Data_707_Assignment_8

INTRODUCTION

API is an application program interface and in data science can be used to access data gateways. The data can then be used for analytical purposes or be joined with other data sources. I used the “search article” API from the NY Times to demonstrate how to create an API access point and search for specific terms in the NY Times article database.

library(jsonlite)

## Warning: package 'jsonlite' was built under R version 4.2.3

Setting up the API. First we will need the URL to the API, second is the key, and lastly will need the secret code if promted.

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

my_key <- "NtQ6ouZLtT1WRn3D1yyWBnE6LDC8k4rd" 

path <- paste(url,q, "&api-key=", my_key,sep = "")

secret <- "CA4tF5V4MlDBUwZp"

Using the fromJSON function to access the API.

stories <- fromJSON(path)
attributes(stories)

## $names
## [1] "status"    "copyright" "response"

stories.df <- data.frame(stories$response)
head(stories.df)

##                                                                                                                                                                                                                            docs.abstract
## 1                                                                          Peter Obi was until recently a secondary player in Nigerian politics. By switching parties and appealing to the digitally savvy, he overturned the old order.
## 2 Mr. Tinubu, a former governor of Lagos and the ruling party candidate, campaigned using the slogan “It’s my turn.” He promised to address widespread insecurity and economic woes, but he faced concerns about his fitness for office.
## 3                                                     Prime Minister Justin Trudeau of Canada is battling critics and leaked intelligence reports that opponents say show he ignored warnings of Chinese interference in past elections.
## 4                                                                                                                                                                       See full results and maps from the 2022 Massachusetts elections.
## 5                                                                                                                                                                       See full results and maps from the 2022 Massachusetts elections.
## 6           The surprise victory is widely seen as a protest vote against Prime Minister Mark Rutte’s government and some of his policies, including a goal to slash nitrogen emissions, which many say will imperil farming operations.
##                                                                                      docs.web_url
## 1                 https://www.nytimes.com/2023/02/28/world/africa/peter-obi-nigeria-election.html
## 2               https://www.nytimes.com/2023/02/28/world/africa/nigeria-election-bola-tinubu.html
## 3     https://www.nytimes.com/2023/03/18/world/canada/trudeau-canada-china-election-meddling.html
## 4          https://www.nytimes.com/interactive/2022/11/08/us/elections/results-massachusetts.html
## 5 https://www.nytimes.com/interactive/2022/11/08/us/elections/results-massachusetts-governor.html
## 6    https://www.nytimes.com/2023/03/16/world/europe/netherlands-elections-farmers-emissions.html
##                                                                                                                                                                                                                             docs.snippet
## 1                                                                          Peter Obi was until recently a secondary player in Nigerian politics. By switching parties and appealing to the digitally savvy, he overturned the old order.
## 2 Mr. Tinubu, a former governor of Lagos and the ruling party candidate, campaigned using the slogan “It’s my turn.” He promised to address widespread insecurity and economic woes, but he faced concerns about his fitness for office.
## 3                                                     Prime Minister Justin Trudeau of Canada is battling critics and leaked intelligence reports that opponents say show he ignored warnings of Chinese interference in past elections.
## 4                                                                                                                                                                       See full results and maps from the 2022 Massachusetts elections.
## 5                                                                                                                                                                       See full results and maps from the 2022 Massachusetts elections.
## 6           The surprise victory is widely seen as a protest vote against Prime Minister Mark Rutte’s government and some of his policies, including a goal to slash nitrogen emissions, which many say will imperil farming operations.
##                                                                                                                                                                                                                                                                                                                 docs.lead_paragraph
## 1                                                             Nine months ago, Peter Obi was a member of Nigeria’s main opposition party, the People’s Democratic Party, and one of the 15 presidential aspirants cleared for its ticket. As a former state governor, he stood solidly in the ranks of the political establishment.
## 2                                                                                                                                                                                                               The winner of Nigeria’s presidential election, Bola Tinubu, is a divisive figure in Africa’s most populous country.
## 3 OTTAWA — The leaked intelligence reports have set off a political firestorm. They describe plans by the government of China and its diplomats in Canada to ensure that Prime Minister Justin Trudeau’s Liberal Party took power in the last two elections, raising troubling questions about the integrity of Canada’s democracy.
## 4                                                                                                                                                                                                                                                                  See full results and maps from the 2022 Massachusetts elections.
## 5                                                                                                                                                                                                                                                                  See full results and maps from the 2022 Massachusetts elections.
## 6                                                                                 A small pro-farmers party has swept provincial elections in the Netherlands to become the biggest in the Senate by channeling wide dissatisfaction with the Dutch government, in a sharp challenge to Prime Minister Mark Rutte’s administration.
##          docs.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
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##                                                                                           docs.headline.main
