DATA 607 Week 9
Vinicio Haro
March 26, 2018
The New York Times web site provides a rich set of APIs, as described here: http://developer.nytimes.com/docs You’ll need to start by signing up for an API key.
Your task is to choose one of the New York Times APIs, construct an interface in R to read in the JSON data, and transform it to an R dataframe.
After registering, the following API key is obtained c90e2b1446ad4684b1d803b597c5cfea
Load in the libraries we will need
library(httr)
library(jsonlite)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionI will select the API belonging to movie reviews.
nytimes_movie_reviews <- GET("https://api.nytimes.com/svc/movies/v2/reviews/all.json",
query = list(api_key = "c90e2b1446ad4684b1d803b597c5cfea", order = "by-title",
offset = 20))
nytimes_movie_reviews## Response [https://api.nytimes.com/svc/movies/v2/reviews/all.json?api_key=c90e2b1446ad4684b1d803b597c5cfea&order=by-title&offset=20]
## Date: 2018-03-27 02:03
## Status: 200
## Content-Type: application/json; charset=UTF-8
## Size: 12 kBOur task is now to transform the data into an R data frame
nytimes_movies.df <- fromJSON("https://api.nytimes.com/svc/movies/v2/reviews/all.json?api_key=c90e2b1446ad4684b1d803b597c5cfea") %>%
data.frame()lets check the structure of our data frame
head(nytimes_movies.df, 5)## status
## 1 OK
## 2 OK
## 3 OK
## 4 OK
## 5 OK
## copyright
## 1 Copyright (c) 2018 The New York Times Company. All Rights Reserved.
## 2 Copyright (c) 2018 The New York Times Company. All Rights Reserved.
## 3 Copyright (c) 2018 The New York Times Company. All Rights Reserved.
## 4 Copyright (c) 2018 The New York Times Company. All Rights Reserved.
## 5 Copyright (c) 2018 The New York Times Company. All Rights Reserved.
## has_more num_results results.display_title results.mpaa_rating
## 1 TRUE 20 Midnight Sun PG-13
## 2 TRUE 20 Ismael's Ghosts R
## 3 TRUE 20 Beauty and the Dogs
## 4 TRUE 20 The Workshop
## 5 TRUE 20 I Kill Giants Not Rated
## results.critics_pick results.byline
## 1 0 TEO BUGBEE
## 2 1 GLENN KENNY
## 3 1 JEANNETTE CATSOULIS
## 4 1 JENNIFER SZALAI
## 5 1 JEANNETTE CATSOULIS
## results.headline
## 1 Review: In ‘Midnight Sun,’ the Dawn of Romance Can Be Fatal
## 2 Review: Wife Returns in ‘Ismael’s Ghosts.’ Confusion Ensues.
## 3 Review: Seeking Justice After a Rape in ‘Beauty and the Dogs’
## 4 Review: ‘The Workshop’ Plunges Into a Class Divided
## 5 Review: Slaying Monsters (and Avoiding Grief) in ‘I Kill Giants’
## results.summary_short
## 1 Bella Thorne stars as a teenager with a rare disease who must avoid ultraviolet light — but she isn’t avoiding love. One night, she meets a boy.
## 2 In Arnaud Desplechin’s remarkable sprawl of a film, a wife comes back after a 20-year disappearance, adding to an already convoluted situation.
## 3 In this film inspired by a true story, the director Kaouther Ben Hania leans hard on official corruption and a bureaucracy dominated by male power.
## 4 This new film from the French director Laurent Cantet follows a diverse group of students enrolled in a summer writing class taught by a famous novelist.
