From 66f07433b5efbdff16c581da9fdb754fb649fb4b Mon Sep 17 00:00:00 2001 From: June Choe <52832839+yjunechoe@users.noreply.github.com> Date: Wed, 19 Jul 2023 19:55:03 +0900 Subject: [PATCH 1/7] CRAN patch request to use string for comparing package versions (#125) * use string for package version comparison * update cran comments --- R/oa_ngrams.R | 2 +- cran-comments.md | 6 +++--- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/R/oa_ngrams.R b/R/oa_ngrams.R index 910c51a..f52e628 100644 --- a/R/oa_ngrams.R +++ b/R/oa_ngrams.R @@ -63,7 +63,7 @@ oa_ngrams <- function(works_identifier, ..., pb <- oa_progress(n) # Fetch - if (utils::packageVersion("curl") >= 5) { + if (utils::packageVersion("curl") >= "5") { # Parallel fetch ngrams_files <- asNamespace("curl")$multi_download(query_urls, file.path(tempdir(), normalized_id), progress = verbose) ngrams_success <- ifelse(ngrams_files$success, ngrams_files$destfile, NA) diff --git a/cran-comments.md b/cran-comments.md index 858617d..f6cfc18 100644 --- a/cran-comments.md +++ b/cran-comments.md @@ -1,5 +1,5 @@ -## R CMD check results +* Small patch to use string for package version comparison -0 errors | 0 warnings | 1 note +## R CMD check results -* This is a new release. +0 errors | 0 warnings | 0 note From e5086a70847b83ccb785a04e2e8949d3bd20bf20 Mon Sep 17 00:00:00 2001 From: lelaboratoire Date: Wed, 19 Jul 2023 08:32:39 -0400 Subject: [PATCH 2/7] add "funders" as an entity --- NAMESPACE | 1 + R/oa2df.R | 81 ++++++++++++++++++++++++++++++++++ R/oa_fetch.R | 3 +- man/funders2df.Rd | 38 ++++++++++++++++ tests/testthat/test-oa_fetch.R | 23 ++++++---- 5 files changed, 137 insertions(+), 9 deletions(-) create mode 100644 man/funders2df.Rd diff --git a/NAMESPACE b/NAMESPACE index 442ca00..c059fa5 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -2,6 +2,7 @@ export(authors2df) export(concepts2df) +export(funders2df) export(institutions2df) export(oa2bibliometrix) export(oa2df) diff --git a/R/oa2df.R b/R/oa2df.R index ff5673b..71db4aa 100644 --- a/R/oa2df.R +++ b/R/oa2df.R @@ -57,6 +57,7 @@ oa2df <- function(data, entity, count_only = FALSE, group_by = NULL, abstract = institutions = institutions2df(data, verbose), venues = venues2df(data, verbose), concepts = concepts2df(data, verbose), + funders = funders2df(data, verbose), snowball = snowball2df(data) ) } @@ -650,6 +651,86 @@ concepts2df <- function(data, verbose = TRUE) { } +#' Convert OpenAlex collection of concepts' records from list format to data frame +#' +#' It converts bibliographic collection of concepts' records gathered from OpenAlex database \href{https://openalex.org/}{https://openalex.org/} into data frame. +#' The function converts a list of concepts' records obtained using \code{oa_request} into a data frame/tibble. +#' +#' @inheritParams oa2df +#' +#' @return a data.frame. +#' +#' For more extensive information about OpenAlex API, please visit: +#' +#' +#' @examples +#' \dontrun{ +#' +#' # Get funders located in Canada with more than 100,000 citations +#' +#' res <- oa_request( +#' "https://api.openalex.org/funders?filter=country_code:ca,cited_by_count:>100000" +#' ) +#' +#' df <- oa2df(res, entity = "funders") +#' +#' df +#' } +#' +#' @export +funders2df <- function(data, verbose = TRUE) { + + # replace NULL with NA + data <- simple_rapply(data, `%||%`, y = NA) + + if (!is.null(data$id)) { + data <- list(data) + } + + funder_process <- tibble::tribble( + ~type, ~field, + "identical", "id", + "identical", "display_name", + "col_df", "alternate_titles", + "identical", "country_code", + "identical", "description", + "identical", "homepage_url", + "identical", "image_url", + "identical", "image_thumbnail_url", + "identical", "grants_count", + "identical", "works_count", + "identical", "cited_by_count", + "col_df", "summary_stats", + "col_df", "ids", + "rbind_df", "counts_by_year", + "rbind_df", "roles", + "identical", "updated_date", + "identical", "created_date" + ) + + n <- length(data) + pb <- oa_progress(n) + list_df <- vector(mode = "list", length = n) + + for (i in seq.int(n)) { + if (verbose) pb$tick() + + item <- data[[i]] + fields <- funder_process[funder_process$field %in% names(item), ] + sim_fields <- mapply( + function(x, y) subs_na(item[[x]], type = y), + fields$field, + fields$type, + SIMPLIFY = FALSE + ) + list_df[[i]] <- sim_fields + } + + out_df <- rbind_oa_ls(list_df) +} + + + #' Flatten snowball result #' #' | id|title |...|cited_by_count| referenced_works |cited_by |...| diff --git a/R/oa_fetch.R b/R/oa_fetch.R index e9edb08..ba8884d 100644 --- a/R/oa_fetch.R +++ b/R/oa_fetch.R @@ -5,7 +5,8 @@ #' @examples #' oa_entities() oa_entities <- function() { - c("works", "authors", "venues", "institutions", "concepts") + c("works", "authors", "venues", "institutions", "concepts", + "grants", "funders", "locations", "sources", "publishers") } #' A composition function to perform query building, requesting, diff --git a/man/funders2df.Rd b/man/funders2df.Rd new file mode 100644 index 0000000..8033806 --- /dev/null +++ b/man/funders2df.Rd @@ -0,0 +1,38 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/oa2df.R +\name{funders2df} +\alias{funders2df} +\title{Convert OpenAlex collection of concepts' records from list format to data frame} +\usage{ +funders2df(data, verbose = TRUE) +} +\arguments{ +\item{data}{List. Output of \code{oa_request}.} + +\item{verbose}{Logical. If TRUE, print information on querying process. +Default to \code{verbose = FALSE}.