## 1 The surprise third-party candidate who electrified Nigeria’s youth and whose party is refusing to concede.
## 2                           Bola Tinubu, a Political ‘Godfather’ in Nigeria, Sought the Presidency for Years
## 3                                               Claims of Chinese Election Meddling Put Trudeau on Defensive
## 4                                                                             Massachusetts Election Results
## 5                                                                    Massachusetts Governor Election Results
## 6                                          Dutch Pro-Farmer Party Sweeps Elections, Upsetting the Status Quo
##   docs.headline.kicker docs.headline.content_kicker
## 1                   NA                           NA
## 2                   NA                           NA
## 3                   NA                           NA
## 4                   NA                           NA
## 5                   NA                           NA
## 6                   NA                           NA
##                                          docs.headline.print_headline
## 1                                                                <NA>
## 2                                                                <NA>
## 3 Claims of Chinese Election Meddling Put Prime Minister on Defensive
## 4                                                                <NA>
## 5                                                                <NA>
## 6                                                                <NA>
##   docs.headline.name docs.headline.seo docs.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
##                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        docs.keywords
## 1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     glocations, persons, persons, persons, organizations, subject, Nigeria, Obi, Peter (1961- ), Tinubu, Bola Ahmed, Abubakar, Atiku, Forward Party, Elections, 1, 2, 3, 4, 5, 6, N, N, N, N, N, N
## 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   subject, subject, persons, glocations, persons, Elections, Politics and Government, Tinubu, Bola Ahmed, Nigeria, Buhari, Muhammadu, 1, 2, 3, 4, 5, N, N, N, N, N
## 3                                                                                                    subject, subject, subject, subject, subject, subject, subject, persons, organizations, organizations, persons, organizations, glocations, glocations, subject, Elections, Politics and Government, Espionage and Intelligence Services, International Relations, News and News Media, Canadian Federal Election (2019), Project Democracy, Trudeau, Justin, Liberal Party (Canada), Conservative Party (Canada), Poilievre, Pierre, Globe and Mail, Canada, China, Voter Fraud (Election Fraud), 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, N, N, N, N, N, N, N, N, N, N, N, N, N, N, N
## 4                                                                                                                                                                                                                                                                                                                        glocations, subject, subject, subject, subject, subject, subject, subject, subject, Massachusetts, Elections, Secretary of State, Elections, House of Representatives, Elections, State Legislature, Elections, Governors, Elections, Attorneys General, internal-paywall-exempt, Midterm Elections (2022), Elections, 1, 2, 3, 4, 5, 6, 7, 8, 9, N, N, N, N, N, N, N, N, N
## 5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    subject, subject, subject, glocations, subject, internal-paywall-exempt, Midterm Elections (2022), Elections, Massachusetts, Elections, Governors, 1, 2, 3, 4, 5, N, N, N, N, N
## 6 glocations, subject, subject, organizations, subject, subject, persons, subject, subject, subject, subject, subject, subject, subject, subject, organizations, persons, Netherlands, Elections, Politics and Government, People's Party for Freedom and Democracy (Netherlands), Agriculture and Farming, Law and Legislation, Rutte, Mark, Demonstrations, Protests and Riots, Polls and Public Opinion, Shutdowns (Institutional), Nitrogen, Wildlife Sanctuaries and Nature Reserves, Global Warming, Greenhouse Gas Emissions, Pollution, European Union, van der Plas, Caroline, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, N, N, N, N, N, N, N, N, N, N, N, N, N, N, N, N, N
##              docs.pub_date docs.document_type docs.news_desk docs.section_name
## 1 2023-03-01T19:07:28+0000            article        Foreign             World
## 2 2023-03-01T03:27:46+0000            article        Foreign             World
## 3 2023-03-18T13:45:35+0000            article        Foreign             World
## 4 2023-03-08T23:01:11+0000         multimedia       Graphics              U.S.
## 5 2023-03-08T22:55:13+0000         multimedia       Graphics              U.S.
## 6 2023-03-16T23:01:21+0000            article        Foreign             World
##   docs.subsection_name docs.byline.original
## 1               Africa      By Ruth Maclean
## 2               Africa      By Ruth Maclean
## 3               Canada        By Ian Austen
## 4            Elections                 <NA>
## 5            Elections                 <NA>
## 6               Europe      By Claire Moses
##                         docs.byline.person docs.byline.organization
## 1 Ruth, NA, Maclean, NA, NA, reported, , 1                       NA
## 2 Ruth, NA, Maclean, NA, NA, reported, , 1                       NA
## 3   Ian, NA, Austen, NA, NA, reported, , 1                       NA
## 4                                     NULL                       NA
## 5                                     NULL                       NA
## 6 Claire, NA, Moses, NA, NA, reported, , 1                       NA
##   docs.type_of_material                                               docs._id
## 1                  News     nyt://article/d73b0a15-ae3f-5198-b85a-57c5aff88fa5
## 2                  News     nyt://article/e45df790-88fc-53da-bc74-78608cd2c30a
## 3                  News     nyt://article/02c0767a-be3c-5275-8ba8-fc1849e1d5ff
## 4                  <NA> nyt://interactive/1f9ab29f-db6c-5219-a36c-fd2411a78180
## 5                  <NA> nyt://interactive/9ee127d1-6af2-5820-9f5b-3a87f4aacb6f
## 6                  News     nyt://article/1432e925-3465-5f5f-9342-08707ad772af
##   docs.word_count                                               docs.uri
## 1             414     nyt://article/d73b0a15-ae3f-5198-b85a-57c5aff88fa5
## 2             449     nyt://article/e45df790-88fc-53da-bc74-78608cd2c30a
## 3            1304     nyt://article/02c0767a-be3c-5275-8ba8-fc1849e1d5ff
## 4               0 nyt://interactive/1f9ab29f-db6c-5219-a36c-fd2411a78180
## 5               0 nyt://interactive/9ee127d1-6af2-5820-9f5b-3a87f4aacb6f
## 6             955     nyt://article/1432e925-3465-5f5f-9342-08707ad772af
##   docs.print_section docs.print_page meta.hits meta.offset meta.time
## 1               <NA>            <NA>    927923           0       115
## 2               <NA>            <NA>    927923           0       115
## 3                  A               9    927923           0       115
## 4               <NA>            <NA>    927923           0       115
## 5               <NA>            <NA>    927923           0       115
## 6               <NA>            <NA>    927923           0       115