## 5 This magical movie marries adult themes and childlike wonder as a troubled girl embarks on a fantastical quest.
## results.publication_date results.opening_date results.date_updated
## 1 2018-03-23 2018-03-23 2018-03-26 16:44:30
## 2 2018-03-22 2018-03-23 2018-03-26 16:44:28
## 3 2018-03-22 <NA> 2018-03-26 16:44:28
## 4 2018-03-22 <NA> 2018-03-26 16:44:27
## 5 2018-03-22 2018-03-23 2018-03-26 16:44:26
## results.link.type
## 1 article
## 2 article
## 3 article
## 4 article
## 5 article
## results.link.url
## 1 http://www.nytimes.com/2018/03/23/movies/midnight-sun-review.html
## 2 http://www.nytimes.com/2018/03/22/movies/review-ismaels-ghosts-arnaud-desplechin.html
## 3 http://www.nytimes.com/2018/03/22/movies/beauty-and-the-dogs-review.html
## 4 http://www.nytimes.com/2018/03/22/movies/the-workshop-review-laurent-cantet.html
## 5 http://www.nytimes.com/2018/03/22/movies/i-kill-giants-review.html
## results.link.suggested_link_text
## 1 Read the New York Times Review of Midnight Sun
## 2 Read the New York Times Review of Ismael's Ghosts
## 3 Read the New York Times Review of Beauty and the Dogs
## 4 Read the New York Times Review of The Workshop
## 5 Read the New York Times Review of I Kill Giants
## results.multimedia.type
## 1 mediumThreeByTwo210
## 2 mediumThreeByTwo210
## 3 mediumThreeByTwo210
## 4 mediumThreeByTwo210
## 5 mediumThreeByTwo210
## results.multimedia.src
## 1 https://static01.nyt.com/images/2018/03/24/arts/24midnightsun/23midnightsun-mediumThreeByTwo210.jpg
## 2 https://static01.nyt.com/images/2018/03/23/arts/23ismaelsghost/merlin_135652056_545215ce-7d65-4267-a0cb-29bddcee101a-mediumThreeByTwo210.jpg
## 3 https://static01.nyt.com/images/2018/03/23/arts/23beautyandthedogspix/23beautyandthedogspix-mediumThreeByTwo210-v2.jpg
## 4 https://static01.nyt.com/images/2018/03/23/arts/23theworkshop/23theworkshop-mediumThreeByTwo210.jpg
## 5 https://static01.nyt.com/images/2018/03/23/arts/23killgiants1/merlin_135651834_da35096f-806d-435e-836e-ce347967699b-mediumThreeByTwo210.jpg
## results.multimedia.width results.multimedia.height
## 1 210 140
## 2 210 140
## 3 210 140
## 4 210 140
## 5 210 140names(nytimes_movies.df)## [1] "status" "copyright"
## [3] "has_more" "num_results"
## [5] "results.display_title" "results.mpaa_rating"
## [7] "results.critics_pick" "results.byline"
## [9] "results.headline" "results.summary_short"
## [11] "results.publication_date" "results.opening_date"
## [13] "results.date_updated" "results.link"
## [15] "results.multimedia"By looking at the columns provided, I can see there are items here that would not provide any information worth analyzing. I don’t need status, copyright, has_more, results.link or results. For the sake of the problem, we now have our data in a actionable data frame.
Lets try a different API Lets also try it using a slightly different method highlighted here http://www.storybench.org/working-with-the-new-york-times-api-in-r/
NYTIMES_KEY="c90e2b1446ad4684b1d803b597c5cfea"There is actually a library that interacts with the NY times API install.packages(“devtools”) devtools::install_github(“mkearney/nytimes”)
#install.packages("devtools")
#devtools::install_github("mkearney/nytimes")
library(nytimes)Lets use the article search API
article_search <- fromJSON("http://api.nytimes.com/svc/search/v2/articlesearch.json?q=mueller&api-key=c90e2b1446ad4684b1d803b597c5cfea")
article_search## $status
## [1] "OK"
##
## $copyright
## [1] "Copyright (c) 2018 The New York Times Company. All Rights Reserved."
##
## $response
## $response$docs
## web_url
## 1 https://www.nytimes.com/2018/02/22/nyregion/four-northeast-states-pledge-to-share-gun-safety-data.html
## 2 https://topics.nytimes.com/topic/company/mueller-water-products-inc
## 3 https://topics.nytimes.com/top/news/business/companies/mueller-industries-inc/index.html
## 4 https://topics.nytimes.com/topic/company/mueller-industries-inc
## 5 https://topics.nytimes.com/top/news/business/companies/mueller-water-products-inc/index.html
## 6 https://www.nytimes.com/interactive/2018/02/16/us/politics/russia-propaganda-election-2016.html
## 7 https://www.nytimes.com/2018/02/16/us/politics/richard-pinedo-russia-bank-accounts-guilty-plea-mueller.html
## 8 https://www.nytimes.com/2018/03/06/nyregion/de-blasio-brooklyn-crash.html
## 9 https://www.nytimes.com/2018/03/14/opinion/republicans-russia.html
## 10 https://www.nytimes.com/2018/03/19/opinion/trump-mueller.html
## snippet
## 1 New York, New Jersey, Connecticut and Rhode Island will exchange information, like the names of people who have been deemed mentally unfit to own a gun.
