Data 607 Assignment 9

Assignment overview

The New York Times web site provides a rich set of APIs, as described here: https://developer.nytimes.com/apis
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 into an R DataFrame.

Introduction

The aim of this assignment is the use of the New York Times web site API to create a data frame.

Signed in New York Times
Registered for the API key
Chose Article search API
Set search keyword - Coronavirus

The result shows the key-word Coronavirus available article.

Load Library

# loaded necessary library
library(jsonlite)
library(dplyr)
library(DT)
library(httr)
library(ggplot2)

Load data

# intialize api key
api_key <- "u5CCFWy8iVIWy5O86FPxnA93zWhJVlCY"

# initialize search word
search_word <- "Coronavirus"

# url for Article search api
url <- "https://api.nytimes.com/svc/search/v2/articlesearch.json?q="

# pass parameter such as search word and api_key
url <- paste0(url,search_word,"&api-key=",api_key,sep = "")

# store the value in a data frame
article <- jsonlite::fromJSON(url, flatten = TRUE) %>% data.frame()

# put data in to table format
DT::datatable(article, options = list(pageLength = 2))

Select relevant column

In the data set we can see 33 columns, out of 33 columns I chose below columns.

response.docs.abstract <- Abstract
response.docs.web_url <- URL
response.docs.source <- Source
response.docs.document_type <- DocType
response.docs.word_count <- WordCount
response.docs.headline.main <- HeadLine
response.docs.byline.original <- ByLine

 df_article <- article %>% 
  dplyr::select (response.docs.abstract,response.docs.web_url
 , response.docs.source, response.docs.document_type, response.docs.word_count, 
 response.docs.headline.main, response.docs.byline.original) %>% 
  dplyr::rename("Abstract" = response.docs.abstract,"URL" = response.docs.web_url,
                  "Source" = response.docs.source, "DocType" = response.docs.document_type, 
                  "WordCount" = response.docs.word_count, "HeadLine" = response.docs.headline.main, 
                "Author" = response.docs.byline.original)

DT::datatable(df_article, options = list(pageLength = 2))

Lonest article

Author name and article wordcount is present in dataset. Here we find out which is the longest article on Coronavirus.

df_article_long <- data.frame(cbind(df_article$Author, df_article$WordCount))
# rename columns name
df_article_long <- df_article_long %>% dplyr::rename("Author" = X1, "WordCount" = X2 )
# change data type of wordcount column 
df_article_long$WordCount <- as.integer(as.character(df_article_long$WordCount))
# replace "BY" with ""
df_article_long$Author <- gsub( "By ", "",df_article_long$Author) 
# arrange in desc order
df_article_long <- df_article_long %>% arrange(desc(WordCount))

ggplot2::ggplot(data = df_article_long, aes(x = Author, y = WordCount)) + 
  geom_bar(aes(reorder(Author,WordCount),WordCount),stat = "identity",fill = "steelblue") + 
  coord_flip() + xlab("Author") + ylab("Word Count") +
  ggtitle("Longest article on Corona virus") +
  theme(plot.title = element_text(hjust = 0.5),panel.background = element_rect(fill = "white", color = NA)) +
  geom_text(aes( y = WordCount,label=WordCount), hjust = -0.20, color="Black", size=3.5)

Search key-word as a user input

This function will take the search word as user input and will return corresponding articles.

Passed search word politics, user can pass any word, based on that word this function will return data.

