library(jsonlite)
library(tidyverse)
## -- Attaching packages --------------------------- tidyverse 1.3.0 --
## v ggplot2 3.3.2     v purrr   0.3.4
## v tibble  3.0.3     v dplyr   1.0.0
## v tidyr   1.1.0     v stringr 1.4.0
## v readr   1.3.1     v forcats 0.5.0
## -- Conflicts ------------------------------ tidyverse_conflicts() --
## x dplyr::filter()  masks stats::filter()
## x purrr::flatten() masks jsonlite::flatten()
## x dplyr::lag()     masks stats::lag()
library(kableExtra)
## 
## Attaching package: 'kableExtra'
## The following object is masked from 'package:dplyr':
## 
##     group_rows

In this assignment, I extracted .json data from the NYT developer site.

### Alan Moore Bestsellers

alan_moore <- fromJSON("https://api.nytimes.com/svc/books/v3/reviews.json?author=Alan+Moore&api-key=q1zm2Nya2uk8tR1mmpqbWnBO5ab4pceZ", flatten = TRUE) %>% data.frame()

alan_moore %>% kbl(caption = "Alan Moore NYT Bestsellers") %>% kable_styling(bootstrap_options = "hover")
Alan Moore NYT Bestsellers
status copyright num_results results.url results.publication_dt results.byline results.book_title results.book_author results.summary results.uuid results.uri results.isbn13
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 2 http://www.nytimes.com/2005/11/20/books/review/20itzkoff.html 2005-11-20 DAVE ITZKOFF Watchmen (Absolute Edition) Alan Moore 00000000-0000-0000-0000-000000000000 nyt://book/00000000-0000-0000-0000-000000000000 9781401207137
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 2 http://www.nytimes.com/2016/10/16/books/review/alan-moores-time-traveling-tribute-to-his-gritty-hometown.html 2016-10-16 DOUGLAS WOLK Jerusalem Alan Moore Fantasy and reality merge in Alan Moore’s tribute to his hometown, “Jerusalem.” 00000000-0000-0000-0000-000000000000 nyt://book/00000000-0000-0000-0000-000000000000 9781631491344

## Articles Shared on Facebook

shared_on_facebook <- fromJSON("https://api.nytimes.com/svc/mostpopular/v2/shared/1/facebook.json?api-key=q1zm2Nya2uk8tR1mmpqbWnBO5ab4pceZ", flatten = TRUE) %>% data.frame()

shared_on_facebook %>% kbl(caption = "Articles Shared on Facebook") %>% kable_styling(bootstrap_options = "hover")
Articles Shared on Facebook
status copyright num_results results.uri results.url results.id results.asset_id results.source results.published_date results.updated results.section results.subsection results.nytdsection results.adx_keywords results.column results.byline results.type results.title results.abstract results.des_facet results.org_facet results.per_facet results.geo_facet results.media results.eta_id
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/403842eb-83bb-59f6-95b7-c45edae86e23 https://www.nytimes.com/2021/04/10/us/coronavirus-michigan-gretchen-whitmer.html 1e+14 1e+14 New York Times 2021-04-10 2021-04-11 00:29:31 U.S. u.s. Coronavirus (2019-nCoV);Disease Rates;Shutdowns (Institutional);Vaccination and Immunization;Politics and Government;Whitmer, Gretchen;Michigan NA By Julie Bosman and Mitch Smith Article Michigan’s Virus Cases Are Out of Control, Putting Gov. Gretchen Whitmer in a Bind Ms. Whitmer, a Democrat, locked down her state over the din of protests last year. Now she is trying a different approach, appealing to personal responsibility. Coronavirus (2019-nCoV) , Disease Rates , Shutdowns (Institutional) , Vaccination and Immunization, Politics and Government Whitmer, Gretchen Michigan image , photo , Gov. Gretchen Whitmer got her first Pfizer vaccine dose in Detroit this week. , Matthew Hatcher/Getty Images , 1 , https://static01.nyt.com/images/2021/04/10/us/10virus-michigan-sub/10virus-michigan-sub-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/10/us/10virus-michigan-sub/10virus-michigan-sub-mediumThreeByTwo210.jpg, https://static01.nyt.com/images/2021/04/10/us/10virus-michigan-sub/10virus-michigan-sub-mediumThreeByTwo440.jpg, Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/c6bfea4d-6951-54c9-9383-293018b8a63d https://www.nytimes.com/2021/04/10/world/europe/covid-russia-death.html 1e+14 1e+14 New York Times 2021-04-10 2021-04-11 00:00:33 World Europe world Coronavirus (2019-nCoV);Deaths (Fatalities);Putin, Vladimir V;Russia NA By Anton Troianovski Article ‘You Can’t Trust Anyone’: Russia’s Hidden Covid Toll Is an Open Secret The country’s official coronavirus death toll is 102,649. But at least 300,000 more people died last year during the pandemic than were reported in Russia’s most widely cited official statistics. Coronavirus (2019-nCoV), Deaths (Fatalities) Putin, Vladimir V Russia image , photo , Graves