## 2 News about Mueller Water Products Inc., including commentary and archival articles published in The New York Times.
## 3 News about Mueller Industries Inc., including commentary and archival articles published in The New York Times.
## 4 News about Mueller Industries Inc., including commentary and archival articles published in The New York Times.
## 5 News about Mueller Water Products Inc., including commentary and archival articles published in The New York Times.
## 6 Thirteen Russian nationals have been charged with illegally trying to disrupt the American political process through inflammatory social media posts and organized political rallies.
## 7 A California man illegally provided hundreds of bank account numbers to a Russian social media operation, the special counsel revealed.
## 8 The absence of charges in the deaths of the children inflamed tensions between traffic advocates and the police, with the mayor in the middle.
## 9 A reader criticizes Republicans on the House Intelligence Committee for a report finding no evidence of collusion by the Trump campaign.
## 10 Readers respond to the latest outburst from the president about the special counsel’s inquiry.
## print_page source
## 1 18 The New York Times
## 2 <NA> <NA>
## 3 <NA> <NA>
## 4 <NA> <NA>
## 5 <NA> <NA>
## 6 <NA> The New York Times
## 7 14 The New York Times
## 8 22 The New York Times
## 9 <NA> The New York Times
## 10 <NA> The New York Times
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## headline.main
## 1 Four Northeast States Pledge to Share Gun Safety Data
## 2 Mueller Water Products Inc.
## 3 Mueller Industries Inc.
## 4 Mueller Industries Inc.
## 5 Mueller Water Products Inc.
## 6 The Propaganda Tools Used by Russians to Influence the 2016 Election
## 7 Russians Bought Bank Accounts From California Man, Mueller Says
## 8 For de Blasio, Crash That Killed 2 Children Strikes Close to Home
## 9 G.O.P. and Russia Inquiry: ‘Party Above Principle’
## 10 Trump vs. Mueller: The Tension Builds
## headline.kicker headline.content_kicker
## 1 <NA> <NA>
## 2 <NA> <NA>
## 3 <NA> <NA>
## 4 <NA> <NA>
## 5 <NA> <NA>
## 6 <NA>
## 7 <NA> <NA>
## 8 <NA> <NA>
## 9 Letter Letter
## 10 Letters Letters
## headline.print_headline
## 1 Citing Federal Inaction, 4 Northeast States Agree To Pool Gun Safety Data
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 <NA>
## 7 Operation Exploited Fraudster In the U.S.
## 8 For the Mayor, a Crash That Killed 2 Children Strikes Close to Home
## 9 G.O.P. and Russia Inquiry
## 10 Trump vs. Mueller: The Tension Builds
## headline.name headline.seo headline.sub
## 1 NA NA NA
## 2 NA NA NA
## 3 NA NA NA
## 4 NA NA NA
## 5 NA NA NA
## 6 NA NA NA
## 7 NA NA NA
## 8 NA NA NA
## 9 NA NA NA
## 10 NA NA NA
## keywords
## 1 subject, subject, subject, persons, glocations, glocations, glocations, glocations, Gun Control, States (US), Mental Health and Disorders, Cuomo, Andrew M, Connecticut, New Jersey, New York State, Rhode Island, 1, 2, 3, 4, 5, 6, 7, 8, N, N, N, N, N, N, N, N
## 2 NULL
## 3 NULL
## 4 NULL
## 5 NULL
## 6 subject, persons, Russian Interference in 2016 US Elections and Ties to Trump Associates, Mueller, Robert S III, 1, 2, N, N
## 7 subject, subject, subject, persons, glocations, United States Politics and Government, Russian Interference in 2016 US Elections and Ties to Trump Associates, Special Prosecutors (Independent Counsel), Mueller, Robert S III, Russia, 1, 2, 3, 4, 5, N, N, N, N, N
## 8 glocations, persons, glocations, subject, persons, persons, persons, subject, subject, New York City, de Blasio, Bill, Park Slope (Brooklyn, NY), Traffic Accidents and Safety, Miles, Ruthie Ann, Lew, Lauren (1984- ), Bruns, Dorothy (1973- ), Deaths (Fatalities), Drunken and Reckless Driving, 1, 2, 3, 4, 5, 6, 7, 8, 9, N, N, N, N, N, N, N, N, N
## 9 subject, persons, organizations, persons, subject, Russian Interference in 2016 US Elections and Ties to Trump Associates, Mueller, Robert S III, House Committee on Intelligence, Trump, Donald J, United States Politics and Government, 1, 2, 3, 4, 5, N, N, N, N, N
