cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16214769
title: Journals that publish articles related to biological taxonomy

description: This dataset presents a curated and deduplicated list of scholarly journals relevant to taxonomy and systematics. The journals were identified using SPARQL queries on Wikidata and concept-based filtering from OpenAlex, focusing on key subject areas such as taxonomy, nomenclature, phylogenetics, and systematics.

The dataset combines three complementary sources:





Wikidata Subject Queries: Journals linked to taxonomic concepts (e.g. taxonomy, nomenclature) through main subject (P921) or field of work (P101).




Wikidata Identifier Queries: Journals with IPNI (P2007) or ZooBank (P2008) publication identifiers.




OpenAlex API: Journals tagged with the concept “Taxonomy (biology)” (C58642233).



The results from each source were harmonized and merged. Identifiers and string values from Wikidata were extracted and cleaned, country Q-codes converted to ISO alpha-2 codes, and legacy OpenAlex IDs were normalized. Duplicates were removed based on combined Wikidata and OpenAlex identifiers.

The script used to create this is list_journals.py in the src/supply/ directory of repo https://github.com/AgentschapPlantentuinMeise/Mapping-taxonomists. It can be rerun to regenerate this dataset. It requires a config.json file with a valid email address for OpenAlex API access and access to the download and prep_journals helper modules.
description: Each row represents a single, unique journal. The columns are:





title: Name of the journal (from Wikidata)




wikidataURL: Unique Wikidata identifier (URL-formatted)




ISSN-L: Linking ISSN, if available




IPNIpubID: IPNI publication identifier (when present)




ZooBankPubID: ZooBank publication identifier (when present)




openAlexID: OpenAlex identifier for the journal




dissolvedYear: Year the journal ceased publication, if known




dissolved: Boolean indicating whether the journal was dissolved before 2013




source: Provenance of the entry (e.g., “Wikidata taxonomic subject”, “IPNI or ZooBank ID”, “OpenAlex taxonomy concept”)



File Information





Format: CSV (UTF-8 encoded)




File name: journals_deduplicated.csv




Encoding: Comma-separated, no index column
DOI: 10.15468/dl.ff6qe7
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brassica rapa",
 "Country is Latvia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041346-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdhd8s
title: Occurrence Download

description: A dataset containing 16211 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triticum monococcum"
 ]
}

 The dataset includes 16211 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041345-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25w72d
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia schickendantzii",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041347-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18738/t8/xmx6v5
title: From Doomscrolling to Digital Literacy: Teaching Students to Critically Engage with Social Media News

description: Presented at the Texas Panhandle Library Symposium
Presentation listing: https://infoguides.wtamu.edu/TPLS/schedule
Conference homepage: https://infoguides.wtamu.edu/c.php?g=1400098&p=10357529
DOI: 10.15468/dl.wdtynr
title: Occurrence Download

description: A dataset containing 87230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acridotheres tristis",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 87230 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041306-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubxhhr
title: Occurrence Download

description: A dataset containing 37441703 species occurrences available in GBIF matching the query:
{
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 37441703 records from 4981 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041183-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/92e-gsx-y2g
title: Melica uniflora Retz.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p06-470-daf
title: Melica minuta L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/249-8he-xpd
title: Cyperus laevigatus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dm5-byf-4b3
title: Hyparrhenia hirta (L.) Stapf

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/s27-k87-x95
title: Aira caryophyllea L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tgw-nmj-x2v
title: Juncus acutus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8fs-qab-azf
title: Carex distans L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/j3w-7j0-3wq
title: Xyris capensis var. capensis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yvq-53k-647
title: Xyris pauciflora Willd.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/e27-cr3-ayj
title: Xyris Gronov. ex L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/s01-zn8-2er
title: Commelina angustifolia Michx.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pew-lzf-bv7
title: Xyris Gronov. ex L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1zd-fj8-pzk
title: Xyris capensis Thunb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jd5-w8f-ldj
title: Xyris capensis Thunb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1ln-ezw-g6z
title: Xyris caroliniana Walter

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4d3-zd7-ylm
title: Xyris caroliniana Walter

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4p2-l5l-kgh
title: Tradescantia geniculata Jacq.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cky-nhp-26x
title: Xyris torta Sm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mt1-tyn-8cn
title: Eriocaulon aquaticum (Hill) Druce

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xbz-d2p-st4
title: Xyris torta Sm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hky-6l6-dq9
title: Ranunculus spicatus Desf.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ngd-ldg-370
title: Helleborus viridis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nr0-7gm-53g
title: Eriocaulon aquaticum (Hill) Druce