from 2020 and 2021 at the Rubezhnoye cemetry on the outskirts of Samara, Russia. , Emile Ducke for The New York Times , 1 , https://static01.nyt.com/images/2021/03/31/world/00russia-deaths1/merlin_185548035_3205b01f-a038-4e05-9a5a-9e51613cdda0-thumbStandard.jpg , https://static01.nyt.com/images/2021/03/31/world/00russia-deaths1/merlin_185548035_3205b01f-a038-4e05-9a5a-9e51613cdda0-mediumThreeByTwo210.jpg, https://static01.nyt.com/images/2021/03/31/world/00russia-deaths1/merlin_185548035_3205b01f-a038-4e05-9a5a-9e51613cdda0-mediumThreeByTwo440.jpg, Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/f4c1e42f-f3d2-589d-983c-b3dbca86781b https://www.nytimes.com/2021/04/08/health/coronavirus-mrna-kariko.html 1e+14 1e+14 New York Times 2021-04-08 2021-04-10 12:02:04 Health health RNA (Ribonucleic Acid);Vaccination and Immunization;Coronavirus (2019-nCoV);Research;Content Type: Personal Profile;Laboratories and Scientific Equipment;Kariko, Katalin (1955- );Weissman, Drew (1961- );Langer, David (1963- );University of Pennsylvania;BioNTech SE;Pfizer Inc;Moderna Inc NA By Gina Kolata Article Kati Kariko Helped Shield the World From the Coronavirus Collaborating with devoted colleagues, Dr. Kariko laid the groundwork for the mRNA vaccines turning the tide of the pandemic. RNA (Ribonucleic Acid) , Vaccination and Immunization , Coronavirus (2019-nCoV) , Research , Content Type: Personal Profile , Laboratories and Scientific Equipment University of Pennsylvania, BioNTech SE , Pfizer Inc , Moderna Inc Kariko, Katalin (1955- ), Weissman, Drew (1961- ) , Langer, David (1963- ) image , photo , Katalin Kariko at her home in Jenkintown, Pa., in February. Dr. Kariko’s early research into mRNA eventually led to development of the Moderna and Pfizer-BioNTech vaccines., Hannah Yoon , 1 , https://static01.nyt.com/images/2021/04/02/science/00virus-kariko-1/00virus-kariko-1-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/02/science/00virus-kariko-1/00virus-kariko-1-mediumThreeByTwo210.jpg , https://static01.nyt.com/images/2021/04/02/science/00virus-kariko-1/00virus-kariko-1-mediumThreeByTwo440.jpg , Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/4d527ce2-6735-5240-bcf8-ec3f9af2e509 https://www.nytimes.com/2021/04/09/well/family/covid-vaccine-kids-vacation.html 1e+14 1e+14 New York Times 2021-04-09 2021-04-11 12:42:36 Well Family well Travel and Vacations;Coronavirus (2019-nCoV);Coronavirus Risks and Safety Concerns;Content Type: Service;Summer (Season);Airlines and Airplanes;Hotels and Travel Lodgings;Children and Childhood;Parenting NA By Christina Caron Article How Epidemiologists Are Planning to Vacation With Their Unvaccinated Kids The pandemic has made it tough for families to figure out safe travel options. So we asked some experts what they’re doing this summer. Travel and Vacations , Coronavirus (2019-nCoV) , Coronavirus Risks and Safety Concerns, Content Type: Service , Summer (Season) , Airlines and Airplanes , Hotels and Travel Lodgings , Children and Childhood , Parenting image , photo , , Rose Wong , 1 , https://static01.nyt.com/images/2021/04/07/well/07parenting-travel-safe/07parenting-travel-safe-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/07/well/07parenting-travel-safe/07parenting-travel-safe-mediumThreeByTwo210.jpg, https://static01.nyt.com/images/2021/04/07/well/07parenting-travel-safe/07parenting-travel-safe-mediumThreeByTwo440.jpg, Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/df6f1fdc-47e3-58d8-a011-5d3622043c06 https://www.nytimes.com/2021/04/10/nyregion/Carl-Hart-drugs.html 1e+14 1e+14 New York Times 2021-04-10 2021-04-10 17:20:58 New York new york Drug Abuse and Traffic;Addiction (Psychology);Law and Legislation;Research;Black People;Content Type: Personal Profile;Books and Literature;Hart, Carl L;Columbia University NA By John Leland Article This Heroin-Using Professor Wants to Change How We Think About Drugs Prof. Carl Hart saw drugs as destroyers of communities. Then he saw the positive side. “We have miseducated the public,” he said. Drug Abuse and Traffic , Addiction (Psychology) , Law and Legislation , Research , Black People , Content Type: Personal Profile, Books and Literature Columbia University Hart, Carl L image , photo , Carl Hart of Columbia University says that most of the millions of Americans who use illegal drugs have overwhelmingly positive experiences., Simbarashe Cha for The New York Times , 1 , https://static01.nyt.com/images/2021/04/11/nyregion/11carlhart/00carlhart-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/11/nyregion/11carlhart/00carlhart-mediumThreeByTwo210.jpg , https://static01.nyt.com/images/2021/04/11/nyregion/11carlhart/00carlhart-mediumThreeByTwo440.jpg , Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/19351eb6-3a41-585f-a9f6-7ed484a019f3 https://www.nytimes.com/2021/04/10/us/politics/kristine-hostetter-capitol.html 1e+14 1e+14 New York Times 2021-04-10 2021-04-11 00:27:18 U.S. Politics u.s. Teachers and School Employees;Storming of the US Capitol (Jan, 2021);Right-Wing Extremism and Alt-Right;Content Type: Personal Profile;Education (K-12);Race and Ethnicity;Hostetter, Kristine;Hostetter, Alan;American Phoenix Project;San Clemente (Calif);Orange County (Calif) NA By Matthew Rosenberg Article A Teacher Marched to the Capitol. When She Got Home, the Fight Began. Kristine Hostetter was a beloved fourth-grade teacher. Then came the pandemic, the election and the Jan. 6 riot in Washington. Teachers and School Employees , Storming of the US Capitol (Jan, 2021), Right-Wing Extremism and Alt-Right , Content Type: Personal Profile , Education (K-12) , Race and Ethnicity American Phoenix Project Hostetter, Kristine, Hostetter, Alan San Clemente (Calif) , Orange County (Calif) image , photo , Kristen Hostetter, a fourth-grade teacher, marching in Washington.  , via Instagram , 0 , https://static01.nyt.com/images/2021/04/09/multimedia/00riot-teacher-kristine/00riot-teacher-kristine-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/09/multimedia/00riot-teacher-kristine/00riot-teacher-kristine-mediumThreeByTwo210.jpg, https://static01.nyt.com/images/2021/04/09/multimedia/00riot-teacher-kristine/00riot-teacher-kristine-mediumThreeByTwo440.jpg, Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/c31f2edc-8cdf-5444-bed7-674836fcbc21 https://www.nytimes.com/2021/04/09/us/debra-hunter-pier-1-cough-florida.html 1e+14 1e+14 New York Times 2021-04-09 2021-04-10 12:08:38 U.S. u.s. Assaults;Shopping and Retail;Social Media;Video Recordings, Downloads and Streaming;Coronavirus (2019-nCoV);Hunter, Debra (1967- );Pier 1 Imports Inc;Jacksonville (Fla) NA By Michael Levenson Article Woman Who Coughed on Pier 1 Shopper’s Face Is Sentenced to 30 Days Debra Hunter, 53, was seen in a widely circulated video last year coughing on a customer who was recording her dispute with employees at a home-goods store in Jacksonville, Fla. Assaults , Shopping and Retail , Social Media , Video Recordings, Downloads and Streaming, Coronavirus (2019-nCoV) Pier 1 Imports Inc Hunter, Debra (1967- ) Jacksonville (Fla) image , photo , Debra Hunter said she felt remorse and guilt from “one very poor decision” that cost her three children nearly all their friends., Heather Reed Sprague , 1 , https://static01.nyt.com/images/2021/04/09/us/09xp-cough/09xp-cough-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/09/us/09xp-cough/09xp-cough-mediumThreeByTwo210.jpg , https://static01.nyt.com/images/2021/04/09/us/09xp-cough/09xp-cough-mediumThreeByTwo440.jpg , Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/2ae993b9-4f65-52ac-873f-8e927081d8c2 https://www.nytimes.com/2021/04/10/us/caron-nazario-windsor-police-virginia.html 1e+14 1e+14 New York Times 2021-04-10 2021-04-11 11:09:34 U.S. u.s. Police Brutality, Misconduct and Shootings;Suits and Litigation (Civil);United States Defense and Military Forces;Black People;Nazario, Caron;Crocker, Daniel (Windsor, Va, Police Officer);Gutierrez, Joe (Windsor, Va, Police Officer);Windsor (Va) NA By Mike Ives and Maria Cramer Article Black Army Officer Pepper-Sprayed in Traffic Stop Accuses Officers of Assault Second Lt. Caron Nazario was in uniform when two Windsor, Va., police officers ordered him to stop his car, pointed their weapons at him and doused him with pepper spray. Police Brutality, Misconduct and Shootings, Suits and Litigation (Civil) , United States Defense and Military Forces , Black People Nazario, Caron , Crocker, Daniel (Windsor, Va, Police Officer), Gutierrez, Joe (Windsor, Va, Police Officer) Windsor (Va) NULL 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/04915fb7-fa03-5be5-90ce-cfa6d5e194c3 https://www.nytimes.com/2021/04/08/health/covid-vaccine-breast-milk.html 1e+14 1e+14 New York Times 2021-04-08 2021-04-09 12:37:37 Health health Breastfeeding;Coronavirus (2019-nCoV);Vaccination and Immunization;Antibodies;Immune System;Research NA By Heather Murphy Article Vaccinated Mothers Are Trying to Give Babies Antibodies via Breast Milk Multiple studies show that there are antibodies in a vaccinated mother’s milk. This has led some women to try to restart breastfeeding and