cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18626567
title: MolAtlas dataset

description: Molecular property dataset calculated for MolAtlas

This dataset contains molecular properties in GDB calculated for constructing the MolAtlas, a visualization framework for molecular property distributions. 

Detailed descriptions of the computational methods and dataset construction can be found in the following paper and repository:

MolAtlas: a visualization framework for molecular property distributions to guide functional molecule development.ChemRxiv, 27 August 2025.DOI: https://doi.org/10.26434/chemrxiv-2025-lm0fz

GitHub repository:https://github.com/molecule-generator-collection/MolAtlas

Data contents and usage

The dataset is provided as Python pickle files and can be used as follows:



import pandas as pdmolatlas_df = pd.read_pickle("GDB_wFL_df_curated.pkl")molatlas_df.head()


The column names in the dataset foundamentally correspond to the property labels defined in the paper.
DOI: 10.6084/m9.figshare.31329610
title: Eficacia del tratamiento con hidroterapia y su efecto en la intensidad del dolor en pacientes con osteoartritis y fibromialgia. Una revisión sistemática

description: Artículo
DOI: 10.6084/m9.figshare.31329610.v1
title: Eficacia del tratamiento con hidroterapia y su efecto en la intensidad del dolor en pacientes con osteoartritis y fibromialgia. Una revisión sistemática

description: Artículo
DOI: 10.15468/dl.nrupap
title: Occurrence Download

description: A dataset containing 650 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna auriculata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 650 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013399-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17621853
title: Industrial and Commercial Electricity Tariffs in the United States

description: We use a data format specified by Chapin et al. in 'Electricity and natural gas tariffs at United States wastewater treatment plants' that can represent all the complexities of electricity tariffs across the United States (tiered charges, multiple peak periods, daily demand charges, etc.).
DOI: 10.15468/dl.z9z2uh
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parapteronotus hasemani",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 156 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013400-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkzk7s
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Intralichen lichenicola",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013402-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.95n2cr
title: Occurrence Download

description: A dataset containing 249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chamaecrista claussenii",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 249 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013403-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2be23z
title: Occurrence Download

description: A dataset containing 13873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Enteropogon acicularis"
 ]
}

 The dataset includes 13873 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013401-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17780196
title: Industrial and Commercial Electricity Tariffs in the United States

description: We use a data format specified by Chapin et al. in 'Electricity and natural gas tariffs at United States wastewater treatment plants' that can represent all the complexities of electricity tariffs across the United States (tiered charges, multiple peak periods, daily demand charges, etc.).
DOI: 10.5281/zenodo.18189105
title: Industrial and Commercial Electricity Tariffs in the United States

description: We use a data format specified by Chapin et al. in 'Electricity and natural gas tariffs at United States wastewater treatment plants' that can represent all the complexities of electricity tariffs across the United States (tiered charges, multiple peak periods, daily demand charges, etc.).
DOI: 10.5281/zenodo.16739989
title: Industrial and Commercial Electricity Tariffs in the United States

description: We use a data format specified by Chapin et al. in 'Electricity and natural gas tariffs at United States wastewater treatment plants' that can represent all the complexities of electricity tariffs across the United States (tiered charges, multiple peak periods, daily demand charges, etc.).
DOI: 10.5281/zenodo.18625770
title: Industrial and Commercial Electricity Tariffs in the United States

description: We use a data format specified by Chapin et al. in 'Electricity and natural gas tariffs at United States wastewater treatment plants' that can represent all the complexities of electricity tariffs across the United States (tiered charges, multiple peak periods, daily demand charges, etc.).
DOI: 10.3886/e245228
title: What treatments are used for people with PTSD and substance use problems

description: People who have both PTSD and substance use disorders (SUD) face more challenges in treatment. Trauma-focused talk therapies are the most effective treatment for PTSD and research shows that they are safe and effective for people who also have substance use problems. Integrated treatments for PTSD and substance disorders use strategies for improving both problems in one treatment, delivered by one provider. Non-integrated treatments include 2 treatments delivered by different providers during the same time period. Research investigates both types of treatment.
DOI: 10.3886/e245228v1
title: What treatments are used for people with PTSD and substance use problems

description: People who have both PTSD and substance use disorders (SUD) face more challenges in treatment. Trauma-focused talk therapies are the most effective treatment for PTSD and research shows that they are safe and effective for people who also have substance use problems. Integrated treatments for PTSD and substance disorders use strategies for improving both problems in one treatment, delivered by one provider. Non-integrated treatments include 2 treatments delivered by different providers during the same time period. Research investigates both types of treatment.
DOI: 10.15468/dl.v9zakv
title: Occurrence Download

description: A dataset containing 3858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna hirsuta",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 3858 records from 275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013404-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uf9c7w
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Declieuxia lancifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 31 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013406-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcxmge
title: Occurrence Download

description: A dataset containing 380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Biatoridium monasteriense",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 380 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013405-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fns8m
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pariosternarchus amazonensis",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 24 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013407-260208012135463/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.31329622
title: Delegated Action & Responsibility 2026 (Dataset, n = 344)

