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--- | ||
layout: post | ||
author: Julia Bartlewski | ||
author_lnk: https://github.com/jbartlewski | ||
title: KU Eichstätt-Ingolstadt 2023 OAPK data integrated | ||
date: 2025-02-04 08:00:00 | ||
summary: | ||
categories: [general, openAPC] | ||
comments: true | ||
--- | ||
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```{r, echo = FALSE} | ||
knitr::opts_knit$set(base.url = "/") | ||
knitr::opts_chunk$set( | ||
comment = "#>", | ||
collapse = TRUE, | ||
warning = FALSE, | ||
message = FALSE, | ||
echo = FALSE, | ||
fig.width = 9, | ||
fig.height = 6 | ||
) | ||
options(scipen = 1, digits = 2) | ||
knitr::knit_hooks$set(inline = function(x) { | ||
prettyNum(x, big.mark=",") | ||
}) | ||
``` | ||
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The Forschungszentrum Jülich collects publication cost data from German institutions as part of the DFG programme "[Open Access Publication Funding](https://www.fz-juelich.de/en/zb/open-science/open-access/monitoring-dfg-oa-publication-funding)". | ||
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When reporting their publication costs, the [Catholic University of Eichstätt-Ingolstadt](https://www.ku.de/en/) (KU) had agreed to share the data with OpenAPC as well. This data has now been transferred and integrated. | ||
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Contact person for the KU data is [Carola Bauch-Schuster](<mailto:[email protected]>). | ||
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## Cost data | ||
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```{r, cache.lazy = TRUE} | ||
#' Download APC spreadsheet from github which requires to Curl installed | ||
download_apc <- function(path = NULL, dir = "tmp", file = "apc_de.csv"){ | ||
if(is.null(path)) { | ||
path <- c("https://raw.githubusercontent.com/OpenAPC/openapc-de/master/data/apc_de.csv") | ||
} | ||
dir.create(dir) | ||
download.file(url = path, destfile = paste(dir, file, sep = "/"), method = "curl") | ||
read.csv(paste(dir, file, sep = "/"), header = T,sep =",") | ||
} | ||
my.apc <- download_apc() | ||
my.apc <- my.apc[my.apc$institution == "Catholic University of Eichstätt-Ingolstadt",] | ||
my.apc <- droplevels(my.apc) | ||
my.apc_new <- download_apc(c("https://raw.githubusercontent.com/OpenAPC/openapc-de/refs/tags/v4.143.2-2-1/data/ku_eichstaett_ingolstadt/oapk_2023_catholic_university_of_eichst%C3%A4tt-ingolstadt_enriched.csv")) | ||
my.apc_new <- my.apc_new[my.apc_new$institution == "Catholic University of Eichstätt-Ingolstadt",] | ||
my.apc_new <- droplevels(my.apc_new) | ||
``` | ||
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The new data set covers publication fees for `r format(nrow(my.apc_new), big.mark =",")` articles, total expenditure amounts to `r sum(my.apc_new$euro)`€ and the average fee is `r sum(my.apc_new$euro)/nrow(my.apc_new)`€. Please note that articles published in **hybrid** journals under the DEAL agreements are not included in this list, as they are aggregated in OpenAPC's [transformative agreements](https://github.com/OpenAPC/openapc-de/tree/master/data/transformative_agreements) data set. BPCs are aggregated in OpenAPC's [BPC](https://github.com/OpenAPC/openapc-de/blob/master/data/bpc.csv) dataset and are not listed here either. | ||
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The following table provides an overview of the reported APCs: | ||
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```{r} | ||
d_frame = data.frame(table(my.apc_new$publisher, dnn="Publisher")) | ||
d_frame = d_frame[with(d_frame, order(-Freq, Publisher)), ] | ||
my.apc_new$publisher <- factor(my.apc_new$publisher, levels = d_frame$Publisher) | ||
df.summary <-cbind(tapply(my.apc_new$euro, my.apc_new$publisher, length), | ||
tapply(my.apc_new$euro, my.apc_new$publisher, sum), | ||
tapply(my.apc_new$euro, my.apc_new$publisher, mean)) | ||
colnames(df.summary) <- c("Articles", "Fees paid in EURO", "Mean Fee paid") | ||
