Assignment_9

Libraries used

Install and load the following required libraries

library(httr)
library(jsonlite)
library (plyr)
library(dplyr)

## 
## Attaching package: 'dplyr'

## The following objects are masked from 'package:plyr':
## 
##     arrange, count, desc, failwith, id, mutate, rename, summarise,
##     summarize

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

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

Read the data

1. Read the data from the url and store in json

First step of this assignment is to obtain a API key from NYT website. I am choosing the Article Search API( http://developer.nytimes.com/article_search_v2.json). This API provides information about book reviews and The New York Times bestsellers lists.

json <- "https://api.nytimes.com/svc/search/v2/articlesearch.json?q=education&api-key=dbIkpHAuwaq2ki67A4dlJx8IQgSXrTcQ"

JSON() function

2. Now pass the url stored object in fromJSON() function

json <- fromJSON(json, simplifyVector = TRUE)

json

## $status
## [1] "OK"
## 
## $copyright
## [1] "Copyright (c) 2019 The New York Times Company. All Rights Reserved."
## 
## $response
## $response$docs
##                                                                                                         web_url
## 1                          https://www.nytimes.com/2019/01/09/arts/television/sex-education-review-netflix.html
## 2              https://www.nytimes.com/2019/03/11/us/politics/betsy-devos-religious-restrictions-education.html
## 3                    https://www.nytimes.com/2019/03/25/opinion/letters/sex-education-new-york-legislature.html
## 4                                     https://www.nytimes.com/2019/02/19/us/politics/betsy-devos-democrats.html
## 5  https://www.nytimes.com/2019/01/30/reader-center/in-13-years-of-education-reporting-so-much-has-changed.html
## 6            https://www.nytimes.com/paidpost/the-new-school/an-education-that-doubles-as-a-working-resume.html
## 7        https://www.nytimes.com/2019/03/26/well/family/for-an-asian-american-family-the-cost-of-education.html
## 8                             https://www.nytimes.com/2019/03/08/us/politics/betsy-devos-special-education.html
## 9          https://www.nytimes.com/2019/03/04/well/family/using-arts-education-to-help-other-lessons-stick.html
## 10                                 https://www.nytimes.com/2019/02/21/us/colorado-sex-education-in-schools.html
##                                                                                                                                                                                                         snippet
## 1                                                      Think of this story about an amateur teen sex therapist as “Doogie Howser, XXX.” Asa Butterfield stars alongside a wonderfully deadpan Gillian Anderson.
## 2                                       Education Secretary Betsy DeVos announced Monday that she will not bar religious organizations from providing federally funded educational services to private schools.
## 3                                                            A social services group that assists young people supports a bill in the State Legislature that would mandate medically accurate health education.
## 4                                             After two years of aggressively overhauling education policy, the education secretary, Betsy DeVos, must now answer to lawmakers she has clashed with or ignored.
## 5                                                                        Covering recent teachers’ strikes, including the latest showdown, in Los Angeles, has brought into relief a shift in the conversation.
## 6                                                                 Not long ago it would have been quite normal to spot Keeler Near at high-end department stores scanning their eye-catching apparel displays. 
## 7  The college admission scandal and a lawsuit charging admissions discrimination at Harvard have special resonance for families like mine, where parents sacrifice so much for their children’s opportunities.
## 8                                            A federal judge ruled that the Education Department illegally delayed an Obama-era rule that required states to address racial bias in special education programs.
## 9                                                                                                         The arts can be a source of joy in a child’s day, and also come in handy for memorizing times tables.
## 10                            Students have supported legislation that would require the teaching of safe sex, consent and sexual orientation, elements that have prompted a backlash from conservative groups.
##                                                                                                                                                                                                                                                                                                                                                                                                                                                                        lead_paragraph
## 1                                                                                                                                                                                    People have plenty of opinions as to whether the depiction of teen sex on TV is moral enough or whether it’s responsible enough. There’s less talk about whether it’s bad enough. Too often it’s airbrushed and idealized, rather than a fumbling, awkward, slapstick process of trial and eros.
## 2                                                                                                                                                                                                                                                 WASHINGTON — Education Secretary Betsy DeVos announced Monday that she will no longer enforce a provision in federal law that bars religious organizations from providing federally funded educational services to private schools.
## 3                                                                                                                                                                                                                                                                                                                                                                                                                                                                      To the Editor:
## 4                                                                                                                                                                                                                                                                                                                              WASHINGTON — The last face-to-face meeting between Representative Robert C. Scott and Education Secretary Betsy DeVos ended in an awkward cliffhanger.
## 5                                                                                                                                                                                                                                                                                                                                                   Times Insider explains who we are and what we do, and delivers behind-the-scenes insights into how our journalism comes together.
