cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ze2ft3
title: Occurrence Download

description: A dataset containing 486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((15.55441 48.15945,15.83609 48.15945,15.83609 48.43175,15.55441 48.43175,15.55441 48.15945))",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 486 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018222-250426092105405/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.28924508
title: Varona et al 2025b Viral abundances

description: Viral genome information on reads mapped, genome length, fractional abundances, and relative abundances input into the Pearson correlation test used for Varona et al 2025b
DOI: 10.6084/m9.figshare.28924043
title: Varona et al. 2025b Metabolite abundances and info

description: Compounds identified Varona et al. 2025b, including sample name, sample-specific abundances, spectral matches, analog hits, formula and NOSC value calculation.
DOI: 10.57745/azsnye
title: data_level0.zip

description: Raw data with logbook containing detail of “drops” and acquisition parameters (file: logbook_202503_ft-icr_7T_metz.xlsx)
DOI: 10.57745/gevetd
title: data_level2.zip

description: complete matrix with all attributions of all samples (tholins+MO), in MAG and AMP
DOI: 10.57745/prskkd
title: data_level1.zip

description: AMP process realized on ftmsProcessing 2.3.0 software
DOI: 10.57745/qalcxe
title: README.pdf

description: Read me
DOI: 10.15468/dl.cgkva3
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Gabon",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Loxodonta cyclotis (Matschie, 1900)"
 ]
}

 The dataset includes 205 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018223-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nj3skm
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Gabon",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Loxodonta cyclotis (Matschie, 1900)"
 ]
}

 The dataset includes 205 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018224-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e228744
title: DataLab NSOPF Tables, 1988-2004

description: This dataset is comprised on the National Center for Educational Statistics' National Study of Postsecondary Faculty (NSOPF) data tables. This also includes the 2004 National Study of Postsecondary Faculty, Institutions.<br><br>NSOPF was conducted in response to a continuing need for data on faculty and instructors - persons who directly affect the quality of education in postsecondary institutions. Faculty are the pivotal resource around which the process and outcomes of postsecondary education revolve. They often determine curriculum content, student performance standards, and the quality of students' preparation for careers. Faculty members perform research and development work upon which this nation's technological and economic advancement depends. Through their public service activities, they make valuable contributions to society. For these reasons, it is essential to understand who they are; what they do; and whether, how, and why they are changing. This study was designed to provide data about faculty to postsecondary education researchers, planners, and policymakers. NSOPF is the most comprehensive study of faculty in postsecondary educational institutions ever undertaken.<br><br>National Study of Postsecondary Faculty (NSOPF) FeaturesNationally representative sample of full-and part-time faculty and instructional staff at public and private not-for-profit 2- and 4-year institutions in the United StatesDesigned to provide data about faculty and instructional staff to postsecondary education researchers and policymakersInitially conducted during the 1987-88 school year and repeated in 1992–93, 1998–99, and 2003–04The DataLab Tables data are organized based on publication number, followed by the associated table number (i.e. NCES_2001152_1 refers to publication number 2001152 table 1). Within each table folder are the estimates (Excel), standard errors (Excel), and tables specification file(s).<br><br>Documentation includes associated codebooks, publications, and questionnaires where available.<br><br>Tables were downloaded from the DataLab Tables Library on 2025-04-24. Documentation were downloaded on 2025-04-21.
DOI: 10.3886/e228744v1
title: DataLab NSOPF Tables, 1988-2004

