cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28457222
title: <b>The Impact of Teacher Support on EFL Learners</b><b>’</b><b>Willingness to Engage in Human-AI Collaborative Writing</b>

description: Groundedin the integrated theoretical framework of the Stimulus - Organism - Response (S - O - R) model and the Technology Acceptance Model (TAM), the study proposes the impact mechanism of teacher support on EFL learners’ willingness to engage (WTE) in human - AI collaborative writing. The research involved 503 Chinese university EFL learners who had experienced a semester of AI - assisted writing instruction. Self - report questionnaires were utilized to measure the variables, and descriptive and regression analyses were performed to examine the relationships among them.The results reveal that perceived teacher support directly and positively influences EFL learners’ WTE in human - AI collaborative writing. It also indirectly affects WTE through the independent mediating roles of technology acceptance and task flow. Furthermore, technology acceptance and task flow exhibit a chain - mediating effect between perceived teacher support and WTE. These findings offer valuable insights for EFL acquisition and instruction in AI - based collaborative writing contexts.
DOI: 10.5281/zenodo.14904799
title: Linear Equation Image Dataset

description: Description:







The Linear Equation Image Dataset is designed to help solve high school-level algebraic problems using machine learning (ML). It provides extensive visual data, ideal for training models in equation recognition and solving.

 







Download Dataset

 









What’s New



Expanded Image Dataset: The dataset now contains over 30,000 images, covering a wide array of linear equations with varying complexities. The generation of equations follows multiple randomization techniques, ensuring diversity in the visual representation.

Data Diversity: Equations include both simple and complex forms, with some involving fractional coefficients, inequalities, or multi-variable formats to increase the challenge. The images also come in different resolutions, fonts, and formats (handwritten and digitally rendered) to further test ML algorithms’ robustness.


Possible Use Cases



Symbolic Equation Recognition: Train models to visually recognize equations and convert them into symbolic form.

Equation Solving: Create ML models capable of solving linear equations through image recognition.

Handwritten Recognition: Use this dataset for handwriting recognition, helping machines interpret handwritten linear equations.

Educational Tools: Develop AI tutors or mobile apps that assist students in solving linear equations by merely taking a photo of the problem.

Algorithm Training: Useful for those researching symbolic computation, this dataset allows for testing and improving various image-to-text and equation-solving algorithms.


Enhanced Research Opportunities

This dataset can be particularly useful for educational institutions, research teams, and AI developers focusing on enhancing problem-solving capabilities via machine learning and symbolic computation models.

This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.14904798
title: Linear Equation Image Dataset

description: Description:







The Linear Equation Image Dataset is designed to help solve high school-level algebraic problems using machine learning (ML). It provides extensive visual data, ideal for training models in equation recognition and solving.

 







Download Dataset

 









What’s New



Expanded Image Dataset: The dataset now contains over 30,000 images, covering a wide array of linear equations with varying complexities. The generation of equations follows multiple randomization techniques, ensuring diversity in the visual representation.

Data Diversity: Equations include both simple and complex forms, with some involving fractional coefficients, inequalities, or multi-variable formats to increase the challenge. The images also come in different resolutions, fonts, and formats (handwritten and digitally rendered) to further test ML algorithms’ robustness.


Possible Use Cases



Symbolic Equation Recognition: Train models to visually recognize equations and convert them into symbolic form.

Equation Solving: Create ML models capable of solving linear equations through image recognition.

Handwritten Recognition: Use this dataset for handwriting recognition, helping machines interpret handwritten linear equations.

Educational Tools: Develop AI tutors or mobile apps that assist students in solving linear equations by merely taking a photo of the problem.

Algorithm Training: Useful for those researching symbolic computation, this dataset allows for testing and improving various image-to-text and equation-solving algorithms.


Enhanced Research Opportunities

This dataset can be particularly useful for educational institutions, research teams, and AI developers focusing on enhancing problem-solving capabilities via machine learning and symbolic computation models.