ArticleAPI <- function(word)
  
  {
  api_key <- "u5CCFWy8iVIWy5O86FPxnA93zWhJVlCY"
  
  url <-  paste("https://api.nytimes.com/svc/search/v2/articlesearch.json?q=",word,"&api-key=u5CCFWy8iVIWy5O86FPxnA93zWhJVlCY",sep="")
  
  paste0("Here is data for key-word: ", word)
  
  #get seems to fail sometimes
  df <- httr::RETRY("GET", url, times = 100, pause_base = 1)

  df <- content(df,as="text")
  
  df <-  as.data.frame(fromJSON(df))
  
  #clean up the column names
  colnames(df) <- gsub("^.*\\.","", colnames(df))
  
  return(df)
}

ArticleAPI("politics")

##    status                                                           copyright
## 1      OK Copyright (c) 2020 The New York Times Company. All Rights Reserved.
## 2      OK Copyright (c) 2020 The New York Times Company. All Rights Reserved.
## 3      OK Copyright (c) 2020 The New York Times Company. All Rights Reserved.
## 4      OK Copyright (c) 2020 The New York Times Company. All Rights Reserved.
## 5      OK Copyright (c) 2020 The New York Times Company. All Rights Reserved.
## 6      OK Copyright (c) 2020 The New York Times Company. All Rights Reserved.
## 7      OK Copyright (c) 2020 The New York Times Company. All Rights Reserved.
## 8      OK Copyright (c) 2020 The New York Times Company. All Rights Reserved.
## 9      OK Copyright (c) 2020 The New York Times Company. All Rights Reserved.
## 10     OK Copyright (c) 2020 The New York Times Company. All Rights Reserved.
##                                                                                                                                                                                             abstract
## 1                                                                                                Crisis management, with more than a touch of political maneuvering: This is your morning tip sheet.
## 2  President Trump is 73. His leading rival is 77. And many of their strongest supporters — vulnerable to the coronavirus but enormously influential politically — are eligible for Social Security.
## 3                        The North Carolina Republican is seeking to clear himself through an ethics investigation after the disclosure that he sold most of his holdings before the market tumbled.
## 4                                          Primary elections are being pushed back. The Olympics are officially in 2021. The election-year calendar seemed set in stone and now it is up in the air.
## 5                                                                    An Illinois mayor’s emergency decree drew fury from some who view coronavirus preparedness as politically motivated “hysteria.”
## 6          Governors of both parties have taken a lead role in confronting the crisis, asserting themselves in ways that have only highlighted the initial lack of seriousness from the White House.
## 7                     With a broad coalition, Joseph R. Biden Jr. defeated Bernie Sanders in Florida, Illinois and Arizona, in a rout that could add to pressure on Mr. Sanders to end his campaign.
## 8                                                                                                   The presidential race goes on, and the coronavirus looms larger. This is your morning tip sheet.
## 9                                           People in a country in trouble look to the president to help soothe and to tell them that although things might be bad, we will eventually be all right.
## 10                                                                                Some thought he was “Deep Throat,” the secret source who helped The Washington Post unravel Watergate. He was not.
##                                                                                         web_url
## 1                         https://www.nytimes.com/2020/03/20/us/politics/trump-coronavirus.html
## 2                       https://www.nytimes.com/2020/03/27/us/politics/biden-trump-seniors.html
## 3  https://www.nytimes.com/2020/03/20/us/politics/coronavirus-richard-burr-insider-trading.html
## 4         https://www.nytimes.com/2020/03/24/us/politics/coronavirus-2020-election-primary.html
## 5                   https://www.nytimes.com/2020/03/17/us/politics/coronavirus-republicans.html
## 6               https://www.nytimes.com/2020/03/17/us/politics/governors-coronavirus-trump.html
## 7            https://www.nytimes.com/2020/03/17/us/politics/biden-florida-illinois-primary.html
## 8                      https://www.nytimes.com/2020/03/12/us/politics/sanders-biden-debate.html
## 9        https://www.nytimes.com/2020/03/13/us/politics/president-trump-coronavirus-speech.html
## 10                          https://www.nytimes.com/2020/03/27/us/politics/john-sears-dead.html
##                                                                                                                                                                                              snippet
## 1                                                                                                Crisis management, with more than a touch of political maneuvering: This is your morning tip sheet.
## 2  President Trump is 73. His leading rival is 77. And many of their strongest supporters — vulnerable to the coronavirus but enormously influential politically — are eligible for Social Security.
