Assignment Description - Web APIs The New York Times web site provides a rich set of APIs, as described here: https://developer.nytimes.com/apis. You’ll need to start by signing up for an API key. Your task is to choose one of the New York Times APIs, construct an interface in R to read in the JSON data, and transform it into an R DataFrame.
FIRST : LOAD LIBRAIAES
LIBRARIES
library(httr)
library(rjson)
library(jsonlite)##
## Attaching package: 'jsonlite'## The following objects are masked from 'package:rjson':
##
## fromJSON, toJSONlibrary(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(tidyverse)## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.2
## ──## ✔ ggplot2 3.4.1 ✔ purrr 1.0.1
## ✔ tibble 3.2.1 ✔ stringr 1.5.0
## ✔ tidyr 1.3.0 ✔ forcats 1.0.0
## ✔ readr 2.1.4
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ purrr::flatten() masks jsonlite::flatten()
## ✖ jsonlite::fromJSON() masks rjson::fromJSON()
## ✖ dplyr::lag() masks stats::lag()
## ✖ jsonlite::toJSON() masks rjson::toJSON()GET ACESS TO NYT ARTICLES
key = 'NuD0CCleGeVby1y8vQRqCd8AyUSkIj0B'
key## [1] "NuD0CCleGeVby1y8vQRqCd8AyUSkIj0B"nyt_link = GET("https://api.nytimes.com/svc/search/v2/articlesearch.json?q=birth_rate&api-key=NuD0CCleGeVby1y8vQRqCd8AyUSkIj0B")
nyt_link## Response [https://api.nytimes.com/svc/search/v2/articlesearch.json?q=birth_rate&api-key=NuD0CCleGeVby1y8vQRqCd8AyUSkIj0B]
## Date: 2023-10-30 00:58
## Status: 200
## Content-Type: application/json;charset=UTF-8
## Size: 12.4 kBhttp_error(nyt_link)## [1] FALSEhead(nyt_link)## $url
## [1] "https://api.nytimes.com/svc/search/v2/articlesearch.json?q=birth_rate&api-key=NuD0CCleGeVby1y8vQRqCd8AyUSkIj0B"
##
## $status_code
## [1] 200
##
## $headers
## $date
## [1] "Mon, 30 Oct 2023 00:58:37 GMT"
##
## $`content-type`
## [1] "application/json;charset=UTF-8"
##
## $`content-length`
## [1] "12417"
##
## $connection
## [1] "keep-alive"
##
## $server
## [1] "nginx"
##
## $`x-search-api-cache`
## [1] "fullTextSearch"
##
## $via
## [1] "1.1 google"
##
## $`alt-svc`
## [1] "h3=\":443\"; ma=2592000,h3-29=\":443\"; ma=2592000"
##
## $`access-control-allow-headers`
## [1] "Accept, Content-Type, Origin, X-Forwarded-For, X-Prototype-Version, X-Requested-With"
##
## $`access-control-allow-methods`
## [1] "GET, OPTIONS"
##
## $`access-control-allow-origin`
## [1] "*"
##
## $`access-control-expose-headers`
## [1] "Content-Length, X-JSON"
##
## attr(,"class")
## [1] "insensitive" "list"
##
## $all_headers
## $all_headers[[1]]
## $all_headers[[1]]$status
## [1] 200
##
## $all_headers[[1]]$version
## [1] "HTTP/1.1"
##
## $all_headers[[1]]$headers
## $date
## [1] "Mon, 30 Oct 2023 00:58:37 GMT"
##
## $`content-type`
## [1] "application/json;charset=UTF-8"
##
## $`content-length`
## [1] "12417"
##
## $connection
## [1] "keep-alive"
##
## $server
## [1] "nginx"
##
## $`x-search-api-cache`
## [1] "fullTextSearch"
##
## $via
## [1] "1.1 google"
##
## $`alt-svc`
## [1] "h3=\":443\"; ma=2592000,h3-29=\":443\"; ma=2592000"
##
## $`access-control-allow-headers`
## [1] "Accept, Content-Type, Origin, X-Forwarded-For, X-Prototype-Version, X-Requested-With"
##
## $`access-control-allow-methods`
## [1] "GET, OPTIONS"
##
## $`access-control-allow-origin`
## [1] "*"
##
## $`access-control-expose-headers`
## [1] "Content-Length, X-JSON"
##
## attr(,"class")
## [1] "insensitive" "list"
##
##
##
## $cookies
## [1] domain flag path secure expiration name value
## <0 rows> (or 0-length row.names)
##
## $content
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## [12001] 76 61 6c 75 65 22 3a 22 44 65 6e 6d 61 72 6b 22 2c 22 72 61 6e 6b 22 3a
## [12025] 31 2c 22 6d 61 6a 6f 72 22 3a 22 4e 22 7d 5d 2c 22 70 75 62 5f 64 61 74
## [12049] 65 22 3a 22 31 39 36 38 2d 31 32 2d 31 31 54 30 35 3a 30 30 3a 30 30 2b
## [12073] 30 30 30 30 22 2c 22 64 6f 63 75 6d 65 6e 74 5f 74 79 70 65 22 3a 22 61
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## [12121] 65 22 2c 22 73 65 63 74 69 6f 6e 5f 6e 61 6d 65 22 3a 22 41 72 63 68 69
## [12145] 76 65 73 22 2c 22 62 79 6c 69 6e 65 22 3a 7b 22 6f 72 69 67 69 6e 61 6c
## [12169] 22 3a 6e 75 6c 6c 2c 22 70 65 72 73 6f 6e 22 3a 5b 5d 2c 22 6f 72 67 61
## [12193] 6e 69 7a 61 74 69 6f 6e 22 3a 6e 75 6c 6c 7d 2c 22 74 79 70 65 5f 6f 66
## [12217] 5f 6d 61 74 65 72 69 61 6c 22 3a 22 41 72 63 68 69 76 65 73 22 2c 22 5f
## [12241] 69 64 22 3a 22 6e 79 74 3a 2f 2f 61 72 74 69 63 6c 65 2f 33 65 34 35 39
## [12265] 37 30 39 2d 30 63 62 34 2d 35 37 61 64 2d 38 36 37 32 2d 37 38 37 36 39
## [12289] 32 35 62 30 36 36 62 22 2c 22 77 6f 72 64 5f 63 6f 75 6e 74 22 3a 30 2c
## [12313] 22 75 72 69 22 3a 22 6e 79 74 3a 2f 2f 61 72 74 69 63 6c 65 2f 33 65 34
## [12337] 35 39 37 30 39 2d 30 63 62 34 2d 35 37 61 64 2d 38 36 37 