cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.mv7axb
title: Occurrence Download

description: A dataset containing 18294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spondylis buprestoides (Linnaeus, 1758)",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 18294 records from 374 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113010-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/en1-9w2-b4x
title: Anadendrum Schott

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.r9r4h5
title: Occurrence Download

description: A dataset containing 546 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Ecosystem biomonitoring with eDNA: metabarcoding across the tree of life in a tropical marine environment"
 ]
}

 The dataset includes 546 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113013-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ame-cwd-38b
title: Pyrus communis subsp. communis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p3y-qdr-vcc
title: Pyrus communis subsp. caucasica (Fed.) Browicz

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bqp-b6g-8jq
title: Pyrus communis subsp. communis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/evd-hs4-743
title: Pyrus communis subsp. communis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6yn-k88-yvx
title: Adinandra caudata Gagnep. ex Kobuski

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zag-al8-tx1
title: Symplocaceae Desf.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xr9-nm8-hvs
title: Achillea filipendulina Lam.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nne-3hj-ww6
title: Plantago asiatica L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xsc-fz6-4mj
title: Decaspermum parviflorum (Lam.) A. J. Scott

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/95x-9xg-xdb
title: Syzygium Gaertn.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y2m-c96-txy
title: Christisonia Gardner

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rql-v8b-xnf
title: Callicarpa L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/45z-3hj-bt4
title: Callicarpa L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xhl-g7g-tqj
title: Polygala karensium Kurz

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3sc-t63-k33
title: Callicarpa L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/93g-k6x-99v
title: Eurya japonica Thunb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7vf-4k0-lh3
title: Iljinskaea planisiliqua (Fisch. & C. A. Mey.) Al-Shehbaz, Özüdogru & D. A. German

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6r3-m9h-492
title: Convolvulaceae Juss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/f1c-ak1-msf
title: Connarus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.w3zdrg
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventory of Fish Taxa from Water eDNA Samples in the Capim River Basin (Pará, Brazil)"
 ]
}

 The dataset includes 78 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113014-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/835-dkb-4jm
title: Melastomataceae Juss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9ez-xcp-r2k
title: Derris Lour.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/592-wg5-ba4
title: Erigeron sumatrensis Retz.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pyq-d6a-lxc
title: Melastoma L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4p3-sy4-ab1
title: Vernonia Schreb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ae5-bqb-18h
title: Fabaceae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zn1-ct3-0bz
title: Maesa Forssk.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.21227/e91d-h119
title: "The Impact of Digital Technology Concentration on Corporate Innovation  reasch--data"

description: "Digital transformation (DT) has become a cornerstone in reshaping business operations, profoundly influencing various industries and driving corporate innovation. While earlier studies have largely focused on the scale of DT, the role of digital technology portfolio composition characteristics such as digital technology concentration (DTC) in determining innovation remains less explored. Drawing on Resource-based View, this paper investigates the relationship between DTC and corporate innovation, drawing on data from Chinese A-share listed companies spanning 2007 to 2022. The analysis reveals that firms with a higher concentration of digital technologies demonstrate significantly enhanced corporate innovation, suggesting that a focused digital portfolio can be a powerful catalyst for innovation.To ensure the reliability of the findings, robustness checks were conducted using methods such as instrumental variable (IV) estimation and propensity score matching (PSM), confirming the robustness of the results. Mechanism analysis reveals that DTC drive corporate innovation by alleviating financial constraints, enhancing firms' absorptive capacity, fostering human capital, reducing transaction costs, and promoting digital transformation. Heterogeneity analysis highlights that the main effect is particularly significant in high-tech firms, technology-intensive industries, less heavily polluted industries, and regions with a well-developed digital economy, as well as in firms that are less capital- or labor-intensive.This research enriches the existing scholarship on digital transformation and innovation management, offering valuable insights and practical policy guidance to stimulate corporate innovation."
DOI: 10.15468/dl.9pcjfu
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dipterocarpus turbinatus C.F.Gaertn."
 ]
}