others to share milk with friends’ children. Breastfeeding , Coronavirus (2019-nCoV) , Vaccination and Immunization, Antibodies , Immune System , Research image , photo , A recent analysis of breast milk from women who had received Covid-19 vaccines found significant numbers of IgG antibodies in all the samples. , James Estrin/The New York Times , 1 , https://static01.nyt.com/images/2021/04/01/multimedia/00xp-vaccine-breastmilk-image1/merlin_185740191_74ba6330-b9c3-46ba-947f-90c4434339f2-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/01/multimedia/00xp-vaccine-breastmilk-image1/merlin_185740191_74ba6330-b9c3-46ba-947f-90c4434339f2-mediumThreeByTwo210.jpg, https://static01.nyt.com/images/2021/04/01/multimedia/00xp-vaccine-breastmilk-image1/merlin_185740191_74ba6330-b9c3-46ba-947f-90c4434339f2-mediumThreeByTwo440.jpg, Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/1d869058-af65-5df8-b6be-5ff351543e76 https://www.nytimes.com/2021/04/07/opinion/google-job-harassment.html 1e+14 1e+14 New York Times 2021-04-07 2021-04-10 21:49:34 Opinion opinion Sexual Harassment;Workplace Hazards and Violations;Computers and the Internet;Content Type: Personal Profile;Google Inc NA By Emi Nietfeld Article After Working at Google, I’ll Never Let Myself Love a Job Again I learned the hard way that no publicly traded company is a family. Sexual Harassment , Workplace Hazards and Violations, Computers and the Internet , Content Type: Personal Profile Google Inc image , photo , , Kholood Eid for The New York Times , 1 , https://static01.nyt.com/images/2021/04/02/opinion/02nitfeld2/02nitfeld2-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/02/opinion/02nitfeld2/02nitfeld2-mediumThreeByTwo210.jpg, https://static01.nyt.com/images/2021/04/02/opinion/02nitfeld2/02nitfeld2-mediumThreeByTwo440.jpg, Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/748c63ef-854c-5eca-92b1-9d092e56dc4c https://www.nytimes.com/2021/04/07/world/asia/jonone-vandalism-south-korea-art.html 1e+14 1e+14 New York Times 2021-04-07 2021-04-07 23:39:38 World Asia Pacific world Art;Vandalism;Graffiti;JonOne (John Andrew Perello);South Korea;Seoul (South Korea) NA By Youmi Kim and Mike Ives Article Couple Who Defaced $400,000 Painting Thought It Was a Public Art Project The vandalism of a piece by the graffiti artist JonOne at a gallery in South Korea has prompted a debate about contemporary art. Art , Vandalism, Graffiti JonOne (John Andrew Perello) South Korea , Seoul (South Korea) image , photo , “Untitled,” a finished work on display at a gallery in Seoul, included brushes and paint cans laid out in front., Minwoo Park/Reuters , 1 , https://static01.nyt.com/images/2021/04/07/world/07xp-skorea-art-5/07xp-skorea-art-5-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/07/world/07xp-skorea-art-5/07xp-skorea-art-5-mediumThreeByTwo210.jpg , https://static01.nyt.com/images/2021/04/07/world/07xp-skorea-art-5/07xp-skorea-art-5-mediumThreeByTwo440.jpg , Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/ea291dcd-8ddb-586a-b64f-3e33bd00abd4 https://www.nytimes.com/2021/04/09/us/tucker-carlson-adl-replacement-theory.html 1e+14 1e+14 New York Times 2021-04-09 2021-04-09 19:32:08 U.S. u.s. Race and Ethnicity;Whites;United States Politics and Government;News and News Media;Carlson, Tucker;Fox News Channel;Anti-Defamation League NA By Chris Cameron Article The Anti-Defamation League calls for Tucker Carlson to be fired over ‘replacement theory’ remarks. The group said the Fox News host’s language “was not just a dog whistle to racists — it was a bullhorn.” Race and Ethnicity , Whites , United States Politics and Government, News and News Media Fox News Channel , Anti-Defamation League Carlson, Tucker image , photo , Tucker Carlson, in an appearance on Fox News on Thursday, argued that the Democratic Party was “trying to replace the current electorate, the voters now casting ballots, with new people, more obedient voters, from the third world.”, Richard Drew/Associated Press , 1 , https://static01.nyt.com/images/2021/04/09/us/politics/09new-washington-briefing-great-replacement/09new-washington-briefing-great-replacement-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/09/us/politics/09new-washington-briefing-great-replacement/merlin_184903146_90d1df71-2097-42e8-8f5a-47aab7270668-mediumThreeByTwo210.jpg , https://static01.nyt.com/images/2021/04/09/us/politics/09new-washington-briefing-great-replacement/merlin_184903146_90d1df71-2097-42e8-8f5a-47aab7270668-mediumThreeByTwo440.jpg , Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/7fa9a313-02df-5b32-8d1c-31638d9f6cb2 