This package will not work unless you are signed up for Amazon Web Services (AWS) and have generated the appropriate security credentials.
To obtain an AWS account, open the AWS home page and then click Sign Up.
After you have created an AWS account, use the Identity and Access Management (IAM) console to create a user. On the Permissions tab for the new user, grant it the AmazonS3ReadOnlyAccess policy. On the Security credentials tab, create a new access key.
To make the new security credentials available to the ccwarcs package, you will typically take one of two actions:
Set the environment variables (‘AWS_ACCESS_KEY_ID’, ‘AWS_SECRET_ACCESS_KEY’, ‘AWS_DEFAULT_REGION’, and ‘AWS_SESSION_TOKEN’)
Install and configure the AWS Command Line Interface
Additional options are documented at the home page for the aws.signature package.
Load the library.
Test whether AWS credentials can be located.
test_AWS_credentials()
#> Locating credentials
#> Checking for credentials in user-supplied values
#> Checking for credentials in Environment Variables
#> Using Environment Variable 'AWS_ACCESS_KEY_ID' for AWS Access Key ID
#> Using Environment Variable 'AWS_SECRET_ACCESS_KEY' for AWS Secret Access Key
#> Using default value for AWS Region ('us-east-1')
#> AWS credentials were found.Create a new ccwarcs_options object with default values. If the directory ~/.ccwarcs_cache does not already exist, the package will ask if you would like to create it.
opts <- ccwarcs_options()
opts
#> $cache
#> [1] "~/.ccwarcs_cache"
#>
#> $cdx_sleep
#> [1] 0.3
#>
#> $page_size
#> NULL
#>
#> attr(,"class")
#> [1] "ccwarcs_options"The cdx_sleep option determines the number of seconds to wait between calls to the Common Crawl Index Server. Values smaller than the default of 0.3 may cause the index server to refuse your requests.
The cache option determines where calls to the index server and web page archives will be cached on the local file system. Accessing the index server and downloading WARCs over the internet is slow. The ccwarcs package minimizes downloads by caching both of these.
The function cdx_fetch_list_of_crawls will retrieve the current, complete list of available crawl archives. Avoid calling this function too often.
list_of_crawls <- cdx_fetch_list_of_crawls()
list_of_crawls %>%
dplyr::filter(stringr::str_detect(id, '2019'))
#> # A tibble: 8 x 2
#> id name
#> <chr> <chr>
#> 1 2019-35 August 2019 Index
#> 2 2019-30 July 2019 Index
#> 3 2019-26 June 2019 Index
#> 4 2019-22 May 2019 Index
#> 5 2019-18 April 2019 Index
#> 6 2019-13 March 2019 Index
#> 7 2019-09 February 2019 Index
#> 8 2019-04 January 2019 IndexNext, retrive index information about the URL r-project.org from the 2019-35 crawl.
The data returned corresponds with the following call to the index server: https://index.commoncrawl.org/CC-MAIN-2019-35-index?url=r-project.org&output=json
The index information is held in a data frame.
colnames(cc_index)
#> [1] "urlkey" "timestamp" "mime" "digest"
#> [5] "charset" "mime-detected" "status" "length"
#> [9] "offset" "filename" "url" "languages"A web page archive (WARC) is uniquely described by the values in four columns.
cc_index %>%
dplyr::select(filename, offset, length, digest) %>%
dplyr::glimpse()
#> Observations: 3
#> Variables: 4
#> $ filename <chr> "crawl-data/CC-MAIN-2019-35/segments/1566027317516.88/w…
#> $ offset <int> 938342027, 937381688, 11505169
#> $ length <int> 3019, 3019, 503
#> $ digest <chr> "ILB6S7TS5WMLJVJIUBRQA53XRK2I3DN7", "ILB6S7TS5WMLJVJIUB…Choose one of the archived versions of the r-project.org web page to retrieve from the archive.
target_warc_index <-
cc_index %>%
dplyr::filter(status == "200") %>%
dplyr::filter(timestamp == max((timestamp)))
target_warc_index %>%
dplyr::glimpse()
#> Observations: 1
#> Variables: 12
#> $ urlkey <chr> "org,r-project)/"
#> $ timestamp <chr> "20190824083925"
#> $ mime <chr> "text/html"
#> $ digest <chr> "ILB6S7TS5WMLJVJIUBRQA53XRK2I3DN7"
#> $ charset <chr> "UTF-8"
#> $ `mime-detected` <chr> "text/html"
#> $ status <int> 200
#> $ length <int> 3019
#> $ offset <int> 937381688
#> $ filename <chr> "crawl-data/CC-MAIN-2019-35/segments/15660273199…
#> $ url <chr> "https://www.r-project.org/"
#> $ languages <chr> "eng"Use the get_warc function to obtain the archived web page.
warc <-
target_warc_index %>%
dplyr::mutate(warc = get_warc(filename, offset, length, digest,
include_headers = FALSE, .options = opts)) %>%
magrittr::extract2('warc')
stringr::str_trunc(warc, width = 300) %>%
cat()
#> <!DOCTYPE html>
#> <html lang="en">
#> <head>
#> <meta charset="utf-8">
#> <meta http-equiv="X-UA-Compatible" content="IE=edge">
#> <meta name="viewport" content="width=device-width, initial-scale=1">
#> <title>R: The R Project for Statistical Computing</title>
#>
#> <link rel="icon" type="image/p...The web page archive can be converted into an HTML object and manipulated using the rvest package.
warc %>%
rvest::minimal_html() %>%
rvest::html_nodes('#news + ul li p') %>%
rvest::html_text()
#> [1] "R version 3.6.1 (Action of the Toes) has been released on 2019-07-05."
#> [2] "useR! 2020 will take place in St. Louis, Missouri, USA."
#> [3] "R version 3.5.3 (Great Truth) has been released on 2019-03-11."
#> [4] "The R Foundation Conference Committee has released a call for proposals to host useR! 2020 in North America."
#> [5] "You can now support the R Foundation with a renewable subscription as a supporting member"
#> [6] "The R Foundation has been awarded the Personality/Organization of the year 2018 award by the professional association of German market and social researchers."