32 2d 37 38 37
## [12361] 36 39 32 35 62 30 36 36 62 22 7d 5d 2c 22 6d 65 74 61 22 3a 7b 22 68 69
## [12385] 74 73 22 3a 31 31 32 30 36 2c 22 6f 66 66 73 65 74 22 3a 30 2c 22 74 69
## [12409] 6d 65 22 3a 33 32 7d 7d 7dsummary(nyt_link)## Length Class Mode
## url 1 -none- character
## status_code 1 -none- numeric
## headers 12 insensitive list
## all_headers 1 -none- list
## cookies 7 data.frame list
## content 12417 -none- raw
## date 1 POSIXct numeric
## times 6 -none- numeric
## request 7 request list
## handle 1 curl_handle externalptr#nyt_linksv2#Content is a httr fucntion used to extract content from a request, here speifically I am extracting text(strings/characters). I used “as” to be speific to what I want.The reason why is beacuse when I brefly veiwed the file suing head I got a lot of numbers but did not know what they are associated with
nyt_linksv2= content(nyt_link, as = "text")#Now I am attempting to put it in a dataframe and hopefully is comes out readable. #1) use the fucntion JSON to read content in JSON format and convert into a strong into an Robject #2)as.data.frame converts an object into a data frame
nyt_linkdf = nyt_linksv2 %>%
fromJSON() %>%
as.data.frame()colnames(nyt_linkdf)## [1] "status" "copyright"
## [3] "response.docs.abstract" "response.docs.web_url"
## [5] "response.docs.snippet" "response.docs.lead_paragraph"
## [7] "response.docs.print_section" "response.docs.print_page"
## [9] "response.docs.source" "response.docs.multimedia"
## [11] "response.docs.headline" "response.docs.keywords"
## [13] "response.docs.pub_date" "response.docs.document_type"
## [15] "response.docs.news_desk" "response.docs.section_name"
## [17] "response.docs.byline" "response.docs.type_of_material"
## [19] "response.docs._id" "response.docs.word_count"
## [21] "response.docs.uri" "response.meta.hits"
## [23] "response.meta.offset" "response.meta.time"head(nyt_linkdf)## status copyright
## 1 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 2 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 3 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 4 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 5 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 6 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## response.docs.abstract
## 1 LONDON, July 9 (Reuters)--New attitudes toward marriage have contributed to a drop in Western Europe's birth rate, the World Fertility Survey Conference has been told. Henry Leridon of the National Institute for Demographic Study in Paris said that couples were marrying later, delaying childbearing and practicing birth control.
## 2 WASHINGTON, Nov. 15 (AP) More Americans than ever got married in 1979, the Government says.
## 3 Dr Rusk on sharp drop in birth rate among whites and non-whites
## 4 Sharp rise in number of teen-agers and their propensity for marriage and parenthood sets back efforts to cut rate of population growth; '68 population up, 1st time in 10 yrs
## 5 USSR concern over declining birth rate and implications for future generations discussed
## 6 Aug births 335,000, compared with 350,000, Aug '64
## response.docs.web_url
## 1 https://www.nytimes.com/1980/07/10/archives/europes-birth-rate-is-declining.html
## 2 https://www.nytimes.com/1980/11/16/archives/79-us-marriage-total-topped-record-that-had-held-since-46.html
## 3 https://www.nytimes.com/1968/04/28/archives/birth-rate-decline-family-planning-called-major-factor-in-longterm.html
## 4 https://www.nytimes.com/1969/03/30/archives/birthcurb-drive-slows-on-taiwan-trend-reversed-by-big-rise-in.html
## 5 https://www.nytimes.com/1968/03/24/archives/declining-birth-rate-worries-soviet-officials.html
## 6 https://www.nytimes.com/1965/10/27/archives/us-birth-rate-still-declining-number-of-newborn-also-falls.html
## response.docs.snippet
## 1
## 2
## 3 Dr Rusk on sharp drop in birth rate among whites and non-whites
## 4 Sharp rise in number of teen-agers and their propensity for marriage and parenthood sets back efforts to cut rate of population growth; '68 population up, 1st time in 10 yrs
## 5 USSR concern over declining birth rate and implications for future generations discussed
## 6 Aug births 335,000, compared with 350,000, Aug '64
## response.docs.lead_paragraph response.docs.print_section
## 1 A
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 <NA>