## 3                        The North Carolina Republican is seeking to clear himself through an ethics investigation after the disclosure that he sold most of his holdings before the market tumbled.
## 4                                          Primary elections are being pushed back. The Olympics are officially in 2021. The election-year calendar seemed set in stone and now it is up in the air.
## 5                                                                    An Illinois mayor’s emergency decree drew fury from some who view coronavirus preparedness as politically motivated “hysteria.”
## 6          Governors of both parties have taken a lead role in confronting the crisis, asserting themselves in ways that have only highlighted the initial lack of seriousness from the White House.
## 7                     With a broad coalition, Joseph R. Biden Jr. defeated Bernie Sanders in Florida, Illinois and Arizona, in a rout that could add to pressure on Mr. Sanders to end his campaign.
## 8                                                                                                   The presidential race goes on, and the coronavirus looms larger. This is your morning tip sheet.
## 9                                           People in a country in trouble look to the president to help soothe and to tell them that although things might be bad, we will eventually be all right.
## 10                                                                                Some thought he was “Deep Throat,” the secret source who helped The Washington Post unravel Watergate. He was not.
##                                                                                                                                                                                                                                                                                                                                                                                                        lead_paragraph
## 1                                                                                                                                                                                                                                                                                                                     President Trump held a news conference with the White House coronavirus task force on Thursday.
## 2                                                                                                                                                                                                                                                                                                                                            LAS VEGAS — Joseph R. Biden Jr. wasn’t accustomed to overflow audiences.
## 3                                                                                  WASHINGTON — The nation remained fixated on the final acts of the impeachment drama in early February, but as the Senate prepared to acquit President Trump, Senator Richard M. Burr, Republican of North Carolina and the chairman of the Intelligence Committee, already had his eye on a troubling new threat: the coronavirus.
## 4                                                                                                                                                                                                                                                              There is a rhythm to it all, in happier times, a procession of dates and checkpoints to spread the politics and patriotism neatly across the calendar.
## 5       WASHINGTON — When Deborah Frank Feinen, the mayor of Champaign, Ill., drafted an emergency powers declaration last Thursday to confront the coronavirus pandemic, she was proud of her city’s early preparation. But by the time she got to work the next morning, the National Rifle Association had blared a “national alert” saying “anti-gun extremists” were moving “to undermine our firearms freedom.”
## 6                                                                WASHINGTON — One day after President Trump told the nation’s governors on a conference call that he had been “watching a lot of you on television” dealing with the coronavirus, he proved it Tuesday morning by angrily tweeting at Michigan’s governor for saying on MSNBC that “the federal government did not take this seriously early enough.”
## 7                                                                                                                                           Joseph R. Biden Jr. easily defeated Senator Bernie Sanders in three major primaries on Tuesday, all but extinguishing Mr. Sanders’s chances for a comeback, as anxious Americans turned out to vote amid a series of cascading disruptions from the coronavirus pandemic.
## 8                                                                                                                                                                                                                                                  Sanders’s wife, Jane, drove him home after his news conference on Wednesday at the Hotel Vermont in Burlington, where he announced he would continue his campaign.
