Data607_Wk9

Assignment - Web APIs

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.

To accomplish this assignment, I used the following packages: devtools and jsonlite.

## Loading required package: devtools

## Loading required package: jsonlite

## 
## Attaching package: 'dplyr'

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

Next, I requested and obtained an API key from the NY Times. I chose the TimesTags API, which mines articles tagged with the word unemployment.

key <- "&api-key=212c36de3ed14d158666d0ec303be0a8"
url <- "http://api.nytimes.com/svc/search/v2/articlesearch.json?q=unemployment"
req <- fromJSON(paste0(url, key))
unemployment <- req$response$docs

head(unemployment)

##                                                                                             web_url
## 1           https://topics.nytimes.com/top/reference/timestopics/subjects/u/unemployment/index.html
## 2 https://topics.nytimes.com/top/reference/timestopics/subjects/u/unemployment_insurance/index.html
## 3                                   https://topics.nytimes.com/topic/subject/unemployment-insurance
## 4         https://topics.nytimes.com/top/opinion/editorials/select-jobs-and-unemployment/index.html
## 5                   https://www.nytimes.com/2018/10/22/upshot/mystery-slow-wage-growth-econony.html
## 6                                               /interactive/2017/10/07/business/unemploy-june.html
##                                                                                                                                                                      snippet
## 1                                                                       News about Unemployment, including commentary and archival articles published in The New York Times.
## 2                                                             News about Unemployment Insurance, including commentary and archival articles published in The New York Times.
## 3                                                             News about Unemployment Insurance, including commentary and archival articles published in The New York Times.
## 4 <p>This is a selection of editorials by the New York Times editorial board on the job market and the role of&#160; government in protecting workers and creating jobs.</p>
## 5                                                                                                                                      Trying to solve an economic mystery. 
## 6                                                                                                                                   The rate ticked up to 4 percent in June.
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                                                                                                                                                                                                                                                                                                                                                                       multimedia
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## 4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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##                                                  headline.main
## 1                                                 Unemployment
## 2                                       Unemployment Insurance
## 3                                       Unemployment Insurance
## 4                                        Jobs and Unemployment
## 5 Unemployment Looks Like 2000 Again. But Wage Growth Doesn’t.
## 6                                            Unemployment Rate
##   headline.kicker headline.content_kicker
## 1            <NA>                    <NA>
## 2            <NA>                    <NA>
## 3            <NA>                    <NA>
## 4            <NA>                    <NA>
## 5            <NA>                    <NA>
## 6            <NA>                    <NA>
##                                        headline.print_headline
## 1                                                         <NA>
## 2                                                         <NA>
## 3                                                         <NA>
## 4                                                         <NA>
## 5 Unemployment Looks Like 2000 Again. But Wage Growth Doesn’t.
## 6                                                         <NA>
##   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
##                                                                                                                                                                                             keywords
## 1                                                                                                                                                                                               NULL
## 2                                                                                                                                                                                               NULL
## 3                                                                                                                                                                                               NULL
## 4                                                                                                                                                                                               NULL
## 5 subject, subject, subject, subject, subject, subject, Wages and Salaries, Productivity, Unemployment, Income Inequality, United States Economy, Labor and Jobs, 1, 2, 3, 4, 5, 6, N, N, N, N, N, N
## 6                                                                                                                                                                                               NULL
##   document_type    type_of_material                      _id word_count
## 1         topic          timestopic 527ab51c38f0d86606631d6d         14
## 2         topic          timestopic 527ab51c38f0d86606631d6e         15
## 3         topic          timestopic 56e11ae038f0d80718d5689e         15
## 4         topic          timestopic 51f92e0038f0d807d7762570         28
## 5       article                News 5bcd9196068401528a2e16c7       1295
## 6    multimedia Interactive Feature 5b3f63c6068401528a2ba05e          0
##       score             source                 pub_date    news_desk
## 1 101.49597               <NA>                     <NA>         <NA>
## 2  95.08975               <NA>                     <NA>         <NA>
## 3  95.04655               <NA>                     <NA>         <NA>
## 4  79.49984               <NA>                     <NA>         <NA>
## 5  77.85204 The New York Times 2018-10-22T09:00:05+0000       Upshot
## 6  76.36435 The New York Times 2018-07-06T12:42:38+0000 Business Day
##     byline.original                              byline.person
## 1              <NA>                                       NULL
## 2              <NA>                                       NULL
## 3              <NA>                                       NULL
## 4              <NA>                                       NULL
## 5 By ERNIE TEDESCHI Ernie, NA, TEDESCHI, NA, NA, reported, , 1
## 6              <NA>                                       NULL
##   byline.organization
## 1                <NA>
## 2                <NA>
## 3                <NA>
## 4                <NA>
## 5                <NA>
## 6                <NA>
##                                                              uri
## 1                                                           <NA>
## 2                                                           <NA>
## 3                                                           <NA>
## 4                                                           <NA>
## 5             nyt://article/9f3e45ca-d37e-5c8c-ac05-3621c31c4664
## 6 nyt://embeddedinteractive/e930dde3-a3a5-50ae-8d9e-b9165871ee10
##   print_page section_name
## 1       <NA>         <NA>
## 2       <NA>         <NA>
## 3       <NA>         <NA>
## 4       <NA>         <NA>
## 5       <NA>         <NA>
## 6       <NA>         <NA>