This dataset is sourced from Kaggle.
DOI: 10.48323/4wfr1-cb669
title: Taxonomy and host range of Polymyxa graminis
DOI: 10.48323/rc3ss-kh469
title: Taxonomy and host range of Polymyxa graminis
DOI: 10.6084/m9.figshare.27134907
title: Spectral Reflectance, Needle Functional Traits, and SNP markers acquired in Scots pine seed orchards

description: The data include hyperspectral data from both needle-level (via spectroradiometer - ASD FieldSpec 4) and canopy-level (via UAVs), and needle functional traits (NFTs). We also include raw SNP data utilized for the realized relationship matrix that was used to estimate broad-sense heritability. Data was acquired in replicated clonal seed orchards.
DOI: 10.5281/zenodo.11274789
title: Geochemistry and Machine Learning: Methods and Benchmarking
DOI: 10.5281/zenodo.11274790
title: Geochemistry and Machine Learning: Methods and Benchmarking
DOI: 10.5281/zenodo.14904784
title: Geochemistry and Machine Learning: Methods and Benchmarking
DOI: 10.5281/zenodo.14904825
title: Examining the Riemann Hypothesis through the Symmetry and Divergence of the Riemann Zeta Function

description: Finished.
DOI: 10.5281/zenodo.14904826
title: Examining the Riemann Hypothesis through the Symmetry and Divergence of the Riemann Zeta Function

description: Finished.
DOI: 10.6084/m9.figshare.28016804
title: Expression data and differential expression analysis of <i>CDS2 </i>targeted SW837 and OMM2.5 xenografted cells

description: Expression assessment was done using Kallisto v0.51.1[PMID: 27043002] with ENSEMBLv103 annotation of the Human genome and differential expression analyses was perfomred using R4.4.1 and sleuth v0.30.1 [PMID: 28581496].This dataset contains two different folders :<b>1) kallisto:</b> contains a subfolder per sample with the results of the transcript quantifications perfomed with kallisto<b>2) expression_analysis</b>: contains three subfolders:<b>2.1) </b><b>cohort_tables:</b> with collated counts and TPM tables<b>2.2.) DE_results:</b> results from the differential expression analyses made with sleuth with respective .Rds files per comparison <b>2.3) overall_qc_figures:</b> qc plots
DOI: 10.5284/1126679
title: Data from Archaeological monitoring at Bickenhill, Solihull, West midlands, 2020-2023 (HS2 Phase One)

description: This collection comprises of images, CAD data, spreadsheets and site records from an archaeological mitigation conducted by Headland Archaeology on land at Bickenhill, Solihull during April and May 2022, in advance of this land being used for the construction of High Speed Rail 2.
DOI: 10.15468/dl.9pgwxd
title: Occurrence Download

description: A dataset containing 459 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Xylocopa violacea (Linnaeus, 1758)"
 ]
}

 The dataset includes 459 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000001-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mg3w5p
title: Occurrence Download

description: A dataset containing 26792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "TaxonKey is Asio flammeus (Pontoppidan, 1763)",
 "Year 2000-2025"
 ]
}

 The dataset includes 26792 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000000-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75yt5c
title: Occurrence Download

description: A dataset containing 9463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Netherlands",
 "TaxonKey is Microtus arvalis (Pallas, 1779)",
 "Year 2000-2025"
 ]
}

 The dataset includes 9463 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000003-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gshrm
title: Occurrence Download

description: A dataset containing 878 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.22354 51.63127,5.38656 51.63127,5.38656 51.73976,5.22354 51.73976,5.22354 51.63127))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Accipiter nisus (Linnaeus, 1758)"
 ]
}

 The dataset includes 878 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000004-250221090833381/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/10380332
title: JailbreakTracer Corpus
DOI: 10.34740/kaggle/dsv/10812490
title: Hacker News Cumulative Data
DOI: 10.15468/dl.csdadb
title: Occurrence Download

description: A dataset containing 164776 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Artportalen, Observations du Conservatoire botanique national du Bassin parisien., Florabank1 - A grid-based database on vascular plant distribution in the northern part of Belgium (Flanders and the Brussels Capital region), Dutch Vegetation Database, Données acquises par le Conservatoire botanique national du Bassin parisien et son réseau (bénévoles, associations, autres structures professionnelles) - Flore du Bassin parisien (CBNBP), Waarnemingen.be - Plant occurrences in Flanders and the Brussels Capital Region, Belgium, Danish government nature monitoring portal \"Danmarks Miljøportals Naturdatabase, INPN - Données flore des CBN agrégées par la FCBN)",
 "TaxonKey is Jacobaea vulgaris Gaertn."
 ]
}