## 6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## 7  My parents bought a foreclosed farmhouse during the 2008 recession. For a decade afterward, we made hourlong weekly trips from Kentucky, where we lived, to the farm, which is in Indiana. My parents spent long days there renovating the termite-ridden 1970s farmhouse while I played in the fields or read in the car. I was in middle school when they bought it, too young to question their motivation for spending weekends toiling over a house in the middle of nowhere.
## 8                                                                                                                                                                                                                                                                                   WASHINGTON — A federal judge has ruled that Education Secretary Betsy DeVos illegally delayed an Obama-era rule that required states to address racial disparities in special education programs.
## 9                                                                                                                                                             In “A Tree Grows in Brooklyn,” Betty Smith’s 1943 autobiographical novel about growing up poor in the early 20th century, the public school that the heroine attends is a pretty bleak place. But “there was a great golden glory lasting a half-hour each week when Mr. Morton came to Francie’s room to teach music.”
## 10                                                                                                                                                                                                                                     Last year, when Clark Wilson was in eighth grade, his sex education teacher repeatedly rolled a piece of tape on a table until it lost its stickiness, using words like “tainted” and “impure” to describe those who engage in premarital sex.
##                                                                                                                                                                                                        abstract
## 1                                                      Think of this story about an amateur teen sex therapist as “Doogie Howser, XXX.” Asa Butterfield stars alongside a wonderfully deadpan Gillian Anderson.
## 2                                       Education Secretary Betsy DeVos announced Monday that she will not bar religious organizations from providing federally funded educational services to private schools.
## 3                                                            A social services group that assists young people supports a bill in the State Legislature that would mandate medically accurate health education.
## 4                                             After two years of aggressively overhauling education policy, the education secretary, Betsy DeVos, must now answer to lawmakers she has clashed with or ignored.
## 5                                                                        Covering recent teachers’ strikes, including the latest showdown, in Los Angeles, has brought into relief a shift in the conversation.
## 6                                                                 Not long ago it would have been quite normal to spot Keeler Near at high-end department stores scanning their eye-catching apparel displays. 
## 7  The college admission scandal and a lawsuit charging admissions discrimination at Harvard have special resonance for families like mine, where parents sacrifice so much for their children’s opportunities.
## 8                                            A federal judge ruled that the Education Department illegally delayed an Obama-era rule that required states to address racial bias in special education programs.
## 9                                                                                                         The arts can be a source of joy in a child’s day, and also come in handy for memorizing times tables.
## 10                            Students have supported legislation that would require the teaching of safe sex, consent and sexual orientation, elements that have prompted a backlash from conservative groups.
##    print_page             source
## 1           1 The New York Times
## 2          14 The New York Times
## 3        <NA> The New York Times
## 4          15 The New York Times
## 5           2 The New York Times
## 6        <NA>               <NA>
## 7        <NA> The New York Times
## 8          15 The New York Times
## 9        <NA> The New York Times
## 10         16 The New York Times
##                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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## 6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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## 7                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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##                                                                      headline.main
## 1                      Review: ‘Sex Education,’ a Sweet Teen Comedy of Modern Lust
## 2                              DeVos Moves to Ease Church-State Rules in Education
## 3                                                        Sex Education in New York
## 4               House Democrats Prepare to Scrutinize DeVos’s Education Department
## 5                          In 13 Years of Education Reporting, So Much Has Changed
## 6                                   An Education That Doubles  As A Working Resume
## 7                              For an Asian-American Family, the Cost of Education
## 8                       DeVos Illegally Delayed Special Education Rule, Judge Says
## 9                                 Using Arts Education to Help Other Lessons Stick
## 10 As Colorado Moves to Bar Abstinence-Only Sex Education, Teenagers Take the Lead
##    headline.kicker headline.content_kicker
## 1    Critic’s Pick                      NA
## 2             <NA>                      NA
## 3           letter                      NA
## 4             <NA>                      NA
## 5    TIMES INSIDER                      NA
## 6             <NA>                      NA
## 7             <NA>                      NA
## 8             <NA>                      NA
## 9      The Checkup                      NA
## 10            <NA>                      NA
##                                                  headline.print_headline
## 1                                     A Sweet Teen Comedy of Modern Lust
## 2                   Secretary Eases Church-State Separation in Education
## 3                                              Sex Education in New York
## 4  Now in Control, Democrats Have Questions for the Education Department
## 5                                          The Morphing Education Debate
## 6                                                                   <NA>
## 7                                                                   <NA>
## 8     Judge Rules That DeVos Held Up Obama-Era Rule on Special Education
## 9                                                                   <NA>
## 10                    As Sex Education Debate Rages, Teenagers Take