https://www.nytimes.com/2021/04/09/world/europe/virus-vaccine-passport.html 1e+14 1e+14 New York Times 2021-04-09 2021-04-10 12:48:05 World Europe world Vaccination Proof and Immunization Records;Coronavirus (2019-nCoV);Vaccination and Immunization;Airlines and Airplanes;Travel and Vacations;Mobile Applications;Content Type: Service;International Air Transport Assn NA By Richard Pérez-Peña Article Vaccine Passports: What Are They, and Who Might Need One? The concept of documenting vaccinations is being taken to new levels of sophistication, and experts predict that electronic verification will soon become commonplace. Vaccination Proof and Immunization Records, Coronavirus (2019-nCoV) , Vaccination and Immunization , Airlines and Airplanes , Travel and Vacations , Mobile Applications , Content Type: Service International Air Transport Assn image , photo , An Israeli woman showing her Green Pass before entering a show at an opera house in Tel Aviv. , Dan Balilty for The New York Times , 1 , https://static01.nyt.com/images/2021/04/09/world/09virus-vaccine-passport-explainer-04/merlin_185973186_61e0ffa9-a2a9-4299-935f-0fc413a3ae63-thumbStandard.jpg, https://static01.nyt.com/images/2021/04/09/world/09virus-vaccine-passport-explainer-04/09virus-vaccine-passport-explainer-04-mediumThreeByTwo210-v2.jpg , https://static01.nyt.com/images/2021/04/09/world/09virus-vaccine-passport-explainer-04/09virus-vaccine-passport-explainer-04-mediumThreeByTwo440-v2.jpg , Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/0e6748b2-5d78-5a3a-bd1f-74d23bf5dc73 https://www.nytimes.com/2021/04/08/us/george-floyd-knee-on-neck.html 1e+14 1e+14 New York Times 2021-04-08 2021-04-08 15:56:28 U.S. u.s. Lungs;Floyd, George (d 2020);Chauvin, Derek (1976- );Police Department (Minneapolis, Minn) NA By Nicholas Bogel-Burroughs Article George Floyd showed signs of a brain injury 4 minutes before Derek Chauvin lifted his knee, a doctor testifies. Dr. Martin J. Tobin, a lung expert, said Mr. Floyd died of “a low level of oxygen” caused in part by Mr. Chauvin’s pressure, and that fentanyl did not have an effect on Mr. Floyd’s breathing before he lost consciousness. Lungs Police Department (Minneapolis, Minn) Floyd, George (d 2020) , Chauvin, Derek (1976- ) image , photo , An image that prosecutors showed to jurors in the Derek Chauvin trial on Thursday as a lung doctor testified about what caused George Floyd’s death. , Still image, via Court TV , 1 , https://static01.nyt.com/images/2021/04/08/us/Chauvin-Trial-Day9-Chauvin-Floyd-arrest/Chauvin-Trial-Day9-Chauvin-Floyd-arrest-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/08/us/Chauvin-Trial-Day9-Chauvin-Floyd-arrest/Chauvin-Trial-Day9-Chauvin-Floyd-arrest-mediumThreeByTwo210.jpg, https://static01.nyt.com/images/2021/04/08/us/Chauvin-Trial-Day9-Chauvin-Floyd-arrest/Chauvin-Trial-Day9-Chauvin-Floyd-arrest-mediumThreeByTwo440.jpg, Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/00384e68-b563-5dcd-b418-36800c3aa97b https://www.nytimes.com/2021/04/10/world/europe/prince-philip-death-harry-meghan.html 1e+14 1e+14 New York Times 2021-04-10 2021-04-11 00:18:27 World Europe world Royal Families;Philip, Duke of Edinburgh;Harry, Duke of Sussex;Markle, Meghan;Elizabeth II, Queen of Great Britain;William, Duke of Cambridge;Charles, Prince of Wales;Great Britain NA By Benjamin Mueller Article Harry Will Attend Philip’s Funeral, Raising Hope Royal Rift Will Heal Although Harry will come home to mourn with the family, his pregnant wife Meghan will not. The patriarch’s death opens an uncertain chapter for the House of Windsor. Royal Families Philip, Duke of Edinburgh , Harry, Duke of Sussex , Markle, Meghan , Elizabeth II, Queen of Great Britain, William, Duke of Cambridge , Charles, Prince of Wales Great Britain image , photo , Prince Philip with, from left, Prince William; Kate, Duchess of Cambridge; Meghan, Duchess of Sussex; and Prince Harry on Christmas Day in 2017., Hannah Mckay/Reuters , 1 , https://static01.nyt.com/images/2021/04/10/world/10philip1/10philip1-thumbStandard-v2.jpg , https://static01.nyt.com/images/2021/04/10/world/10philip1/10philip1-mediumThreeByTwo210-v2.jpg , https://static01.nyt.com/images/2021/04/10/world/10philip1/10philip1-mediumThreeByTwo440-v2.jpg , Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/c8df05a1-6b24-55c5-8ad8-2d403b316cd9 https://www.nytimes.com/2021/04/09/travel/vacation-summer-europe.html 1e+14 1e+14 New York Times 2021-04-09 2021-04-10 12:10:39 Travel travel Travel Warnings;Travel and