} +} +\value{ +a data.frame. + +For more extensive information about OpenAlex API, please visit: +} +\description{ +It converts bibliographic collection of concepts' records gathered from OpenAlex database \href{https://openalex.org/}{https://openalex.org/} into data frame. +The function converts a list of concepts' records obtained using \code{oa_request} into a data frame/tibble. +} +\examples{ +\dontrun{ + +# Get funders located in Canada with more than 100,000 citations + +res <- oa_request( + "https://api.openalex.org/funders?filter=country_code:ca,cited_by_count:>100000" +) + +df <- oa2df(res, entity = "funders") + +df +} + +} diff --git a/tests/testthat/test-oa_fetch.R b/tests/testthat/test-oa_fetch.R index 975f269..e6a055e 100644 --- a/tests/testthat/test-oa_fetch.R +++ b/tests/testthat/test-oa_fetch.R @@ -47,7 +47,7 @@ test_that("oa_fetch works", { paste0("https://openalex.org/", sort(work_ids)) ) - Sys.sleep(1/10) + Sys.sleep(1 / 10) filtered_works <- oa_fetch( entity = "w", publication_date = "2020-08-01", @@ -87,7 +87,7 @@ test_that("Error when input entity can't be matched", { ) ) - Sys.sleep(1/10) + Sys.sleep(1 / 10) expect_error( oa_fetch( entity = "insta", @@ -98,20 +98,20 @@ test_that("Error when input entity can't be matched", { test_that("oa_fetch instutitions binds associated_institutions correctly", { skip_on_cran() - Sys.sleep(1/10) + Sys.sleep(1 / 10) inst <- oa_fetch(identifier = "I1292875679") expect_true(ncol(inst$associated_institutions[[1]]) >= 6) }) test_that("oa_fetch sample works", { skip_on_cran() - Sys.sleep(1/10) + Sys.sleep(1 / 10) random2021 <- oa_fetch( "works", publication_year = 2021, options = list(sample = 20) ) - Sys.sleep(1/10) + Sys.sleep(1 / 10) random10 <- oa_fetch( "works", options = list(sample = 10, seed = 1) @@ -126,7 +126,7 @@ test_that("oa_fetch sample works", { test_that("oa_fetch authors can deal with NA institutions", { skip_on_cran() - Sys.sleep(1/10) + Sys.sleep(1 / 10) expect_s3_class( oa_fetch( entity = "authors", @@ -134,7 +134,7 @@ test_that("oa_fetch authors can deal with NA institutions", { ), "data.frame" ) - Sys.sleep(1/10) + Sys.sleep(1 / 10) expect_type( oa_fetch( entity = "authors", @@ -201,7 +201,7 @@ test_that("oa_fetch can combine (OR) more than 50 DOIs in a filter", { "https://doi.org/10.1016/j.net.2020.08.005", "https://doi.org/10.1016/j.iot.2020.100318" ) - Sys.sleep(1/10) + Sys.sleep(1 / 10) many_doi_results <- oa_fetch(entity = "works", doi = valid_dois) expect_s3_class( @@ -310,3 +310,10 @@ test_that("paging works with sample", { expect_equal(nrow(w), 50) expect_equal(sum(duplicated(w)), 0) # no duplicates }) + +test_that("oa_fetch works for funders", { + s <- oa_fetch("funders", country_code = "ca", cited_by_count = ">100000") + expect_s3_class(s, "data.frame") + expect_equal(ncol(s), 17) + expect_true(nrow(s) > 1) +}) From 6fbdef0abbc4a69b3f3a276bf584524de7307460 Mon Sep 17 00:00:00 2001 From: lelaboratoire Date: Wed, 19 Jul 2023 09:08:25 -0400 Subject: [PATCH 3/7] add publishers and sources --- NAMESPACE | 2 + R/oa2df.R | 180 ++++++++++++++++++++++++++++++++- R/oa_fetch.R | 2 +- man/funders2df.Rd | 6 +- man/publishers2df.Rd | 38 +++++++ man/sources2df.Rd | 38 +++++++ tests/testthat/test-oa_fetch.R | 15 +++ 7 files changed, 274 insertions(+), 7 deletions(-) create mode 100644 man/publishers2df.Rd create mode 100644 man/sources2df.Rd diff --git a/NAMESPACE b/NAMESPACE index c059fa5..cff76bd 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -13,9 +13,11 @@ export(oa_query) export(oa_random) export(oa_request) export(oa_snowball) +export(publishers2df) export(show_authors) export(show_works) export(snowball2df) +export(sources2df) export(venues2df) export(works2df) importFrom(stats,setNames) diff --git a/R/oa2df.R b/R/oa2df.R index 71db4aa..feb57ca 100644 --- a/R/oa2df.R +++ b/R/oa2df.R @@ -58,6 +58,8 @@ oa2df <- function(data, entity, count_only = FALSE, group_by = NULL, abstract = venues = venues2df(data, verbose), concepts = concepts2df(data, verbose), funders = funders2df(data, verbose), + sources = sources2df(data, verbose), + publishers = publishers2df(data, verbose), snowball = snowball2df(data) ) } @@ -651,10 +653,10 @@ concepts2df <- function(data, verbose = TRUE) { } -#' Convert OpenAlex collection of concepts' records from list format to data frame +#' Convert OpenAlex collection of funders' records from list format to data frame #' -#' It converts bibliographic collection of concepts' records gathered from OpenAlex database \href{https://openalex.org/}{https://openalex.org/} into data frame. -#' The function converts a list of concepts' records obtained using \code{oa_request} into a data frame/tibble. +#' It converts bibliographic collection of funders' records gathered from OpenAlex database \href{https://openalex.org/}{https://openalex.org/} into data frame. +#' The function converts a list of funders' records obtained using \code{oa_request} into a data frame/tibble. #' #' @inheritParams oa2df #' @@ -731,6 +733,178 @@ funders2df <- function(data, verbose = TRUE) { +#' Convert OpenAlex collection of sources' records from list format to data frame +#' +#' It converts bibliographic collection of sources' records gathered from OpenAlex database \href{https://openalex.org/}{https://openalex.org/} into data frame. +#' The function converts a list of sources' records obtained using \code{oa_request} into a data frame/tibble. +#' +#' @inheritParams oa2df +#' +#' @return a data.frame. +#' +#' For