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience 2025–2026 data series. It examines delegated digital action and responsibility attribution in AI-mediated environments, including comfort with AI delegation, monitoring behaviour, intervention thresholds, and perceived responsibility for negative outcomes.The dataset includes:<br>• validated 1–7 Likert-scale items<br>• agency and decision-intervention threshold measures<br>• behavioural monitoring and responsibility attribution indicators<br>• multi-select variables stored as canonical semicolon-delimited snake_case tokens<br>• open-text reflections with minimal safe cleaning (trim + newline removal only)<br>• demographic variables across six English-speaking countries<br>• digital life exposure (daily hours online) and AI-tool usage frequencyData were collected on 2026-02-11 via Prolific from adults in the UK, US, Australia, Canada, New Zealand, and Ireland.<br>All data were cleaned, anonymised, and processed under the Human Clarity Institute’s machine-readable dataset protocol, which includes:• canonical snake_case variable naming<br>• validated numeric ranges<br>• standardised multi-select formats<br>• minimal safe text cleaning<br>• full alignment with the accompanying data dictionary<br>• removal of Prolific IDs and timestamps<br>• SHA-256 checksums for all files<br>This dataset contributes to understanding how individuals delegate decision authority to AI systems, monitor automated outputs, and assign responsibility when outcomes are uncertain or negative, supporting longitudinal tracking of agency calibration and responsibility perception in the evolving cognitive relationship between humans and AI in everyday life.
DOI: 10.6084/m9.figshare.31329622.v1
title: Delegated Action & Responsibility 2026 (Dataset, n = 344)

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience 2025–2026 data series. It examines delegated digital action and responsibility attribution in AI-mediated environments, including comfort with AI delegation, monitoring behaviour, intervention thresholds, and perceived responsibility for negative outcomes.The dataset includes:<br>• validated 1–7 Likert-scale items<br>• agency and decision-intervention threshold measures<br>• behavioural monitoring and responsibility attribution indicators<br>• multi-select variables stored as canonical semicolon-delimited snake_case tokens<br>• open-text reflections with minimal safe cleaning (trim + newline removal only)<br>• demographic variables across six English-speaking countries<br>• digital life exposure (daily hours online) and AI-tool usage frequencyData were collected on 2026-02-11 via Prolific from adults in the UK, US, Australia, Canada, New Zealand, and Ireland.<br>All data were cleaned, anonymised, and processed under the Human Clarity Institute’s machine-readable dataset protocol, which includes:• canonical snake_case variable naming<br>• validated numeric ranges<br>• standardised multi-select formats<br>• minimal safe text cleaning<br>• full alignment with the accompanying data dictionary<br>• removal of Prolific IDs and timestamps<br>• SHA-256 checksums for all files<br>This dataset contributes to understanding how individuals delegate decision authority to AI systems, monitor automated outputs, and assign responsibility when outcomes are uncertain or negative, supporting longitudinal tracking of agency calibration and responsibility perception in the evolving cognitive relationship between humans and AI in everyday life.
DOI: 10.15468/dl.xfk2dr
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Enteropogon dolichostachyus"
 ]
}

 The dataset includes 241 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013408-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxbzag
title: Occurrence Download

description: A dataset containing 990 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothrops moojeni"
 ]
}

 The dataset includes 990 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013409-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bh6rm
title: Occurrence Download

description: A dataset containing 1474 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Normandina pulchella",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 1474 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013411-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ajkp3t
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platyurosternarchus crypticus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013412-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2peek
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Deianira pallescens",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 257 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013410-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mnapyk
title: Occurrence Download

description: A dataset containing 15842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna siamea",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 15842 records from 288 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013413-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18626585
title: STPCTLS dataset

description: The STPCTLS dataset contains point cloud files for 7 different tree species, with files in .pts and .xyz formats, some of which include RGB information.

Thanks to Seidel et al. for providing the dataset (https://doi.org/10.3389/fpls.2021.635440).

Thanks to Ohamouddou et al. for organizing and naming the dataset (https://doi.org/10.1016/j.patcog.2025.112584).
DOI: 10.5281/zenodo.18626586
title: STPCTLS dataset

description: The STPCTLS dataset contains point cloud files for 7 different tree species, with files in .pts and .xyz formats, some of which include RGB information.

Thanks to Seidel et al. for providing the dataset (https://doi.org/10.3389/fpls.2021.635440).

Thanks to Ohamouddou et al. for organizing and naming the dataset (https://doi.org/10.1016/j.patcog.2025.112584).
DOI: 10.15468/dl.stztr7
title: Occurrence Download

description: A dataset containing 304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Enteropogon macrostachyus"
 ]
}

 The dataset includes 304 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013414-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5qph9
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Everniicola flexispora",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013415-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbh2ge
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porotergus duende",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 21 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013416-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.datb7f
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplusodon paraisoensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 160 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013417-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wswng8
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melaspilea ochrothalamia",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013419-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmvf7h
title: Occurrence Download

description: A dataset containing 5030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sophora tomentosa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 5030 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013418-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyd98s
title: Occurrence Download

description: A dataset containing 8822165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "Year 1980-2026"
 ]
}

 The dataset includes 8822165 records from 5810 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002976-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqh5v4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lechriolepis nephopyropa Tams, 1931",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Switzerland",
 "Country is Switzerland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0396686-210914110416597/datasets/export for details.