Vacations;Quarantine (Life and Culture);Prices (Fares, Fees and Rates);Content Type: Service;Delta Air Lines Inc;Four Seasons Hotels Ltd;Hilton Worldwide Holdings Inc;Icelandair;Oliver Wyman Group;Europe;Great Britain;Italy;Lisbon (Portugal) NA By Sarah Firshein Article Help! I Want to Go to Europe in August. Is This a Pipe Dream? Much of the continent remains closed to Americans because of the virus, but many travelers want to visit this summer. Will their plans materialize? Travel Warnings , Travel and Vacations , Quarantine (Life and Culture) , Prices (Fares, Fees and Rates), Content Type: Service Delta Air Lines Inc , Four Seasons Hotels Ltd , Hilton Worldwide Holdings Inc, Icelandair , Oliver Wyman Group Europe , Great Britain , Italy , Lisbon (Portugal) image , photo , , Ariel Davis , 1 , https://static01.nyt.com/images/2021/04/02/travel/02TrippedUp2-illo/02TrippedUp2-illo-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/02/travel/02TrippedUp2-illo/02TrippedUp2-illo-mediumThreeByTwo210.jpg, https://static01.nyt.com/images/2021/04/02/travel/02TrippedUp2-illo/02TrippedUp2-illo-mediumThreeByTwo440.jpg, Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/e0eaea0a-1e42-5162-ab8a-69ac990a36dc https://www.nytimes.com/2021/04/09/upshot/economy-supply-shortages.html 1e+14 1e+14 New York Times 2021-04-09 2021-04-11 15:52:49 The Upshot the upshot United States Economy;Shortages;Coronavirus (2019-nCoV);Labor and Jobs;Coronavirus Reopenings;International Trade and World Market;Factories and Manufacturing NA By Neil Irwin Article How America’s Great Economic Challenge Suddenly Turned 180 Degrees Recent supply problems suggest businesses may have trouble responding to rising consumer demand. United States Economy , Shortages , Coronavirus (2019-nCoV) , Labor and Jobs , Coronavirus Reopenings , International Trade and World Market, Factories and Manufacturing image , photo , Container ships and oil tankers waiting in the ocean outside the Port of Long Beach in California , Lucy Nicholson/Reuters , 1 , https://static01.nyt.com/images/2021/04/10/upshot/09up-econ-supply-print/09up-econ-supply-print-thumbStandard-v2.jpg , https://static01.nyt.com/images/2021/04/10/upshot/09up-econ-supply-print/09up-econ-supply-print-mediumThreeByTwo210-v2.jpg, https://static01.nyt.com/images/2021/04/10/upshot/09up-econ-supply-print/09up-econ-supply-print-mediumThreeByTwo440-v2.jpg, Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/b53da611-2347-5b95-acdf-8a1feb81823d https://www.nytimes.com/2021/04/08/health/coronavirus-hygiene-cleaning-surfaces.html 1e+14 1e+14 New York Times 2021-04-08 2021-04-10 12:11:03 Health health Coronavirus (2019-nCoV);Hygiene and Cleanliness;Coronavirus Risks and Safety Concerns;Cleansers, Detergents and Soaps;your-feed-health;your-feed-science;Walensky, Rochelle;Centers for Disease Control and Prevention NA By Emily Anthes Article Has the Era of Overzealous Cleaning Finally Come to an End? This week, the C.D.C. acknowledged what scientists have been saying for months: The risk of catching the coronavirus from surfaces is low. Coronavirus (2019-nCoV) , Hygiene and Cleanliness , Coronavirus Risks and Safety Concerns, Cleansers, Detergents and Soaps , your-feed-health , your-feed-science Centers for Disease Control and Prevention Walensky, Rochelle image , photo , A hotel room in Long Beach, Wash., being fogged with sanitizer. “There’s really no evidence that anyone has ever gotten Covid-19 by touching a contaminated surface,” one researcher noted., Celeste Noche for The New York Times , 1 , https://static01.nyt.com/images/2021/04/08/science/08VIRUS-SURFACES1/08VIRUS-SURFACES1-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/08/science/08VIRUS-SURFACES1/08VIRUS-SURFACES1-mediumThreeByTwo210.jpg , https://static01.nyt.com/images/2021/04/08/science/08VIRUS-SURFACES1/08VIRUS-SURFACES1-mediumThreeByTwo440.jpg , Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/86eceea7-c20c-534e-9fff-a14bb68e55fb https://www.nytimes.com/2021/04/08/us/biden-guns-fact-check.html 1e+14 1e+14 New York Times 2021-04-08 2021-04-08 20:26:46 U.S. u.s. Gun Control;Firearms;Law and Legislation;Biden, Joseph R Jr NA By Linda Qiu Article A fact-check of Biden’s guns speech reveals some inaccuracies. The president inaccurately described three “loopholes” in firearms regulations. Gun Control , Firearms , Law and Legislation Biden, Joseph R Jr image , photo , President Biden on Thursday after delivering remarks on gun violence at the White House. , Amr Alfiky/The New York Times , 1 , https://static01.nyt.com/images/2021/04/08/us/politics/08new-washington-briefing-biden-fact-check/08new-washington-briefing-biden-fact-check-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/08/us/politics/08new-washington-briefing-biden-fact-check/merlin_186133212_59ef44f0-de53-4600-8443-952815c8abe1-mediumThreeByTwo210.jpg, https://static01.nyt.com/images/2021/04/08/us/politics/08new-washington-briefing-biden-fact-check/merlin_186133212_59ef44f0-de53-4600-8443-952815c8abe1-mediumThreeByTwo440.jpg, Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0