## response.docs.print_page response.docs.source response.docs.multimedia
## 1 11 The New York Times NULL
## 2 63 The New York Times NULL
## 3 76 The New York Times NULL
## 4 5 The New York Times NULL
## 5 14 The New York Times NULL
## 6 26 The New York Times NULL
## response.docs.headline.main
## 1 Europe's Birth Rate Is Declining
## 2 '79 U.S. Marriage Total Topped Record That Had Held Since '46
## 3 Birth Rate Decline; Family Planning Called Major Factor In Long-Term Solution to Urban Decay
## 4 BIRTH-CURB DRIVE SLOWS ON TAIWAN; Trend Reversed by Big Rise in Teen-Age Marriages
## 5 Declining Birth Rate Worries Soviet Officials
## 6 U.S. Birth Rate Still Declining; Number of Newborn Also Falls
## response.docs.headline.kicker response.docs.headline.content_kicker
## 1 1 NA
## 2 1 NA
## 3 <NA> NA
## 4 <NA> NA
## 5 <NA> NA
## 6 <NA> NA
## response.docs.headline.print_headline
## 1 Europe's Birth Rate Is Declining
## 2 '79 U.S. Marriage Total Topped Record That Had Held Since '46
## 3 Birth Rate Decline; Family Planning Called Major Factor In Long-Term Solution to Urban Decay
## 4 BIRTH-CURB DRIVE SLOWS ON TAIWAN; Trend Reversed by Big Rise in Teen-Age Marriages
## 5 Declining Birth Rate Worries Soviet Officials
## 6 U.S. Birth Rate Still Declining; Number of Newborn Also Falls
## response.docs.headline.name response.docs.headline.seo
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA
## response.docs.headline.sub
## 1 NA
## 2 NA
## 3 NA
## 4 NA
## 5 NA
## 6 NA
## response.docs.keywords
## 1 NULL
## 2 NULL
## 3 glocations, subject, United States, POPULATION AND VITAL STATISTICS, 1, 2, N, N
## 4 glocations, CHINA, NATIONALIST, 1, N
## 5 glocations, subject, UNION OF SOVIET SOCIALIST REPUBLICS, POPULATION AND VITAL STATISTICS, 1, 2, N, N
## 6 glocations, subject, subject, United States, POPULATION AND VITAL STATISTICS, PHS REPTS, 1, 2, 3, N, N, N
## response.docs.pub_date response.docs.document_type response.docs.news_desk
## 1 1980-07-10T05:00:00+0000 article None
## 2 1980-11-16T05:00:00+0000 article None
## 3 1968-04-28T05:00:00+0000 article None
## 4 1969-03-30T05:00:00+0000 article None
## 5 1968-03-24T05:00:00+0000 article None
## 6 1965-10-27T05:00:00+0000 article None
## response.docs.section_name response.docs.byline.original
## 1 Archives <NA>
## 2 Archives <NA>
## 3 Archives By Howard A. Rusk, M.d
## 4 Archives By Tillman Durdin
## 5 Archives Special to The New York Times
## 6 Archives <NA>
## response.docs.byline.person
## 1 NULL
## 2 NULL
## 3 Howard, NA, A., NA, Rusk, NA, NA, NA, NA, NA, reported, reported, , , 1, 2
## 4 Tillman, NA, Durdin, NA, NA, reported, , 1
## 5 NA, NA, NA, NA, NA, reported, , 1
## 6 NULL
## response.docs.byline.organization response.docs.type_of_material
## 1 NA Archives
## 2 NA Archives
## 3 NA Archives
## 4 NA Archives
## 5 NA Archives
## 6 NA Archives
## response.docs._id response.docs.word_count
## 1 nyt://article/91384917-1d32-50cb-80dc-d1c646ce90e2 0
## 2 nyt://article/8800940a-8187-58d7-b16d-c44ab5d40d23 0
## 3 nyt://article/e10c09a0-6174-5924-9130-fdc4de99097e 0
## 4 nyt://article/f8de41f6-373e-504d-be72-dc7a81dbc583 0
## 5 nyt://article/e9dc8638-2047-556e-896b-56328c2bfb3d 0
## 6 nyt://article/33db4141-6f35-5b30-96ec-f224abd1a230 0
## response.docs.uri response.meta.hits
## 1 nyt://article/91384917-1d32-50cb-80dc-d1c646ce90e2 11206
## 2 nyt://article/8800940a-8187-58d7-b16d-c44ab5d40d23 11206
## 3 nyt://article/e10c09a0-6174-5924-9130-fdc4de99097e 11206
## 4 nyt://article/f8de41f6-373e-504d-be72-dc7a81dbc583 11206
## 5 nyt://article/e9dc8638-2047-556e-896b-56328c2bfb3d 11206
## 6 nyt://article/33db4141-6f35-5b30-96ec-f224abd1a230 11206
## response.meta.offset response.meta.time
## 1 0 32
## 2 0 32
## 3 0 32
## 4 0 32
## 5 0 32
## 6 0 32I have made a dataframe and it needs to be cleaned up
I am going to RENAME my colmuns
colnames(nyt_linkdf) = c("status","copyright","abstract","web_url","snippet","lead_paragraph","print_section","print_page","source", "multimedia","headline","keywords", "pub_date","document_type", "news_desk","section_name", "docs.byline" ,"type_of_material", "id","word_count","uri","meta.hits","meta.offset" , "meta.time" )nyt_linkdf## status copyright
## 1 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 2 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 3 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 4 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 5 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 6 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 7 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 8 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 9 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 10 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## abstract
## 1 LONDON, July 9 (Reuters)--New attitudes toward marriage have contributed to a drop in Western Europe's birth rate, the World Fertility Survey Conference has been told. Henry Leridon of the National Institute for Demographic Study in Paris said that couples were marrying later, delaying childbearing and practicing birth control.
