cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7924/r4mg7wb87
title: Data and scripts from: Not-so-glass-like Caging and Fluctuations of an Active Matter Model

description: Simple active models of matter recapitulate complex biological phenomena. The out-of-equilibrium nature of these models, however, often makes them beyond the reach of first-principle descriptions. This limitation is particularly perplexing when attempting to distinguish between different glass-forming mechanisms. We here consider a minimal active system in various spatial dimensions to identify the processes underlying their sluggish dynamics. Activity is found to markedly impact cage escape processes and critical fluctuations associated with exploring lower-dimensional caging features. 

This dataset package includes data, codes, plotting scripts, and figures, with accompanying README files.
DOI: 10.5281/zenodo.15483405
title: Dataset for the article - 'Publishing political science and international relations journals in Central and Eastern Europe: navigating national, regional and global scales'

description: Dataset and basic data analysis (including codebook)

The data originally prepared for the article ''Publishing political science and international relations journals in Central and Eastern Europe: navigating national, regional and global scales' to be published in European Political Science
DOI: 10.5281/zenodo.15483406
title: Dataset for the article - 'Publishing political science and international relations journals in Central and Eastern Europe: navigating national, regional and global scales'

description: Dataset and basic data analysis (including codebook)

The data originally prepared for the article ''Publishing political science and international relations journals in Central and Eastern Europe: navigating national, regional and global scales' to be published in European Political Science
DOI: 10.5281/zenodo.15483664
title: IMPROVEMENT OF MANAGEMENT SYSTEM IN CONSTRUCTION ENTERPRISES
DOI: 10.5281/zenodo.15483665
title: IMPROVEMENT OF MANAGEMENT SYSTEM IN CONSTRUCTION ENTERPRISES
DOI: 10.15468/dl.jjbzfm
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Recchia mexicana Moc. & Sessé ex DC.",
 "BasisOfRecord is one of (Specimen, Fossil, Material sample, Material citation)"
 ]
}

 The dataset includes 176 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012449-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ryzx3e
title: Occurrence Download

description: A dataset listing the 12 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Casuariidae"
 ]
}

 The dataset's 12 records were derived from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012417-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43y5sy
title: Occurrence Download

description: A dataset containing 116532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-100.0",
 "GadmGid is USA.45_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 116532 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012430-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjgbtg
title: Occurrence Download

description: A dataset containing 175129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.31_2",
 "Geometry POLYGON((-76.6 4.205,-75.83 4.205,-75.83 4.791,-76.6 4.791,-76.6 4.205))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 175129 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012420-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rn3cj3
title: Occurrence Download

description: A dataset listing the 7140 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "StateProvince is one of (cundinamarca)",
 "Elevation 2800-3800m"
 ]
 }
 ]
}

 The dataset's 7140 records were derived from 266 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012446-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr35366.v3
title: Survey of Consumer Attitudes and Behavior, October 2004
title: Version 3