str(unemployment)

## 'data.frame':    10 obs. of  18 variables:
##  $ web_url         : chr  "https://topics.nytimes.com/top/reference/timestopics/subjects/u/unemployment/index.html" "https://topics.nytimes.com/top/reference/timestopics/subjects/u/unemployment_insurance/index.html" "https://topics.nytimes.com/topic/subject/unemployment-insurance" "https://topics.nytimes.com/top/opinion/editorials/select-jobs-and-unemployment/index.html" ...
##  $ snippet         : chr  "News about Unemployment, including commentary and archival articles published in The New York Times." "News about Unemployment Insurance, including commentary and archival articles published in The New York Times." "News about Unemployment Insurance, including commentary and archival articles published in The New York Times." "<p>This is a selection of editorials by the New York Times editorial board on the job market and the role of&#1"| __truncated__ ...
##  $ blog            :'data.frame':    10 obs. of  0 variables
##  $ multimedia      :List of 10
##   ..$ :'data.frame': 0 obs. of  0 variables
##   ..$ :'data.frame': 0 obs. of  0 variables
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##   .. ..$ caption  : logi  NA NA NA NA NA NA ...
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##   .. ..$ type     : chr  "image" "image" "image" "image" ...
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##   .. ..$ legacy   :'data.frame': 66 obs. of  9 variables:
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##   .. ..$ crop_name: chr  "articleLarge" "thumbWide" "thumbStandard" "articleInline" ...
##   ..$ :'data.frame': 65 obs. of  11 variables:
##   .. ..$ rank     : int  0 0 0 0 0 0 0 0 0 0 ...
##   .. ..$ subtype  : chr  "xlarge" "wide" "thumbnail" "articleInline" ...
##   .. ..$ caption  : logi  NA NA NA NA NA NA ...
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##   .. ..$ type     : chr  "image" "image" "image" "image" ...
##   .. ..$ url      : chr  "images/2017/10/07/business/unemploy-june-1530880672942/unemploy-june-1530880672942-articleLarge.png" "images/2017/10/07/business/unemploy-june-1530880672942/unemploy-june-1530880672942-thumbWide.png" "images/2017/10/07/business/unemploy-june-1530880672942/unemploy-june-1530880672942-thumbStandard.png" "images/2017/10/07/business/unemploy-june-1530880672942/unemploy-june-1530880672942-articleInline.png" ...
##   .. ..$ height   : int  281 126 75 89 105 200 225 250 71 50 ...
##   .. ..$ width    : int  600 190 75 190 225 427 480 533 151 50 ...
##   .. ..$ legacy   :'data.frame': 65 obs. of  9 variables:
##   .. .. ..$ xlarge         : chr  "images/2017/10/07/business/unemploy-june-1530880672942/unemploy-june-1530880672942-articleLarge.png" NA NA NA ...
##   .. .. ..$ xlargewidth    : int  600 NA NA NA NA NA NA NA NA NA ...
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##   .. .. ..$ wideheight     : int  NA 126 NA NA NA NA NA NA NA NA ...
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##   .. ..$ crop_name: chr  "articleLarge" "thumbWide" "thumbStandard" "articleInline" ...
##   ..$ :'data.frame': 0 obs. of  0 variables
##   ..$ :'data.frame': 68 obs. of  11 variables:
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##   .. ..$ subtype  : chr  "xlarge" "wide" "thumbnail" "articleInline" ...