Lead
##    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, creative_works, organizations, persons, persons, persons, Television, Sex Education (TV Program), Netflix Inc, Butterfield, Asa, ANDERSON, GILLIAN, Nunn, Laurie, 1, 2, 3, 4, 5, 6, N, N, N, N, N, N
## 2                                                                                                                                                                            subject, subject, subject, subject, subject, organizations, persons, persons, Private and Sectarian Schools, Education (K-12), Freedom of Religion, Religion-State Relations, United States Politics and Government, Education Department (US), Trump, Donald J, DeVos, Elizabeth (1958- ), 1, 2, 3, 4, 5, 6, 7, 8, N, N, N, N, N, N, N, N
## 3                                                                                                                                                                                                                                                                                                                                                                                                                                                        subject, glocations, Sex Education, New York State, 1, 2, N, N
## 4  persons, organizations, subject, subject, subject, subject, persons, organizations, organizations, organizations, subject, persons, DeVos, Elizabeth (1958- ), Education Department (US), For-Profit Schools, Special Education, Education (K-12), Colleges and Universities, Scott, Robert C, HOUSE COMMITTEE ON EDUCATION AND LABOR, Democratic Party, House of Representatives, United States Politics and Government, Trump, Donald J, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, N, N, N, N, N, N, N, N, N, N, N, N
## 5                                                                                                                                                                                                                                                                                                                                                                                 subject, subject, subject, subject, Education (K-12), Teachers and School Employees, Organized Labor, Strikes, 1, 2, 3, 4, N, N, N, N
## 6                                                                                                                                                                                                                                                                        organizations, organizations, glocations, subject, subject, subject, New School, Parsons the New School for Design, New York City, Colleges and Universities, Fashion and Apparel, Careers and Professions, 1, 2, 3, 4, 5, 6, N, N, N, N, N, N
## 7                                                                                                                                                                                                                                                                                                              subject, subject, subject, subject, subject, subject, Colleges and Universities, Chinese-Americans, Asian-Americans, ADMISSIONS STANDARDS, Discrimination, Parenting, 1, 2, 3, 4, 5, 6, N, N, N, N, N, N
## 8                                                                                                                                                                                                                  subject, subject, subject, subject, subject, subject, persons, persons, Special Education, Equal Educational Opportunities, Education (K-12), Discrimination, Decisions and Verdicts, Race and Ethnicity, DeVos, Elizabeth (1958- ), Trump, Donald J, 1, 2, 3, 4, 5, 6, 7, 8, N, N, N, N, N, N, N, N
## 9                                                                                                                                                                                                                       subject, subject, subject, subject, subject, subject, subject, subject, subject, Art, Education (K-12), Reading and Writing Skills (Education), Memory, Creativity, Music, Dancing, Children and Childhood, Teachers and School Employees, 1, 2, 3, 4, 5, 6, 7, 8, 9, N, N, N, N, N, N, N, N, N
## 10                                                                                                                                                                                                                                                                      subject, glocations, subject, subject, subject, subject, subject, Abstinence (Sexual), Colorado, Sex Education, #MeToo Movement, State Legislatures, Teenage Pregnancy, Sexually Transmitted Diseases, 1, 2, 3, 4, 5, 6, 7, N, N, N, N, N, N, N
##                    pub_date document_type  news_desk  section_name
## 1  2019-01-09T16:04:51+0000       article    Culture          Arts
## 2  2019-03-11T22:32:46+0000       article Washington          U.S.
## 3  2019-03-25T16:21:44+0000       article    Letters       Opinion
## 4  2019-02-19T23:43:31+0000       article Washington          U.S.
## 5  2019-01-30T10:00:06+0000       article    Insider Reader Center
## 6  2019-03-14T13:51:06+0000      paidpost                  T Brand
## 7  2019-03-26T09:00:01+0000       article       Well          Well
## 8  2019-03-08T23:01:55+0000       article Washington          U.S.
## 9  2019-03-04T10:00:01+0000       article       Well          Well
## 10 2019-02-21T10:00:12+0000       article   National          U.S.
##    subsection_name     byline.original
## 1       Television By James Poniewozik
## 2         Politics   By Erica L. Green
## 3          Letters                <NA>
## 4         Politics   By Erica L. Green
## 5             <NA>   By Dana Goldstein
## 6             <NA>                <NA>
## 7           Family    By Jingjing Xiao
## 8         Politics   By Erica L. Green
## 9           Family By Perri Klass, M.D
## 10            <NA>        By Dan Levin
##                                   byline.person byline.organization
## 1  James, NA, Poniewozik, NA, NA, reported, , 1                  NA
## 2       Erica, L., Green, NA, NA, reported, , 1                  NA
## 3                                          NULL                  NA
## 4       Erica, L., Green, NA, NA, reported, , 1                  NA
## 5    Dana, NA, Goldstein, NA, NA, reported, , 1                  NA
## 6                                          NULL                  NA
## 7     Jingjing, NA, Xiao, NA, NA, reported, , 1                  NA
## 8       Erica, L., Green, NA, NA, reported, , 1                  NA
## 9      Perri, NA, Klass, M.D, NA, reported, , 1                  NA
## 10        Dan, NA, Levin, NA, NA, reported, , 1                  NA
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## 3            Letter 5c998bd040d36ff0709cf906        182
## 4              News 5c8b2da040d36ff070925f9d       1365
## 5              News 5c8ae40940d36ff07080295e        857
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## 10             News 5c8b367040d36ff070959fb6       1057
##                                                    uri
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## 2   nyt://article/3d0e07e0-4de4-5cab-ac24-0449e22141d3
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Analyzing the dataframe