more extensive information about OpenAlex API, please visit: +#' +#' +#' @examples +#' \dontrun{ +#' +#' # Get sources from Nature +#' +#' res <- oa_request( +#' "https://api.openalex.org/sources?search=nature" +#' ) +#' +#' df <- oa2df(res, entity = "sources") +#' +#' df +#' } +#' +#' @export +sources2df <- function(data, verbose = TRUE) { + + # replace NULL with NA + data <- simple_rapply(data, `%||%`, y = NA) + + if (!is.null(data$id)) { + data <- list(data) + } + + source_process <- tibble::tribble( + ~type, ~field, + "identical", "id", + "identical", "issn_l", + "col_df", "issn", + "identical", "display_name", + "identical", "host_organization", + "identical", "host_organization_name", + "col_df", "host_organization_lineage", + "identical", "relevance_score", + "identical", "works_count", + "identical", "cited_by_count", + "col_df", "summary_stats", + "identical", "is_oa", + "identical", "is_in_doaj", + "col_df", "ids", + "identical", "homepage_url", + "identical", "apc_prices", + "identical", "apc_usd", + "identical", "country_code", + "flat", "societies", + "flat", "alternate_titles", + "identical", "abbreviated_title", + "identical", "type", + "rbind_df", "x_concepts", + "rbind_df", "counts_by_year", + "identical", "works_api_url", + "identical", "updated_date", + "identical", "created_date" + ) + + n <- length(data) + pb <- oa_progress(n) + list_df <- vector(mode = "list", length = n) + + for (i in seq.int(n)) { + if (verbose) pb$tick() + + item <- data[[i]] + fields <- source_process[source_process$field %in% names(item), ] + sim_fields <- mapply( + function(x, y) subs_na(item[[x]], type = y), + fields$field, + fields$type, + SIMPLIFY = FALSE + ) + list_df[[i]] <- sim_fields + } + + out_df <- rbind_oa_ls(list_df) +} + + + +#' Convert OpenAlex collection of publishers' records from list format to data frame +#' +#' It converts bibliographic collection of publishers' records gathered from OpenAlex database \href{https://openalex.org/}{https://openalex.org/} into data frame. +#' The function converts a list of publishers' records obtained using \code{oa_request} into a data frame/tibble. +#' +#' @inheritParams oa2df +#' +#' @return a data.frame. +#' +#' For more extensive information about OpenAlex API, please visit: +#' +#' +#' @examples +#' \dontrun{ +#' +#' # Get publishers located in Canada with more than 100,000 citations +#' +#' res <- oa_request( +#' "https://api.openalex.org/publishers?filter=country_codes:ca" +#' ) +#' +#' df <- oa2df(res, entity = "publishers") +#' +#' df +#' } +#' +#' @export +publishers2df <- function(data, verbose = TRUE) { + + # replace NULL with NA + data <- simple_rapply(data, `%||%`, y = NA) + + if (!is.null(data$id)) { + data <- list(data) + } + + publisher_process <- tibble::tribble( + ~type, ~field, + "identical", "id", + "identical", "display_name", + "flat", "alternate_titles", + "identical", "hierarchy_level", + "row_df", "parent_publisher", + "flat", "lineage", + "identical", "country_codes", + "identical", "homepage_url", + "identical", "image_url", + "identical", "image_thumbnail_url", + "identical", "works_count", + "identical", "cited_by_count", + "col_df", "summary_stats", + "col_df", "ids", + "rbind_df", "counts_by_year", + "rbind_df", "roles", + "identical", "sources_api_url", + "identical", "updated_date", + "identical", "created_date" + ) + + n <- length(data) + pb <- oa_progress(n) + list_df <- vector(mode = "list", length = n) + + for (i in seq.int(n)) { + if (verbose) pb$tick() + + item <- data[[i]] + fields <- publisher_process[publisher_process$field %in% names(item), ] + sim_fields <- mapply( + function(x, y) subs_na(item[[x]], type = y), + fields$field, + fields$type, + SIMPLIFY = FALSE + ) + list_df[[i]] <- sim_fields + } + + out_df <- rbind_oa_ls(list_df) +} + + + #' Flatten snowball result #' #' | id|title |...|cited_by_count| referenced_works |cited_by |...| diff --git a/R/oa_fetch.R b/R/oa_fetch.R index ba8884d..4843727 100644 --- a/R/oa_fetch.R +++ b/R/oa_fetch.R @@ -6,7 +6,7 @@ #' oa_entities() oa_entities <- function() { c("works", "authors", "venues", "institutions", "concepts", - "grants", "funders", "locations", "sources", "publishers") + "funders", "sources", "publishers") } #' A composition function to perform query building, requesting, diff --git a/man/funders2df.Rd b/man/funders2df.Rd index 8033806..4c0d785 100644 --- a/man/funders2df.Rd +++ b/man/funders2df.Rd @@ -2,7 +2,7 @@ % Please edit documentation in R/oa2df.R \name{funders2df} \alias{funders2df} -\title{Convert OpenAlex collection of concepts' records from list format to data frame} +\title{Convert OpenAlex collection of funders' records from list format to data frame} \usage{ funders2df(data, verbose = TRUE) } @@ -18,8 +18,8 @@ a data.frame. For more extensive information about OpenAlex API, please visit: } \description{ -It converts bibliographic collection of concepts' records gathered from OpenAlex database \href{https://openalex.org/}{https://openalex.org/} into data frame. -The function converts a list of concepts' records obtained using \code{oa_request} into a data frame/tibble. +It converts bibliographic collection of funders' records gathered from OpenAlex database \href{https://openalex.org/}{https://openalex.org/} into data frame. +The function converts a list of funders' records obtained using \code{oa_request} into a data frame/tibble. } \examples{ \dontrun{ diff --git a/man/publishers2df.Rd b/man/publishers2df.Rd new file mode 100644 index 0000000..4ca008f --- /dev/null +++ b/man/publishers2df.Rd @@ -0,0 +1,38 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/oa2df.R +\name{publishers2df} +\alias{publishers2df} +\title{Convert OpenAlex collection of publishers' records from list format to data frame} +\usage{ +publishers2df(data, verbose = TRUE) +} +\arguments{ +\item{data}{List. Output of \code{oa_request}.