##   .. ..$ caption  : logi  NA NA NA NA NA NA ...
##   .. ..$ credit   : logi  NA NA NA NA NA NA ...
##   .. ..$ type     : chr  "image" "image" "image" "image" ...
##   .. ..$ url      : chr  "images/2018/09/11/us/politics/11dc-fastfact/merlin_137672574_4c06c340-ac50-4989-a682-ebe6081b096d-articleLarge.jpg" "images/2018/09/11/us/politics/11dc-fastfact/11dc-fastfact-thumbWide.jpg" "images/2018/09/11/us/politics/11dc-fastfact/11dc-fastfact-thumbStandard.jpg" "images/2018/09/11/us/politics/11dc-fastfact/merlin_137672574_4c06c340-ac50-4989-a682-ebe6081b096d-articleInline.jpg" ...
##   .. ..$ height   : int  406 126 75 129 152 289 325 361 102 50 ...
##   .. ..$ width    : int  600 190 75 190 225 427 480 533 151 50 ...
##   .. ..$ legacy   :'data.frame': 68 obs. of  9 variables:
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##   .. .. ..$ xlargewidth    : int  600 NA NA NA NA NA NA NA NA NA ...
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##   .. .. ..$ wideheight     : int  NA 126 NA NA NA NA NA NA NA NA ...
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##   .. .. ..$ thumbnailheight: int  NA NA 75 NA NA NA NA NA NA NA ...
##   .. ..$ subType  : chr  "xlarge" "wide" "thumbnail" "articleInline" ...
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##   ..$ :'data.frame': 0 obs. of  0 variables
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##   .. ..$ subtype  : chr  "xlarge" "wide" "thumbnail" "articleInline" ...
##   .. ..$ caption  : logi  NA NA NA NA NA NA ...
##   .. ..$ credit   : logi  NA NA NA NA NA NA ...
##   .. ..$ type     : chr  "image" "image" "image" "image" ...
##   .. ..$ url      : chr  "images/2018/07/07/upshot/07up-jobs2/merlin_139471458_22ac32e0-cb6a-444a-b44c-b3faa586a542-articleLarge.jpg" "images/2018/07/07/upshot/07up-jobs2/merlin_139471458_22ac32e0-cb6a-444a-b44c-b3faa586a542-thumbWide.jpg" "images/2018/07/07/upshot/07up-jobs2/07up-jobs2-thumbStandard.jpg" "images/2018/07/07/upshot/07up-jobs2/merlin_139471458_22ac32e0-cb6a-444a-b44c-b3faa586a542-articleInline.jpg" ...
##   .. ..$ height   : int  400 126 75 127 150 285 320 355 101 50 ...
##   .. ..$ width    : int  600 190 75 190 225 427 480 533 151 50 ...
##   .. ..$ legacy   :'data.frame': 68 obs. of  9 variables:
##   .. .. ..$ xlarge         : chr  "images/2018/07/07/upshot/07up-jobs2/merlin_139471458_22ac32e0-cb6a-444a-b44c-b3faa586a542-articleLarge.jpg" NA NA NA ...
##   .. .. ..$ xlargewidth    : int  600 NA NA NA NA NA NA NA NA NA ...
##   .. .. ..$ xlargeheight   : int  400 NA NA NA NA NA NA NA NA NA ...
##   .. .. ..$ wide           : chr  NA "images/2018/07/07/upshot/07up-jobs2/merlin_139471458_22ac32e0-cb6a-444a-b44c-b3faa586a542-thumbWide.jpg" NA NA ...
##   .. .. ..$ widewidth      : int  NA 190 NA NA NA NA NA NA NA NA ...
##   .. .. ..$ wideheight     : int  NA 126 NA NA NA NA NA NA NA NA ...
##   .. .. ..$ thumbnail      : chr  NA NA "images/2018/07/07/upshot/07up-jobs2/07up-jobs2-thumbStandard.jpg" NA ...
##   .. .. ..$ thumbnailwidth : int  NA NA 75 NA NA NA NA NA NA NA ...
##   .. .. ..$ thumbnailheight: int  NA NA 75 NA NA NA NA NA NA NA ...
##   .. ..$ subType  : chr  "xlarge" "wide" "thumbnail" "articleInline" ...
##   .. ..$ crop_name: chr  "articleLarge" "thumbWide" "thumbStandard" "articleInline" ...
##  $ headline        :'data.frame':    10 obs. of  7 variables:
##   ..$ main          : chr  "Unemployment" "Unemployment Insurance" "Unemployment Insurance" "Jobs and Unemployment" ...
##   ..$ kicker        : chr  NA NA NA NA ...
##   ..$ content_kicker: chr  NA NA NA NA ...
##   ..$ print_headline: chr  NA NA NA NA ...
##   ..