cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18414450
title: Media scan Canada 2019-2024

description: Overview

This dataset contains a comprehensive media scan of the Canadian press and digital media landscape from January 2019 to December 2024. The data collection was conducted as a specialized component of the MIG. PRO. project, focusing on the representation and framing of migration processes and policies in North America.

Methodology

Following a standardized methodology applied across the project’s geographical focus areas, this media scan utilizes a keyword-based extraction process (including terms such as immigration, temporary legal status, tied work permit, struggles, agriculture) from major national and regional Canadian outlets (accessible online)

The collection captures:





Article headlines and lead paragraphs.




Publication dates and source metadata.




Thematic categorization of migration-related narratives.



Research Context and Purpose

Within the broader framework of the MIG. PRO. project, this media scan—alongside other components such as policy analysis—serves as a crucial supplement to the project's core empirical research.

While the empirical data provides a direct look at the phenomena, the media and policy analysis layers are designed to:





Enhance Depth: Provide a contextual background to the qualitative and quantitative empirical findings: Italy-Canada




Comparative Dimension: Facilitate a robust comparative analysis between the Italian and Canadian contexts, highlighting differences in public discourse, political rhetoric, and legislative approaches to migration.




Triangulation: Offer a multi-dimensional perspective by cross-referencing media representations with institutional policy shifts.



Use and Access

This dataset is currently under embargo to protect the researcher’s priority of publication. Once the embargo expires, it will be available for scholarly use to foster further comparative studies on international migration narratives.
DOI: 10.15468/dl.ae448h
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyrtochloa",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005882-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.11588/duerer.online.697b576b9e7cb
title: Bildnis des Jakob Muffel, https://d-nb.info/gnd/7583505-8
DOI: 10.15468/dl.jmv593
title: Occurrence Download

description: A dataset containing 898 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "OccurrenceStatus is Present",
 "TaxonKey is Gryllotalpa gryllotalpa"
 ]
}

 The dataset includes 898 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005883-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18392894
title: Media scan Italia 2019-2024

description: Overview

This dataset consists of a comprehensive Excel spreadsheet mapping the media representation of migrant agricultural workers' struggles and resistance in Italy between 2019 and 2024. The file catalogs the articles selected through different research phases, tracking the evolution of media discourse and the self-representation of workers and their support networks.

Methodology

The data was collected through a multi-stage media scan using targeted keywords on Google and primary media outlets to identify reporting on labor protests and living conditions. This Excel dataset organizes the findings by year, detailing the articles filtered through successive phases of qualitative selection.

Research Objectives

The dataset aims to answer how migrant agricultural workers' resistances are represented in Italian media and what repertoires of action (strikes, claims, mapping of grievances) are most prominent. It specifically tracks the "nodes" or "codes" of analysis—such as housing (housing/accoglienza), unionization, and legal status (permesso di soggiorno)—to facilitate comparative studies with other geographical contexts like Canada.
DOI: 10.5281/zenodo.18392893
title: Media scan Italia 2019-2024

description: Overview

This dataset consists of a comprehensive Excel spreadsheet mapping the media representation of migrant agricultural workers' struggles and resistance in Italy between 2019 and 2024. The file catalogs the articles selected through different research phases, tracking the evolution of media discourse and the self-representation of workers and their support networks.

Methodology

The data was collected through a multi-stage media scan using targeted keywords on Google and primary media outlets to identify reporting on labor protests and living conditions. This Excel dataset organizes the findings by year, detailing the articles filtered through successive phases of qualitative selection.