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vf0-785-3q0
title: Eriocaulon aquaticum (Hill) Druce

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y54-2pc-twq
title: Eriocaulon sexangulare L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7dm-nca-3wy
title: Fumana thymifolia (L.) Spach ex Webb

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9a1-gh9-a60
title: Eriocaulon aquaticum (Hill) Druce

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rhx-prq-l62
title: Eriocaulon aquaticum (Hill) Druce

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qmd-sfr-zqw
title: Leiothrix vivipara (Bong.) Ruhland

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vpb-wn2-w0y
title: Eriocaulon aquaticum (Hill) Druce

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/40b-419-5h9
title: Eriocaulon repens Lam.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4m4-p4c-ldv
title: Viola nebrodensis C. Presl

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vrt-sr1-kcd
title: Eriocaulon aquaticum (Hill) Druce

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/frs-ds1-5vm
title: Viola nebrodensis C. Presl

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/e5r-2f5-q10
title: Frankenia laevis subsp. laevis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ll2-he9-gyn
title: Gypsophila arrostii Guss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/gmbztjvbmd.1
title: The contribution of fine-grained exposure to flood risk assessment along the Niger River

description: The dataset contains information used for flood risk assessment (FRA) along 58 km of the Niger River upstream of the city of Niamey. We hypothesised that a more detailed definition of assets exposed to flooding than that provided by standard flood risk assessments (FRA) developed in low- and medium-income economies would facilitate risk management. The dataset comprises five shapefiles, two data tables, and two tables of information related to the reference FRAs in low- and middle-income economies, published between 2016 and 2025. 
The shape files contain: (i) Crops, (ii) Buildings, (iii) Guinean floodplain with 2, 5, 10, 30, 100 years of return period, and (iv) Local floodplain with 2, 5, 10, 30, 100 years of return period. 
The data tables concern: (i) Sixty-three flood-prone settlements according to the return period and floodable buildings, and (ii) flood risk in monetary terms (EUR) according to the probability of occurrence.
The information tables concern: (i) forty river FRAs in low- to middle-income economies, 2016-2025, and (ii) risk mapping implications based on forty river FRAs in low- to middle-income economies, 2016-2025.
DOI: 10.3535/m1d-rcl-j6g
title: Silene fruticosa L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pf3-nj6-kfw
title: Eriocaulon lanceolatum Miq. ex Körn.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/7jh83xb5vz
title: Chemical speciation of mercury and concentrations of thiol functional groups at outer and inner cell membrane surfaces of Geobacter sulfurreducens

description: Excel-file with all the data for figures 1-2 in the main text and figure 3-11 in the supplementary materials
DOI: 10.3535/4ml-65d-4t5
title: Paepalanthus amoenus (Bong.) Körn.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lmd-a42-8f8
title: Silene fuscata Brot.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rhw-73h-2r6
title: Eriocaulon brownianum Mart.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/7jh83xb5vz.1
title: Chemical speciation of mercury and concentrations of thiol functional groups at outer and inner cell membrane surfaces of Geobacter sulfurreducens

description: Excel-file with all the data for figures 1-2 in the main text and figure 3-11 in the supplementary materials
DOI: 10.3535/hnf-4ja-ypv
title: Silene vulgaris (Moench) Garcke

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qet-ep1-4yn
title: Eriocaulon polyanthum Bong.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/eyk-a09-2pn
title: Eriocaulon decangulare L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x5e-y9k-45v
title: Syngonanthus anthemidiflorus (Bong.) Ruhland

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/cm83x7wvv4
title: DEI Study data

description: These data were collected for a study on the impact of diversity, equity, and inclusion (DEI) on employee outcomes.
DOI: 10.3535/mcc-9nk-lxg
title: Ononis ramosissima Desf.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wwq-tqx-2p8
title: Medicago lupulina L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/cm83x7wvv4.1
title: DEI Study data

description: These data were collected for a study on the impact of diversity, equity, and inclusion (DEI) on employee outcomes.
DOI: 10.3535/3e7-8rh-w2q
title: Eriocaulon quinquangulare subsp. quinquangulare

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/439-rdg-3a9
title: Leiothrix flavescens (Bong.) Ruhland