dim(stories.df)

## [1] 10 23

Todays article headline with query search term “election”.

stories.df$docs.headline$print_headline

##  [1] NA                                                                             
##  [2] NA                                                                             
##  [3] "Claims of Chinese Election Meddling Put Prime Minister on Defensive"          
##  [4] NA                                                                             
##  [5] NA                                                                             
##  [6] NA                                                                             
##  [7] "Nigeria Delays State Elections by a Week Amid Presidential Vote Controversy"  
##  [8] "Upon Re-election, FIFA President Vows to Increase Women’s Pay"                
##  [9] "43-Year Secret of Sabotage: Mission to Subvert Carter Is Revealed"            
## [10] "Santos Files Candidacy Papers for 2024, Enabling Him to Raise and Spend Money"

To change the search term, “Biden”.

q <- "Biden"
path <- paste(url,q, "&api-key=", my_key,sep = "")
stories <- fromJSON(path)
stories.df <- data.frame(stories$response)
stories.df$docs.headline$print_headline

##  [1] "My Plan to Extend Medicare"                                         
##  [2] "For McCarthy and Biden, A Collision Course Is Set"                  
##  [3] "Republicans  Ramping Up Investigation  Of the Bidens"               
##  [4] NA                                                                   
##  [5] "Biden’s First Veto Comes Amid a Flurry of Signings"                 
##  [6] "Biden Celebrates St. Patrick’s Day by Confirming a Trip to Ireland" 
##  [7] "Republicans’ Investigations Chief Embraces Role of Biden Antagonist"
##  [8] "In Budget Talks,  Biden Rejects Obama’s Path"                       
##  [9] "Biden Issues Executive Order to Strengthen Gun Background Checks"   
## [10] "Biden Yet to Revisit Issue Of Presidential Immunity"

To change the search term, “COVID”.

q <- "COVID"
path <- paste(url,q, "&api-key=", my_key,sep = "")
stories <- fromJSON(path)
stories.df <- data.frame(stories$response)
stories.df$docs.headline$print_headline

##  [1] "What Women Need to Know About Pregnancy and Covid"                        
##  [2] "Video Testimony From Covid Era Faces Constitutional Test at Supreme Court"
##  [3] "Genetic Data May Link Covid To Market Dogs"                               
##  [4] "Covid Is Severely Aggravating America’s Maternal Health Crisis"           
##  [5] "Hearing on Covid’s Origins Promises Politics and Substance"               
##  [6] "Hostile Politics  Shaped Search Of Virus Origin"                          
##  [7] "F.D.A. Advisers Endorse Paxlovid, Paving the Way for Full Approval"       
##  [8] "Hearing on Covid’s Origins Opens With Arguments for Lab Leak Theory"      
##  [9] NA                                                                         
## [10] "As Xi Hovers, China Premier  Chases Growth"

CONCLUSION

To conclude I accessed the API to article search, and created a dataframe from the JSON data that was loaded through out the API gateway. To prove beyond a reasonable doubt this works, I modified the query seach to pull in headlines published today that match those search terms.