cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6861723
title: IT-SNOW: a 500-m snow reanalysis for Italy blending modeling, in-situ data, and satellite observations - v0 TEST September 2009

description: IT-SNOW is a serially complete and multi-year snow reanalysis for Italy. The dataset includes 500-m, daily maps of Snow Water Equivalent (SWE), snow depth (HS), bulk-snow density (RhoS), and liquid water content (Theta_W). Data are organized in monthly netCDF files, each providing time and lat/lon information for georeference. Units are as follows: HS is in cm, SWE is in mm w.e., RhoS is in kg/m3, and Theta_W is in %. Note that maps are instantaneous snapshots at 11AM UTC, here assumed as representative values for the day. As the output of an operational chain employed in real-world civil-protection applications (S3M Italy), IT-SNOW ingests input data from thousands of automatic weather stations, snow-covered-area maps from Sentinel 2, MODIS, and H-SAF products, and maps of snow depth from the spazialization of 350+ on-the-ground snow-depth sensors. Additional information are available in the following paper submitted to Earth System Science Data: "IT-SNOW: a 500-m snow reanalysis for Italy blending modeling, in-situ data, and satellite observations (2009-2021)", Francesco Avanzi et al., 2022. The initial time span of data is September 1, 2009 to August 31, 2021, with future updates envisaged on an annual basis. LICENSE INFORMATION IT-SNOW is distributed under a CC BY-NC 4.0 license. you are free to: 1. Share — copy and redistribute the material in any medium or format; <br> 2. Adapt — remix, transform, and build upon the material; under the following terms: a. Attribution — You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.<br> b. NonCommercial — You may not use the material for commercial purposes. <br> DATA ARE PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THESE DATA, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. For details about the CC BY-NC 4.0 license, see: https://creativecommons.org/licenses/by-nc/4.0/deed.en
DOI: 10.5281/zenodo.11468260
title: Wonderbread: A Benchmark for Business Process Management Tasks

description: Dataset for the paper: Do Multimodal Foundation Models Understand Enterprise Workflows? A Benchmark for Business Process Management Tasks
DOI: 10.5281/zenodo.11479476
title: Wonderbread: A Benchmark for Business Process Management Tasks

description: Dataset for the paper: Do Multimodal Foundation Models Understand Enterprise Workflows? A Benchmark for Business Process Management Tasks
DOI: 10.5281/zenodo.12671568
title: WONDERBREAD: A Benchmark + Dataset for Business Process Management (BPM) Tasks

description: Paper: WONDERBREAD: A Benchmark for Evaluating Multimodal Foundation Models on Business Process Management Tasks

Background

The WONDERBREAD dataset contains 2,928 human demonstrations of 598 web navigation workflows across 6 types of BPM tasks. These tasks measure the ability of a model to generate accurate documentation, assist in knowledge transfer, and improve  the effeciency of workflows.

Please see our website for more details: https://wonderbread.stanford.edu/

Quick Start

To start, download debug_demos.zip (~1 GB). It contains a subset of 24 demonstrations which can give you a sense of how the dataset is structured.

To reproduce the paper, download gold_demos.zip (~33 GB). It contains 724 demonstrations corresponding to the 162 "Gold" tasks which were used for all the evaluations in the original paper.

To obtain the full dataset, download demos.zip (~133 GB). This contains all 2,928 demonstrations and can be used for training, fine-tuning, and evaluating models.

Dataset Structure

The dataset contains several files, defined below.



Raw Data (useful for training/fine-tuning/evaluation)



debug_demos.zip -- a subset of only 24 demonstrations taken from the full dataset. Useful to get a sense of the dataset and for debugging.

gold_demos.zip -- a subset of only 724 demonstrations corresopnding to the 162 "Gold" tasks. This is the dataset that was used for all evaluations in the original WONDERBREAD paper.

demos.zip -- all 2,928 demonstrations across 598 tasks. Useful for training your own models.



Evaluation (useful for evaluation)



qa_dataset.csv -- contains all 120 questions and ground truth answers used in the "Knowlege Transfer" evaluation.

df_rankings.csv -- contains the rankings of all "Gold" tasks used in the "SOP Ranking" evaluation.



Metadata (can be safely ignored)



Process Mining Task Demonstrations.xlsx -- maps human annotators to specific demonstrations; also contains "Gold" task rankings used in the "SOP Ranking" evaluation.

metadata.json -- maps Google Drive URLs to Google Drive Folder IDs to demonstration names

df_valid.csv -- tracks assets associated with each demonstration
DOI: 10.5281/zenodo.14090698
title: WONDERBREAD: A Benchmark + Dataset for Business Process Management (BPM) Tasks

description: Paper: WONDERBREAD: A Benchmark for Evaluating Multimodal Foundation Models on Business Process Management Tasks

Background

The WONDERBREAD dataset contains 2,928 human demonstrations of 598 web navigation workflows across 6 types of BPM tasks. These tasks measure the ability of a model to generate accurate documentation, assist in knowledge transfer, and improve  the effeciency of workflows.