 The dataset includes 349 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004652-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15131/shef.data.28779341
title: Data and analysis code for Contextual Resources and Digital Attitudes (CResDA) Supporting Technology Acceptance: Measurement and Conceptual Validation

description: These are the data and analysis code for Contextual Resources and Digital Attitudes (CResDA) Supporting Technology Acceptance: Measurement and Conceptual Validation.<br><br>These items are uploaded on the basis of work completed by researchers in the Institute of Work Psychology which was funded by the Engineering and Physical Sciences Research Council and Made Smarter Foundation (EP/V061798/1).<br>To use the files, please read the README file first which familiarises the user with the variables intended for use in the analysis. The 'Analysis - Final' file contains the conducted analyses, whereas the 'Combined_all - Copy' file contains the anonymised data.
DOI: 10.15131/shef.data.28779341.v1
title: Data and analysis code for Contextual Resources and Digital Attitudes (CResDA) Supporting Technology Acceptance: Measurement and Conceptual Validation

description: These are the data and analysis code for Contextual Resources and Digital Attitudes (CResDA) Supporting Technology Acceptance: Measurement and Conceptual Validation.<br><br>These items are uploaded on the basis of work completed by researchers in the Institute of Work Psychology which was funded by the Engineering and Physical Sciences Research Council and Made Smarter Foundation (EP/V061798/1).<br>To use the files, please read the README file first which familiarises the user with the variables intended for use in the analysis. The 'Analysis - Final' file contains the conducted analyses, whereas the 'Combined_all - Copy' file contains the anonymised data.
DOI: 10.15468/dl.zv6ezz
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gracilinanus microtarsus (Wagner, 1842)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 181 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004655-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfg3v6
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Docynia indica (Colebr. ex Wall.) Decne."
 ]
}

 The dataset includes 205 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004653-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvne4e
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon vandykei Van Denburgh, 1906)"
 ]
}

 The dataset includes 192 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004656-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4f58r
title: Occurrence Download

description: A dataset containing 890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lampadena luminosa (Garman, 1899)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 890 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004654-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15244033
title: PhotoQualityDataset for DCCN
DOI: 10.5281/zenodo.15293854
title: Dataset for DCCN

description: Dataset Description

This archive contains training materials and a minimal dataset for image aesthetic quality assessment based on two widely-used datasets: AVA and CUHK-PQ.

1. AVA Dataset (Aesthetic Visual Analysis)





The AVA dataset consists of approximately 250,000 images, each annotated with a distribution of aesthetic scores (from 1 to 10).




In our experiments, we used the complete AVA dataset for training to achieve optimal performance.




However, due to the large file size (~30GB), it is not included in this archive.




Instead, we provide a minimal version of the dataset with around 30,000 selected images and a merged CSV file, which can be used for lightweight training and testing.




Please note that models trained on this smaller subset may perform worse than those trained on the full dataset.




You can download the full AVA dataset using this tool:https://github.com/imfing/ava_downloader



2. CUHK-PQ Dataset





The CUHK-PQ dataset is organized into two folders:





high/ – High aesthetic quality images




low/ – Low aesthetic quality images






The folder structure itself serves as ground truth labels, making the dataset straightforward to use in binary classification tasks.




In this project, the CUHK-PQ dataset was used to train and evaluate a binary aesthetic classifier.



Archive Contents





minimal_dataset_for_ava.csv – Combined label file for AVA subset (with train/val/test split)




AVA/ – Folder with selected AVA training images




README.md – Dataset usage instructions




A sample image showing the training result visualization
DOI: 10.5281/zenodo.15303098
title: Dataset for DCCN

description: Dataset Description

This archive contains training materials and a minimal dataset for image aesthetic quality assessment based on two widely-used datasets: AVA and CUHK-PQ.

1. AVA Dataset (Aesthetic Visual Analysis)





The AVA dataset consists of approximately 250,000 images, each annotated with a distribution of aesthetic scores (from 1 to 10).




In our experiments, we used the complete AVA dataset for training to achieve optimal performance.




However, due to the large file size (~30GB), it is not included in this archive.




Instead, we provide a minimal version of the dataset with around 30,000 selected images and a merged CSV file, which can be used for lightweight training and testing.




Please note that models trained on this smaller subset may perform worse than those trained on the full dataset.




You can download the full AVA dataset using this tool:https://github.com/imfing/ava_downloader



2. CUHK-PQ Dataset





The CUHK-PQ dataset is organized into two folders:





high/ – High aesthetic quality images




low/ – Low aesthetic quality images






The folder structure itself serves as ground truth labels, making the dataset straightforward to use in binary classification tasks.




In this project, the CUHK-PQ dataset was used to train and evaluate a binary aesthetic classifier.