## 2 WASHINGTON, Nov. 15 (AP) More Americans than ever got married in 1979, the Government says.
## 3 Dr Rusk on sharp drop in birth rate among whites and non-whites
## 4 Sharp rise in number of teen-agers and their propensity for marriage and parenthood sets back efforts to cut rate of population growth; '68 population up, 1st time in 10 yrs
## 5 USSR concern over declining birth rate and implications for future generations discussed
## 6 Aug births 335,000, compared with 350,000, Aug '64
## 7 Prof Sax lr on May 6 ed backing McNamara appeal for reduction in world population growth
## 8 Natl Health Statistics Center announcement of record low US birth rate discounts key role of newer birth control methods; blames drastic change in child-bearing patterns
## 9 repts '66 birth rate down to 18.5 per 1,000 population, low since '36; total births dropped 131,000 to 3,629,000, low since '50
## 10 Govt repts sharp drop in birth rate for 2d yr since birth control pill was officially authorized
## web_url
## 1 https://www.nytimes.com/1980/07/10/archives/europes-birth-rate-is-declining.html
## 2 https://www.nytimes.com/1980/11/16/archives/79-us-marriage-total-topped-record-that-had-held-since-46.html
## 3 https://www.nytimes.com/1968/04/28/archives/birth-rate-decline-family-planning-called-major-factor-in-longterm.html
## 4 https://www.nytimes.com/1969/03/30/archives/birthcurb-drive-slows-on-taiwan-trend-reversed-by-big-rise-in.html
## 5 https://www.nytimes.com/1968/03/24/archives/declining-birth-rate-worries-soviet-officials.html
## 6 https://www.nytimes.com/1965/10/27/archives/us-birth-rate-still-declining-number-of-newborn-also-falls.html
## 7 https://www.nytimes.com/1969/05/25/archives/population-crisis.html
## 8 https://www.nytimes.com/1968/02/26/archives/us-birth-rate-at-a-low-and-likely-to-fall-lower-u-s-birth-rate-at-a.html
## 9 https://www.nytimes.com/1967/03/05/archives/us-birth-rate-in-66-reached-30year-low.html
## 10 https://www.nytimes.com/1968/12/11/archives/danish-birth-rate-down.html
## snippet
## 1
## 2
## 3 Dr Rusk on sharp drop in birth rate among whites and non-whites
## 4 Sharp rise in number of teen-agers and their propensity for marriage and parenthood sets back efforts to cut rate of population growth; '68 population up, 1st time in 10 yrs
## 5 USSR concern over declining birth rate and implications for future generations discussed
## 6 Aug births 335,000, compared with 350,000, Aug '64
## 7 Prof Sax lr on May 6 ed backing McNamara appeal for reduction in world population growth
## 8 Natl Health Statistics Center announcement of record low US birth rate discounts key role of newer birth control methods; blames drastic change in child-bearing patterns
## 9 repts '66 birth rate down to 18.5 per 1,000 population, low since '36; total births dropped 131,000 to 3,629,000, low since '50
## 10 Govt repts sharp drop in birth rate for 2d yr since birth control pill was officially authorized
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## headline.main
## 1 Europe's Birth Rate Is Declining
## 2 '79 U.S. Marriage Total Topped Record That Had Held Since '46
## 3 Birth Rate Decline; Family Planning Called Major Factor In Long-Term Solution to Urban Decay
## 4 BIRTH-CURB DRIVE SLOWS ON TAIWAN; Trend Reversed by Big Rise in Teen-Age Marriages
## 5 Declining Birth Rate Worries Soviet Officials
## 6 U.S. Birth Rate Still Declining; Number of Newborn Also Falls
## 7 Population Crisis
## 8 U.S. Birth Rate at a Low And Likely to Fall Lower; U. S. Birth Rate at a New Low And Likely to Continue to Drop
## 9 U.S. Birth Rate in '66 Reached 30-Year Low
## 10 Danish Birth Rate Down
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## 1 Europe's Birth Rate Is Declining
## 2 '79 U.S. Marriage Total Topped Record That Had Held Since '46
## 3 Birth Rate Decline; Family Planning Called Major Factor In Long-Term Solution to Urban Decay
## 4 BIRTH-CURB DRIVE SLOWS ON TAIWAN; Trend Reversed by Big Rise in Teen-Age Marriages
## 5 Declining Birth Rate Worries Soviet Officials
## 6 U.S. Birth Rate Still Declining; Number of Newborn Also Falls
## 7 Population Crisis
## 8 U.S. Birth Rate at a Low And Likely to Fall Lower; U. S. Birth Rate at a New Low And Likely to Continue to Drop
## 9 U.S. Birth Rate in '66 Reached 30-Year Low
## 10 Danish Birth Rate Down
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## 1 1980-07-10T05:00:00+0000 article None Archives
## 2 1980-11-16T05:00:00+0000 article None Archives
## 3 1968-04-28T05:00:00+0000 article None Archives
## 4 1969-03-30T05:00:00+0000 article None Archives
## 5 1968-03-24T05:00:00+0000 article None Archives
## 6 1965-10-27T05:00:00+0000 article None Archives
## 7 1969-05-25T05:00:00+0000 article None Archives
## 8 1968-02-26T05:00:00+0000 article None Archives
## 9 1967-03-05T05:00:00+0000 article None Archives
## 10 1968-12-11T05:00:00+0000 article None Archives
## docs.byline.original
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## 3 By Howard A. Rusk, M.d
## 4 By Tillman Durdin
## 5 Special to The New York Times
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## 8 By Richard D. Lyons
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nyt_linkdf## status copyright
## 1 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 2 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 3 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 4 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 5 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 6 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 7 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 8 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 9 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 10 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## abstract
## 1 LONDON, July 9 (Reuters)--New attitudes toward marriage have contributed to a drop in Western Europe's birth rate, the World Fertility Survey Conference has been told. Henry Leridon of the National Institute for Demographic Study in Paris said that couples were marrying later, delaying childbearing and practicing birth control.
