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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.061827 -34.736305, 148.061827 -34.738551, 148.068565 -34.738551, 148.068565 -34.736305, 148.061827 -34.736305))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061115-240626123714530/datasets/export for details.
DOI: 10.15468/dl.r2q99q
title: Occurrence Download

description: A dataset containing 162736354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Occurrence evidence)",
 "Continent is Europe",
 "Year 1950-2000"
 ]
}

 The dataset includes 162736354 records from 3521 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061109-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33hkh2
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gladiolus benguellensis Baker",
 "Continent is Africa"
 ]
}

 The dataset includes 57 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000150-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9yhwnnxddk.1
title: Free Flow Over Partially Contracted Triangular-Notch Thin-Plate Weir

description: The experimental data were obtained using a thin-plate weir (TPW) with a triangular notch at an angle of α=20.23∘, where the weir height P was level with the approach channel bottom. Measurements focused on water levels Zh in the plane of symmetry(at 𝑦=0.000 m) with an approach channel head hU=0.180 m, across different channel widths B(0.064 m, 0.100 m, 0.200 m, 0.300 m, and 0.500 m). Froude (FrU) and Reynolds (ReU) numbers were calculated at various discharge rates Q within the ranges 0.030≤FrU≤0.286 and 7156≤ReU≤67526, confirming subcritical, turbulent flow (FrU &lt; 0.5). Water levels were measured at 10 positions x in the approach channel using a digital point gauge with 0.01 mm resolution, with each reading averaged over 180 seconds (allowable fluctuation ±0.1 mm). Discharges were recorded with an electromagnetic flow meter (DN50), and measurements were conducted under non-aerated conditions for accurate assessment.The velocity field was measured only for the case B = 0.500 m and hU = 0.180 m. Measured were the horizontal velocity components vx,y in horizontal plane z = 0.150 m, the longitudinal velocity components vx in vertical plane y = 0.000 m (plane of longitudinal symmetry) and the longitudinal velocity components vx in transverse plane x = −0.360 m (cross-section U). Also data for CFD simulations are included.
DOI: 10.17632/t53myhzwdk.1
title: Characteristics of Inorganic Carbon Pool Changes in Mu us Sandy Land

description: The data illustrates the characteristics of changes in total inorganic carbon and inorganic carbon in different soil particles during vegetation restoration in desert areas, as well as changes in physical and chemical factors.
DOI: 10.5281/zenodo.12605479
title: The Klarna Product-Page Dataset

description: Description


The Klarna Product Page Dataset is a dataset of publicly available pages corresponding to products sold online on various e-commerce websites. The dataset contains offline snapshots of 51,701 product pages collected from 8,175 distinct merchants across 8 different markets (US, GB, SE, NL, FI, NO, DE, AT) between 2018 and 2019. On each page, analysts labelled 5 elements of interest: the price of the product, its image, its name and the add-to-cart and go-to-cart buttons (if found). These labels are present in the HTML code as an attribute called klarna-ai-label taking one of the values: Price, Name, Main picture, Add to cart and Cart.

The snapshots are available in 3 formats: as MHTML files (~24GB), as WebTraversalLibrary (WTL) snapshots (~7.4GB), and as screeshots (~8.9GB). The MHTML format is less lossy, a browser can render these pages though any Javascript on the page is lost. The WTL snapshots are produced by loading the MHTML pages into a chromium-based browser. To keep the WTL dataset compact, the screenshots of the rendered MTHML are provided separately; here we provide the HTML of the rendered DOM tree and additional page and element metadata with rendering information (bounding boxes of elements, font sizes etc.). The folder structure of the screenshot dataset is identical to the one the WTL dataset and can be used to complete the WTL snapshots with image information. For convenience, the datasets are provided with a train/test split in which no merchants in the test set are present in the training set.



Corresponding Publication


For more information about the contents of the datasets (statistics etc.) please refer to the following TMLR paper.

GitHub Repository

The code needed to re-run the experiments in the publication accompanying the dataset can be accessed here.

Citing

If you found this dataset useful in your research, please cite the paper as follows:



@article{hotti2024the,
title={The Klarna Product Page Dataset: Web Element Nomination with Graph Neural Networks and Large Language Models},
author={Alexandra Hotti and Riccardo Sven Risuleo and Stefan Magureanu and Aref Moradi and Jens Lagergren},
journal={Transactions on Machine Learning Research},
issn={2835-8856},
year={2024},
url={https://openreview.net/forum?id=zz6FesdDbB},
note={}
}
DOI: 10.5281/zenodo.12605480
title: The Klarna Product-Page Dataset

description: Description


The Klarna Product Page Dataset is a dataset of publicly available pages corresponding to products sold online on various e-commerce websites. The dataset contains offline snapshots of 51,701 product pages collected from 8,175 distinct merchants across 8 different markets (US, GB, SE, NL, FI, NO, DE, AT) between 2018 and 2019. On each page, analysts labelled 5 elements of interest: the price of the product, its image, its name and the add-to-cart and go-to-cart buttons (if found). These labels are present in the HTML code as an attribute called klarna-ai-label taking one of the values: Price, Name, Main picture, Add to cart and Cart.