description: This dataset is comprised on the National Center for Educational Statistics' National Study of Postsecondary Faculty (NSOPF) data tables. This also includes the 2004 National Study of Postsecondary Faculty, Institutions.<br><br>NSOPF was conducted in response to a continuing need for data on faculty and instructors - persons who directly affect the quality of education in postsecondary institutions. Faculty are the pivotal resource around which the process and outcomes of postsecondary education revolve. They often determine curriculum content, student performance standards, and the quality of students' preparation for careers. Faculty members perform research and development work upon which this nation's technological and economic advancement depends. Through their public service activities, they make valuable contributions to society. For these reasons, it is essential to understand who they are; what they do; and whether, how, and why they are changing. This study was designed to provide data about faculty to postsecondary education researchers, planners, and policymakers. NSOPF is the most comprehensive study of faculty in postsecondary educational institutions ever undertaken.<br><br>National Study of Postsecondary Faculty (NSOPF) FeaturesNationally representative sample of full-and part-time faculty and instructional staff at public and private not-for-profit 2- and 4-year institutions in the United StatesDesigned to provide data about faculty and instructional staff to postsecondary education researchers and policymakersInitially conducted during the 1987-88 school year and repeated in 1992–93, 1998–99, and 2003–04The DataLab Tables data are organized based on publication number, followed by the associated table number (i.e. NCES_2001152_1 refers to publication number 2001152 table 1). Within each table folder are the estimates (Excel), standard errors (Excel), and tables specification file(s).<br><br>Documentation includes associated codebooks, publications, and questionnaires where available.<br><br>Tables were downloaded from the DataLab Tables Library on 2025-04-24. Documentation were downloaded on 2025-04-21.
DOI: 10.15468/dl.bssarn
title: Occurrence Download

description: A dataset containing 497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "TaxonKey is Coreopsis lanceolata L.",
 "Year 2000-2025"
 ]
}

 The dataset includes 497 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018225-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15350932
title: HYDRA_DUOtrans_PPI

description: all protein sequences are located as *fastaseq.csv

All protein_id are in the rest of the files.
DOI: 10.5281/zenodo.15350933
title: HYDRA_DUOtrans_PPI

description: all protein sequences are located as *fastaseq.csv

All protein_id are in the rest of the files.
DOI: 10.6084/m9.figshare.28416083
title: Crime Economics and Supplementary Data for Crime Analysis

description: This study examines the relationship between socio-economic factors and crime distribution using a dataset that includes variables such as <b>unemployment rates, literacy rates, per capita income, and population density</b>. The analysis explores how these factors influence crime rates across different regions, comparing urban and rural areas to identify variations in crime patterns due to economic and social disparities. Additionally, the study investigates <b>cultural and psychological influences</b> on criminal activities. The findings offer valuable insights for policymakers to develop more effective crime prevention strategies.<br>This dataset supports the manuscript ‘Crime and Socio-Economic Inequalities: Leveraging Deep Learning and Generative AI for Comprehensive Analysis.’ It includes:- CrimeEconomicsData.csv: Original dataset with 114 observations across 10 socio-economic variables (Per Capita Income, Population Density, Unemployment, Literacy Rate, Happiness Index, Crime Rate).- supplementary_data.zip: Contains: - table_ii_metrics.csv: Performance metrics (Accuracy, Precision, Recall, F1-Score, ROC-AUC) for machine learning and deep learning models in Table II. - figure_2_confusion_matrices.csv: Confusion matrix data for each model, supporting Figure 2’s visualizations. - README.txt: Description of the files and their purpose.Preprocessed datasets are not included, as preprocessing steps (e.g., mean imputation, standardization, PCA) are detailed in the manuscript and can be replicated using CrimeEconomicsData.csv.
DOI: 10.5522/04/28778065
title: tracking_analysis: processed per trial tracking data first three sessions

description: <br>Dopaminergic action prediction errors serve as a value-free teaching signalAnimals’ choice behavior is characterized by two main tendencies: taking actions that led to rewards and repeating past actions. Theory suggests these strategies may be reinforced by different types of dopaminergic teaching signals: reward prediction error to reinforce value-based associations and movement-based action prediction errors to reinforce value-free repetitive associations. Here we use an auditory-discrimination task in mice to show that movement-related dopamine activity in the tail of the striatum encodes the hypothesized action prediction error signal. Causal manipulations reveal that this prediction error serves as a value-free teaching signal that supports learning by reinforcing repeated associations. Computational modelling and experiments demonstrate that action prediction errors alone cannot support reward-guided learning but when paired with the reward prediction error circuitry they serve to consolidate stable sound-action associations in a value-free manner. Together we show that there are two types of dopaminergic prediction errors that work in tandem to support learning, each reinforcing different types of association in different striatal areas.This is processed tracking data for the first three sessions for tail and VS dopamine recordings. Used for ED figure 5 k, l, m, n
DOI: 10.5522/04/28778065.v1
title: tracking_analysis: processed per trial tracking data first three sessions