OK Copyright (c) 2021 The New York Times Company. All Rights Reserved. 20 nyt://article/f72e8814-bf9e-5842-a0ae-f8aa66178120 https://www.nytimes.com/2021/04/09/health/vaccine-blood-clots-astra-zeneca.html 1e+14 1e+14 New York Times 2021-04-09 2021-04-10 12:28:34 Health health Vaccination and Immunization;Antibodies;Regulation and Deregulation of Industry;your-feed-healthcare;AstraZeneca PLC;European Medicines Agency;New England Journal of Medicine NA By Denise Grady Article Blood Clots Linked to AstraZeneca Vaccine Stem From Rare Antibody Reaction New studies from Germany and Norway examined cases involving mostly younger people who developed serious and sometimes fatal blood disorders. Vaccination and Immunization , Antibodies , Regulation and Deregulation of Industry, your-feed-healthcare AstraZeneca PLC , European Medicines Agency , New England Journal of Medicine image , photo , A dose of the AstraZeneca vaccine being administered in Bucharest, Romania, in February. The vaccine has been a mainstay of inoculation programs in more than 100 countries., Vadim Ghirda/Associated Press , 1 , https://static01.nyt.com/images/2021/04/09/science/09VIRUS-VACCINE-BLOODCLOTS1/09VIRUS-VACCINE-BLOODCLOTS1-thumbStandard.jpg , https://static01.nyt.com/images/2021/04/09/science/09VIRUS-VACCINE-BLOODCLOTS1/09VIRUS-VACCINE-BLOODCLOTS1-mediumThreeByTwo210.jpg , https://static01.nyt.com/images/2021/04/09/science/09VIRUS-VACCINE-BLOODCLOTS1/09VIRUS-VACCINE-BLOODCLOTS1-mediumThreeByTwo440.jpg , Standard Thumbnail , mediumThreeByTwo210 , mediumThreeByTwo440 , 75 , 140 , 293 , 75 , 210 , 440 0

## Articles about Utah

Utah <- fromJSON("http://api.nytimes.com/svc/semantic/v2/concept/name/nytd_geo/Utah?fields=all&api-key=q1zm2Nya2uk8tR1mmpqbWnBO5ab4pceZ", flatten = TRUE) %>% data.frame()

Utah %>% kbl(caption = "Utah NYT Articles") %>% kable_styling(bootstrap_options = "hover")
Utah NYT Articles
status copyright num_results fields results.concept_id results.concept_name results.is_times_tag results.is_sensitive results.concept_status results.vernacular results.concept_type results.concept_created results.concept_updated results.concept_rule results.concept_gender results.links results.teragram results.geocodes results.variants results.pages results.search_api_query results.article_list.results results.article_list.total
OK Copyright (c) 2015 The New York Times Company. All Rights Reserved. 1 all 29928 Utah 1 0 Active Utah nytd_geo 2009-10-28 14:30:04-04:00 2013-07-22 15:44:41-04:00 NA NA 29928 , 29928 , 29928 , Utah , Utah , Utah , Active , Active , Active , 1 , 1 , 1 , nytd_geo , nytd_geo , nytd_geo , 1601748 , 1601752 , 1718884 , sameAs , sameAs , sameAs , http://rdf.freebase.com/ns/en.utah, http://dbpedia.org/resource/Utah , Utah , freebase_uri , dbpedia_uri , wikipedia_raw_name , , , 29928 , 2274392 , Utah , NA , NA , NA , 1969-12-31 19:00:00-05:00 , 2015-07-09 01:05:53-04:00 , 2274392 , 2274392 , 4702772 , 4702776 , NA , Go to the Utah Travel Guide. , http://topics.nytimes.com/top/great-homes-and-destinations/destinations/mountain-states/index.html, http://travel.nytimes.com/travel/guides/north-america/united-states/utah/overview.html , realestate , travel , 1969-12-31 19:00:00-05:00 , 1969-12-31 19:00:00-05:00 , 2015-07-09 01:05:53-04:00 , 2015-07-09 01:05:53-04:00 , realestate , travel 380 , 29928 , Utah , 1 , Active , 5549030 , Utah , 39.250239 , -111.751034 , 1808 , US , United States , UT , None , None , None , Utah , None , None , None , A , ADM1 , first-order administrative division, America/Shiprock , 1969-12-31 18:59:54-05:00 , 1969-12-31 18:59:53-05:00 , 2013-02-25 15:10:12-05:00 , 2013-02-25 15:10:12-05:00 Utah http://topics.nytimes.com/top/great-homes-and-destinations/destinations/mountain-states/index.html, http://travel.nytimes.com/travel/guides/north-america/united-states/utah/overview.html http://search.nyt.net/svc/add/v1/sitesearch.json?fq=glocations%3A%22Utah%22&sort=newest&type=article%2Cblogpost&offset=0 The law, set to take effect in May, requires any father whose