cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5c6mfq
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-112.9188 29.39913, -112.7688 29.39913, -112.7688 29.54913, -112.9188 29.54913, -112.9188 29.39913))"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046035-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/3ijrtn
title: Replication Data for: Time tells: Plasticity and developmental asynchrony underlie trait variation in a dune-building grass

description: &lt;p&gt;The provided data contains Adobe Illustrator files (Illustrations.zip) for conceptualizing trait plasticity mechanisms, experimental setup, and plant traits. The data further holds all information on plant and environmental variables measured in the field (Data.zip) and R-scripts (Code.zip) used to analyze the establishment, survival, biomass dynamics, trait variation, effect of environmental gradients on plant trait expression of marram grass and produce the figures for the publication by Höfer et al.&lt;/p&gt;
&lt;ul&gt;&lt;li&gt;Fig.1 - MS_Fig.1.ai; MS_Fig.1_subset.ai&lt;/li&gt;
&lt;li&gt;Fig.2 - MS_Fig.2.ai&lt;/li&gt;
&lt;li&gt;Fig.3_A - MS_D,T,C_T0_T161.xlsx; MS_Transplant_Field_Plant_Data_2022.xlsx&lt;/li&gt;
&lt;li&gt;Fig.3_B-E - MS_Lab_reduce_green_7.22.xlsx; MS_SLA _alive_Trpl_7.22.xlsx&lt;/li&gt;
&lt;li&gt;Fig.4 - MS_Lab_reduce_green_7.22.xlsx; MS_SLA _alive_Trpl_7.22.xlsx&lt;/li&gt;
&lt;li&gt;Fig.5_A - MS_Lab_reduce_green_7.22.xlsx; MS_SLA _alive_Trpl_7.22.xlsx; MS_Transplant_Field_Soil_Data_2022.xlsx; MS_Control.Moisture_pH_salinity_OrgM_T0_4.2021.xlsx; MS_Trpl_Encroachment_7.22.xlsx &lt;/li&gt;
&lt;li&gt;Fig.S1 - MS_Transplant_Field_Soil_Data_2022.xlsx; MS_DataBaseEnvironmental_2021.xlsx&lt;/li&gt;
&lt;li&gt;Fig.S2 - MS_Lab_reduce_green_7.22.xlsx; MS_SLA _alive_Trpl_7.22.xlsx&lt;/li&gt;
&lt;li&gt; Fig.S3 - calculated in Fig.3_Fig.4_data_prep_Fig.5_RDA.R&lt;/li&gt;
&lt;li&gt;Fig.S4 - calculated in Fig.3_Fig.4_data_prep_Fig.5_RDA.R&lt;/li&gt;
&lt;li&gt;Fig.S5 - Fig.S14 – same as Fig.4 & Fig.5 &lt;/li&gt;
&lt;li&gt;Fig.S15 - MS_Lab_reduce_green_7.22.xlsx; MS_SLA _alive_Trpl_7.22.xlsx; MS_Transplant_Field_Soil_Data_2022.xlsx; MS_Control.Moisture_pH_salinity_OrgM_T0_4.2021.xlsx; MS_Trpl_Encroachment_7.22.xlsx &lt;/li&gt;
&lt;/ul&gt;
DOI: 10.15468/dl.jtajg9
title: Occurrence Download

description: A dataset containing 279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cryptobranchus"
 ]
}

 The dataset includes 279 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046036-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6x4jm6
title: Occurrence Download

description: A dataset containing 2705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Specimen, Material citation, Human Observation)",
 "DatasetKey is one of (International Barcode of Life project (iBOL), Observation.org, Nature data from around the World, Australian National Insect Collection, INSDC Sequences, INSDC Host Organism Sequences, Déterminations et observations du Forum \"Le Monde des Insectes\" (LMDI)-Données photographiques validées de la galerie du forum \"Le Monde des Insectes\", Occurrences from the Alien CSI Bioblitz: citizen science to engage society in invasive species monitoring, Earth Guardians Weekly Feed, The Psylloidea (Hemiptera) of Portugal (mainland, Azores and Madeira): checklist and new distributional and host records, iNaturalist Research-grade Observations)",
 "TaxonKey is Glycaspis brimblecombei"
 ]
}