knitr::kable(as.data.frame(df.summary), digits = 2) | ||
``` | ||
### Additional Costs | ||
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```{r} | ||
require(ggplot2) | ||
require(tidyverse) | ||
my.ac <- download_apc(c("https://raw.githubusercontent.com/OpenAPC/openapc-de/refs/heads/master/data/apc_de_additional_costs.csv")) | ||
my.apc_euro_only <- my.apc_new %>% mutate(apc = euro) %>% select(doi, apc) | ||
ac_apc_join <- my.ac %>% | ||
inner_join(my.apc_euro_only) | ||
apc_ac_long <- ac_apc_join %>% | ||
pivot_longer(!doi, names_to = "cost_type", values_to = "value", values_drop_na = TRUE) | ||
apc_ac_grouped <- apc_ac_long %>% | ||
left_join(my.apc_new) %>% | ||
mutate(publisher = str_replace(publisher, ".+\\((\\w+)\\)", "\\1")) %>% | ||
mutate(cost_type = factor(cost_type), publisher = factor(publisher)) %>% | ||
group_by(cost_type, publisher) %>% | ||
summarize(value = sum(value), articles = n()) | ||
``` | ||
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The new data also contained additional cost information for `r format(nrow(ac_apc_join), big.mark =",")` publications. The following plot shows the distribution between APCs and additional costs for these `r format(nrow(ac_apc_join), big.mark =",")` articles, grouped by publishers: | ||
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```{r additional_costs_kuei_2025_02_04_full, echo = FALSE, message = FALSE} | ||
p <- ggplot(data = apc_ac_grouped, mapping = aes(x = publisher, y = value, fill=cost_type)) + | ||
geom_col(position = position_stack(reverse = TRUE)) + | ||
xlab('Publisher') + | ||
ylab("Summarized Costs (€)") + | ||
guides(fill = guide_legend(title = "Cost Type")) + | ||
scale_fill_manual( | ||
values = c("darkolivegreen3", "orange", "red", "magenta2", "darkslategray", "blue", "darkgreen", "yellow", "cyan"), | ||
# labels = c("APC", "Colour Charges", "Cover Charge", "Other", "Page Charge", "Payment Fee", "Permission", "Reprint", "Submission Fee") | ||
) + | ||
theme(text = element_text(size = 16)) + | ||
coord_flip() | ||
p | ||
``` | ||
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## Overview | ||
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With the recent contribution included, the overall APC data for the Catholic University of Eichstätt-Ingolstadt now looks as follows: | ||
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### Fees paid per publisher (in EURO) | ||
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```{r tree_kuei_2025_02_04_full} | ||
tt <- aggregate(my.apc$euro, by = list(my.apc$publisher), sum) | ||
colnames(tt) <- c("Publisher", "Euro") | ||
treemap::treemap(tt, index = c("Publisher"), vSize = "Euro", palette = "Paired") | ||
``` | ||
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### Average costs per year (in EURO) | ||
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```{r box_kuei_2025_02_04_year_full, echo=FALSE, message = FALSE} | ||
require(ggplot2) | ||
q <- ggplot(my.apc, aes(factor(period), euro)) + geom_boxplot() + geom_point() | ||
q <- q + ylab("Fees paid (in EURO)") + theme(legend.position="top") + theme_bw(base_size = 18) | ||
q + xlab("Funding period") + ylab("APC") | ||
``` | ||
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### Average costs per publisher (in EURO) | ||
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```{r box_kuei_2025_02_04_publisher_full, echo = FALSE, message = FALSE} | ||
require(ggplot2) | ||
require(tidyverse) | ||
my.apc <- my.apc %>% | ||
mutate(publisher = str_replace(publisher, ".+\\((\\w+)\\)", "\\1")) %>% | ||
mutate(publisher = str_replace(publisher, "Journal of Liberty and International Affairs, Institute for Research and European Studies - Bitola", "Bitola")) | ||
d_frame = data.frame(table(my.apc$publisher, dnn="Publisher")) | ||
d_frame = d_frame[with(d_frame, order(-Freq, Publisher)), ] | ||
publishers = as.character(d_frame$Publisher[d_frame$Freq > 1]) | ||
my.apc_reduced = my.apc[my.apc$publisher %in% publishers,] | ||