3. In json , the response$docs has the data which we need

str(json$response$docs)

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##   ..$ :'data.frame': 71 obs. of  11 variables:
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##   ..$ :'data.frame': 0 obs. of  0 variables
##   ..$ :'data.frame': 69 obs. of  11 variables:
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##   ..$ :'data.frame': 72 obs. of  11 variables:
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##   .. ..$ type     : chr  "image" "image" "image" "image" ...
##   .. ..$ url      : chr  "images/2019/03/08/us/politics/08dc-specialed/merlin_151243143_5e536f54-faf6-4935-8ddf-60b35bd8ce17-articleLarge.jpg" "images/2019/03/08/us/politics/08dc-specialed/merlin_151243143_5e536f54-faf6-4935-8ddf-60b35bd8ce17-popup.jpg" "images/2019/03/08/us/politics/08dc-specialed/merlin_151243143_5e536f54-faf6-4935-8ddf-60b35bd8ce17-blog480.jpg" "images/2019/03/08/us/politics/08dc-specialed/merlin_151243143_5e536f54-faf6-4935-8ddf-60b35bd8ce17-blog533.jpg" ...
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##   .. ..$ legacy   :'data.frame': 72 obs. of  9 variables:
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##   ..$ :'data.frame': 68 obs. of  11 variables:
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##   .. ..$ caption  : logi  NA NA NA NA NA NA ...
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##   .. ..$ type     : chr  "image" "image" "image" "image" ...
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##   .. ..$ legacy   :'data.frame': 68 obs. of  9 variables:
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##   ..$ :'data.frame': 72 obs. of  11 variables:
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##   .. ..$ type     : chr  "image" "image" "image" "image" ...
##   .. ..$ url      : chr  "images/2019/02/22/us/22sexed-colorado-print/merlin_150749244_51afbfa1-16e1-4a57-ade6-c7f258addbcb-articleLarge.jpg" "images/2019/02/22/us/22sexed-colorado-print/merlin_150749244_51afbfa1-16e1-4a57-ade6-c7f258addbcb-popup.jpg" "images/2019/02/22/us/22sexed-colorado-print/merlin_150749244_51afbfa1-16e1-4a57-ade6-c7f258addbcb-blog480.jpg" "images/2019/02/22/us/22sexed-colorado-print/merlin_150749244_51afbfa1-16e1-4a57-ade6-c7f258addbcb-blog533.jpg" ...
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##   .. ..$ legacy   :'data.frame': 72 obs. of  9 variables:
##   .. .. ..$ xlarge         : chr  "images/2019/02/22/us/22sexed-colorado-print/merlin_150749244_51afbfa1-16e1-4a57-ade6-c7f258addbcb-articleLarge.jpg" NA NA NA ...
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##   .. ..$ crop_name: chr  "articleLarge" "popup" "blog480" "blog533" ...
##  $ headline        :'data.frame':    10 obs. of  7 variables:
##   ..$ main          : chr  "Review: ‘Sex Education,’ a Sweet Teen Comedy of Modern Lust" "DeVos Moves to Ease Church-State Rules in Education" "Sex Education in New York" "House Democrats Prepare to Scrutinize DeVos’s Education Department" ...
##   ..$ kicker        : chr  "Critic’s Pick" NA "letter" NA ...
##   ..$ content_kicker: logi  NA NA NA NA NA NA ...
##   ..$ print_headline: chr  "A Sweet Teen Comedy of Modern Lust" "Secretary Eases Church-State Separation in Education" "Sex Education in New York" "Now in Control, Democrats Have Questions for the Education Department" ...
##   ..$ name          : logi  NA NA NA NA NA NA ...
##   ..$ seo           : logi  NA NA NA NA NA NA ...
##   ..$ sub           : logi  NA NA NA NA NA NA ...
##  $ keywords        :List of 10
##   ..