 The dataset includes 2705 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046038-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.at5ww7
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-112.7688 29.39913, -112.6188 29.39913, -112.6188 29.54913, -112.7688 29.54913, -112.7688 29.39913))"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046039-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ravqe7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Lesotho",
 "OccurrenceStatus is Present",
 "TaxonKey is Pyracantha angustifolia"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046041-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cymr5b
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Paraguay, Brazil, Argentina, Peru, Bolivia (Plurinational State of), Ecuador, Chile)",
 "TaxonKey is Argemone subfusiformis"
 ]
}

 The dataset includes 313 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046040-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmmt26
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Lesotho",
 "OccurrenceStatus is Present",
 "TaxonKey is Pyracantha koidzumii"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046042-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhu2e6
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris humilis arenaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046043-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3jraj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Eugenia dibrachiata"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046045-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tx3s8v
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-112.6188 29.39913, -112.4688 29.39913, -112.4688 29.54913, -112.6188 29.54913, -112.6188 29.39913))"
 ]
}

 The dataset includes 108 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046044-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5p75p
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris aphylla hungarica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 174 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046046-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkxj27
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hygromia kovacsi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046047-251025141854904/datasets/export for details.
DOI: 10.15468/dl.8rs7su
title: Occurrence Download

description: A dataset containing 2345 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-112.4688 29.39913, -112.3188 29.39913, -112.3188 29.54913, -112.4688 29.54913, -112.4688 29.39913))"
 ]
}

 The dataset includes 2345 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046049-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17653871
title: emburden: Processed Energy Burden Datasets (US Nationwide)

description: PROCESSED, analysis-ready household energy burden datasets from the DOE Low-Income Energy Affordability Data (LEAD) Tool, formatted for the emburden R package.

Scope: All 51 US states and territories (50 states + DC)

IMPORTANT: These are PRE-PROCESSED datasets, not raw OpenEI data. They have been:



Aggregated by census tract + income bracket

Enriched with computed energy burden metrics (EROI, NER, DEAR)

Standardized for immediate analysis

Quality-checked and validated


This repository provides census tract-level data on household energy burden for the entire United States, covering ~73,000 census tracts. Data includes both Area Median Income (AMI) and Federal Poverty Line (FPL) cohort analyses for 2018 and 2022 vintages.


Files Included:



lead_ami_cohorts_2022_us.csv.gz: 2022 AMI cohort data (701,490 records, 148 MB)

lead_fpl_cohorts_2022_us.csv.gz: 2022 FPL cohort data (588,163 records, 52 MB)

lead_ami_cohorts_2018_us.csv.gz: 2018 AMI cohort data (530,500 records, 54 MB)

lead_fpl_cohorts_2018_us.csv.gz: 2018 FPL cohort data (514,893 records, 53 MB)

checksums.txt: MD5 checksums for verification


Total size: 307 MB compressed


Data Processing



Source: Raw LEAD Tool data from OpenEI

Processing: emburden R package v0.4.8 data pipeline

Format: CSV (aggregated tract-level cohorts with computed metrics)

Ready for: Immediate analysis, no additional processing required



Coverage



States: All 51 (50 states + DC, excludes PR)

Census Tracts: ~73,000 nationwide

Total Records: 2.3+ million cohort observations

Income Brackets: 4-6 per dataset/vintage



Data Sources
Original raw data from:



DOE LEAD Tool 2022: https://data.openei.org/submissions/6219

DOE LEAD Tool 2018: https://data.openei.org/submissions/573


Processed using: emburden R package v0.4.8 (https://github.com/ScheierVentures/emburden)


Citation
When using this data, please cite:



This Zenodo repository (DOI provided)

The emburden R package v0.4.8

The original DOE LEAD Tool publications



License
CC-BY-4.0 (same as source data)
DOI: 10.5281/zenodo.17653870
title: emburden: Processed Energy Burden Datasets (US Nationwide)

description: PROCESSED, analysis-ready household energy burden datasets from the DOE Low-Income Energy Affordability Data (LEAD) Tool, formatted for the emburden R package.

Scope: All 51 US states and territories (50 states + DC)

IMPORTANT: These are PRE-PROCESSED datasets, not raw OpenEI data. They have been:



Aggregated by census tract + income bracket

Enriched with computed energy burden metrics (EROI, NER, DEAR)

Standardized for immediate analysis

Quality-checked and validated


This repository provides census tract-level data on household energy burden for the entire United States, covering ~73,000 census tracts. Data includes both Area Median Income (AMI) and Federal Poverty Line (FPL) cohort analyses for 2018 and 2022 vintages.