Please see our website for more details: https://wonderbread.stanford.edu/

Quick Start

To start, download debug_demos.zip (~1 GB). It contains a subset of 24 demonstrations which can give you a sense of how the dataset is structured.

To reproduce the paper, download gold_demos.zip (~33 GB). It contains 724 demonstrations corresponding to the 162 "Gold" tasks which were used for all the evaluations in the original paper.

To obtain the full dataset, download demos.zip (~133 GB). This contains all 2,928 demonstrations and can be used for training, fine-tuning, and evaluating models.

Dataset Structure

The dataset contains several files, defined below.



Raw Data (useful for training/fine-tuning/evaluation)



debug_demos.zip -- a subset of only 24 demonstrations taken from the full dataset. Useful to get a sense of the dataset and for debugging.

gold_demos.zip -- a subset of only 724 demonstrations corresopnding to the 162 "Gold" tasks. This is the dataset that was used for all evaluations in the original WONDERBREAD paper.

demos.zip -- all 2,928 demonstrations across 598 tasks. Useful for training your own models.



Modality-Specific Subsets of Raw Data (useful for specific types of training/fine-tuning/evaluation)



gold_demos_sop_only.zip (1 MB)-- only the SOP text files for the 724 demonstrations in the "Gold" tasks.

gold_demos_sop_and_trace_only.zip (190 MB) -- only the SOP text files and action trace .json files for the 724 demonstrations in the "Gold" tasks.

gold_demos_sop_and_trace_and_screenshots_only.zip (6 GB) -- only the SOP text files and action trace .json files and screenshot images for the 724 demonstrations in the "Gold" tasks

demos_sop_only.zip (XXXX GB)-- only the SOP text files for all 2,928 demonstrations

demos_sop_and_trace_only.zip (XXXX GB)-- only the SOP text files and action trace .json files for all 2,928 demonstrations

demos_sop_and_trace_and_screenshots_only.zip (XXXX GB)-- only the SOP text files and action trace .json files and screenshot images for all 2,928 demonstrations



Evaluation (useful for evaluation)



qa_dataset.csv -- contains all 120 questions and ground truth answers used in the "Knowlege Transfer" evaluation.

df_rankings.csv -- contains the rankings of all "Gold" tasks used in the "SOP Ranking" evaluation.



Metadata (can be safely ignored)



Process Mining Task Demonstrations.xlsx -- maps human annotators to specific demonstrations; also contains "Gold" task rankings used in the "SOP Ranking" evaluation.

metadata.json -- maps Google Drive URLs to Google Drive Folder IDs to demonstration names

df_valid.csv -- tracks assets associated with each demonstration
DOI: 10.5281/zenodo.14081572
title: EBAII n1 scRNAseq : Integration data

description: These 2 RDS files correspond to two samples (GSM4861193, GSM4861194) from Paiva et al data (GSE160135).

Both were processed the same way using Seurat (QC, doublets, filtering, cell cycle estimation, LogNormalization, scaling and %ribo regression)

Both were halved for their cell number, through random downsampling, using the seed 1337.
DOI: 10.5281/zenodo.14094654
title: EBAII n1 scRNAseq : Integration data

description: These 2 RDS files correspond to two samples (GSM4861193, GSM4861194) from Paiva et al data (GSE160135).

Both were processed the same way using Seurat up to QC and cell doublets filtering.

Both were halved for their cell number, through random downsampling, using the seed 1337.
DOI: 10.5281/zenodo.14094392
title: Enhanced Ice Nucleation Activity by Metal Elements and Secondary Aerosols in Polluted Urban Atmosphere
DOI: 10.5281/zenodo.14094393
title: Enhanced Ice Nucleation Activity by Metal Elements and Secondary Aerosols in Polluted Urban Atmosphere
DOI: 10.5281/zenodo.14081571
title: EBAII n1 scRNAseq : Integration data

description: These 2 RDS files correspond to two samples (GSM4861193, GSM4861194) from Paiva et al data (GSE160135).

Both were processed the same way using Seurat up to QC and cell doublets filtering.

Both were halved for their cell number, through random downsampling, using the seed 1337.
DOI: 10.5281/zenodo.14094752
title: EBAII n1 scRNAseq : Integration data

description: These 2 RDS files correspond to two samples (GSM4861193, GSM4861194) from Paiva et al data (GSE160135).