q <- ggplot(my.apc_reduced, aes(publisher, euro)) + geom_boxplot() + geom_point() | ||
q <- q + ylab("Fees paid (in EURO)") + theme(legend.position="top") + theme_bw(base_size = 18) + coord_flip() | ||
q + xlab("Publisher (> 1 article)") + ylab("APC") | ||
``` |
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,70 @@ | ||
--- | ||
layout: post | ||
author: Julia Bartlewski | ||
author_lnk: https://github.com/jbartlewski | ||
title: KU Eichstätt-Ingolstadt 2023 OAPK data integrated | ||
date: 2025-02-04 08:00:00 | ||
summary: | ||
categories: [general, openAPC] | ||
comments: true | ||
--- | ||
|
||
|
||
|
||
|
||
The Forschungszentrum Jülich collects publication cost data from German institutions as part of the DFG programme "[Open Access Publication Funding](https://www.fz-juelich.de/en/zb/open-science/open-access/monitoring-dfg-oa-publication-funding)". | ||
|
||
When reporting their publication costs, the [Catholic University of Eichstätt-Ingolstadt](https://www.ku.de/en/) (KU) had agreed to share the data with OpenAPC as well. This data has now been transferred and integrated. | ||
|
||
Contact person for the KU data is [Carola Bauch-Schuster](<mailto:[email protected]>). | ||
|
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## Cost data | ||
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The new data set covers publication fees for 17 articles, total expenditure amounts to 35,554€ and the average fee is 2,091€. Please note that articles published in **hybrid** journals under the DEAL agreements are not included in this list, as they are aggregated in OpenAPC's [transformative agreements](https://github.com/OpenAPC/openapc-de/tree/master/data/transformative_agreements) data set. BPCs are aggregated in OpenAPC's [BPC](https://github.com/OpenAPC/openapc-de/blob/master/data/bpc.csv) dataset and are not listed here either. | ||
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The following table provides an overview of the reported APCs: | ||
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| | Articles| Fees paid in EURO| Mean Fee paid| | ||
|:------------------------------------------------------|--------:|-----------------:|-------------:| | ||
|Springer Nature | 4| 7451| 1863| | ||
|Frontiers Media SA | 3| 8179| 2726| | ||
|Copernicus GmbH | 2| 5091| 2545| | ||
|Informa UK Limited | 2| 5037| 2518| | ||
|Schweizerbart | 2| 1642| 821| | ||
|Institute of Electrical & Electronics Engineers (IEEE) | 1| 2137| 2137| | ||
|JMIR Publications Inc. | 1| 2907| 2907| | ||
|MDPI AG | 1| 2099| 2099| | ||
|Ubiquity Press, Ltd. | 1| 1012| 1012| | ||
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### Additional Costs | ||
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The new data also contained additional cost information for 4 publications. The following plot shows the distribution between APCs and additional costs for these 4 articles, grouped by publishers: | ||
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![plot of chunk additional_costs_kuei_2025_02_04_full](/figure/additional_costs_kuei_2025_02_04_full-1.png) | ||
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## Overview | ||
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With the recent contribution included, the overall APC data for the Catholic University of Eichstätt-Ingolstadt now looks as follows: | ||
|
||
### Fees paid per publisher (in EURO) | ||
|
||
![plot of chunk tree_kuei_2025_02_04_full](/figure/tree_kuei_2025_02_04_full-1.png) | ||
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### Average costs per year (in EURO) | ||
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![plot of chunk box_kuei_2025_02_04_year_full](/figure/box_kuei_2025_02_04_year_full-1.png) | ||
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### Average costs per publisher (in EURO) | ||
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![plot of chunk box_kuei_2025_02_04_publisher_full](/figure/box_kuei_2025_02_04_publisher_full-1.png) |
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