description: <br>Dopaminergic action prediction errors serve as a value-free teaching signalAnimals’ choice behavior is characterized by two main tendencies: taking actions that led to rewards and repeating past actions. Theory suggests these strategies may be reinforced by different types of dopaminergic teaching signals: reward prediction error to reinforce value-based associations and movement-based action prediction errors to reinforce value-free repetitive associations. Here we use an auditory-discrimination task in mice to show that movement-related dopamine activity in the tail of the striatum encodes the hypothesized action prediction error signal. Causal manipulations reveal that this prediction error serves as a value-free teaching signal that supports learning by reinforcing repeated associations. Computational modelling and experiments demonstrate that action prediction errors alone cannot support reward-guided learning but when paired with the reward prediction error circuitry they serve to consolidate stable sound-action associations in a value-free manner. Together we show that there are two types of dopaminergic prediction errors that work in tandem to support learning, each reinforcing different types of association in different striatal areas.This is processed tracking data for the first three sessions for tail and VS dopamine recordings. Used for ED figure 5 k, l, m, n
DOI: 10.15468/dl.bz8d7d
title: Occurrence Download

description: A dataset containing 111977 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nasturtium officinale R.Br."
 ]
}

 The dataset includes 111977 records from 1613 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018187-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6q94j
title: Occurrence Download

description: A dataset containing 80828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "Month is one of (July, June, August)",
 "OccurrenceStatus is Present",
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)",
 "Year 2015-2025"
 ]
}

 The dataset includes 80828 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010313-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13869957
title: Biosynthesis and Bioactivity of Anti-Inflammatory Triterpenoids in Calendula officinalis (pot marigold) - Supplementary Data

description: Data files associated with the manuscript submission for Golubova et al. (2025) Biosynthesis and Bioactivity of Anti-Inflammatory Triterpenoids in Calendula officinalis (pot marigold).

Files include



Calendula officinalis functional annotation.zip



All functional annotation files

Filtered de-novo transcriptome assemblies of 6 Asteraceae species used to derive gene models



Asteraceae transcriptome assemblies.zip



De-novo transcriptome assemblies (flower and leaf) of 6 Asteraceae species for gene discovery

Calendula arvensis, Eupatorium cannabinum, Inula ensifolia, Inula Britannica, Achillea millefolium and Matricaria chamomilla



Calendula officinalis differential gene expression.zip



Raw data files for leaf, disc and ray tissues



Calendula officinalis transcriptome assembly.zip



Reference-guided transcriptome assembly of Calendula officinalis



GC-MS, LC-MS, NMR data files.zip



Figure 2 + Supp Fig 1 - Metabolic Profile and anti-inflammatory data

Figure 4 - MAS to TXSS

Figure 5 + Supp Fig 25 - TXSS product ratios

Figure 6 + Supp Fig 29,31 - Production of faradiol

Figure 7 - Production of TFAEs

Supp Fig 2 - LC-MS

Supp Fig 3-5 - Standards

Supp Fig 6-8 - Fractionation and purification

Supp Fig 10-14 - NMR of faradiol palmitate

Supp Fig 20 - Asteraceae TXSSs

Supp Fig 23 - Co tissues

Supp Fig 24 - Tk tissues

Supp Fig 30 - Asteraceae floral extracts

Supp Fig 34 - CoTXSS + ACTs

Supp Fig 35 - CoTXSS + CYP + ACTs

Supp Fig 37 - Flower development
DOI: 10.5281/zenodo.13869958
title: Biosynthesis and Bioactivity of Anti-Inflammatory Triterpenoids in Calendula officinalis (pot marigold) - Supplementary Data

description: Data files associated with the manuscript submission for Golubova et al. (2025) Biosynthesis and Bioactivity of Anti-Inflammatory Triterpenoids in Calendula officinalis (pot marigold).