 The dataset includes 164776 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000002-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/avke-wg59
title: smart manufacturing technology patents of china, 2010-2023

description: Data on the number of patents related to smart manufacturing technology. The data is sourced from the PatSnap patent database. The first part presents the number of patents for 39 smart manufacturing technologies, covering the period from 2010 to 2023. The spreadsheets from the second to the fortieth form contain relevant data for these 39 technologies, including the top 100 companies that hold the most patents in specific technology domains, as well as the granted numbers and citation counts of highly cited patents for each technology from 2010 to 2023.
DOI: 10.15468/dl.hdkuqv
title: Occurrence Download

description: A dataset containing 3565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-25.72405 46.51472,16.72405 46.51472,16.72405 63.48528,-25.72405 63.48528,-25.72405 46.51472))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Maerl indet",
 "Year 1970-2021"
 ]
}

 The dataset includes 3565 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000005-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjra78
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "FamilyKey is Fabaceae",
 "Country is Cameroon"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000006-250221090833381/datasets/export for details.
DOI: 10.15468/dl.s58jzs
title: Occurrence Download

description: A dataset containing 4737 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cunninghamia lanceolata (Lamb.) Hook."
 ]
}

 The dataset includes 4737 records from 305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004615-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmkmf5
title: Occurrence Download

description: A dataset containing 113016 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "TaxonKey is Bombus terrestris (Linnaeus, 1758)",
 "Year 1980-2025"
 ]
}

 The dataset includes 113016 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000008-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14904807
title: AMPERE Summary Plot Movies (2016-Apr)

description: 2016-Apr AMPERE summary plot movies. See included zenodo_summary_plot_movie_description document for details.
DOI: 10.5281/zenodo.14904808
title: AMPERE Summary Plot Movies (2016-Apr)

description: 2016-Apr AMPERE summary plot movies. See included zenodo_summary_plot_movie_description document for details.
DOI: 10.5281/zenodo.14904868
title: FLT
DOI: 10.5281/zenodo.14904869
title: FLT
DOI: 10.15468/dl.w9qrhx
title: Occurrence Download

description: A dataset containing 113016 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "TaxonKey is Bombus terrestris (Linnaeus, 1758)",
 "Year 1980-2025"
 ]
}

 The dataset includes 113016 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000009-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14707954
title: OpenFE 2024 Industry Benchmarking Project, Results from Boehringer Ingelheim, jacs_set jnk1 & ptpb1, charge_annihilation_set egfr & jnk1, scaffold_hopping factor_xa

description: OpenFE 2024 Industry Benchmarking Project. Results from systems jacs_set jnk1 and ptp1b, charge_annhilation_set egfr and scaffold_hopping_set factor_xa. OpenFE version v1.0.1. Simulation details can be found in the GitHub repository https://github.com/OpenFreeEnergy/IndustryBenchmarks2024
DOI: 10.5281/zenodo.14707955
title: OpenFE 2024 Industry Benchmarking Project, Results from Boehringer Ingelheim, jacs_set jnk1 & ptpb1, charge_annihilation_set egfr, scaffold_hopping factor_xa

description: OpenFE 2024 Industry Benchmarking Project. Results from systems jacs_set jnk1 and ptp1b, charge_annhilation_set egfr and scaffold_hopping_set factor_xa. OpenFE version v1.0.1. Simulation details can be found in the GitHub repository https://github.com/OpenFreeEnergy/IndustryBenchmarks2024
DOI: 10.5281/zenodo.14904765
title: OpenFE 2024 Industry Benchmarking Project, Results from Boehringer Ingelheim, jacs_set jnk1 & ptpb1, charge_annihilation_set egfr & jnk1, scaffold_hopping factor_xa

description: OpenFE 2024 Industry Benchmarking Project. Results from systems jacs_set jnk1 and ptp1b, charge_annhilation_set egfr and scaffold_hopping_set factor_xa. OpenFE version v1.0.1. Simulation details can be found in the GitHub repository https://github.com/OpenFreeEnergy/IndustryBenchmarks2024
DOI: 10.5281/zenodo.10868627
title: Resilience of transportation infrastructure networks to road failures

description: We provide the code used for the analysis that we used in the article Resilience of transportation infrastructure networks to road failures. As the computation for the RoadNetworks that we analysed in this manuscript is quite large, the computational load is quite high. We pre-computed the load values on the cluster and provide the results here. The code for the Figures in the notebooks will therefore not compute the loads, but just load them from files. We provide a My-road-network.ipynb were you can play around with a smaller RoadNetwork, computing everything locally.