$ :'data.frame': 6 obs. of  4 variables:
##   .. ..$ name : chr  "subject" "creative_works" "organizations" "persons" ...
##   .. ..$ value: chr  "Television" "Sex Education (TV Program)" "Netflix Inc" "Butterfield, Asa" ...
##   .. ..$ rank : int  1 2 3 4 5 6
##   .. ..$ major: chr  "N" "N" "N" "N" ...
##   ..$ :'data.frame': 8 obs. of  4 variables:
##   .. ..$ name : chr  "subject" "subject" "subject" "subject" ...
##   .. ..$ value: chr  "Private and Sectarian Schools" "Education (K-12)" "Freedom of Religion" "Religion-State Relations" ...
##   .. ..$ rank : int  1 2 3 4 5 6 7 8
##   .. ..$ major: chr  "N" "N" "N" "N" ...
##   ..$ :'data.frame': 2 obs. of  4 variables:
##   .. ..$ name : chr  "subject" "glocations"
##   .. ..$ value: chr  "Sex Education" "New York State"
##   .. ..$ rank : int  1 2
##   .. ..$ major: chr  "N" "N"
##   ..$ :'data.frame': 12 obs. of  4 variables:
##   .. ..$ name : chr  "persons" "organizations" "subject" "subject" ...
##   .. ..$ value: chr  "DeVos, Elizabeth (1958- )" "Education Department (US)" "For-Profit Schools" "Special Education" ...
##   .. ..$ rank : int  1 2 3 4 5 6 7 8 9 10 ...
##   .. ..$ major: chr  "N" "N" "N" "N" ...
##   ..$ :'data.frame': 4 obs. of  4 variables:
##   .. ..$ name : chr  "subject" "subject" "subject" "subject"
##   .. ..$ value: chr  "Education (K-12)" "Teachers and School Employees" "Organized Labor" "Strikes"
##   .. ..$ rank : int  1 2 3 4
##   .. ..$ major: chr  "N" "N" "N" "N"
##   ..$ :'data.frame': 6 obs. of  4 variables:
##   .. ..$ name : chr  "organizations" "organizations" "glocations" "subject" ...
##   .. ..$ value: chr  "New School" "Parsons the New School for Design" "New York City" "Colleges and Universities" ...
##   .. ..$ rank : int  1 2 3 4 5 6
##   .. ..$ major: chr  "N" "N" "N" "N" ...
##   ..$ :'data.frame': 6 obs. of  4 variables:
##   .. ..$ name : chr  "subject" "subject" "subject" "subject" ...
##   .. ..$ value: chr  "Colleges and Universities" "Chinese-Americans" "Asian-Americans" "ADMISSIONS STANDARDS" ...
##   .. ..$ rank : int  1 2 3 4 5 6
##   .. ..$ major: chr  "N" "N" "N" "N" ...
##   ..$ :'data.frame': 8 obs. of  4 variables:
##   .. ..$ name : chr  "subject" "subject" "subject" "subject" ...
##   .. ..$ value: chr  "Special Education" "Equal Educational Opportunities" "Education (K-12)" "Discrimination" ...
##   .. ..$ rank : int  1 2 3 4 5 6 7 8
##   .. ..$ major: chr  "N" "N" "N" "N" ...
##   ..$ :'data.frame': 9 obs. of  4 variables:
##   .. ..$ name : chr  "subject" "subject" "subject" "subject" ...
##   .. ..$ value: chr  "Art" "Education (K-12)" "Reading and Writing Skills (Education)" "Memory" ...
##   .. ..$ rank : int  1 2 3 4 5 6 7 8 9
##   .. ..$ major: chr  "N" "N" "N" "N" ...
##   ..$ :'data.frame': 7 obs. of  4 variables:
##   .. ..$ name : chr  "subject" "glocations" "subject" "subject" ...
##   .. ..$ value: chr  "Abstinence (Sexual)" "Colorado" "Sex Education" "#MeToo Movement" ...
##   .. ..$ rank : int  1 2 3 4 5 6 7
##   .. ..$ major: chr  "N" "N" "N" "N" ...
##  $ pub_date        : chr  "2019-01-09T16:04:51+0000" "2019-03-11T22:32:46+0000" "2019-03-25T16:21:44+0000" "2019-02-19T23:43:31+0000" ...
##  $ document_type   : chr  "article" "article" "article" "article" ...
##  $ news_desk       : chr  "Culture" "Washington" "Letters" "Washington" ...
##  $ section_name    : chr  "Arts" "U.S." "Opinion" "U.S." ...
##  $ subsection_name : chr  "Television" "Politics" "Letters" "Politics" ...
##  $ byline          :'data.frame':    10 obs. of  3 variables:
##   ..$ original    : chr  "By James Poniewozik" "By Erica L. Green" NA "By Erica L. Green" ...