description: The Survey of Consumer Attitudes and Behavior series (also known as the Surveys of Consumers) was undertaken to measure changes in consumer attitudes and expectations, to understand why such changes occur, and to evaluate how they relate to consumer decisions to save, borrow, or make discretionary purchases. The data regularly include the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations. Since the 1940s, these surveys have been produced quarterly through 1977 and monthly thereafter. 
The surveys conducted in 2004 focused on topics such as evaluations and expectations about personal finances, employment, price changes, and the national business situation. Opinions were collected regarding respondents' appraisals of present market conditions for purchasing houses, automobiles, computers, and other durables. Also explored in this survey, were respondents' types of savings and financial investments, loan use, family income, and retirement planning.
Other topics in this series typically include mortgage refinancing, the 2004 presidential election, and the ownership, lease, and use of automobiles. Demographic information includes ethnic origin, sex, age, marital status, and education.
description: The purpose of this survey series is to forecast changes in aggregate consumer behavior.
description: This survey is a rotating panel design. For each monthly sample, an independent cross-section sample of households is drawn. The respondents chosen in this drawing are then reinterviewed six months later. The result is a rotating panel design, and the total sample for any one survey is normally made up of 60 percent new respondents with 40 percent being interviewed for the second time.
description: The data are not weighted, however, this collection contains four weight variables; <strong>WT</strong> (Household head weight), <strong>WT_HH</strong> (Household weight), <strong>WT_ADHD</strong> (Adult head weight), and <strong>WT_AD</strong> (Adult weight) that must be used in any analysis. For more information on weights and sampling, please refer to the documentation and/or visit the Surveys of Consumers Website.
description: National sample of dwelling units selected by area probability sampling.
description: Datasets: 
DS0: Study-Level Files
DS1: Public-Use Data
DS2: Restricted-Use Data
description: Persons aged 18 years or older living in households with telephones within the coterminous United States. Smallest Geographic Unit: FIPS code
description: computer-assisted telephone interview (CATI)Information on the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations and how they were created can be found in the P.I. Codebook.Additional information on the Surveys of Consumers can be found by visiting the Surveys of Consumers Website.
DOI: 10.15468/dl.fhzq3x
title: Occurrence Download

description: A dataset containing 196102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Netherlands, Belgium, Luxembourg, Switzerland, Czechia, Austria, Poland)",
 "DatasetKey is one of (Waarnemingen.be - Non-native animal occurrences in Flanders and the Brussels Capital Region, Belgium, Observation.org, Nature data from around the World, Observations.be - Non-native species occurrences in Wallonia, Belgium)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Psittacula krameri (Scopoli, 1769), Psittacula eupatria (Linnaeus, 1766))"
 ]
}

 The dataset includes 196102 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012443-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15483680
title: DIGITAL FINANCIAL TECHNOLOGIES AND SMALL BUSINESS
DOI: 10.5281/zenodo.15483681
title: DIGITAL FINANCIAL TECHNOLOGIES AND SMALL BUSINESS
DOI: 10.5281/zenodo.15482481
title: Analysis of Middle School Students' Intra-Mathematical Connection Skills in Ratio and Proportion Tasks

description: This dataset supports the findings of the study titled "Analysis of Middle School Students' Intra-Mathematical Connection Skills in Ratio and Proportion Tasks". The data include student responses to ratio and proportion tasks and interview transcripts. The participants were six seventh-grade students selected via purposive sampling. The materials are anonymized and primarily in Turkish. A sample of the analysis process is presented in English. All data were collected with informed consent from participants and their guardians and were analyzed using descriptive analysis methods. The dataset illustrates students’ use of intra-mathematical connections in forms such as meaning, implication, different representations, instructional, feature, part-whole, and procedural connections.
DOI: 10.5281/zenodo.15482480
title: Analysis of Middle School Students' Intra-Mathematical Connection Skills in Ratio and Proportion Tasks

description: This dataset supports the findings of the study titled "Analysis of Middle School Students' Intra-Mathematical Connection Skills in Ratio and Proportion Tasks". The data include student responses to ratio and proportion tasks and interview transcripts. The participants were six seventh-grade students selected via purposive sampling. The materials are anonymized and primarily in Turkish. A sample of the analysis process is presented in English. All data were collected with informed consent from participants and their guardians and were analyzed using descriptive analysis methods. The dataset illustrates students’ use of intra-mathematical connections in forms such as meaning, implication, different representations, instructional, feature, part-whole, and procedural connections.
DOI: 10.60521/332317
title: Santa Monica 800 m Mound MBARI Mapping AUV near-bottom processed swath bathymetry gridded data (netCDF format) at 1 m resolution (2006-2018)