$ name          : logi  NA NA NA NA NA NA ...
##   ..$ seo           : logi  NA NA NA NA NA NA ...
##   ..$ sub           : logi  NA NA NA NA NA NA ...
##  $ keywords        :List of 10
##   ..$ :'data.frame': 0 obs. of  0 variables
##   ..$ :'data.frame': 0 obs. of  0 variables
##   ..$ :'data.frame': 0 obs. of  0 variables
##   ..$ :'data.frame': 0 obs. of  0 variables
##   ..$ :'data.frame': 6 obs. of  4 variables:
##   .. ..$ name : chr  "subject" "subject" "subject" "subject" ...
##   .. ..$ value: chr  "Wages and Salaries" "Productivity" "Unemployment" "Income Inequality" ...
##   .. ..$ rank : int  1 2 3 4 5 6
##   .. ..$ major: chr  "N" "N" "N" "N" ...
##   ..$ :'data.frame': 0 obs. of  0 variables
##   ..$ :'data.frame': 0 obs. of  0 variables
##   ..$ :'data.frame': 4 obs. of  4 variables:
##   .. ..$ name : chr  "subject" "subject" "subject" "persons"
##   .. ..$ value: chr  "United States Politics and Government" "Unemployment" "United States Economy" "Trump, Donald J"
##   .. ..$ rank : int  1 2 3 4
##   .. ..$ major: chr  "N" "N" "N" "N"
##   ..$ :'data.frame': 0 obs. of  0 variables
##   ..$ :'data.frame': 5 obs. of  4 variables:
##   .. ..$ name : chr  "subject" "subject" "subject" "subject" ...
##   .. ..$ value: chr  "United States Economy" "Labor and Jobs" "Shortages" "Productivity" ...
##   .. ..$ rank : int  1 2 3 4 5
##   .. ..$ major: chr  "N" "N" "N" "N" ...
##  $ document_type   : chr  "topic" "topic" "topic" "topic" ...
##  $ type_of_material: chr  "timestopic" "timestopic" "timestopic" "timestopic" ...
##  $ _id             : chr  "527ab51c38f0d86606631d6d" "527ab51c38f0d86606631d6e" "56e11ae038f0d80718d5689e" "51f92e0038f0d807d7762570" ...
##  $ word_count      : int  14 15 15 28 1295 0 277 221 475 645
##  $ score           : num  101.5 95.1 95 79.5 77.9 ...
##  $ source          : chr  NA NA NA NA ...
##  $ pub_date        : chr  NA NA NA NA ...
##  $ news_desk       : chr  NA NA NA NA ...
##  $ byline          :'data.frame':    10 obs. of  3 variables:
##   ..$ original    : chr  NA NA NA NA ...
##   ..$ person      :List of 10
##   .. ..$ : NULL
##   .. ..$ : NULL
##   .. ..$ : NULL
##   .. ..$ : NULL
##   .. ..$ :'data.frame':  1 obs. of  8 variables:
##   .. .. ..$ firstname   : chr "Ernie"
##   .. .. ..$ middlename  : logi NA
##   .. .. ..$ lastname    : chr "TEDESCHI"
##   .. .. ..$ qualifier   : logi NA
##   .. .. ..$ title       : logi NA
##   .. .. ..$ role        : chr "reported"
##   .. .. ..$ organization: chr ""
##   .. .. ..$ rank        : int 1
##   .. ..$ : NULL
##   .. ..$ : list()
##   .. ..$ :'data.frame':  1 obs. of  8 variables:
##   .. .. ..$ firstname   : chr "Linda"
##   .. .. ..$ middlename  : logi NA
##   .. .. ..$ lastname    : chr "QIU"
##   .. .. ..$ qualifier   : logi NA
##   .. .. ..$ title       : logi NA
##   .. .. ..$ role        : chr "reported"
##   .. .. ..$ organization: chr ""
##   .. .. ..$ rank        : int 1
##   .. ..$ : list()
##   .. ..$ :'data.frame':  1 obs. of  8 variables:
##   .. .. ..$ firstname   : chr "Neil"
##   .. .. ..$ middlename  : logi NA
##   .. .. ..$ lastname    : chr "IRWIN"
##   .. .. ..$ qualifier   : logi NA
##   .. .. ..$ title       : logi NA
##   .. .. ..$ role        : chr "reported"
##   .. .. ..$ organization: chr ""
##   .. .. ..$ rank        : int 1
##   ..$ organization: chr  NA NA NA NA ...
##  $ uri             : chr  NA NA NA NA ...
##  $ print_page      : chr  NA NA NA NA ...
##  $ section_name    : chr  NA NA NA NA ...