The snapshots are available in 3 formats: as MHTML files (~24GB), as WebTraversalLibrary (WTL) snapshots (~7.4GB), and as screeshots (~8.9GB). The MHTML format is less lossy, a browser can render these pages though any Javascript on the page is lost. The WTL snapshots are produced by loading the MHTML pages into a chromium-based browser. To keep the WTL dataset compact, the screenshots of the rendered MTHML are provided separately; here we provide the HTML of the rendered DOM tree and additional page and element metadata with rendering information (bounding boxes of elements, font sizes etc.). The folder structure of the screenshot dataset is identical to the one the WTL dataset and can be used to complete the WTL snapshots with image information. For convenience, the datasets are provided with a train/test split in which no merchants in the test set are present in the training set.



Corresponding Publication


For more information about the contents of the datasets (statistics etc.) please refer to the following TMLR paper.

GitHub Repository

The code needed to re-run the experiments in the publication accompanying the dataset can be accessed here.

Citing

If you found this dataset useful in your research, please cite the paper as follows:



@article{hotti2024the,
title={The Klarna Product Page Dataset: Web Element Nomination with Graph Neural Networks and Large Language Models},
author={Alexandra Hotti and Riccardo Sven Risuleo and Stefan Magureanu and Aref Moradi and Jens Lagergren},
journal={Transactions on Machine Learning Research},
issn={2835-8856},
year={2024},
url={https://openreview.net/forum?id=zz6FesdDbB},
note={}
}
DOI: 10.15468/dl.ng9nzp
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Panthera uncia (Schreber, 1775)"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000152-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27628698
title: pancreatic cancer.zip

description: pancreatic cancer<br><br>
DOI: 10.6084/m9.figshare.27628698.v1
title: pancreatic cancer.zip

description: pancreatic cancer<br><br>
DOI: 10.15468/dl.rjuc3n
title: Occurrence Download

description: A dataset containing 1250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gladiolus dalenii subsp. dalenii",
 "Continent is Africa"
 ]
}

 The dataset includes 1250 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000153-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vew8ns
title: Occurrence Download

description: A dataset listing the 33727 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Insecta"
 ]
}

 The dataset's 33727 records were derived from 867 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000099-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10807653
title: Development of a desorption electrospray ionization –multiple-reaction-monitoring mass spectrometry (DESI-MRM) workflow for spatially mapping oxylipins in pulmonary tissue

description: Data from desorption electrospray ionization mass spectrometry – multiple-reaction-monitoring mass spectrometry (DESI-MRM) analysis of oxylipins in guinea pig lung tissue following in vivo exposure to house dust mite extract.

Data are provided as Waters *.raw data folders, each incuding an 'Analyte .txt' file, which is generated from processing within MassLynx (Waters). The 'ion_library.txt' file includes details about the MRM transitions and is required for processing the data with quantMSImageR (https://github.com/targeted-lipidomics/quantMSImageR).
DOI: 10.5281/zenodo.10807654
title: Development of a desorption electrospray ionization –multiple-reaction-monitoring mass spectrometry (DESI-MRM) workflow for spatially mapping oxylipins in pulmonary tissue

description: Data from desorption electrospray ionization mass spectrometry – multiple-reaction-monitoring mass spectrometry (DESI-MRM) analysis of oxylipins in guinea pig lung tissue following in vivo exposure to house dust mite extract.

Data are provided as Waters *.raw data folders, each incuding an 'Analyte .txt' file, which is generated from processing within MassLynx (Waters). The 'ion_library.txt' file includes details about the MRM transitions and is required for processing the data with quantMSImageR (https://github.com/targeted-lipidomics/quantMSImageR).
DOI: 10.17632/z8csg9y9x5.1
title: Players_GPS_Data_WC_women

description: Dataset used for the analysis of the paper "Match Physical Responses of International Female Cerebral Palsy Football Players According to Sport Classes".
DOI: 10.17632/zw366xjg6h.1
title: Effectiveness of the acceptance and commitment therapy for resilience promotion in a non-clinical sample: A randomized controlled and a pilot study

description: Pretest-posttest
DOI: 10.17632/vrk25hjhpy.1
title: Renewable Energy Companies

description: REnewable energy companies
DOI: 10.17632/68y6nvv4z9.1
title: itakura data sp500 and bitcoin

description: sp500 and bitcoin
DOI: 10.15468/dl.befm6r
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phyllomedusa azurea Cope, 1862",
 "Year 1979-2024"
 ]
}

 The dataset includes 41 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000155-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62zpwb
title: Occurrence Download

description: A dataset containing 6274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taraxacum Weber",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2023",
 "Country is Germany"
 ]
}

 The dataset includes 6274 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000154-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4a6h6
title: Occurrence Download

description: A dataset containing 6902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((104.97 20.8,105.56 20.8,105.56 21.21,104.97 21.21,104.97 20.8))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6902 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000156-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc13l0vk
title: CCDC 1030218: Experimental Crystal Structure Determination

description: Related Article: Abbas Farhadikoutenaei, Abdul Razak Ibrahim|2016|CSD Communication|||
description: Related Article: Abbas Farhadikoutenaei
|2016|Thesis|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.2hjdm9
title: Occurrence Download

description: A dataset listing the 80 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Honduras",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lycopodiopsida"
 ]
}