Files Included:



lead_ami_cohorts_2022_us.csv.gz: 2022 AMI cohort data (701,490 records, 148 MB)

lead_fpl_cohorts_2022_us.csv.gz: 2022 FPL cohort data (588,163 records, 52 MB)

lead_ami_cohorts_2018_us.csv.gz: 2018 AMI cohort data (530,500 records, 54 MB)

lead_fpl_cohorts_2018_us.csv.gz: 2018 FPL cohort data (514,893 records, 53 MB)

checksums.txt: MD5 checksums for verification


Total size: 307 MB compressed


Data Processing



Source: Raw LEAD Tool data from OpenEI

Processing: emburden R package v0.4.8 data pipeline

Format: CSV (aggregated tract-level cohorts with computed metrics)

Ready for: Immediate analysis, no additional processing required



Coverage



States: All 51 (50 states + DC, excludes PR)

Census Tracts: ~73,000 nationwide

Total Records: 2.3+ million cohort observations

Income Brackets: 4-6 per dataset/vintage



Data Sources
Original raw data from:



DOE LEAD Tool 2022: https://data.openei.org/submissions/6219

DOE LEAD Tool 2018: https://data.openei.org/submissions/573


Processed using: emburden R package v0.4.8 (https://github.com/ScheierVentures/emburden)


Citation
When using this data, please cite:



This Zenodo repository (DOI provided)

The emburden R package v0.4.8

The original DOE LEAD Tool publications



License
CC-BY-4.0 (same as source data)
DOI: 10.3886/e117904v1-191661
title: Utah Air Quality Risk and Behavioral Action Survey

description: Our interdisciplinary team developed a Utah state-wide survey based on census demographics to assess the role of environmental attitudes and behavior on public health and public policy issues caused by poor air quality in Utah. To accomplish this task, we surveyed Utahns from across the state to assess seven hypothesized drivers of human values, beliefs and preferences that interact with perceptions of risk to promote specific environmental behaviors related to air pollution. By assessing these interacting processes, we can better understand the perceived range of acceptable public health and policy related outcomes within our state, fill in behavioral gaps in the research, and to identify what legislative or regulatory actions have the greatest potential for addressing this serious issue.
description: Stratified sampling approach
description: Smallest Geographic Unit: County
description: web-based survey; Five stage, online quota sample through Qualtrics
DOI: 10.3886/e117904v1-191662
title: Utah Air Quality Risk and Behavioral Action Survey

description: Our interdisciplinary team developed a Utah state-wide survey based on census demographics to assess the role of environmental attitudes and behavior on public health and public policy issues caused by poor air quality in Utah. To accomplish this task, we surveyed Utahns from across the state to assess seven hypothesized drivers of human values, beliefs and preferences that interact with perceptions of risk to promote specific environmental behaviors related to air pollution. By assessing these interacting processes, we can better understand the perceived range of acceptable public health and policy related outcomes within our state, fill in behavioral gaps in the research, and to identify what legislative or regulatory actions have the greatest potential for addressing this serious issue.
description: Stratified sampling approach
description: Smallest Geographic Unit: County
description: web-based survey; Five stage, online quota sample through Qualtrics
DOI: 10.6084/m9.figshare.30654011.v2
title: Prepared data for analysis

description: It is data after classification of groups and preparation for analysis
DOI: 10.5281/zenodo.15549156
title: Kelp forest collapse alters the reef microbiome and its associated metabolome

description: Code for the associated manuscript titled "Kelp forest collapse alters the reef microbiome and its associated metabolome"
DOI: 10.5281/zenodo.15549157
title: Kelp forest collapse alters the reef microbiome and its associated metabolome

description: Code for the associated manuscript titled "Kelp forest collapse alters the reef microbiome and its associated metabolome"
DOI: 10.34740/kaggle/dsv/13796306
title: Market Prices of Commodities in South Tangerang
DOI: 10.5281/zenodo.17543081
title: The Influence of Fashion Influencers on the Purchasing Behaviour of Generation Z and Millennials

description: This dataset contains anonymized responses from an online survey conducted between April and May 2024 on the influence of fashion influencers on the purchasing behaviour of Generation Z and Millennials.The dataset supports the article “The Influence of Fashion Influencers on the Purchasing Behaviour of Generation Z and Millennials”, published in Tekstilec (2025).

The survey was conducted via the 1ka.si platform and included 183 respondents. Data include demographic characteristics (age, gender, education), Instagram usage habits, attitudes toward fashion influencers, online shopping frequency, and sustainability considerations.