description: This processed swath bathymetry data set of the actively-seeping Santa Monica 800 m Mound offshore of Southern California is in GMT-compatible netCDF format with 1 m lateral resolution, and is in geographic coordinates. This data set was collected with the MBARI Mapping AUVs on R/V Rachel Carson cruises in 2006, 2010, 2013, and 2018 (investigators David Caress, Charles K. Paull, Eve Lundsten, Jennifer Paduan), using a Reson 7125 400 kHz multibeam sonar and the AUV flying at 50 m above the seafloor. Funding was provided by a grant from the David and Lucile Packard Foundation to MBARI.
DOI: 10.60521/332318
title: Santa Monica 800 m Mound MBARI Low Altitude Survey System near-bottom processed swath bathymetry gridded data (netCDF format) at 5 cm resolution (2018)

description: This processed swath bathymetry data set of the actively-seeping Santa Monica 800 m Mound offshore of Southern California is in GMT-compatible netCDF format with 5 cm lateral resolution, and is in geographic coordinates. This data set was collected with the MBARI Low Altitude Survey System (LASS) on four ROV Ventana dives in 2018, missions 20180516d1, 20180517d1, 20180518d1, and 20180519d1 (investigators David Caress, Charles K. Paull, Eve Lundsten, Jennifer Paduan), using a Reson 7125 400 kHz multibeam sonar while the ROV was flown at 0.2 m/s with a 3-m stand-off from the seafloor. Funding was provided by a grant from the David and Lucile Packard Foundation to MBARI.
DOI: 10.60521/332319
title: Santa Monica 800 m Mound MBARI Mapping AUV near-bottom processed swath bathymetry gridded data (ESRI ASCII format) at 1 m resolution (2006-2018)

description: This processed swath bathymetry data set of the actively-seeping Santa Monica 800 m Mound offshore of Southern California is in ESRI ASCII raster grid format with 1 m lateral resolution, and is in geographic coordinates. This data set was collected with the MBARI Mapping AUVs on R/V Rachel Carson cruises in 2006, 2010, 2013, and 2018 (investigators David Caress, Charles K. Paull, Eve Lundsten, Jennifer Paduan), using a Reson 7125 400 kHz multibeam sonar and the AUV flying at 50 m above the seafloor. Funding was provided by a grant from the David and Lucile Packard Foundation to MBARI.
DOI: 10.60521/332320
title: Santa Monica 800 m Mound MBARI Low Altitude Survey System near-bottom processed swath bathymetry gridded data (ESRI ASCII format) at 5 cm resolution (2018)

description: This processed swath bathymetry data set of the actively seeping Santa Monica 800 m Mound offshore of Southern California is in ESRI ASCII raster grid format with 5 cm lateral resolution, and is in geographic coordinates. This data set was collected with the MBARI Low Altitude Survey System (LASS) on four ROV Ventana dives in 2018, missions 20180516d1, 20180517d1, 20180518d1, and 20180519d1 (investigators David Caress, Charles K. Paull, Eve Lundsten, Jennifer Paduan), using a Reson 7125 400 kHz multibeam sonar while the ROV was flown at 0.2 m/s with a 3-m stand-off from the seafloor. Funding was provided by a grant from the David and Lucile Packard Foundation to MBARI.
DOI: 10.5281/zenodo.15131332
title: Documents from the US Fish and Wildlife Service: Web Site

description: US Fish and Wildlife Service (FWS) Servcat Documents: Topic: Web Site 


This deposit contains an archive of documents from the US Fish and Wildlife Service (FWS)
Servcat system. The documents were obtained by scraping the FWS Servcat system, which is a
database of documents related to the management of fish and wildlife resources in the United States.
The documents include reports, memos, and other materials related to the management
of fish and wildlife resources.

The documents are organized here by general topic, and are contained in a zip file. If the
original general topic contained more than 50 Gb of data, the documents are split into multiple
zip files. The zip files are named according to the original general topic, and are
numbered sequentially when more than one zip file is created. For example, if the original
general topic was Geospatial_Dataset, and there were three zip files created, the zip files
would be named Geospatial_Dataset_part1.zip, Geospatial_Dataset_part2.zip, and Geospatial_Dataset_part3.zip.
If only one zip file is created, it will be named by that general topic, e.g. Geospatial_Dataset.zip.
DOI: 10.5281/zenodo.15131333
title: Documents from the US Fish and Wildlife Service: Web Site

description: US Fish and Wildlife Service (FWS) Servcat Documents: Topic: Web Site 


This deposit contains an archive of documents from the US Fish and Wildlife Service (FWS)
Servcat system. The documents were obtained by scraping the FWS Servcat system, which is a
database of documents related to the management of fish and wildlife resources in the United States.
The documents include reports, memos, and other materials related to the management
of fish and wildlife resources.