} + +\item{verbose}{Logical. If TRUE, print information on querying process. +Default to \code{verbose = FALSE}.} +} +\value{ +a data.frame. + +For more extensive information about OpenAlex API, please visit: +} +\description{ +It converts bibliographic collection of publishers' records gathered from OpenAlex database \href{https://openalex.org/}{https://openalex.org/} into data frame. +The function converts a list of publishers' records obtained using \code{oa_request} into a data frame/tibble. +} +\examples{ +\dontrun{ + +# Get publishers located in Canada with more than 100,000 citations + +res <- oa_request( + "https://api.openalex.org/publishers?filter=country_codes:ca" +) + +df <- oa2df(res, entity = "publishers") + +df +} + +} diff --git a/man/sources2df.Rd b/man/sources2df.Rd new file mode 100644 index 0000000..ba6b9f9 --- /dev/null +++ b/man/sources2df.Rd @@ -0,0 +1,38 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/oa2df.R +\name{sources2df} +\alias{sources2df} +\title{Convert OpenAlex collection of sources' records from list format to data frame} +\usage{ +sources2df(data, verbose = TRUE) +} +\arguments{ +\item{data}{List. Output of \code{oa_request}.} + +\item{verbose}{Logical. If TRUE, print information on querying process. +Default to \code{verbose = FALSE}.} +} +\value{ +a data.frame. + +For more extensive information about OpenAlex API, please visit: +} +\description{ +It converts bibliographic collection of sources' records gathered from OpenAlex database \href{https://openalex.org/}{https://openalex.org/} into data frame. +The function converts a list of sources' records obtained using \code{oa_request} into a data frame/tibble. +} +\examples{ +\dontrun{ + +# Get sources from Nature + +res <- oa_request( + "https://api.openalex.org/sources?search=nature" +) + +df <- oa2df(res, entity = "sources") + +df +} + +} diff --git a/tests/testthat/test-oa_fetch.R b/tests/testthat/test-oa_fetch.R index e6a055e..f9c66b2 100644 --- a/tests/testthat/test-oa_fetch.R +++ b/tests/testthat/test-oa_fetch.R @@ -317,3 +317,18 @@ test_that("oa_fetch works for funders", { expect_equal(ncol(s), 17) expect_true(nrow(s) > 1) }) + +test_that("oa_fetch works for sources", { + s <- oa_fetch(entity = "sources", search = "nature") + expect_s3_class(s, "data.frame") + expect_equal(ncol(s), 27) + expect_true(nrow(s) > 200) +}) + +test_that("oa_fetch works for publishers", { + s <- oa_fetch(entity = "publishers", country_codes = "ca") + expect_s3_class(s, "data.frame") + expect_equal(ncol(s), 19) + expect_true(nrow(s) > 100) +}) + From f594bb64b30a4cd8716ce54fd655b060047ecc14 Mon Sep 17 00:00:00 2001 From: lelaboratoire Date: Wed, 19 Jul 2023 10:01:44 -0400 Subject: [PATCH 4/7] add Testimonial --- README.Rmd | 27 +++-- README.md | 111 ++++++++++--------- man/figures/README-big-journals-1.png | Bin 423611 -> 437676 bytes man/figures/README-biological-concepts-1.png | Bin 247277 -> 253421 bytes man/figures/README-concept-cloud-1.png | Bin 214196 -> 221316 bytes man/figures/README-italy-insts-1.png | Bin 49879 -> 49855 bytes man/figures/README-snowballing-1.png | Bin 528992 -> 538299 bytes 7 files changed, 73 insertions(+), 65 deletions(-) diff --git a/README.Rmd b/README.Rmd index 697f892..18cd61c 100644 --- a/README.Rmd +++ b/README.Rmd @@ -34,7 +34,11 @@ knitr::opts_chunk$set( - `oa_random`: get random entity, *e.g.*, `oa_random("works")` gives a different work each time you run it -## Setup +## πŸ™Œ Support OpenAlex + +If OpenAlex has helped you, consider writing a [Testimonial](https://forms.monday.com/forms/4d5ad5a8e6a72ae31987a29118f1d437?r=use1) which will help support the OpenAlex team and show that their work is making a *real and necessary* impact. + +## βš™οΈ Setup You can install the developer version of openalexR from [GitHub](https://github.com) with: @@ -80,11 +84,11 @@ theme_update( knitr::opts_chunk$set(dev.args = list(bg = "transparent")) ``` -## Examples +## 🌿 Examples There are different [filters](https://ropensci.github.io/openalexR/articles/Filters)/arguments you can use in `oa_fetch`, depending on which [entity](https://docs.openalex.org/#data) you're interested in: works, authors, venues, institutions, or concepts. We show a few examples below. -### Works +### πŸ“š Works **Goal**: Download all information about a givens set of publications (known DOIs). @@ -146,7 +150,7 @@ works_search |> knitr::kable() ``` -### Authors +### πŸ§‘ Authors **Goal**: Download author information when we know their ORCID. @@ -195,7 +199,7 @@ do.call(oa_fetch, my_arguments) |> knitr::kable() ``` -## Example analyses +## πŸ’ Example analyses **Goal**: track the popularity of *Biology* concepts over time. @@ -225,7 +229,8 @@ concept_df |> ) + guides(color = "none") + gghighlight( - max(works_count) > 244000, + max(works_count) > 200000, + min(works_count) < 400000, label_params = list(nudge_y = 10^5, segment.color = NA) ) ``` @@ -343,7 +348,7 @@ jours |> labs(y = NULL, x = NULL, title = "Journal clocks") ``` -## Snowball search +## ❄️ Snowball search The user can also perform *snowballing* with `oa_snowball`. Snowballing is a literature search technique where the researcher starts with a set of articles and find articles that cite or were cited by the original set. `oa_snowball` returns a list of 2 elements: *nodes* and *edges*. Similar to `oa_fetch`, `oa_snowball` finds and returns information on a core set of articles satisfying certain criteria, but, unlike `oa_fetch`, it also returns information the articles that cite and are cited by this core set. @@ -373,7 +378,7 @@ ggraph(graph = as_tbl_graph(snowball_docs), layout = "stress") + guides(fill = "none") ``` -## N-grams +## 🌾 N-grams OpenAlex offers (limited) support for [fulltext N-grams](https://docs.openalex.org/api-entities/works/get-n-grams#fulltext-coverage) of Work entities (these have IDs starting with `"W"`). Given a vector of work IDs, `oa_ngrams` returns a dataframe of N-gram data (in the `ngrams` list-column) for each work. @@ -405,7 +410,7 @@ ngrams_data |> `oa_ngrams` can sometimes be slow because the N-grams data can get pretty big, but given that the N-grams are `"cached via CDN"`](), you may also consider parallelizing for this special case (`oa_ngrams` does this automatically if you have `{curl} >= v5.0.0`). -## About OpenAlex +## πŸ’« About OpenAlex ![oar-img](man/figures/oar.png) @@ -425,10 +430,10 @@ Schema credits: [\@dhimmel](https://github.com/dhimmel) - **Concepts** *tag* Works with a topic -## Code of Conduct +## 🀝 Code of Conduct Please note that this package is released with a [Contributor Code of Conduct](https://ropensci.org/code-of-conduct/). By contributing to this project, you agree to abide by its terms. -## Acknowledgements +## πŸ‘“ Acknowledgements Package hex was made with [Midjourney](https://www.midjourney.com/home/) and thus inherits a [CC BY-NC 4.0 license](https://creativecommons.org/licenses/by-nc/4.0/legalcode). diff --git a/README.md b/README.md index 54f07ec..4878794 100644 --- a/README.md +++ b/README.md @@ -23,23 +23,30 @@ Review](https://badges.ropensci.org/560_status.svg)](https://github.com/ropensci infomation about publications, authors, venues, institutions and concepts with 5 main functions: -- `oa_fetch`: composes three functions below so the user can execute - everything in one step, *i.e.*, `oa_query |> oa_request |> oa2df` +- `oa_fetch`: composes three functions below so the user can execute + everything in one step, *i.e.*, `oa_query |> oa_request |> oa2df` -- `oa_query`: generates a valid query, written following the OpenAlex - API syntax, from a set of arguments provided by the user. +- `oa_query`: generates a valid query, written following the OpenAlex + API syntax, from a set of arguments provided by the user. -- `oa_request`: downloads a collection of entities matching the query - created by `oa_query` or manually written by the user, and returns a - JSON object in a list format. +- `oa_request`: downloads a collection of entities matching the query + created by `oa_query` or manually written by the user, and returns a + JSON object in a list format. -- `oa2df`: converts the JSON object in classical bibliographic - tibble/data frame. +- `oa2df`: converts the JSON object in classical bibliographic + tibble/data frame. -- `oa_random`: get random entity, *e.g.*, `oa_random("works")` gives a - different work each time you run it +- `oa_random`: get random entity, *e.g.*, `oa_random("works")` gives a + different work each time you run it -## Setup +## πŸ™Œ Support OpenAlex + +If OpenAlex has helped you, consider writing a +[Testimonial](https://forms.monday.com/forms/4d5ad5a8e6a72ae31987a29118f1d437?r=use1) +which will help support the OpenAlex team and show that their work is +making a *real and necessary* impact. + +## βš™οΈ Setup You can install the developer version of openalexR from [GitHub](https://github.com) with: @@ -80,7 +87,7 @@ library(dplyr) library(ggplot2) ``` -## Examples +## 🌿 Examples There are different [filters](https://ropensci.github.io/openalexR/articles/Filters)/arguments @@ -89,7 +96,7 @@ you can use in `oa_fetch`, depending on which authors, venues, institutions, or concepts. We show a few examples below. -### Works +### πŸ“š Works **Goal**: Download all information about a givens set of publications (known DOIs). @@ -177,23 +184,23 @@ works_search <- oa_fetch( verbose = TRUE ) #> Requesting url: https://api.openalex.org/works?filter=title.search%3Abibliometric%20analysis%7Cscience%20mapping%2Ccited_by_count%3A%3E50%2Cfrom_publication_date%3A2020-01-01%2Cto_publication_date%3A2021-12-31&sort=cited_by_count%3Adesc -#> Getting 1 page of results with a total of 91 records... +#> Getting 1 page of results with a total of 111 records... works_search |> show_works() |> knitr::kable() ``` -| id | display_name | first_author | last_author | so | url | is_oa | top_concepts | -|:------------|:------------------------------------------------------------------------------------------------------------------------------|:------------------------|:-------------------|:------------------------------------------|:------------------------------------------------|:------|:-----------------------------------------------| -| W3160856016 | How to conduct a bibliometric analysis: An overview and guidelines | Naveen Donthu | Weng Marc Lim | Journal of Business Research | | TRUE | Bibliometrics | -| W3038273726 | Investigating the emerging COVID-19 research trends in the field of business and management: A bibliometric analysis approach | Surabhi Verma | Anders