## 10 persons, persons, Mueller, Robert S III, Trump, Donald J, 1, 2, N, N
## pub_date document_type new_desk
## 1 2018-02-22T23:38:49+0000 article Metro
## 2 <NA> topic <NA>
## 3 <NA> topic <NA>
## 4 <NA> topic <NA>
## 5 <NA> topic <NA>
## 6 2018-02-17T00:02:09+0000 multimedia U.S.
## 7 2018-02-16T20:32:48+0000 article Washington
## 8 2018-03-06T23:24:42+0000 article Metro
## 9 2018-03-14T16:53:17+0000 article Letters
## 10 2018-03-19T17:56:46+0000 article Letters
## byline.original
## 1 By BENJAMIN MUELLER
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 By ALICIA PARLAPIANO and JASMINE C. LEE
## 7 By NICHOLAS FANDOS
## 8 By J. DAVID GOODMAN
## 9 <NA>
## 10 <NA>
## byline.person
## 1 Benjamin, NA, MUELLER, NA, NA, reported, , 1
## 2 NULL
## 3 NULL
## 4 NULL
## 5 NULL
## 6 Alicia, Jasmine, NA, C., PARLAPIANO, LEE, NA, NA, NA, NA, reported, reported, , , 1, 2
## 7 Nicholas, NA, FANDOS, NA, NA, reported, , 1
## 8 J., David, GOODMAN, NA, NA, reported, , 1
## 9 NULL
## 10 NULL
## byline.organization type_of_material _id
## 1 NA News 5a8f5490410cf7000162d745
## 2 NA timestopic 56e0281838f0d836dc036ac8
## 3 NA timestopic 527abdf638f0d86606632e29
## 4 NA timestopic 56e0280838f0d836dc036ac7
## 5 NA timestopic 527abe2438f0d86606632e93
## 6 NA Interactive Feature 5a877108410cf7000162c744
## 7 NA News 5a873ff9410cf7000162c6bb
## 8 NA News 5a9f234147de81a90120af9c
## 9 NA Letter 5aa9538047de81a90120fcc8
## 10 NA Letter 5aaff9e347de81a901212b32
## word_count score
## 1 741 4.499062
## 2 17 3.322818
## 3 16 3.314682
## 4 16 3.314682
## 5 17 3.276321
## 6 0 3.014839
## 7 845 2.984659
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## 9 185 2.587931
## 10 697 2.558578
## uri section_name
## 1 nyt://article/8e500e8c-a0ff-51a8-aa2e-06524fa950c4 <NA>
## 2 <NA> <NA>
## 3 <NA> <NA>
## 4 <NA> <NA>
## 5 <NA> <NA>
## 6 nyt://interactive/a012e004-8d16-52dd-9a02-e1b72f3cccfe Politics
## 7 nyt://article/2b220246-fba8-546e-b4fa-08410ecaba92 Politics
## 8 nyt://article/b9042930-8986-5ad8-8723-91ef7fc6785f <NA>
## 9 nyt://article/824964b8-a668-5ca6-b958-fcb0a970673e <NA>
## 10 nyt://article/0f7c601f-d60c-5b25-81de-477a29c84c8f <NA>
##
## $response$meta
## $response$meta$hits
## [1] 18032
##
## $response$meta$offset
## [1] 0
##
## $response$meta$time
## [1] 25Now lets convert into a dataframe
article_search <- fromJSON("http://api.nytimes.com/svc/search/v2/articlesearch.json?q=mueller&api-key=c90e2b1446ad4684b1d803b597c5cfea", flatten = TRUE) %>% data.frame()head(article_search, 5)## status