The documents are organized here by general topic, and are contained in a zip file. If the
original general topic contained more than 50 Gb of data, the documents are split into multiple
zip files. The zip files are named according to the original general topic, and are
numbered sequentially when more than one zip file is created. For example, if the original
general topic was Geospatial_Dataset, and there were three zip files created, the zip files
would be named Geospatial_Dataset_part1.zip, Geospatial_Dataset_part2.zip, and Geospatial_Dataset_part3.zip.
If only one zip file is created, it will be named by that general topic, e.g. Geospatial_Dataset.zip.
DOI: 10.5281/zenodo.15483709
title: THE PECULIARITY OF LITERARY DEVICES IN THE WORK OF KHALED HOSSEINI'S "KITE RUNNER"
DOI: 10.5281/zenodo.15483710
title: THE PECULIARITY OF LITERARY DEVICES IN THE WORK OF KHALED HOSSEINI'S "KITE RUNNER"
DOI: 10.5281/zenodo.15131326
title: Documents from the US Fish and Wildlife Service: Vector Dataset

description: US Fish and Wildlife Service (FWS) Servcat Documents: Topic: Vector Dataset 


This deposit contains an archive of documents from the US Fish and Wildlife Service (FWS)
Servcat system. The documents were obtained by scraping the FWS Servcat system, which is a
database of documents related to the management of fish and wildlife resources in the United States.
The documents include reports, memos, and other materials related to the management
of fish and wildlife resources.

The documents are organized here by general topic, and are contained in a zip file. If the
original general topic contained more than 50 Gb of data, the documents are split into multiple
zip files. The zip files are named according to the original general topic, and are
numbered sequentially when more than one zip file is created. For example, if the original
general topic was Geospatial_Dataset, and there were three zip files created, the zip files
would be named Geospatial_Dataset_part1.zip, Geospatial_Dataset_part2.zip, and Geospatial_Dataset_part3.zip.
If only one zip file is created, it will be named by that general topic, e.g. Geospatial_Dataset.zip.
DOI: 10.5281/zenodo.15131327
title: Documents from the US Fish and Wildlife Service: Vector Dataset

description: US Fish and Wildlife Service (FWS) Servcat Documents: Topic: Vector Dataset 


This deposit contains an archive of documents from the US Fish and Wildlife Service (FWS)
Servcat system. The documents were obtained by scraping the FWS Servcat system, which is a
database of documents related to the management of fish and wildlife resources in the United States.
The documents include reports, memos, and other materials related to the management
of fish and wildlife resources.

The documents are organized here by general topic, and are contained in a zip file. If the
original general topic contained more than 50 Gb of data, the documents are split into multiple
zip files. The zip files are named according to the original general topic, and are
numbered sequentially when more than one zip file is created. For example, if the original
general topic was Geospatial_Dataset, and there were three zip files created, the zip files
would be named Geospatial_Dataset_part1.zip, Geospatial_Dataset_part2.zip, and Geospatial_Dataset_part3.zip.
If only one zip file is created, it will be named by that general topic, e.g. Geospatial_Dataset.zip.
DOI: 10.5281/zenodo.15417757
title: Activity across temperature and pH of PET hydrolase candidates.

description: These data are a condensed version of data from our upcoming manuscript re. identification of novel PET hydroloases with activity across temperature and pH. PLACEHOLDER. It is used in our paper describing AIDE to showcase the utility of the software for rapidly developing supervised homolog predictors.