## 9  It seems almost churlish to compare a speech by President Donald J. Trump in 2020 to one by Prime Minister Winston Churchill in 1940. In the canon of reassurance — the model for how a leader might address a nation on edge — Churchill’s “We Shall Fight on the Beaches” address to the House of Commons after the mass evacuation of British forces at Dunkirk during World War II sets an extremely high bar.
## 10                                                                                                                                                                                                                                                   John P. Sears, a Republican political strategist who worked for Richard M. Nixon and Ronald Reagan and was fired by both, died on Thursday in Miami. He was 79. 
##                source
## 1  The New York Times
## 2  The New York Times
## 3  The New York Times
## 4  The New York Times
## 5  The New York Times
## 6  The New York Times
## 7  The New York Times
## 8  The New York Times
## 9  The New York Times
## 10 The New York Times
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## 7                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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## 8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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##                                                                               headline.main
## 1                                        On Politics: What Does This All Mean for November?
## 2                                 The Most Powerful People in American Politics Are Over 65
## 3                               Stock Sales by Senator Richard Burr Ignite Political Uproar
## 4                                                                 Is All of 2020 Postponed?
## 5                        On the Political Right, Anger and Suspicion Over Virus Precautions
## 6                    Once Political B-Listers, Governors Lead Nation’s Coronavirus Response
## 7  Biden Sweeps Three States and Takes Commanding Lead, as Virus Reshapes American Politics
## 8                                               On Politics: A Delicate Sanders-Biden Dance
## 9                                              Can Our Political Leaders Still Reassure Us?
## 10                                  John Sears, Strategist for Nixon and Reagan, Dies at 79
##    headline.kicker headline.content_kicker
## 1             <NA>                      NA
## 2             <NA>                      NA
## 3             <NA>                      NA
## 4    Campaign Memo                      NA
## 5             <NA>                      NA
## 6             <NA>                      NA
## 7             <NA>                      NA
## 8             <NA>                      NA
## 9    News Analysis                      NA
## 10            <NA>                      NA
##                                                            headline.print_headline
## 1                                                                             <NA>
## 2                                               Trump: 73. Biden: 77. Youth: Zero.
## 3                                   Stock Sales by Senator Stir a Political Uproar
## 4       With Political Calendar In Flux, Can We Expect An Election in November?   
## 5                                                                             <NA>
## 6  In a Crisis, Governors Flexed Their Executive Muscles as the White House Balked
## 7                                   Biden Sweeps 3 States on Chaotic Day of Voting
## 8                                                                             <NA>
## 9              Can Our Political Leaders Still Reassure Us During Times of Crisis?
## 10       John Sears, Strategist Hired and Fired By Nixon and Reagan, Is Dead at 79
##    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, organizations, persons, persons, persons, subject, subject, subject, Presidential Election of 2020, Primaries and Caucuses, Democratic Party, Biden, Joseph R Jr, Trump, Donald J, Sanders, Bernard, Coronavirus (2019-nCoV), United States Politics and Government, Vice Presidents and Vice Presidency (US), 1, 2, 3, 4, 5, 6, 7, 8, 9, N, N, N, N, N, N, N, N, N
## 2                                                                                    subject, subject, subject, subject, persons, persons, persons, subject, organizations, organizations, subject, subject, Presidential Election of 2020, AGE, CHRONOLOGICAL, Polls and Public Opinion, Voting and Voters, Biden, Joseph R Jr, Trump, Donald J, Sanders, Bernard, Primaries and Caucuses, Democratic Party, Republican Party, Elderly, United States Politics and Government, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, N, N, N, N, N, N, N, N, N, N, N, N
## 3                                                                                                    subject, subject, subject, organizations, organizations, organizations, persons, persons, persons, persons, glocations, Coronavirus (2019-nCoV), United States Politics and Government, Ethics and Official Misconduct, Senate, Senate Committee on