Published inJ. Wassmer, B. Merz, N. Marwan: Resilience of transportation infrastructure networks to road failures, Chaos, 34, 013124 (2024). DOI:10.1063/5.0165839
DOI: 10.5281/zenodo.10868628
title: Resilience of transportation infrastructure networks to road failures

description: We provide the code used for the analysis that we used in the article Resilience of transportation infrastructure networks to road failures. As the computation for the RoadNetworks that we analysed in this manuscript is quite large, the computational load is quite high. We pre-computed the load values on the cluster and provide the results here. The code for the Figures in the notebooks will therefore not compute the loads, but just load them from files. We provide a My-road-network.ipynb were you can play around with a smaller RoadNetwork, computing everything locally.

Published inJ. Wassmer, B. Merz, N. Marwan: Resilience of transportation infrastructure networks to road failures, Chaos, 34, 013124 (2024). DOI:10.1063/5.0165839
DOI: 10.15468/dl.4tpbqw
title: Occurrence Download

description: A dataset listing the 16660 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Germany",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset's 16660 records were derived from 957 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000007-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m38r59
title: Occurrence Download

description: A dataset listing the 9224 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "StateProvince ~vaupés"
 ]
}

 The dataset's 9224 records were derived from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076649-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bypyud
title: Occurrence Download

description: A dataset containing 25003 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "LifeStage is Adult",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 25003 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076655-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13352125
title: Greater lactate accumulation does not alter peripheral concentrations of  key appetite-regulating neuropeptides - Supplementary Data

description: The manuscript "Greater lactate accumulation does not alter peripheral concentrations of key appetite-regulating neuropeptides" has been submitted to the Journal of Applied Physiology and the following data are supplementary data for this manuscript. Upon acceptance this record will be updated with the manuscript and journal information.
DOI: 10.5281/zenodo.13352126
title: Greater lactate accumulation does not alter peripheral concentrations of  key appetite-regulating neuropeptides - Supplementary Data

description: The manuscript "Greater lactate accumulation does not alter peripheral concentrations of key appetite-regulating neuropeptides" has been submitted to the Journal of Applied Physiology and the following data are supplementary data for this manuscript. Upon acceptance this record will be updated with the manuscript and journal information.
DOI: 10.15468/dl.td2z4n
title: Occurrence Download

description: A dataset containing 779 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-60.67596 -31.63673,-60.6752 -31.63775,-60.67463 -31.63845,-60.67473 -31.63918,-60.67403 -31.63971,-60.67294 -31.63976,-60.67177 -31.63969,-60.67044 -31.63941,-60.66928 -31.63906,-60.66803 -31.63867,-60.66914 -31.63777,-60.67011 -31.63698,-60.67086 -31.63639,-60.6715 -31.6358,-60.67232 -31.63511,-60.67323 -31.63449,-60.67413 -31.63471,-60.67495 -31.63544,-60.67596 -31.63673))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 779 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076657-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6f76a
title: Occurrence Download

description: A dataset containing 1594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EN, CR, VU)",
 "LifeStage is Adult",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1594 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076656-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10624575
title: Data for: Bound impurities in a one-dimensional Bose lattice gas: low-energy properties and quench-induced dynamics

description: Dataset for Bound impurities in a one-dimensional Bose lattice gas: low-energy properties and quench-induced dynamics [SciPost Phys. Core 7, 049 (2024)].
DOI: 10.5281/zenodo.10624576
title: Data for: Bound impurities in a one-dimensional Bose lattice gas: low-energy properties and quench-induced dynamics

description: Dataset for Bound impurities in a one-dimensional Bose lattice gas: low-energy properties and quench-induced dynamics [SciPost Phys. Core 7, 049 (2024)].
DOI: 10.15468/dl.e2yq77
title: Occurrence Download

description: A dataset containing 990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is NT",
 "LifeStage is Adult",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 990 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076658-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.