Included:



csv of sequences and activity across conditions

HMM61, the null model for PETase activity

predicted crystal structures from AF2 for each sequence


Experimental for expression and activity measurement of PET hydrolases:

Genes were codon optimized for E. coli expression, synthesized (Twist Biosciences), and cloned into pCDB179 vector (Addgene #91960) with N-terminal 10xHis-SUMO fusion. Proteins were expressed in E. coli C41(DE3) using autoinduction media in 24-deep well plates. Expression, lysis, and nickel affinity purification used an OT-2 robotic platform as previously described. SUMO tags were cleaved with His-tagged SUMO protease. Protein concentration was measured by BCA assay and normalized to 0.1 mg/mL.

PET substrates (amorphous film or crystalline powder from Goodfellow) were loaded into 96 deep-well plates (3.5 mg/well). 450 µL buffer (50 mM NaCitrate for pH 4.5/5.5; 50 mM NaPhosphate for pH 6.5/7.5) and 50 µL enzyme solution (5 µg) were added per well. Plates were sealed and incubated at 40°C or 60°C for 48 h. Product release was quantified by measuring absorbance at 260/280 nm of reaction supernatant, with powder reactions filtered through MultiScreenHTS GV Filter Plates prior to analysis.
DOI: 10.5281/zenodo.15417756
title: Activity across temperature and pH of PET hydrolase candidates.

description: These data are a condensed version of data from our upcoming manuscript re. identification of novel PET hydroloases with activity across temperature and pH. PLACEHOLDER. It is used in our paper describing AIDE to showcase the utility of the software for rapidly developing supervised homolog predictors.

Included:



csv of sequences and activity across conditions

HMM61, the null model for PETase activity

predicted crystal structures from AF2 for each sequence


Experimental for expression and activity measurement of PET hydrolases:

Genes were codon optimized for E. coli expression, synthesized (Twist Biosciences), and cloned into pCDB179 vector (Addgene #91960) with N-terminal 10xHis-SUMO fusion. Proteins were expressed in E. coli C41(DE3) using autoinduction media in 24-deep well plates. Expression, lysis, and nickel affinity purification used an OT-2 robotic platform as previously described. SUMO tags were cleaved with His-tagged SUMO protease. Protein concentration was measured by BCA assay and normalized to 0.1 mg/mL.

PET substrates (amorphous film or crystalline powder from Goodfellow) were loaded into 96 deep-well plates (3.5 mg/well). 450 µL buffer (50 mM NaCitrate for pH 4.5/5.5; 50 mM NaPhosphate for pH 6.5/7.5) and 50 µL enzyme solution (5 µg) were added per well. Plates were sealed and incubated at 40°C or 60°C for 48 h. Product release was quantified by measuring absorbance at 260/280 nm of reaction supernatant, with powder reactions filtered through MultiScreenHTS GV Filter Plates prior to analysis.
DOI: 10.7910/dvn/movb5x
title: Replication Data for Divergent Paths: Differential Impacts of Minimum Wage Increases on Individuals with Disabilities

description: Replication data for Divergent Paths: Differential Impacts of Minimum Wage Increases on Individuals with Disabilities
DOI: 10.5281/zenodo.15483740
title: МУҲУММАД ОБИД СИНДИЙ ҲАЁТИ ВА ИЛМИЙ ФАОЛИЯТИ
DOI: 10.5281/zenodo.15483741
title: МУҲУММАД ОБИД СИНДИЙ ҲАЁТИ ВА ИЛМИЙ ФАОЛИЯТИ
DOI: 10.5281/zenodo.15483662
title: Datasets and Code Associated with USEPA/Minnesota Department of Health CEC Workflow (Collaborator Resources)

description: This restricted repository contains data files and code for scoring chemicals of emerging concern in drinking water on the basis of exposure, in support of the publication Screening for Drinking Water Contaminants of Concern Using an Automated Exposure-Focused Workflow (Isaacs et al. 2022). https://www.nature.com/articles/s41370-023-00552-y. This location is for sharing data and code with EPA collaborators.