Gustafsson | Journal of Business Research | | FALSE | Bibliometrics, Field (mathematics), MEDLINE | -| W2990450011 | Forty-five years of Journal of Business Research: A bibliometric analysis | Naveen Donthu | Debidutta Pattnaik | Journal of Business Research | | FALSE | Publishing, Bibliometrics, Empirical research | -| W3001491100 | Software tools for conducting bibliometric analysis in science: An up-to-date review | Jose A. Moral-Munoz | Manuel Cobo | Profesional De La Informacion | | TRUE | Bibliometrics, Software | -| W3044902155 | Financial literacy: A systematic review and bibliometric analysis | Kirti Savyasacchi Goyal | Satish Kumar | International Journal of Consumer Studies | | FALSE | Financial literacy, Citation, Content analysis | -| W3042215340 | A bibliometric analysis using VOSviewer of publications on COVID-19 | Yuetian Yu | Erzhen Chen | Annals of Translational Medicine | | TRUE | Citation, Bibliometrics, China | +| id | display_name | first_author | last_author | so | url | is_oa | top_concepts | +|:------------|:------------------------------------------------------------------------------------------------------------------------------|:------------------------|:-------------------|:------------------------------------------|:------------------------------------------------|:------|:--------------------------------------------------------------| +| W3160856016 | How to conduct a bibliometric analysis: An overview and guidelines | Naveen Donthu | Weng Marc Lim | Journal of Business Research | | TRUE | Bibliometrics, Field (mathematics), Resource (disambiguation) | +| W3038273726 | Investigating the emerging COVID-19 research trends in the field of business and management: A bibliometric analysis approach | Surabhi Verma | Anders Gustafsson | Journal of Business Research | | TRUE | Bibliometrics, Field (mathematics), Empirical research | +| W2990450011 | Forty-five years of Journal of Business Research: A bibliometric analysis | Naveen Donthu | Debidutta Pattnaik | Journal of Business Research | | FALSE | Publishing, Bibliometrics, Empirical research | +| W3001491100 | Software tools for conducting bibliometric analysis in science: An up-to-date review | Jose A. Moral-Munoz | Manuel Cobo | Profesional De La Informacion | | TRUE | Bibliometrics, Software | +| W3044902155 | Financial literacy: A systematic review and bibliometric analysis | Kirti Savyasacchi Goyal | Satish Kumar | International Journal of Consumer Studies | | FALSE | Financial literacy, Citation, Content analysis | +| W3042215340 | A bibliometric analysis using VOSviewer of publications on COVID-19 | Yuetian Yu | Erzhen Chen | Annals of Translational Medicine | | TRUE | Bibliometrics, MEDLINE, Disease | -### Authors +### πŸ§‘ Authors **Goal**: Download author information when we know their ORCID. @@ -215,7 +222,7 @@ authors_from_orcids |> | id | display_name | orcid | works_count | cited_by_count | affiliation_display_name | top_concepts | |:------------|:-------------|:--------------------|------------:|---------------:|:---------------------------------|:-----------------------------------------------| -| A923435168 | Massimo Aria | 0000-0002-8517-9411 | 157 | 4503 | University of Naples Federico II | Statistics, Internal medicine, Pathology | +| A923435168 | Massimo Aria | 0000-0002-8517-9411 | 157 | 5012 | University of Naples Federico II | Statistics, Internal medicine, Pathology | | A2208157607 | Jason Priem | 0000-0001-6187-6610 | 3 | 1 | HortResearch | World Wide Web, Data science, Internet privacy | **Goal**: Acquire information on the authors of this package. @@ -235,7 +242,7 @@ authors_from_names |> | id | display_name | orcid | works_count | cited_by_count | affiliation_display_name | top_concepts | |:------------|:-------------|:--------------------|------------:|---------------:|:---------------------------------|:-----------------------------------------------| -| A923435168 | Massimo Aria | 0000-0002-8517-9411 | 157 | 4503 | University of Naples Federico II | Statistics, Internal medicine, Pathology | +| A923435168 | Massimo Aria | 0000-0002-8517-9411 | 157 | 5012 | University of Naples Federico II | Statistics, Internal medicine, Pathology | | A2208157607 | Jason Priem | 0000-0001-6187-6610 | 3 | 1 | HortResearch | World Wide Web, Data science, Internet privacy | **Goal**: Download all authors’ records of scholars who work at the @@ -256,22 +263,22 @@ my_arguments <- list( do.call(oa_fetch, c(my_arguments, list(count_only = TRUE))) #> count db_response_time_ms page per_page -#> [1,] 40 63 1 1 +#> [1,] 32 61 1 1 do.call(oa_fetch, my_arguments) |> show_authors() |> knitr::kable() ``` -| id | display_name | orcid | works_count | cited_by_count | affiliation_display_name | top_concepts | -|:------------|:----------------|:--------------------|------------:|---------------:|:---------------------------------|:-----------------------------------------------------| -| A2061787601 | Luca Lista | 0000-0001-6471-5492 | 2591 | 82086 | University of Naples Federico II | Particle physics, Nuclear physics, Quantum mechanics | -| A3088244307 | A. K. Sanchez | NA | 2092 | 54941 | University of Naples Federico II | Quantum mechanics, Nuclear physics, Particle physics | -| A4359269603 | Leonardo Merola | NA | 1558 | 59559 | University of Naples Federico II | Particle physics, Quantum mechanics, Nuclear physics | -| A4355442610 | Mario Mancini | NA | 1326 | 13260 | University of Naples Federico II | Internal medicine, Biochemistry, Pathology | -| A2558588088 | Paolo Russo | 0000-0001-9409-0008 | 1221 | 14334 | University of Naples Federico II | Internal medicine, Genetics, Quantum mechanics | -| A2078246078 | M. Della Pietra | 0000-0003-4446-3368 | 1215 | 48211 | University of Naples Federico II | Quantum mechanics, Particle physics, Nuclear physics | +| id | display_name | orcid | works_count | cited_by_count | affiliation_display_name | top_concepts | +|:------------|:------------------|:--------------------|------------:|---------------:|:---------------------------------|:-----------------------------------------------------| +| A3088244307 | A. K. Sanchez | NA | 1993 | 49932 | University of Naples Federico II | Quantum mechanics, Nuclear physics, Particle physics | +| A4355442610 | Mario Mancini | NA | 1317 | 13186 | University of Naples Federico II | Internal medicine, Biochemistry, Endocrinology | +| A2558588088 | Paolo Russo | 0000-0001-9409-0008 | 1209 | 14253 | University of Naples Federico II | Internal medicine, Genetics, Quantum mechanics | +| A4359269603 | Leonardo Merola | NA | 1186 | 44551 | University of Naples Federico II | Quantum mechanics, Particle physics, Nuclear physics | +| A4355147868 | M. Napolitano | NA | 1094 | 17042 | University of Naples Federico II | Quantum mechanics, Nuclear physics, Particle physics | +| A4359910783 | Giovanni Esposito | NA | 1047 | 9606 | University of Naples Federico II | Internal medicine, Genetics, Biochemistry | -## Example analyses +## πŸ’ Example analyses **Goal**: track the popularity of *Biology* concepts over time. @@ -302,7 +309,8 @@ concept_df |> ) + guides(color = "none") + gghighlight( - max(works_count) > 244000, + max(works_count) > 200000, + min(works_count) < 400000, label_params = list(nudge_y = 10^5, segment.color = NA) ) #> label_key: display_name @@ -435,7 +443,7 @@ jours |> -## Snowball search +## ❄️ Snowball search The user can also perform *snowballing* with `oa_snowball`. Snowballing is a literature search technique where the researcher starts with a set @@ -464,7 +472,7 @@ snowball_docs <- oa_snowball( #> Getting 1 page of results with a total of 2 records... #> Collecting all documents citing the target papers... #> Requesting url: https://api.openalex.org/works?filter=cites%3AW1963991285%7CW1964141474 -#> Getting 3 pages of results with a total of 475 records... +#> Getting 3 pages of results with a total of 487 records... #> Collecting all documents cited by the target papers... #> Requesting url: https://api.openalex.org/works?filter=cited_by%3AW1963991285%7CW1964141474 #> Getting 1 page of results with a total of 87 records... @@ -483,16 +491,11 @@ ggraph(graph = as_tbl_graph(snowball_docs), layout = "stress") + legend.position = "bottom" ) + guides(fill = "none") -#> Warning: Using the `size` aesthetic in this geom was deprecated in ggplot2 3.4.0. -#> β„Ή Please use `linewidth` in the `default_aes` field and elsewhere instead. -#> This warning is displayed once every 8 hours. -#> Call `lifecycle::last_lifecycle_warnings()` to see where this warning was -#> generated. ``` -## N-grams +## 🌾 N-grams OpenAlex offers (limited) support for [fulltext N-grams](https://docs.openalex.org/api-entities/works/get-n-grams#fulltext-coverage) @@ -558,7 +561,7 @@ pretty big, but given that the N-grams are you may also consider parallelizing for this special case (`oa_ngrams` does this automatically if you have `{curl} >= v5.0.0`). -## About OpenAlex +## πŸ’« About OpenAlex ![oar-img](man/figures/oar.png) @@ -574,24 +577,24 @@ Alexandria](https://en.wikipedia.org/wiki/Library_of_Alexandria). The OpenAlex dataset describes scholarly entities and how those entities are connected to each other. There are five types of entities: -- **Works** are papers, books, datasets, etc; they cite other works +- **Works** are papers, books, datasets, etc; they cite other works -- **Authors** are people who create works +- **Authors** are people who create works -- **Venues** are journals and repositories that host works +- **Venues** are journals and repositories that host works -- **Institutions** are universities and other orgs that are affiliated - with works (via authors) +- **Institutions** are universities and other orgs that are affiliated + with works (via authors) -- **Concepts** *tag* Works with a topic +- **Concepts** *tag* Works with a topic -## Code of Conduct +## 🀝 Code of Conduct Please note that this package is released with a [Contributor Code of Conduct](https://ropensci.org/code-of-conduct/). 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If TRUE, the function returns also the abstract of each item. #' Ignored if entity is different from "works". Defaults to TRUE. +#' @param verbose Logical. +#' If TRUE, print information about the dataframe conversion process. +#' Defaults to TRUE. +#' #' @inheritParams oa_query #' @inheritParams oa_request #' @return A tibble/dataframe result of the original OpenAlex result list. @@ -187,10 +191,10 @@ works2df <- function(data, abstract = TRUE, verbose = TRUE) { if (!is.null(paper$primary_location)) { so_info <- paper$primary_location["source"] - so_info <- if (is.na(so_info)) NA else so_info[[1]] - + so_info <- if (length(so_info[[1]]) == 0) NA else so_info[[1]] + venue_info <- replace_w_na(paper$primary_location[venue_cols]) venue <- setNames( - c(paper$primary_location[venue_cols], so_info[so_cols]), + c(venue_info, so_info[so_cols]), c(names(venue_cols), names(so_cols)) ) } @@ -208,12 +212,11 @@ works2df <- function(data, abstract = TRUE, verbose = TRUE) { } first_inst <- prepend(first_inst, "institution") aff_raw <- list(au_affiliation_raw = l$raw_affiliation_string[1]) - l_author <- l_author <- if (length(l$author) > 0) { - prepend(l$author, "au") + l_author <- if (length(l$author) > 0) { + prepend(replace_w_na(l$author), "au") } else { empty_list(c("au_id", "au_display_name", "au_orcid")) } - c(l_author, l["author_position"], aff_raw, first_inst) }), "rbind_df" ) @@ -223,8 +226,9 @@ works2df <- function(data, abstract = TRUE, verbose = TRUE) { if (!is.null(paper$abstract_inverted_index) && abstract) { ab <- abstract_build(paper$abstract_inverted_index) } + paper_biblio <- replace_w_na(paper$biblio) # TODO replace sapply with something else - out_ls <- c(sim_fields, venue, paper$biblio, list(author = author, ab = ab)) + out_ls <- c(sim_fields, venue, paper_biblio, list(author = author, ab = ab)) out_ls[sapply(out_ls, is.null)] <- NULL list_df[[i]] <- out_ls } @@ -337,7 +341,7 @@ authors2df <- function(data, verbose = TRUE) { } sub_affiliation <- prepend(sub_affiliation, "affiliation") } - + sub_affiliation <- replace_w_na(sub_affiliation) list_df[[i]] <- c(sim_fields, sub_affiliation) } @@ -729,6 +733,7 @@ funders2df <- function(data, verbose = TRUE) { } out_df <- rbind_oa_ls(list_df) + out_df } @@ -819,6 +824,7 @@ sources2df <- function(data, verbose = TRUE) { } out_df <- rbind_oa_ls(list_df) + out_df } @@ -901,6 +907,7 @@ publishers2df <- function(data, verbose = TRUE) { } out_df <- rbind_oa_ls(list_df) + out_df } diff --git a/R/utils.R b/R/utils.R index 4b878b7..8bf4878 100644 --- a/R/utils.R +++ b/R/utils.R @@ -10,6 +10,10 @@ simple_rapply <- function(x, fn, ...) { `%||%` <- function(x, y) if (is.null(x)) y else x +replace_w_na <- function(x){ + lapply(x, `%||%`, y = NA) +} + subs_na <- function(x, type = c("row_df", "col_df", "flat", "rbind_df", "identical"), prefix = NULL) { type <- match.arg(type) if (length(x) == 0) { @@ -21,10 +25,11 @@ subs_na <- function(x, type = c("row_df", "col_df", "flat", "rbind_df", "identic } out <- switch(type, - row_df = as.data.frame(x), + row_df = as.data.frame(replace_w_na(x)), col_df = tibble::enframe(unlist(x)), flat = unlist(x), - rbind_df = do.call(rbind.data.frame, x) + rbind_df = do.call(rbind.data.frame, lapply(x, replace_w_na) + ) ) if (!is.null(prefix)) { diff --git a/man/authors2df.Rd b/man/authors2df.Rd index 74fe398..6859228 100644 --- a/man/authors2df.Rd +++ b/man/authors2df.Rd @@ -9,8 +9,9 @@ authors2df(data, verbose = TRUE) \arguments{ \item{data}{List. Output of \code{oa_request}.} -\item{verbose}{Logical. If TRUE, print information on querying process. -Default to \code{verbose = FALSE}.} +\item{verbose}{Logical. +If TRUE, print information about the dataframe conversion process. +Defaults to TRUE.} } \value{ a data.frame. diff --git a/man/concepts2df.Rd b/man/concepts2df.Rd index 22343f2..d9c23a7 100644 --- a/man/concepts2df.Rd +++ b/man/concepts2df.Rd @@ -9,8 +9,9 @@ concepts2df(data, verbose = TRUE) \arguments{ \item{data}{List. Output of \code{oa_request}.} -\item{verbose}{Logical. If TRUE, print information on querying process. -Default to \code{verbose = FALSE}.} +\item{verbose}{Logical. +If TRUE, print information about the dataframe conversion process. +Defaults to TRUE.} } \value{ a data.frame. diff --git a/man/funders2df.Rd b/man/funders2df.Rd index 4c0d785..b6fc8fd 100644 --- a/man/funders2df.Rd +++ b/man/funders2df.Rd @@ -9,8 +9,9 @@ funders2df(data, verbose = TRUE) \arguments{ \item{data}{List. Output of \code{oa_request}.} -\item{verbose}{Logical. If TRUE, print information on querying process. -Default to \code{verbose = FALSE}.} +\item{verbose}{Logical. +If TRUE, print information about the dataframe conversion process. +Defaults to TRUE.} } \value{ a data.frame. diff --git a/man/institutions2df.Rd b/man/institutions2df.Rd index 596774a..f252fe7 100644 --- a/man/institutions2df.Rd +++ b/man/institutions2df.Rd @@ -9,8 +9,9 @@ institutions2df(data, verbose = TRUE) \arguments{ \item{data}{List. Output of \code{oa_request}.} -\item{verbose}{Logical. If TRUE, print information on querying process. -Default to \code{verbose = FALSE}.} +\item{verbose}{Logical. +If TRUE, print information about the dataframe conversion process. +Defaults to TRUE.} } \value{ a data.frame. diff --git a/man/oa2df.Rd b/man/oa2df.Rd index 5233fc4..330509a 100644 --- a/man/oa2df.Rd +++ b/man/oa2df.Rd @@ -30,8 +30,9 @@ See more at 100) }) +test_that("oa_fetch works with 1 identifier", { + w <- oa_fetch(identifier = "W3046863325") # Work + a <- oa_fetch(identifier = "A1969205032") # Author + i <- oa_fetch(identifier = "I4200000001") # Institution + f <- oa_fetch(identifier = "F4320332161") # Funder + p <- oa_fetch(identifier = "P4310311775") # Publisher + s <- oa_fetch(identifier = "S1983995261") # Source + co <- oa_fetch(identifier = "C2522767166") # Concept + + expect_s3_class(w, "data.frame") + expect_s3_class(a, "data.frame") + expect_s3_class(i, "data.frame") + expect_s3_class(f, "data.frame") + expect_s3_class(p, "data.frame") + expect_s3_class(s, "data.frame") + expect_s3_class(co, "data.frame") + + expect_equal(dim(w), c(1, 30)) + expect_equal(dim(a), c(1, 15)) + expect_equal(dim(i), c(1, 21)) + expect_equal(dim(f), c(1, 17)) + expect_equal(dim(p), c(1, 19)) + expect_equal(dim(s), c(1, 26)) + expect_equal(dim(co), c(1, 16)) + +})

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