 The dataset's 80 records were derived from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000115-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e199265
title: Data and Code for: Loans for the "Little Fellow:" Credit, Crisis, and Recovery in the Great Depression

description: This paper identifies how bank branching benefited local economies during the Great Depression. Using archival data and narrative evidence, I show how Bank of America’s branch network in 1930s California created an internal capital market that diversified away local liquidity shortfalls, allowing the bank to maintain 49 percent higher credit growth from 1929 to 1933 than competing banks. The bank’s presence mitigated cites' property value contractions and strengthened their recovery through 1940. Linked individual data show that the bank’s proximity to workers hastened the transition from agricultural employment to human-capital-intensive sectors in the 1930s, generating structural change and higher wages.<br>
description: These data constitute a longitudinal panel on cities, firms, banking offices, and households in California during the 1920s and 1930s.<br>.
DOI: 10.3886/e199265v1
title: Data and Code for: Loans for the "Little Fellow:" Credit, Crisis, and Recovery in the Great Depression

description: This paper identifies how bank branching benefited local economies during the Great Depression. Using archival data and narrative evidence, I show how Bank of America’s branch network in 1930s California created an internal capital market that diversified away local liquidity shortfalls, allowing the bank to maintain 49 percent higher credit growth from 1929 to 1933 than competing banks. The bank’s presence mitigated cites' property value contractions and strengthened their recovery through 1940. Linked individual data show that the bank’s proximity to workers hastened the transition from agricultural employment to human-capital-intensive sectors in the 1930s, generating structural change and higher wages.<br>
description: These data constitute a longitudinal panel on cities, firms, banking offices, and households in California during the 1920s and 1930s.<br>.
DOI: 10.15468/dl.3ytgvz
title: Occurrence Download

description: A dataset containing 1053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gladiolus gregarius Welw. ex Baker",
 "Continent is Africa"
 ]
}

 The dataset includes 1053 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000159-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rd2cg
title: Occurrence Download

description: A dataset containing 6274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taraxacum Weber",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2023",
 "Country is Germany"
 ]
}

 The dataset includes 6274 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000157-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27629160
title: <b>Performance Developments in Football: Women’s World Cup (2019-2023)</b>

description: This is a data set of technical event data performance during the 2019 and 2023 FIFA Women's World Cup tournaments used for the article "<b>Performance Developments in Football: Women’s World Cup (2019-2023)"</b>
DOI: 10.34740/kaggle/ds/8530935
title: Staphylococcus aureus MALDI-TOF for AST
DOI: 10.17028/rd.lboro.14672901
title: Female Olympic and Paralympic athletes’ experiences of pregnancy: Interview Transcripts

description:  UK Sport commissioned research with Loughborough University into athletes’ experiences of pregnancy, with the aim of providing further guidance about how athletes should be supported through pregnancy and post-childbirth.
<strong>Research Questions:</strong>
The research was designed to document female Olympic and Paralympic athletes’ experiences of pregnancy whilst on, or recently retired from, WCP. Three main research questions structured the focus of the research. These were: 
· What factors contribute to decision making around pregnancy whilst on a WCP for athletes? 
· What challenges and concerns do athletes face throughout their pregnancy and postpartum? 
· What were athletes’ experiences of support from NGBs during pregnancy and post-partum, and how could this be improved? 
<strong>Research Design and Method:</strong>
The research employed a qualitative research design with semi-structured interviews as the method for data collection. Athletes were recruited via advertising the study on social media, via the BAC and EIS, and via emails detailing the study which were sent to current WCP athletes and those who had recently retired (within the last 3 years). 13 athletes expressed an interest in the study, of which interviews were conducted with 10 athletes between January to May 2021. The athletes included in the sample were from Olympic (n=5) and Paralympic (n=5) sports and had either experienced pregnancy (n=4) or were considering pregnancy (n=6) whilst on WCP. 
<strong>Data Analysis:</strong>
Interviews were audio recorded and transcribed verbatim before undergoing a form of qualitative thematic analysis. Data analysis procedures were followed throughout the process to enhance the empirical adequacy and descriptive validity. Interviews lasted on average 90 minutes.
DOI: 10.15468/dl.4tbyvp
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizodon platae (Garman, 1890)"
 ]
}

 The dataset includes 25 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011670-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5xdjdu
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Polystichum habaense Ching & H.S.Kung"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048544-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gf1sfa
title: Occurrence Download

description: A dataset containing 217 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Teucrium charidemi Sandwith"
 ]
}

 The dataset includes 217 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000422-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppn4b7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cygnus equitum (Bate, 1916)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052745-210914110416597/datasets/export for details.
DOI: 10.15468/dl.svm6yq
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is December",
 "Year 2017-2017",
 "StateProvince is XIZANg",
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is China"
 ]
}

 The dataset includes 193 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018173-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkkp4g
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Polystichum duthiei (C.Hope) C.Chr."
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048542-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.