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yvn-l92-shx
title: Linum decumbens Desf.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4dd-dxn-m67
title: Paepalanthus Mart.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5rk-ryk-n5n
title: Eriocaulon africanum Hochst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/e7x-asr-tfh
title: Micromeria juliana (L.) Benth. ex Rchb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wb1-wqs-9w5
title: Restio paniculatus Rottb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/n73cyx89gs.1
title: Replication package for "Why Does Options Market Information Predict Stock Returns?" by Muravyev, Pearson, and Pollet

description: This replication package includes the necessary code and data to generate the Tables and Figures in the "Why Does Options Market Information Predict Stock Returns?" paper by Dmitriy Muravyev, Neil D. Pearson, and Joshua M. Pollet, forthcoming in the Journal of Financial Economics. 
Please read README.txt for details.
Abstract: Several influential studies show that transformations of implied volatilities calculated from options prices predict stock returns. This predictability is puzzling because market participants readily observe options prices. We find that this predictability is consistent with implied volatilities reflecting stock borrow fees that are known to predict stock returns. We derive a formula relating the option-implied volatility spread to the borrow fee. Motivated by this relation, we show that the return predictability from implied volatility spread and skew decreases by at least two-thirds if high-fee stocks are excluded. The patterns for other predictors computed from option implied volatilities are similar.
DOI: 10.3535/a70-qh6-9a8
title: Micromeria graeca subsp. fruticulosa (Bertol.) Guinea

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mfs-w9a-bj6
title: Plantago coronopus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/r0g-9sn-v25
title: Plantago subulata L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/awt-em7-hx9
title: Coris monspeliensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rx5-a97-qgy
title: Thymus richardii subsp. nitidus (Guss.) Jalas

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/3mtdhrwgfr
title: JujubeBruiseNet: A Dataset for Bruise Detection in Ziziphus mauritiana

description: This dataset contains images of Ziziphus mauritiana (jujube) categorized into Healthy and Bruised.The dataset is curated for bruise detection and classification using computer vision techniques. It includes both original and augmented images, making it suitable for deep learning applications.

Dataset Composition:
Original Dataset:
Healthy: 732 images
Bruised: 732 images

Augmented Dataset:
Healthy: 2,928 images
Bruised: 2,928 images
Total Images: 7,320

File Format: JPG/PNG (Specify based on your dataset)

Potential Applications:
Computer vision-based bruise detection
Quality assessment of jujube fruits
Deep learning model training for agricultural product classification
DOI: 10.3535/cnz-q5e-m5f
title: Acis autumnalis (L.) Sweet

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gq1-8fp-kpy
title: Anacamptis papilionacea (L.) R.M.Bateman, Pridgeon & M.W.Chase

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pt7-ypa-7qr
title: Crocus longiflorus Raf.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/3mtdhrwgfr.5
title: JujubeBruiseNet: A Dataset for Bruise Detection in Ziziphus mauritiana

description: This dataset contains images of Ziziphus mauritiana (jujube) categorized into Healthy and Bruised.The dataset is curated for bruise detection and classification using computer vision techniques. It includes both original and augmented images, making it suitable for deep learning applications.

Dataset Composition:
Original Dataset:
Healthy: 732 images
Bruised: 732 images

Augmented Dataset:
Healthy: 2,928 images
Bruised: 2,928 images
Total Images: 7,320

File Format: JPG/PNG (Specify based on your dataset)

Potential Applications:
Computer vision-based bruise detection
Quality assessment of jujube fruits
Deep learning model training for agricultural product classification
DOI: 10.3535/bj2-5sk-6my
title: Achyranthes aspera L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ydh-hwj-v4n
title: Xyris jupicai Rich.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1x3-r9c-xrc
title: Prospero autumnale (L.) Speta

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zf2-a2a-nvr
title: Schoenus nigricans L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3az-8dc-cgs
title: Prospero obtusifolium (Poir.) Speta

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/a5b-249-m2x
title: Xyris torta Sm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6l7-lke-9xx
title: Carex flacca subsp. flacca

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qlb-6mh-mlm
title: Eriocaulon L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6cc-a7c-avx
title: Eriocaulon L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/erp-cx2-ck4
title: Carex hispida Willd. ex Schkuhr

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8gd-szq-rsj
title: Isolepis setacea (L.) R.Br.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dcv-y0p-t2e
title: Eriocaulon L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gl4-avz-jyn
title: Scirpoides holoschoenus (L.) Soják

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/84v-vjj-r9j
title: Eriocaulon L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8w6-3ne-pe7
title: Eriocaulon sexangulare L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.