## 2 WASHINGTON, Nov. 15 (AP) More Americans than ever got married in 1979, the Government says.
## 3 Dr Rusk on sharp drop in birth rate among whites and non-whites
## 4 Sharp rise in number of teen-agers and their propensity for marriage and parenthood sets back efforts to cut rate of population growth; '68 population up, 1st time in 10 yrs
## 5 USSR concern over declining birth rate and implications for future generations discussed
## 6 Aug births 335,000, compared with 350,000, Aug '64
## 7 Prof Sax lr on May 6 ed backing McNamara appeal for reduction in world population growth
## 8 Natl Health Statistics Center announcement of record low US birth rate discounts key role of newer birth control methods; blames drastic change in child-bearing patterns
## 9 repts '66 birth rate down to 18.5 per 1,000 population, low since '36; total births dropped 131,000 to 3,629,000, low since '50
## 10 Govt repts sharp drop in birth rate for 2d yr since birth control pill was officially authorized
## web_url
## 1 https://www.nytimes.com/1980/07/10/archives/europes-birth-rate-is-declining.html
## 2 https://www.nytimes.com/1980/11/16/archives/79-us-marriage-total-topped-record-that-had-held-since-46.html
## 3 https://www.nytimes.com/1968/04/28/archives/birth-rate-decline-family-planning-called-major-factor-in-longterm.html
## 4 https://www.nytimes.com/1969/03/30/archives/birthcurb-drive-slows-on-taiwan-trend-reversed-by-big-rise-in.html
## 5 https://www.nytimes.com/1968/03/24/archives/declining-birth-rate-worries-soviet-officials.html
## 6 https://www.nytimes.com/1965/10/27/archives/us-birth-rate-still-declining-number-of-newborn-also-falls.html
## 7 https://www.nytimes.com/1969/05/25/archives/population-crisis.html
## 8 https://www.nytimes.com/1968/02/26/archives/us-birth-rate-at-a-low-and-likely-to-fall-lower-u-s-birth-rate-at-a.html
## 9 https://www.nytimes.com/1967/03/05/archives/us-birth-rate-in-66-reached-30year-low.html
## 10 https://www.nytimes.com/1968/12/11/archives/danish-birth-rate-down.html
## snippet
## 1
## 2
## 3 Dr Rusk on sharp drop in birth rate among whites and non-whites
## 4 Sharp rise in number of teen-agers and their propensity for marriage and parenthood sets back efforts to cut rate of population growth; '68 population up, 1st time in 10 yrs
## 5 USSR concern over declining birth rate and implications for future generations discussed
## 6 Aug births 335,000, compared with 350,000, Aug '64
## 7 Prof Sax lr on May 6 ed backing McNamara appeal for reduction in world population growth
## 8 Natl Health Statistics Center announcement of record low US birth rate discounts key role of newer birth control methods; blames drastic change in child-bearing patterns
## 9 repts '66 birth rate down to 18.5 per 1,000 population, low since '36; total births dropped 131,000 to 3,629,000, low since '50
## 10 Govt repts sharp drop in birth rate for 2d yr since birth control pill was officially authorized
## lead_paragraph print_section print_page source multimedia
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## headline.main
## 1 Europe's Birth Rate Is Declining
## 2 '79 U.S. Marriage Total Topped Record That Had Held Since '46
## 3 Birth Rate Decline; Family Planning Called Major Factor In Long-Term Solution to Urban Decay
## 4 BIRTH-CURB DRIVE SLOWS ON TAIWAN; Trend Reversed by Big Rise in Teen-Age Marriages
## 5 Declining Birth Rate Worries Soviet Officials
## 6 U.S. Birth Rate Still Declining; Number of Newborn Also Falls
## 7 Population Crisis
## 8 U.S. Birth Rate at a Low And Likely to Fall Lower; U. S. Birth Rate at a New Low And Likely to Continue to Drop
## 9 U.S. Birth Rate in '66 Reached 30-Year Low
## 10 Danish Birth Rate Down
## headline.kicker headline.content_kicker
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## headline.print_headline
## 1 Europe's Birth Rate Is Declining
## 2 '79 U.S. Marriage Total Topped Record That Had Held Since '46
## 3 Birth Rate Decline; Family Planning Called Major Factor In Long-Term Solution to Urban Decay
## 4 BIRTH-CURB DRIVE SLOWS ON TAIWAN; Trend Reversed by Big Rise in Teen-Age Marriages
## 5 Declining Birth Rate Worries Soviet Officials
## 6 U.S. Birth Rate Still Declining; Number of Newborn Also Falls
## 7 Population Crisis
## 8 U.S. Birth Rate at a Low And Likely to Fall Lower; U. S. Birth Rate at a New Low And Likely to Continue to Drop
## 9 U.S. Birth Rate in '66 Reached 30-Year Low
## 10 Danish Birth Rate Down
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## 6 glocations, subject, subject, United States, POPULATION AND VITAL STATISTICS, PHS REPTS, 1, 2, 3, N, N, N
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## 8 glocations, subject, subject, subject, United States, PREGNANCY, OBSTETRICS AND MATERNAL WELFARE, POPULATION AND VITAL STATISTICS, BIRTH CONTROL AND PLANNED PARENTHOOD, 1, 2, 3, 4, N, N, N, N