##   ..$ person      :List of 10
##   .. ..$ :'data.frame':  1 obs. of  8 variables:
##   .. .. ..$ firstname   : chr "James"
##   .. .. ..$ middlename  : logi NA
##   .. .. ..$ lastname    : chr "Poniewozik"
##   .. .. ..$ qualifier   : logi NA
##   .. .. ..$ title       : logi NA
##   .. .. ..$ role        : chr "reported"
##   .. .. ..$ organization: chr ""
##   .. .. ..$ rank        : int 1
##   .. ..$ :'data.frame':  1 obs. of  8 variables:
##   .. .. ..$ firstname   : chr "Erica"
##   .. .. ..$ middlename  : chr "L."
##   .. .. ..$ lastname    : chr "Green"
##   .. .. ..$ qualifier   : logi NA
##   .. .. ..$ title       : logi NA
##   .. .. ..$ role        : chr "reported"
##   .. .. ..$ organization: chr ""
##   .. .. ..$ rank        : int 1
##   .. ..$ : NULL
##   .. ..$ :'data.frame':  1 obs. of  8 variables:
##   .. .. ..$ firstname   : chr "Erica"
##   .. .. ..$ middlename  : chr "L."
##   .. .. ..$ lastname    : chr "Green"
##   .. .. ..$ qualifier   : logi NA
##   .. .. ..$ title       : logi NA
##   .. .. ..$ role        : chr "reported"
##   .. .. ..$ organization: chr ""
##   .. .. ..$ rank        : int 1
##   .. ..$ :'data.frame':  1 obs. of  8 variables:
##   .. .. ..$ firstname   : chr "Dana"
##   .. .. ..$ middlename  : logi NA
##   .. .. ..$ lastname    : chr "Goldstein"
##   .. .. ..$ qualifier   : logi NA
##   .. .. ..$ title       : logi NA
##   .. .. ..$ role        : chr "reported"
##   .. .. ..$ organization: chr ""
##   .. .. ..$ rank        : int 1
##   .. ..$ : NULL
##   .. ..$ :'data.frame':  1 obs. of  8 variables:
##   .. .. ..$ firstname   : chr "Jingjing"
##   .. .. ..$ middlename  : logi NA
##   .. .. ..$ lastname    : chr "Xiao"
##   .. .. ..$ qualifier   : logi NA
##   .. .. ..$ title       : logi NA
##   .. .. ..$ role        : chr "reported"
##   .. .. ..$ organization: chr ""
##   .. .. ..$ rank        : int 1
##   .. ..$ :'data.frame':  1 obs. of  8 variables:
##   .. .. ..$ firstname   : chr "Erica"
##   .. .. ..$ middlename  : chr "L."
##   .. .. ..$ lastname    : chr "Green"
##   .. .. ..$ qualifier   : logi NA
##   .. .. ..$ title       : logi NA
##   .. .. ..$ role        : chr "reported"
##   .. .. ..$ organization: chr ""
##   .. .. ..$ rank        : int 1
##   .. ..$ :'data.frame':  1 obs. of  8 variables:
##   .. .. ..$ firstname   : chr "Perri"
##   .. .. ..$ middlename  : logi NA
##   .. .. ..$ lastname    : chr "Klass"
##   .. .. ..$ qualifier   : chr "M.D"
##   .. .. ..$ title       : logi NA
##   .. .. ..$ role        : chr "reported"
##   .. .. ..$ organization: chr ""
##   .. .. ..$ rank        : int 1
##   .. ..$ :'data.frame':  1 obs. of  8 variables:
##   .. .. ..$ firstname   : chr "Dan"
##   .. .. ..$ middlename  : logi NA
##   .. .. ..$ lastname    : chr "Levin"
##   .. .. ..$ qualifier   : logi NA
##   .. .. ..$ title       : logi NA
##   .. .. ..$ role        : chr "reported"
##   .. .. ..$ organization: chr ""
##   .. .. ..$ rank        : int 1
##   ..$ organization: logi  NA NA NA NA NA NA ...
##  $ type_of_material: chr  "Review" "News" "Letter" "News" ...
##  $ _id             : chr  "5c8ae2d340d36ff0707fe808" "5c8b4ed740d36ff0709c5e8f" "5c998bd040d36ff0709cf906" "5c8b2da040d36ff070925f9d" ...
##  $ word_count      : int  831 529 182 1365 857 1568 1039 821 1223 1057
##  $ uri             : chr  "nyt://article/1e4903a5-69ef-5001-8b0f-c79e4384abef" "nyt://article/3d0e07e0-4de4-5cab-ac24-0449e22141d3" "nyt://article/ede0d603-4e8f-5639-a89c-7154c599b9ec" "nyt://article/176fdb99-91a0-5c5e-9138-9c72116a7bcb" ...

