosycrasy of the particular site that is causing the issue. I am not familiar with JavaScript so the code snippet used is taken from an example I found. Thank you for any assistance.
The below answer worked perfectly. I also moved the Sys.sleep(5) to after the $navigate to allow the page time to load the javascript. The loop is now executing to completion.