## 9 glocations, subject, subject, United States, POPULATION AND VITAL STATISTICS, PUBLIC HEALTH SERVICE REPORTS, 1, 2, 3, N, N, N
## 10 glocations, Denmark, 1, N
## pub_date document_type news_desk section_name
## 1 1980-07-10T05:00:00+0000 article None Archives
## 2 1980-11-16T05:00:00+0000 article None Archives
## 3 1968-04-28T05:00:00+0000 article None Archives
## 4 1969-03-30T05:00:00+0000 article None Archives
## 5 1968-03-24T05:00:00+0000 article None Archives
## 6 1965-10-27T05:00:00+0000 article None Archives
## 7 1969-05-25T05:00:00+0000 article None Archives
## 8 1968-02-26T05:00:00+0000 article None Archives
## 9 1967-03-05T05:00:00+0000 article None Archives
## 10 1968-12-11T05:00:00+0000 article None Archives
## docs.byline.original
## 1 <NA>
## 2 <NA>
## 3 By Howard A. Rusk, M.d
## 4 By Tillman Durdin
## 5 Special to The New York Times
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## 7 KARL SAX
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## 3 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
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## abstract
## 1 LONDON, July 9 (Reuters)--New attitudes toward marriage have contributed to a drop in Western Europe's birth rate, the World Fertility Survey Conference has been told. Henry Leridon of the National Institute for Demographic Study in Paris said that couples were marrying later, delaying childbearing and practicing birth control.
## 2 WASHINGTON, Nov. 15 (AP) More Americans than ever got married in 1979, the Government says.
## 3 Dr Rusk on sharp drop in birth rate among whites and non-whites
## 4 Sharp rise in number of teen-agers and their propensity for marriage and parenthood sets back efforts to cut rate of population growth; '68 population up, 1st time in 10 yrs
## 5 USSR concern over declining birth rate and implications for future generations discussed
## 6 Aug births 335,000, compared with 350,000, Aug '64
## 7 Prof Sax lr on May 6 ed backing McNamara appeal for reduction in world population growth
## 8 Natl Health Statistics Center announcement of record low US birth rate discounts key role of newer birth control methods; blames drastic change in child-bearing patterns
## 9 repts '66 birth rate down to 18.5 per 1,000 population, low since '36; total births dropped 131,000 to 3,629,000, low since '50
## 10 Govt repts sharp drop in birth rate for 2d yr since birth control pill was officially authorized
## web_url
## 1 https://www.nytimes.com/1980/07/10/archives/europes-birth-rate-is-declining.html
## 2 https://www.nytimes.com/1980/11/16/archives/79-us-marriage-total-topped-record-that-had-held-since-46.html
## 3 https://www.nytimes.com/1968/04/28/archives/birth-rate-decline-family-planning-called-major-factor-in-longterm.html
## 4 https://www.nytimes.com/1969/03/30/archives/birthcurb-drive-slows-on-taiwan-trend-reversed-by-big-rise-in.html
## 5 https://www.nytimes.com/1968/03/24/archives/declining-birth-rate-worries-soviet-officials.html
## 6 https://www.nytimes.com/1965/10/27/archives/us-birth-rate-still-declining-number-of-newborn-also-falls.html
## 7 https://www.nytimes.com/1969/05/25/archives/population-crisis.html
## 8 https://www.nytimes.com/1968/02/26/archives/us-birth-rate-at-a-low-and-likely-to-fall-lower-u-s-birth-rate-at-a.html
## 9 https://www.nytimes.com/1967/03/05/archives/us-birth-rate-in-66-reached-30year-low.html
## 10 https://www.nytimes.com/1968/12/11/archives/danish-birth-rate-down.html
## snippet
## 1
## 2
## 3 Dr Rusk on sharp drop in birth rate among whites and non-whites
## 4 Sharp rise in number of teen-agers and their propensity for marriage and parenthood sets back efforts to cut rate of population growth; '68 population up, 1st time in 10 yrs
## 5 USSR concern over declining birth rate and implications for future generations discussed
## 6 Aug births 335,000, compared with 350,000, Aug '64
## 7 Prof Sax lr on May 6 ed backing McNamara appeal for reduction in world population growth
## 8 Natl Health Statistics Center announcement of record low US birth rate discounts key role of newer birth control methods; blames drastic change in child-bearing patterns
## 9 repts '66 birth rate down to 18.5 per 1,000 population, low since '36; total births dropped 131,000 to 3,629,000, low since '50
## 10 Govt repts sharp drop in birth rate for 2d yr since birth control pill was officially authorized
## print_section print_page source multimedia
## 1 A 11 The New York Times NULL
## 2 <NA> 63 The New York Times NULL
## 3 <NA> 76 The New York Times NULL
## 4 <NA> 5 The New York Times NULL
## 5 <NA> 14 The New York Times NULL
## 6 <NA> 26 The New York Times NULL
## 7 E 17 The New York Times NULL
## 8 <NA> 1 The New York Times NULL
## 9 <NA> 