Ethics, Senate Committee on Intelligence, Burr, Richard M, Carlson, Tucker, Lankford, James, Trump, Donald J, North Carolina, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, N, N, N, N, N, N, N, N, N, N, N
## 4                                                                                                                                                                                                                                                                                                 subject, subject, subject, subject, subject, subject, Presidential Election of 2020, United States Politics and Government, Primaries and Caucuses, Coronavirus (2019-nCoV), Quarantines, Shutdowns (Institutional), 1, 2, 3, 4, 5, 6, N, N, N, N, N, N
## 5                                                                                                                                                                                                                                                                             subject, subject, subject, subject, subject, subject, persons, United States Politics and Government, Shutdowns (Institutional), Quarantines, Coronavirus (2019-nCoV), Social Media, Fringe Groups and Movements, Trump, Donald J, 1, 2, 3, 4, 5, 6, 7, N, N, N, N, N, N, N
## 6  subject, subject, subject, persons, persons, persons, persons, persons, subject, persons, subject, glocations, glocations, glocations, glocations, glocations, Governors (US), Politics and Government, Coronavirus (2019-nCoV), DeWine, Mike, Inslee, Jay, Whitmer, Gretchen, Brown, Kate (1960- ), Hogan, Lawrence J, Epidemics, Trump, Donald J, United States Politics and Government, Maryland, Michigan, Oregon, Ohio, Washington (State), 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, N, N, N, N, N, N, N, N, N, N, N, N, N, N, N, N
## 7                                                                                                                                                                               persons, persons, organizations, subject, glocations, glocations, glocations, subject, subject, subject, Biden, Joseph R Jr, Sanders, Bernard, Democratic Party, Primaries and Caucuses, Florida, Illinois, ARIZONA, Presidential Election of 2020, United States Politics and Government, Voting and Voters, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, N, N, N, N, N, N, N, N, N, N
## 8                                                                                                                                                                                                                                                                                    subject, organizations, subject, persons, persons, subject, persons, Presidential Election of 2020, Democratic Party, Primaries and Caucuses, Sanders, Bernard, Biden, Joseph R Jr, Debates (Political), Warren, Elizabeth, 1, 2, 3, 4, 5, 6, 7, N, N, N, N, N, N, N
## 9                                                                                                                                                                                                   subject, persons, subject, subject, subject, subject, persons, glocations, Coronavirus (2019-nCoV), Trump, Donald J, United States Politics and Government, Speeches and Statements, Presidential Election of 2020, Presidents and Presidency (US), Churchill, Winston Leonard Spencer, Great Britain, 1, 2, 3, 4, 5, 6, 7, 8, N, N, N, N, N, N, N, N
## 10                                                                                                                                                                                                                                                                                                               persons, subject, persons, persons, organizations, subject, Sears, John, Deaths (Obituaries), Reagan, Ronald Wilson, Nixon, Richard Milhous, Republican Party, United States Politics and Government, 1, 2, 3, 4, 5, 6, N, N, N, N, N, N
##                    pub_date document_type  news_desk section_name
## 1  2020-03-20T10:50:32+0000       article   Politics         U.S.
## 2  2020-03-27T09:00:35+0000       article   Politics         U.S.
## 3  2020-03-20T15:24:58+0000       article Washington         U.S.
## 4  2020-03-24T22:33:39+0000       article   Politics         U.S.
## 5  2020-03-17T13:56:18+0000       article Washington         U.S.
## 6  2020-03-17T22:54:17+0000       article   Politics         U.S.
## 7  2020-03-18T01:12:08+0000       article   Politics         U.S.
## 8  2020-03-12T10:56:52+0000       article   Politics         U.S.
## 9  2020-03-13T17:49:37+0000       article   Politics         U.S.
## 10 2020-03-27T23:01:05+0000       article      Obits         U.S.