4. Let’s explore the column names for the articles with education as the topic

names(json$response$docs)

##  [1] "web_url"          "snippet"          "lead_paragraph"  
##  [4] "abstract"         "print_page"       "blog"            
##  [7] "source"           "multimedia"       "headline"        
## [10] "keywords"         "pub_date"         "document_type"   
## [13] "news_desk"        "section_name"     "subsection_name" 
## [16] "byline"           "type_of_material" "_id"             
## [19] "word_count"       "uri"

5. Create a datframe which has the information needed for the topic related to education

education_dataframe<-json$response$docs

education_dataframe <- education_dataframe%>%
  select(web_url,lead_paragraph,abstract,source,document_type,news_desk,section_name,subsection_name,type_of_material,word_count,uri)

education_dataframe<-as.data.frame(education_dataframe)

education_dataframe

##                                                                                                         web_url
## 1                          https://www.nytimes.com/2019/01/09/arts/television/sex-education-review-netflix.html
## 2              https://www.nytimes.com/2019/03/11/us/politics/betsy-devos-religious-restrictions-education.html
## 3                    https://www.nytimes.com/2019/03/25/opinion/letters/sex-education-new-york-legislature.html
## 4                                     https://www.nytimes.com/2019/02/19/us/politics/betsy-devos-democrats.html
## 5  https://www.nytimes.com/2019/01/30/reader-center/in-13-years-of-education-reporting-so-much-has-changed.html
## 6            https://www.nytimes.com/paidpost/the-new-school/an-education-that-doubles-as-a-working-resume.html
## 7        https://www.nytimes.com/2019/03/26/well/family/for-an-asian-american-family-the-cost-of-education.html
## 8                             https://www.nytimes.com/2019/03/08/us/politics/betsy-devos-special-education.html
## 9          https://www.nytimes.com/2019/03/04/well/family/using-arts-education-to-help-other-lessons-stick.html
## 10                                 https://www.nytimes.com/2019/02/21/us/colorado-sex-education-in-schools.html
##                                                                                                                                                                                                                                                                                                                                                                                                                                                                        lead_paragraph
## 1                                                                                                                                                                                    People have plenty of opinions as to whether the depiction of teen sex on TV is moral enough or whether it’s responsible enough. There’s less talk about whether it’s bad enough. Too often it’s airbrushed and idealized, rather than a fumbling, awkward, slapstick process of trial and eros.
## 2                                                                                                                                                                                                                                                 WASHINGTON — Education Secretary Betsy DeVos announced Monday that she will no longer enforce a provision in federal law that bars religious organizations from providing federally funded educational services to private schools.
## 3                                                                                                                                                                                                                                                                                                                                                                                                                                                                      To the Editor:
## 4                                                                                                                                                                                                                                                                                                                              WASHINGTON — The last face-to-face meeting between Representative Robert C. Scott and Education Secretary Betsy DeVos ended in an awkward cliffhanger.
## 5                                                                                                                                                                                                                                                                                                                                                   Times Insider explains who we are and what we do, and delivers behind-the-scenes insights into how our journalism comes together.
## 6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
## 7  My parents bought a foreclosed farmhouse during the 2008 recession. For a decade afterward, we made hourlong weekly trips from Kentucky, where we lived, to the farm, which is in Indiana. My parents spent long days there renovating the termite-ridden 1970s farmhouse while I played in the fields or read in the car. I was in middle school when they bought it, too young to question their motivation for spending weekends toiling over a house in the middle of nowhere.