## 1 OK
## 2 OK
## 3 OK
## 4 OK
## 5 OK
## copyright
## 1 Copyright (c) 2018 The New York Times Company. All Rights Reserved.
## 2 Copyright (c) 2018 The New York Times Company. All Rights Reserved.
## 3 Copyright (c) 2018 The New York Times Company. All Rights Reserved.
## 4 Copyright (c) 2018 The New York Times Company. All Rights Reserved.
## 5 Copyright (c) 2018 The New York Times Company. All Rights Reserved.
## response.docs.web_url
## 1 https://www.nytimes.com/2018/02/22/nyregion/four-northeast-states-pledge-to-share-gun-safety-data.html
## 2 https://topics.nytimes.com/topic/company/mueller-industries-inc
## 3 https://topics.nytimes.com/top/news/business/companies/mueller-industries-inc/index.html
## 4 https://topics.nytimes.com/topic/company/mueller-water-products-inc
## 5 https://topics.nytimes.com/top/news/business/companies/mueller-water-products-inc/index.html
## response.docs.snippet
## 1 New York, New Jersey, Connecticut and Rhode Island will exchange information, like the names of people who have been deemed mentally unfit to own a gun.
## 2 News about Mueller Industries Inc., including commentary and archival articles published in The New York Times.
## 3 News about Mueller Industries Inc., including commentary and archival articles published in The New York Times.
## 4 News about Mueller Water Products Inc., including commentary and archival articles published in The New York Times.
## 5 News about Mueller Water Products Inc., including commentary and archival articles published in The New York Times.
## response.docs.print_page response.docs.source
## 1 18 The New York Times
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## 3 <NA> <NA>
## 4 <NA> <NA>
## 5 <NA> <NA>
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## 2 NULL
## 3 NULL
## 4 NULL
## 5 NULL
## response.docs.keywords
## 1 subject, subject, subject, persons, glocations, glocations, glocations, glocations, Gun Control, States (US), Mental Health and Disorders, Cuomo, Andrew M, Connecticut, New Jersey, New York State, Rhode Island, 1, 2, 3, 4, 5, 6, 7, 8, N, N, N, N, N, N, N, N
## 2 NULL
## 3 NULL
## 4 NULL
## 5 NULL
## response.docs.pub_date response.docs.document_type
## 1 2018-02-22T23:38:49+0000 article
## 2 <NA> topic
## 3 <NA> topic
## 4 <NA> topic
## 5 <NA> topic
## response.docs.new_desk response.docs.type_of_material
## 1 Metro News
## 2 <NA> timestopic
## 3 <NA> timestopic
## 4 <NA> timestopic
## 5 <NA> timestopic
## response.docs._id response.docs.word_count response.docs.score
## 1 5a8f5490410cf7000162d745 741 4.421202
## 2 56e0280838f0d836dc036ac7 16 3.325378
## 3 527abdf638f0d86606632e29 16 3.325378
## 4 56e0281838f0d836dc036ac8 17 3.322818
## 5 527abe2438f0d86606632e93 17 3.276321
## response.docs.uri
## 1 nyt://article/8e500e8c-a0ff-51a8-aa2e-06524fa950c4
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## response.docs.section_name
## 1 <NA>
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## response.docs.headline.main