##    subsection_name
## 1         Politics
## 2         Politics
## 3         Politics
## 4         Politics
## 5         Politics
## 6         Politics
## 7         Politics
## 8         Politics
## 9         Politics
## 10        Politics
##                                                            byline.original
## 1                                                   By Giovanni Russonello
## 2                                    By Katie Glueck and Sabrina Tavernise
## 3  By Eric Lipton, Nicholas Fandos, Sharon LaFraniere and Julian E. Barnes
## 4                                                     By Matt Flegenheimer
## 5                                                  By Elizabeth Williamson
## 6                                   By Jonathan Martin and Alexander Burns
## 7                                   By Alexander Burns and Jonathan Martin
## 8                                                   By Giovanni Russonello
## 9                                                           By Sarah Lyall
## 10                                                  By Katharine Q. Seelye
##                                                                                                                                                                     byline.person
## 1                                                                                                                                 Giovanni, NA, Russonello, NA, NA, reported, , 1
## 2                                                                                         Katie, Sabrina, NA, NA, Glueck, Tavernise, NA, NA, NA, NA, reported, reported, , , 1, 2
## 3  Eric, Nicholas, Sharon, Julian, NA, NA, NA, E., Lipton, Fandos, LaFraniere, Barnes, NA, NA, NA, NA, NA, NA, NA, NA, reported, reported, reported, reported, , , , , 1, 2, 3, 4
## 4                                                                                                                                   Matt, NA, Flegenheimer, NA, NA, reported, , 1
## 5                                                                                                                                Elizabeth, NA, Williamson, NA, NA, reported, , 1
## 6                                                                                        Jonathan, Alexander, NA, NA, Martin, Burns, NA, NA, NA, NA, reported, reported, , , 1, 2
## 7                                                                                        Alexander, Jonathan, NA, NA, Burns, Martin, NA, NA, NA, NA, reported, reported, , , 1, 2
## 8                                                                                                                                 Giovanni, NA, Russonello, NA, NA, reported, , 1
## 9                                                                                                                                         Sarah, NA, Lyall, NA, NA, reported, , 1
## 10                                                                                                                                   Katharine, Q., Seelye, NA, NA, reported, , 1
##    byline.organization type_of_material
## 1                   NA             News
## 2                   NA             News
## 3                   NA             News
## 4                   NA    News Analysis
## 5                   NA             News
## 6                   NA             News
## 7                   NA             News
## 8                   NA             News
## 9                   NA    News Analysis
## 10                  NA  Obituary (Obit)
##                                                   _id word_count
## 1  nyt://article/5e026829-862e-5ad9-9a39-20235c5a411f       1087
## 2  nyt://article/3e04f020-aff1-524c-a9ba-edf82192403c       1937
## 3  nyt://article/efe4979c-eefe-5c44-bb75-13b112249c17       1562
## 4  nyt://article/c74743eb-972a-5ca7-8de5-618439a8f250        983
## 5  nyt://article/c768c149-824c-521e-9e33-c4f6d9e427de       1375
## 6  nyt://article/2694200e-dea7-582f-845e-4c4dda049c46       1695
## 7  nyt://article/adef1f73-9071-5372-b6ed-9120482f7c70       1679
## 8  nyt://article/a8b22de7-feba-5296-bd8b-2f34341b4457       1491
## 9  nyt://article/adddf095-ec3e-5322-9acd-89b4b9616469       1258
## 10 nyt://article/0fd922e8-1780-58bc-b9e7-43ac81f215d6       1090
##                                                   uri print_section print_page
## 1  nyt://article/5e026829-862e-5ad9-9a39-20235c5a411f          <NA>       <NA>
## 2  nyt://article/3e04f020-aff1-524c-a9ba-edf82192403c             A         21
## 3  nyt://article/efe4979c-eefe-5c44-bb75-13b112249c17             A          9
## 4  nyt://article/c74743eb-972a-5ca7-8de5-618439a8f250             A         18
## 5  nyt://article/c768c149-824c-521e-9e33-c4f6d9e427de          <NA>       <NA>
## 6  nyt://article/2694200e-dea7-582f-845e-4c4dda049c46             A         11
## 7  nyt://article/adef1f73-9071-5372-b6ed-9120482f7c70             A          1
## 8  nyt://article/a8b22de7-feba-5296-bd8b-2f34341b4457          <NA>       <NA>
## 9  nyt://article/adddf095-ec3e-5322-9acd-89b4b9616469             A         10
## 10 nyt://article/0fd922e8-1780-58bc-b9e7-43ac81f215d6             B         15
##       hits offset time
## 1  1241241      0  663
## 2  1241241      0  663
## 3  1241241      0  663
## 4  1241241      0  663
## 5  1241241      0  663
## 6  1241241      0  663
## 7  1241241      0  663
## 8  1241241      0  663
## 9  1241241      0  663
## 10 1241241      0  663

Conclusion

This assignment taught us, how to using API to get data, manipulate data and do the analysis. Using ArticleAPI function users can get corresponding data present in the New York Times article search API.

Data 607 Assignment 9 - Web APIs

Subhalaxmi Rout

3/29/2020