All personal data were anonymized before publication.Statistical analyses were performed using SPSS and MS Excel.
DOI: 10.5281/zenodo.17653857
title: The Influence of Fashion Influencers on the Purchasing Behaviour of Generation Z and Millennials

description: This dataset contains anonymized responses from an online survey conducted between April and May 2024 on the influence of fashion influencers on the purchasing behaviour of Generation Z and Millennials.The dataset supports the article “The Influence of Fashion Influencers on the Purchasing Behaviour of Generation Z and Millennials”, published in Tekstilec (2025).

The survey was conducted via the 1ka.si platform and included 183 respondents. Data include demographic characteristics (age, gender, education), Instagram usage habits, attitudes toward fashion influencers, online shopping frequency, and sustainability considerations.

All personal data were anonymized before publication.Statistical analyses were performed using SPSS and MS Excel.
DOI: 10.15482/usda.adc/28121552.v1
title: Temperature and blue photons interact with far-red photons to regulate shade-avoidance responses and foliage coloration in lettuce but not in basil - raw data

description: The dataset consists of raw biometric and environmental data (air temperature, carbon dioxide concentration, and relative humidity) for lettuce 'Rouxai' and basil 'Prospera' grown under various combinations of air temperature and photon spectra (blue and far-red light). The data were generated by Jiyong Shin and Dr. Erik Runkle during a study conducted in the Controlled-Environment Lighting Laboratory (CELL) at Michigan State University from 2022 to 2024. The study aimed to investigate the potential interaction between photon spectra (far-red and blue light) and temperature in regulating the growth, morphology, and coloration of lettuce and basil hydroponically grown indoors.
DOI: 10.15482/usda.adc/28121552
title: Temperature and blue photons interact with far-red photons to regulate shade-avoidance responses and foliage coloration in lettuce but not in basil - raw data

description: The dataset consists of raw biometric and environmental data (air temperature, carbon dioxide concentration, and relative humidity) for lettuce 'Rouxai' and basil 'Prospera' grown under various combinations of air temperature and photon spectra (blue and far-red light). The data were generated by Jiyong Shin and Dr. Erik Runkle during a study conducted in the Controlled-Environment Lighting Laboratory (CELL) at Michigan State University from 2022 to 2024. The study aimed to investigate the potential interaction between photon spectra (far-red and blue light) and temperature in regulating the growth, morphology, and coloration of lettuce and basil hydroponically grown indoors.
DOI: 10.6084/m9.figshare.30653987
title: Primary data

description: Primary data after sequencing that included human milk SCFA and microbiota (taxa table. ASV/OTU, Metadata) and infant gut microbiota (taxa table. ASV/OTU, Metadata) and SCFA. Plus information of samples and metadata.
DOI: 10.6084/m9.figshare.30653987.v3
title: Primary data

description: Primary data after sequencing that included human milk SCFA and microbiota (taxa table. ASV/OTU, Metadata) and infant gut microbiota (taxa table. ASV/OTU, Metadata) and SCFA. Plus information of samples and metadata.
DOI: 10.15468/dl.g6fudr
title: Occurrence Download

description: A dataset containing 2222 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriophorum tenellum"
 ]
}

 The dataset includes 2222 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046051-251025141854904/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.30653987.v2
title: Primary data

description: Primary data after sequencing that included human milk SCFA and microbiota (taxa table. ASV/OTU, Metadata) and infant gut microbiota (taxa table. ASV/OTU, Metadata) and SCFA. Plus information of samples and metadata.
DOI: 10.15468/dl.wrp7az
title: Occurrence Download

description: A dataset containing 525 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.2688 29.54913, -114.1188 29.54913, -114.1188 29.69913, -114.2688 29.69913, -114.2688 29.54913))"
 ]
}

 The dataset includes 525 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046052-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vamufm
title: Occurrence Download

description: A dataset containing 279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cryptobranchus"
 ]
}

 The dataset includes 279 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046053-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zsnbg
title: Occurrence Download

description: A dataset containing 320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hucho hucho",
 "HasCoordinate is true"
 ]
}

 The dataset includes 320 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046054-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5883/ds-stchlq
title: Qi Lei, Zhang Ruilei

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.15468/dl.ckva4q
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.1188 29.54913, -113.9688 29.54913, -113.9688 29.69913, -114.1188 29.69913, -114.1188 29.54913))"
 ]
}

 The dataset includes 46 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046055-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.