Files include



Calendula officinalis functional annotation.zip



All functional annotation files

Filtered de-novo transcriptome assemblies of 6 Asteraceae species used to derive gene models



Asteraceae transcriptome assemblies.zip



De-novo transcriptome assemblies (flower and leaf) of 6 Asteraceae species for gene discovery

Calendula arvensis, Eupatorium cannabinum, Inula ensifolia, Inula Britannica, Achillea millefolium and Matricaria chamomilla



Calendula officinalis differential gene expression.zip



Raw data files for leaf, disc and ray tissues



Calendula officinalis transcriptome assembly.zip



Reference-guided transcriptome assembly of Calendula officinalis



GC-MS, LC-MS, NMR data files.zip



Figure 2 + Supp Fig 1 - Metabolic Profile and anti-inflammatory data

Figure 4 - MAS to TXSS

Figure 5 + Supp Fig 25 - TXSS product ratios

Figure 6 + Supp Fig 29,31 - Production of faradiol

Figure 7 - Production of TFAEs

Supp Fig 2 - LC-MS

Supp Fig 3-5 - Standards

Supp Fig 6-8 - Fractionation and purification

Supp Fig 10-14 - NMR of faradiol palmitate

Supp Fig 20 - Asteraceae TXSSs

Supp Fig 23 - Co tissues

Supp Fig 24 - Tk tissues

Supp Fig 30 - Asteraceae floral extracts

Supp Fig 34 - CoTXSS + ACTs

Supp Fig 35 - CoTXSS + CYP + ACTs

Supp Fig 37 - Flower development
DOI: 10.6084/m9.figshare.29565068.v47
title: Logic 14 pdf NEW

description: Logic innovation
DOI: 10.15468/dl.xtq8jt
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAJ5484"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035231-250802193616735/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/12728037
title: Resume-Job-world
DOI: 10.15468/dl.6t9k7r
title: Occurrence Download

description: A dataset containing 297 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scorpaena isthmensis"
 ]
}

 The dataset includes 297 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035232-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16790343
title: Uncovering Carbohydrate Metabolism and Endogenous Hormone Regulation during Flush Phenology in Citrus Trees using Proteomics and Metabolomics

description: Metabolomics and proteomics data
DOI: 10.5281/zenodo.16790344
title: Uncovering Carbohydrate Metabolism and Endogenous Hormone Regulation during Flush Phenology in Citrus Trees using Proteomics and Metabolomics

description: Metabolomics and proteomics data
DOI: 10.15468/dl.qn8zsx
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAJ5927"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035233-250802193616735/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/12728061
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.wkcgzg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAG8648"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035234-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwtpyx
title: Occurrence Download

description: A dataset containing 23517 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scorpaena plumieri"
 ]
}

 The dataset includes 23517 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035235-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wtzvp9
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAE9795"
 ]
}

 The dataset includes 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035236-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/lqetq7
title: Replication Data for:Pathways to low and high levels of government restrictions on religion: a fuzzy-set QCA of 155 countries

description: Replication Data for the article &gt;Pathways to low and high levels of government restrictions on religion: a fuzzy-set QCA of 155 countries&lt; published in Zeitschrift für Vergleichende Politikwissenschaft (July 2025)
DOI: 10.15468/dl.gxabq2
title: Occurrence Download

description: A dataset containing 9598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 4fd82480-ea1c-11da-8db4-b8a03c50a862",
 "TaxonKey is Aplysia"
 ]
}

 The dataset includes 9598 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035237-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9uscyu
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAZ7425"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035238-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16790389
title: Study of Protein-Protein Interactions in Septin Assembly: Multiple Amphipathic Helix Domains Cooperate in Binding to the Lipid Membrane

description: This repository contains data, analysis scripts, and figures used in the study of amphipathic helix (AH) domains in septin assembly. Using all-atom molecular dynamics simulations, the work explores how single and multiple AH peptides interact with lipid bilayers, including membrane-induced curvature, peptide bending, lipid packing defects, and peptide-peptide interactions. The findings contribute to understanding cooperative membrane binding and septin filament formation.
DOI: 10.15468/dl.rjptrz
title: Occurrence Download

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

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035239-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16790357
title: DB_PECT

description: This dataset contains anonymised clinical and functional outcomes from a retrospective cohort study in rehabilitation medicine. Data include demographic variables, baseline assessments, intervention details, and follow-up measurements at multiple time points. All personal identifiers have been removed to protect participant privacy.
DOI: 10.5281/zenodo.16790356
title: DB_PECT

description: This dataset contains anonymised clinical and functional outcomes from a retrospective cohort study in rehabilitation medicine. Data include demographic variables, baseline assessments, intervention details, and follow-up measurements at multiple time points. All personal identifiers have been removed to protect participant privacy.