Once the data was read, I used tidyr and dplyr to transform the data. Below, you can see the types of materials that contained unemployment, as well as their word count and url.

unempl_df <- data.frame(unemployment$type_of_material, unemployment$word_count, unemployment$web_url) %>%
  rename(Type = unemployment.type_of_material, Word.Count = unemployment.word_count, URL = unemployment.web_url) %>% 
  group_by(Type) %>%
  arrange(desc(Word.Count))
 
unempl_df

## # A tibble: 10 x 3
## # Groups:   Type [3]
##    Type           Word.Count URL                                          
##    <fct>               <int> <fct>                                        
##  1 News                 1295 https://www.nytimes.com/2018/10/22/upshot/my~
##  2 News                  645 https://www.nytimes.com/2018/07/06/upshot/th~
##  3 News                  475 https://www.nytimes.com/aponline/2018/10/26/~
##  4 News                  277 https://www.nytimes.com/reuters/2018/10/25/b~
##  5 News                  221 https://www.nytimes.com/2018/09/10/us/politi~
##  6 timestopic             28 https://topics.nytimes.com/top/opinion/edito~
##  7 timestopic             15 https://topics.nytimes.com/top/reference/tim~
##  8 timestopic             15 https://topics.nytimes.com/topic/subject/une~
##  9 timestopic             14 https://topics.nytimes.com/top/reference/tim~
## 10 Interactive F~          0 /interactive/2017/10/07/business/unemploy-ju~