Both were processed the same way using Seurat up to QC and cell doublets filtering.

Both were halved for their cell number, through random downsampling, using the seed 1337.
DOI: 10.5281/zenodo.14094542
title: Dataset for "Sustainable Disposal and End-of-Life Treatment of Battery Energy Storage Systems: An Environmental and Economic Case Study"

description: This study investigates the environmental and economic impacts of end-of-life (EOL) treatment for a 2.8 MWh/2.5 MW battery energy storage system (BESS) based on lithium-ion batteries (LIBs). It focuses on recycling pre-treatment processes for battery systems and recycling procedures for components like cooling systems, fire extinguishing systems, inverters, and the reuse of BESS containers and substations. A life cycle assessment (LCA) was employed to evaluate key environmental impacts, including climate change, eutrophication, and resource use. The study reveals substantial environmental benefits, particularly from recovering secondary materials like aluminium and copper, with recycling pre-treatment contributing significantly to overall benefits. Additionally, the economic analysis projects profits, emphasizing the advantages of locally sourcing critical raw materials. The research highlights the need for more sustainable recycling practices and provides insights for improving environmental and economic strategies in BESS management, offering guidance for future research and policy development in battery waste processing.
DOI: 10.15468/dl.m83zy6
title: Occurrence Download

description: A dataset containing 1569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fissurellidae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1569 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010068-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5xuzk
title: Occurrence Download

description: A dataset containing 77671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (Spain, France)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lutra lutra (Linnaeus, 1758)"
 ]
}

 The dataset includes 77671 records from 738 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010062-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29e956
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Spain",
 "IucnRedListCategory is EN",
 "TaxonKey is Abies pinsapo Boiss."
 ]
}

 The dataset includes 111 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223387-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rt3zsd
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepechiniella ferganensis Popov"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004129-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxyxg2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leeuwenia pasanii (Mukaigawa, 1912)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224695-220831081235567/datasets/export for details.
DOI: 10.15468/dl.7qgyn3
title: Occurrence Download

description: A dataset containing 8009 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vulpes vulpes (Linnaeus, 1758)",
 "Year is greater than 2022",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 8009 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004130-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfrk3a
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elampus bidens (Förster, 1853)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224676-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wupzyf
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scutellaria rubropunctata Hayata"
 ]
}

 The dataset includes 260 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121823-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzzb4r
title: Occurrence Download

description: A dataset containing 4164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 3ead5cf3-2840-482e-bbd9-76380825be63",
 "TaxonKey is Artiodactyla"
 ]
}

 The dataset includes 4164 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223392-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pjcth8
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scutellaria roseocyanea Epling"
 ]
}

 The dataset includes 18 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121818-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqbkdk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cheilosia shirakii Peck, 1985",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224677-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zb6cy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Philoponella prominens (Bösenberg & Strand, 1906)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224717-220831081235567/datasets/export for details.
DOI: 10.15468/dl.4eaykm
title: Occurrence Download

description: A dataset containing 413 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hippocrepis salzmannii Boiss. & Reut."
 ]
}

 The dataset includes 413 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247629-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwep3w
title: Occurrence Download

description: A dataset containing 353 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthurium lucens Standl."
 ]
}

 The dataset includes 353 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037927-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kx96x
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sesamum reniforme (Abels) Byng & Christenh."
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247609-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zevwvn
title: Occurrence Download

description: A dataset containing 2421 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tithonia diversifolia (Hemsl.) A.Gray"
 ]
}

 The dataset includes 2421 records from 192 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007517-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88mjwq
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracontomelon lenticulatum H.P.Wilk."
 ]
}

 The dataset includes 52 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025651-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cp5nnh
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aeschynanthus musaensis P.Woods"
 ]
}

 The dataset includes 20 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017466-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fiz7lb
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidodactylus planicauda Stejneger, 1905"
 ]
}

 The dataset includes 125 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007517-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ynzhx
title: Occurrence Download

description: A dataset containing 1265 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Lonchura spectabilis (P.L.Sclater, 1879)"
 ]
}

 The dataset includes 1265 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025549-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3th3t
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aeschynanthus littoralis (Merr.) Schltr."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017432-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bylwbl
title: Occurrence Download

description: A dataset containing 1023 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gastrotheca riobambae (Fowler, 1913)"
 ]
}

 The dataset includes 1023 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007521-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9gcaz
title: Occurrence Download

description: A dataset containing 2650 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Rhipidura cyaniceps (Cassin, 1855)"
 ]
}

 The dataset includes 2650 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025608-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.