paternity has been confirmed to pay half of a mother’s insurance premiums while she is pregnant, and any related medical costs., A dangerously unstable snowpack and an influx of people to the backcountry have contributed to a rash of deaths this winter. Here’s what you need to know about avalanche safety. , The Maria Montessori Academy, a charter school in North Ogden, allowed parents to opt their students out. But after an outcry and discussions with the parents, it changed course. , It was the third such deadly episode in days and the deadliest avalanche in the United States since May 2014, according to the authorities. , Rodrick Dow Craythorn, 52, pleaded guilty to causing more than $1,000 worth of damages in his quest to find Forrest Fenn’s treasure, prosecutors said. , Estimates from exit polls offer an initial indication of how groups voted on election night. , See full results and maps from the Utah election. , See full results and maps from the Utah election. , See full results and maps for the 2020 presidential election in Utah. , See full results and maps from the Utah elections. , By Christine Hauser , By Bryan Pietsch , By Christine Hauser , By Michael Levenson , By Azi Paybarah , NA , NA , NA , NA , NA , 2021-04-06T20:37:41+0000 , 2021-02-18T10:30:05+0000 , 2021-02-08T21:33:21+0000 , 2021-02-07T01:22:39+0000 , 2021-01-06T00:48:25+0000 , 2021-01-05T22:31:35+0000 , 2021-01-05T22:31:32+0000 , 2021-01-05T22:31:27+0000 , 2021-01-05T22:31:25+0000 , 2021-01-05T22:31:25+0000 , article , article , article , article , article , multimedia , multimedia , multimedia , multimedia , multimedia , Utah Will Require Fathers to Help With Pregnancy Bills , What You Need to Know About Avalanche Safety in the Backcountry , A Utah School Made Black History Month Optional. Then It Reversed Itself. , 4 Skiers Killed in Avalanche in Utah, Officials Say , Treasure Hunter Pleads Guilty to Digging in Yellowstone , Utah Voter Surveys: How Different Groups Voted , Utah Election Results: Third Congressional District , Utah Election Results: Fourth Congressional District , Utah Presidential Election Results , Utah Election Results , News , News , News , News , News , NA , NA , NA , NA , NA , https://www.nytimes.com/2021/04/06/us/pre-natal-support-law-utah.html , https://www.nytimes.com/2021/02/18/sports/backcountry-skiing-safety-avalanche.html , https://www.nytimes.com/2021/02/08/us/utah-school-black-history-month.html , https://www.nytimes.com/2021/02/06/us/avalanche-salt-lake-city.html , https://www.nytimes.com/2021/01/05/us/yellowstone-treasure-utah-man-guilty.html , https://www.nytimes.com/interactive/2020/11/03/us/elections/ap-polls-utah.html , https://www.nytimes.com/interactive/2020/11/03/us/elections/results-utah-house-district-3.html , https://www.nytimes.com/interactive/2020/11/03/us/elections/results-utah-house-district-4.html , https://www.nytimes.com/interactive/2020/11/03/us/elections/results-utah-president.html , https://www.nytimes.com/interactive/2020/11/03/us/elections/results-utah.html , Law and Legislation , Abortion , Pregnancy and Childbirth , Accidents and Safety , Avalanches , Skiing , Content Type: Service , ALPINE SKIING , Black People , Blacks , History (Academic Subject) , Education (K-12) , Charter Schools , Avalanches , Deaths (Fatalities) , Skiing , Treasure Troves , Fines (Penalties) , National Parks, Monuments and Seashores , Public Property , Parks and Other Recreation Areas , Elections , Presidential Election of 2020 , internal-election-open , Elections , Presidential Election of 2020 , internal-election-open , Elections , Presidential Election of 2020 , internal-election-open , Elections , Presidential Election of 2020 , internal-election-open , Elections , Presidential Election of 2020 , internal-election-open , Utah , Colorado , Utah , North Ogden (Utah) , Utah , Utah , New Mexico , Rocky Mountains , Santa Fe (NM) , Utah , Wyoming , United States , Utah , United States , Utah , United States , Utah , United States , Utah , United States , Utah , Planned Parenthood Federation of America , Maria Montessori Academy (North Ogden, Utah) , House of Representatives , House of Representatives , Cox, Spencer J (1975- ) , Fenn, Forrest (1930- ) 3446

## Conclusions and Findings

With the help of the packages used in this assignment, tidyverse, jsonlite, and kableExtra, extract and import data from the NYT API. In this case, I was able to extract all bestselling novels from the British author Alan Moore, articles that were shared on Facebook, and articles that were about Utah.