Archive Contents





minimal_dataset_for_ava.csv – Combined label file for AVA subset (with train/val/test split)




AVA/ – Folder with selected AVA training images




README.md – Dataset usage instructions




A sample image showing the training result visualization


result_ava.png – Sample visualization of model performance on the AVA dataset



result_pq.png – Sample visualization of model performance on the CUHK-PQ dataset
DOI: 10.15468/dl.h9qak7
title: Occurrence Download

description: A dataset containing 2237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Lithobates yavapaiensis (Platz & Frost, 1984))"
 ]
}

 The dataset includes 2237 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004657-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wyvjjk
title: Occurrence Download

description: A dataset containing 112652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer rubrum L."
 ]
}

 The dataset includes 112652 records from 296 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004645-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11613076
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.15468/dl.4dfsgw
title: Occurrence Download

description: A dataset containing 1249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.37124 28.92115,46.39148 28.92115,46.39148 48.92672,3.26577 46.92106,-4.65139 37.5956,-9.37124 28.92115))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gulosus aristotelis desmarestii (Payraudeau, 1826)"
 ]
}

 The dataset includes 1249 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004660-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gqqy8
title: Occurrence Download

description: A dataset containing 7395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((4.24467 50.75007,4.51014 50.75007,4.51014 50.94464,4.24467 50.94464,4.24467 50.75007))",
 "HasGeospatialIssue is false",
 "TaxonKey is Vespa velutina Lepeletier, 1836"
 ]
}

 The dataset includes 7395 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004658-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nkce3n
title: Occurrence Download

description: A dataset containing 4343 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allenrolfea Kuntze"
 ]
}

 The dataset includes 4343 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004659-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5255/ukda-sn-857787
title: Designing for Healthy Cognitive Ageing Project: Dementia-Supportive Home Environments Survey Data, 2023

description: The data archive holds results of an online survey of 356 people living with/affected by dementia or cognitive change. The survey was based on the Environments for Ageing and Dementia Design Assessment Tool of the Dementia Services Development Centre at the University of Stirling. The survey aimed to assess the extent to which existing homes lived in by people living with/affected by dementia contain or do not contain cognitively supportive design features. Respondents were sampled through existing organisations for people living with/affected by dementia, notably 'Join Dementia Research' and also through social media.
DOI: 10.5255/ukda-sn-857784
title: Designing for Healthy Cognitive Ageing Project: Professional Perspectives on Housing Data, 2021-2023

description: The aim of the data collection was to ascertain the views of professionals in the housing field about designing homes for healthy cognitive ageing. 22 professional were included in the study, recruited by snowball sampling. The data archive holds transcripts of 19 interviews with professionals in the housing field about their views on and experiences of designing homes for healthy cognitive ageing. One of these is a group interview with four participants. The archive also include an information sheet and consent form for participants and a topic guide for the interviews.
DOI: 10.15468/dl.u33hqc
title: Occurrence Download

description: A dataset containing 745 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Heptapleurum macrostachyum (Benth.) Scheff., Herniaria hirsuta var. hirsuta, Hieracium aequalifolium Wiinst., Hieracium amplexicaule subsp. spelaeum (Arv.-Touv.) Zahn, Hieracium barbelliceps Wiinst.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 745 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004661-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rrqkrt
title: Occurrence Download

description: A dataset containing 2257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Metachirus nudicaudatus (É.Geoffroy Saint-Hilaire, 1803)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2257 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004667-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjvpyw
title: Occurrence Download

description: A dataset containing 1161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon variolatus (Gilliams, 1818))"
 ]
}

 The dataset includes 1161 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004664-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.memw63
title: Occurrence Download

description: A dataset containing 803 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lampanyctus festivus Tåning, 1928",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 803 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004666-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p97shw
title: Occurrence Download

description: A dataset containing 4935 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.13206 27.83091,44.53272 27.83091,44.53272 50.13307,-8.13206 50.13307,-8.13206 27.83091))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hydrobates pelagicus melitensis (Schembri, 1843)"
 ]
}

 The dataset includes 4935 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004665-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e153541
title: Prostitution Policy Worldwide: A Scoping Review

description: This dataset contains a scoping review of the field of prostitution policy worldwide.
DOI: 10.3886/e153541v1-176721
title: Prostitution Policy Worldwide: A Scoping Review

description: This dataset contains a scoping review of the field of prostitution policy worldwide.
DOI: 10.5281/zenodo.15303036
title: Upper airway data in Indian population

description: This datasheet contains data for the upper airway length and teeth to phalangeal wall data in the Indian population
DOI: 10.5281/zenodo.15303037
title: Upper airway data in Indian population

description: This datasheet contains data for the upper airway length and teeth to phalangeal wall data in the Indian population