74 The New York Times NULL
## 10 <NA> 54 The New York Times NULL
## headline.main
## 1 Europe's Birth Rate Is Declining
## 2 '79 U.S. Marriage Total Topped Record That Had Held Since '46
## 3 Birth Rate Decline; Family Planning Called Major Factor In Long-Term Solution to Urban Decay
## 4 BIRTH-CURB DRIVE SLOWS ON TAIWAN; Trend Reversed by Big Rise in Teen-Age Marriages
## 5 Declining Birth Rate Worries Soviet Officials
## 6 U.S. Birth Rate Still Declining; Number of Newborn Also Falls
## 7 Population Crisis
## 8 U.S. Birth Rate at a Low And Likely to Fall Lower; U. S. Birth Rate at a New Low And Likely to Continue to Drop
## 9 U.S. Birth Rate in '66 Reached 30-Year Low
## 10 Danish Birth Rate Down
## headline.kicker headline.content_kicker
## 1 1 NA
## 2 1 NA
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## headline.print_headline
## 1 Europe's Birth Rate Is Declining
## 2 '79 U.S. Marriage Total Topped Record That Had Held Since '46
## 3 Birth Rate Decline; Family Planning Called Major Factor In Long-Term Solution to Urban Decay
## 4 BIRTH-CURB DRIVE SLOWS ON TAIWAN; Trend Reversed by Big Rise in Teen-Age Marriages
## 5 Declining Birth Rate Worries Soviet Officials
## 6 U.S. Birth Rate Still Declining; Number of Newborn Also Falls
## 7 Population Crisis
## 8 U.S. Birth Rate at a Low And Likely to Fall Lower; U. S. Birth Rate at a New Low And Likely to Continue to Drop
## 9 U.S. Birth Rate in '66 Reached 30-Year Low
## 10 Danish Birth Rate Down
## headline.name headline.seo headline.sub
## 1 NA NA NA
## 2 NA NA NA
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## keywords
## 1 NULL
## 2 NULL
## 3 glocations, subject, United States, POPULATION AND VITAL STATISTICS, 1, 2, N, N
## 4 glocations, CHINA, NATIONALIST, 1, N
## 5 glocations, subject, UNION OF SOVIET SOCIALIST REPUBLICS, POPULATION AND VITAL STATISTICS, 1, 2, N, N
## 6 glocations, subject, subject, United States, POPULATION AND VITAL STATISTICS, PHS REPTS, 1, 2, 3, N, N, N
## 7 subject, POPULATION AND VITAL STATISTICS, 1, N
## 8 glocations, subject, subject, subject, United States, PREGNANCY, OBSTETRICS AND MATERNAL WELFARE, POPULATION AND VITAL STATISTICS, BIRTH CONTROL AND PLANNED PARENTHOOD, 1, 2, 3, 4, N, N, N, N
## 9 glocations, subject, subject, United States, POPULATION AND VITAL STATISTICS, PUBLIC HEALTH SERVICE REPORTS, 1, 2, 3, N, N, N
## 10 glocations, Denmark, 1, N
## pub_date document_type news_desk section_name
## 1 1980-07-10T05:00:00+0000 article None Archives
## 2 1980-11-16T05:00:00+0000 article None Archives
## 3 1968-04-28T05:00:00+0000 article None Archives
## 4 1969-03-30T05:00:00+0000 article None Archives
## 5 1968-03-24T05:00:00+0000 article None Archives
## 6 1965-10-27T05:00:00+0000 article None Archives
## 7 1969-05-25T05:00:00+0000 article None Archives
## 8 1968-02-26T05:00:00+0000 article None Archives
## 9 1967-03-05T05:00:00+0000 article None Archives
## 10 1968-12-11T05:00:00+0000 article None Archives
## docs.byline.original
## 1 <NA>
## 2 <NA>
## 3 By Howard A. Rusk, M.d
## 4 By Tillman Durdin
## 5 Special to The New York Times
## 6 <NA>
## 7 KARL SAX
## 8 By Richard D. Lyons
## 9 <NA>
## 10 <NA>
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## 7 Karl, NA, SAX, NA, NA, reported, , 1
## 8 Richard, NA, NA, NA, NA, reported, , 1
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## docs.byline.organization type_of_material
## 1 NA Archives
## 2 NA Archives
## 3 NA Archives
## 4 NA Archives
## 5 NA Archives
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## id word_count
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## meta.time
## 1 32
## 2 32
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## 9 32
## 10 32nyt_linkdf2= nyt_linkdf %>%
select(-c("print_section","docs.byline","headline","lead_paragraph","multimedia","news_desk","section_name"))
nyt_linkdf2## status copyright
## 1 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 2 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 3 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 4 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 5 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 6 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 7 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 8 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 9 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## 10 OK Copyright (c) 2023 The New York Times Company. All Rights Reserved.
## abstract
## 1 LONDON, July 9 (Reuters)--New attitudes toward marriage have contributed to a drop in Western Europe's birth rate, the World Fertility Survey Conference has been told. Henry Leridon of the National Institute for Demographic Study in Paris said that couples were marrying later, delaying childbearing and practicing birth control.