## 1 Four Northeast States Pledge to Share Gun Safety Data
## 2 Mueller Industries Inc.
## 3 Mueller Industries Inc.
## 4 Mueller Water Products Inc.
## 5 Mueller Water Products Inc.
## response.docs.headline.kicker response.docs.headline.content_kicker
## 1 <NA> <NA>
## 2 <NA> <NA>
## 3 <NA> <NA>
## 4 <NA> <NA>
## 5 <NA> <NA>
## response.docs.headline.print_headline
## 1 Citing Federal Inaction, 4 Northeast States Agree To Pool Gun Safety Data
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## response.docs.headline.name response.docs.headline.seo
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## response.docs.headline.sub response.docs.byline.original
## 1 NA By BENJAMIN MUELLER
## 2 NA <NA>
## 3 NA <NA>
## 4 NA <NA>
## 5 NA <NA>
## response.docs.byline.person
## 1 Benjamin, NA, MUELLER, NA, NA, reported, , 1
## 2 NULL
## 3 NULL
## 4 NULL
## 5 NULL
## response.docs.byline.organization response.meta.hits
## 1 NA 18032
## 2 NA 18032
## 3 NA 18032
## 4 NA 18032
## 5 NA 18032
## response.meta.offset response.meta.time
## 1 0 16
## 2 0 16
## 3 0 16
## 4 0 16
## 5 0 16names(article_search)## [1] "status"
## [2] "copyright"
## [3] "response.docs.web_url"
## [4] "response.docs.snippet"
## [5] "response.docs.print_page"
## [6] "response.docs.source"
## [7] "response.docs.multimedia"
## [8] "response.docs.keywords"
## [9] "response.docs.pub_date"
## [10] "response.docs.document_type"
## [11] "response.docs.new_desk"
## [12] "response.docs.type_of_material"
## [13] "response.docs._id"
## [14] "response.docs.word_count"
## [15] "response.docs.score"
## [16] "response.docs.uri"
## [17] "response.docs.section_name"
## [18] "response.docs.headline.main"
## [19] "response.docs.headline.kicker"
## [20] "response.docs.headline.content_kicker"
## [21] "response.docs.headline.print_headline"
## [22] "response.docs.headline.name"
## [23] "response.docs.headline.seo"
## [24] "response.docs.headline.sub"
## [25] "response.docs.byline.original"
## [26] "response.docs.byline.person"
## [27] "response.docs.byline.organization"
## [28] "response.meta.hits"
## [29] "response.meta.offset"
## [30] "response.meta.time"This sort of data is prime for performing tf-idf or clustering via k means.
We can also query results from multiple pages at once. This is useful if we want to visualize things such as distribution of content types. We will follow the guidelines in that linked tutorial to go through this process.
Lets define something to search and specify a range Lets look at any mention of Bill Clinton from 1993 to 1994
# Let's set some parameters
term <- "bill+clinton" # Need to use + to string together separate words
begin_date <- "19931108"
end_date <- "19940101"We defined our terms so we can create a full query based on these terms
baseurl <- paste0("http://api.nytimes.com/svc/search/v2/articlesearch.json?q=",term,
"&begin_date=",begin_date,"&end_date=",end_date,
"&facet_filter=true&api-key=",NYTIMES_KEY, sep="")Run the query
initialQuery <- fromJSON(baseurl)
maxPages <- round((initialQuery$response$meta$hits[1] / 10)-1) We only look at 10 pages at a time, but the following loop lets us bypass the limitation. We add a sys.sleep in order to avoid being identifed as a bot.
pages <- list()
for(i in 0:maxPages){
nytSearch <- fromJSON(paste0(baseurl, "&page=", i), flatten = TRUE) %>% data.frame()
message("Retrieving page ", i)
pages[[i+1]] <- nytSearch
Sys.sleep(1)
}## Retrieving page 0## Retrieving page 1## Retrieving page 2## Retrieving page 3## Retrieving page 4## Retrieving page 5## Retrieving page 6## Retrieving page 7## Retrieving page 8## Retrieving page 9## Retrieving page 10## Retrieving page 11## Retrieving page 12## Retrieving page 13## Retrieving page 14## Retrieving page 15## Retrieving page 16## Retrieving page 17## Retrieving page 18## Retrieving page 19## Retrieving page 20## Retrieving page 21## Retrieving page 22## Retrieving page 23## Retrieving page 24## Retrieving page 25## Retrieving page 26## Retrieving page 27## Retrieving page 28## Retrieving page 29## Retrieving page 30## Retrieving page 31## Retrieving page 32## Retrieving page 33## Retrieving page 34## Retrieving page 35## Retrieving page 36## Retrieving page 37## Error in open.connection(con, "rb"): HTTP error 504.We collected 56 pages. We can paste all the pages together
allNYTSearch <- rbind_pages(pages)We can visualize articles on Bill Clinton by content type
# Visualize coverage by section
library(ggplot2)
allNYTSearch %>%
group_by(response.docs.type_of_material) %>%
summarize(count=n()) %>%
mutate(percent = (count / sum(count))*100) %>%
ggplot() +
geom_bar(aes(y=percent, x=response.docs.type_of_material, fill=response.docs.type_of_material), stat = "identity") + coord_flip()