## 8                                                                                                                                                                                                                                                                                   WASHINGTON — A federal judge has ruled that Education Secretary Betsy DeVos illegally delayed an Obama-era rule that required states to address racial disparities in special education programs.
## 9                                                                                                                                                             In “A Tree Grows in Brooklyn,” Betty Smith’s 1943 autobiographical novel about growing up poor in the early 20th century, the public school that the heroine attends is a pretty bleak place. But “there was a great golden glory lasting a half-hour each week when Mr. Morton came to Francie’s room to teach music.”
## 10                                                                                                                                                                                                                                     Last year, when Clark Wilson was in eighth grade, his sex education teacher repeatedly rolled a piece of tape on a table until it lost its stickiness, using words like “tainted” and “impure” to describe those who engage in premarital sex.
##                                                                                                                                                                                                        abstract
## 1                                                      Think of this story about an amateur teen sex therapist as “Doogie Howser, XXX.” Asa Butterfield stars alongside a wonderfully deadpan Gillian Anderson.
## 2                                       Education Secretary Betsy DeVos announced Monday that she will not bar religious organizations from providing federally funded educational services to private schools.
## 3                                                            A social services group that assists young people supports a bill in the State Legislature that would mandate medically accurate health education.
## 4                                             After two years of aggressively overhauling education policy, the education secretary, Betsy DeVos, must now answer to lawmakers she has clashed with or ignored.
## 5                                                                        Covering recent teachers’ strikes, including the latest showdown, in Los Angeles, has brought into relief a shift in the conversation.
## 6                                                                 Not long ago it would have been quite normal to spot Keeler Near at high-end department stores scanning their eye-catching apparel displays. 
## 7  The college admission scandal and a lawsuit charging admissions discrimination at Harvard have special resonance for families like mine, where parents sacrifice so much for their children’s opportunities.
## 8                                            A federal judge ruled that the Education Department illegally delayed an Obama-era rule that required states to address racial bias in special education programs.
## 9                                                                                                         The arts can be a source of joy in a child’s day, and also come in handy for memorizing times tables.
## 10                            Students have supported legislation that would require the teaching of safe sex, consent and sexual orientation, elements that have prompted a backlash from conservative groups.
##                source document_type  news_desk  section_name
## 1  The New York Times       article    Culture          Arts
## 2  The New York Times       article Washington          U.S.
## 3  The New York Times       article    Letters       Opinion
## 4  The New York Times       article Washington          U.S.
## 5  The New York Times       article    Insider Reader Center
## 6                <NA>      paidpost                  T Brand
## 7  The New York Times       article       Well          Well
## 8  The New York Times       article Washington          U.S.
## 9  The New York Times       article       Well          Well
## 10 The New York Times       article   National          U.S.
##    subsection_name type_of_material word_count
## 1       Television           Review        831
## 2         Politics             News        529
## 3          Letters           Letter        182
## 4         Politics             News       1365
## 5             <NA>             News        857
## 6             <NA>             <NA>       1568
## 7           Family             News       1039
## 8         Politics             News        821
## 9           Family             News       1223
## 10            <NA>             News       1057
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