## 2 WASHINGTON, Nov. 15 (AP) More Americans than ever got married in 1979, the Government says.
## 3 Dr Rusk on sharp drop in birth rate among whites and non-whites
## 4 Sharp rise in number of teen-agers and their propensity for marriage and parenthood sets back efforts to cut rate of population growth; '68 population up, 1st time in 10 yrs
## 5 USSR concern over declining birth rate and implications for future generations discussed
## 6 Aug births 335,000, compared with 350,000, Aug '64
## 7 Prof Sax lr on May 6 ed backing McNamara appeal for reduction in world population growth
## 8 Natl Health Statistics Center announcement of record low US birth rate discounts key role of newer birth control methods; blames drastic change in child-bearing patterns
## 9 repts '66 birth rate down to 18.5 per 1,000 population, low since '36; total births dropped 131,000 to 3,629,000, low since '50
## 10 Govt repts sharp drop in birth rate for 2d yr since birth control pill was officially authorized
## web_url
## 1 https://www.nytimes.com/1980/07/10/archives/europes-birth-rate-is-declining.html
## 2 https://www.nytimes.com/1980/11/16/archives/79-us-marriage-total-topped-record-that-had-held-since-46.html
## 3 https://www.nytimes.com/1968/04/28/archives/birth-rate-decline-family-planning-called-major-factor-in-longterm.html
## 4 https://www.nytimes.com/1969/03/30/archives/birthcurb-drive-slows-on-taiwan-trend-reversed-by-big-rise-in.html
## 5 https://www.nytimes.com/1968/03/24/archives/declining-birth-rate-worries-soviet-officials.html
## 6 https://www.nytimes.com/1965/10/27/archives/us-birth-rate-still-declining-number-of-newborn-also-falls.html
## 7 https://www.nytimes.com/1969/05/25/archives/population-crisis.html
## 8 https://www.nytimes.com/1968/02/26/archives/us-birth-rate-at-a-low-and-likely-to-fall-lower-u-s-birth-rate-at-a.html
## 9 https://www.nytimes.com/1967/03/05/archives/us-birth-rate-in-66-reached-30year-low.html
## 10 https://www.nytimes.com/1968/12/11/archives/danish-birth-rate-down.html
## snippet
## 1
## 2
## 3 Dr Rusk on sharp drop in birth rate among whites and non-whites
## 4 Sharp rise in number of teen-agers and their propensity for marriage and parenthood sets back efforts to cut rate of population growth; '68 population up, 1st time in 10 yrs
## 5 USSR concern over declining birth rate and implications for future generations discussed
## 6 Aug births 335,000, compared with 350,000, Aug '64
## 7 Prof Sax lr on May 6 ed backing McNamara appeal for reduction in world population growth
## 8 Natl Health Statistics Center announcement of record low US birth rate discounts key role of newer birth control methods; blames drastic change in child-bearing patterns
## 9 repts '66 birth rate down to 18.5 per 1,000 population, low since '36; total births dropped 131,000 to 3,629,000, low since '50
## 10 Govt repts sharp drop in birth rate for 2d yr since birth control pill was officially authorized
## print_page source
## 1 11 The New York Times
## 2 63 The New York Times
## 3 76 The New York Times
## 4 5 The New York Times
## 5 14 The New York Times
## 6 26 The New York Times
## 7 17 The New York Times
## 8 1 The New York Times
## 9 74 The New York Times
## 10 54 The New York Times
## keywords
## 1 NULL
## 2 NULL
## 3 glocations, subject, United States, POPULATION AND VITAL STATISTICS, 1, 2, N, N
## 4 glocations, CHINA, NATIONALIST, 1, N
## 5 glocations, subject, UNION OF SOVIET SOCIALIST REPUBLICS, POPULATION AND VITAL STATISTICS, 1, 2, N, N
## 6 glocations, subject, subject, United States, POPULATION AND VITAL STATISTICS, PHS REPTS, 1, 2, 3, N, N, N
## 7 subject, POPULATION AND VITAL STATISTICS, 1, N
## 8 glocations, subject, subject, subject, United States, PREGNANCY, OBSTETRICS AND MATERNAL WELFARE, POPULATION AND VITAL STATISTICS, BIRTH CONTROL AND PLANNED PARENTHOOD, 1, 2, 3, 4, N, N, N, N
## 9 glocations, subject, subject, United States, POPULATION AND VITAL STATISTICS, PUBLIC HEALTH SERVICE REPORTS, 1, 2, 3, N, N, N
## 10 glocations, Denmark, 1, N
## pub_date document_type type_of_material
## 1 1980-07-10T05:00:00+0000 article Archives
## 2 1980-11-16T05:00:00+0000 article Archives
## 3 1968-04-28T05:00:00+0000 article Archives
## 4 1969-03-30T05:00:00+0000 article Archives
## 5 1968-03-24T05:00:00+0000 article Archives
## 6 1965-10-27T05:00:00+0000 article Archives
## 7 1969-05-25T05:00:00+0000 article Archives
## 8 1968-02-26T05:00:00+0000 article Archives
## 9 1967-03-05T05:00:00+0000 article Archives
## 10 1968-12-11T05:00:00+0000 article Archives
## id word_count
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## 9 32
## 10 32The Goas was to read in a Json file from New York Times api into Rstudio and create a R data frame. I made data frame on birth rates. I cleaned it up by eliminated columns I felt were not needed. I have 10 rows , so 10 articles on birth rates (or were ID by by the query ).
You can also embed plots, for example:
Note that the echo = FALSE parameter was added to the
code chunk to prevent printing of the R code that generated the
plot.