Research Objectives

The dataset aims to answer how migrant agricultural workers' resistances are represented in Italian media and what repertoires of action (strikes, claims, mapping of grievances) are most prominent. It specifically tracks the "nodes" or "codes" of analysis—such as housing (housing/accoglienza), unionization, and legal status (permesso di soggiorno)—to facilitate comparative studies with other geographical contexts like Canada.
DOI: 10.17632/46hxc7hkbv
title: RECONCEPTUALISING SILENCE IN CLASSROOM INTERACTION : A QUALITATIVE STUDY OF BENGALI LANGUAGE TEACHING IN GOVERNMENT-AIDED SECONDARY SCHOOLS OF MURSHIDABAD DISTRICT

description: Abstract:
Classroom interaction is widely recognised as central to effective language teaching and learning, yet educational discourse has traditionally privileged verbal participation as the primary indicator of engagement and achievement. Silence, despite being a pervasive feature of classroom interaction, has often been interpreted through deficit-oriented lenses as passivity, disengagement, or lack of competence. This qualitative study explores the role, meanings, and pedagogical implications of silence in Bengali language classrooms at the secondary level in government-aided schools in Murshidabad district, West Bengal. Anchored in sociocultural theory, classroom discourse theory, and critical pedagogy, the study employs non-participant classroom observations, semi-structured interviews with teachers, focus group discussions with students, and document analysis. The findings reveal that silence functions as a multidimensional, socially situated interactional practice shaped by affective factors, sociocultural norms, institutional structures, and pedagogical strategies. Rather than representing absence of learning, silence frequently serves as a space for cognitive processing, a culturally valued mode of participation, and a response to hierarchical classroom power relations. The study argues for reconceptualising silence as a pedagogical resource within learner-centred and dialogic frameworks and offers implications for regional language pedagogy, teacher education, and policy aligned with the National Education Policy (NEP) 2020.
Keywords: Classroom interaction; Silence; Bengali language teaching; Qualitative research; Government-aided secondary schools; Sociocultural pedagogy
1. Introduction:
Classroom interaction constitutes the foundation of language teaching and learning, shaping how meanings are constructed, negotiated, and internalised by learners. In language education research, interaction has conventionally been equated with spoken discourse. However, silence remains an under-theorised yet pervasive dimension of classroom interaction. This concern becomes particularly significant in the context of recent policy shifts emphasising learner-centred and dialogic pedagogical practices in Indian education (Government of India, 2020). Consequently, verbal participation has often been treated as a visible marker of engagement, competence, and learning.
Silence can occur during teacher questioning, student responses, peer interaction, or independent work. Despite its frequency, silence is commonly interpreted as lack of understanding, unwillingness to participate, or instructional failure. Such interpretations are particularly dominant in examination-oriented and teacher-centred pedagogical contexts, where verbal response is equated with academic success.
.......
DOI: 10.17632/46hxc7hkbv.1
title: RECONCEPTUALISING SILENCE IN CLASSROOM INTERACTION : A QUALITATIVE STUDY OF BENGALI LANGUAGE TEACHING IN GOVERNMENT-AIDED SECONDARY SCHOOLS OF MURSHIDABAD DISTRICT

description: Abstract:
Classroom interaction is widely recognised as central to effective language teaching and learning, yet educational discourse has traditionally privileged verbal participation as the primary indicator of engagement and achievement. Silence, despite being a pervasive feature of classroom interaction, has often been interpreted through deficit-oriented lenses as passivity, disengagement, or lack of competence. This qualitative study explores the role, meanings, and pedagogical implications of silence in Bengali language classrooms at the secondary level in government-aided schools in Murshidabad district, West Bengal. Anchored in sociocultural theory, classroom discourse theory, and critical pedagogy, the study employs non-participant classroom observations, semi-structured interviews with teachers, focus group discussions with students, and document analysis. The findings reveal that silence functions as a multidimensional, socially situated interactional practice shaped by affective factors, sociocultural norms, institutional structures, and pedagogical strategies. Rather than representing absence of learning, silence frequently serves as a space for cognitive processing, a culturally valued mode of participation, and a response to hierarchical classroom power relations. The study argues for reconceptualising silence as a pedagogical resource within learner-centred and dialogic frameworks and offers implications for regional language pedagogy, teacher education, and policy aligned with the National Education Policy (NEP) 2020.
Keywords: Classroom interaction; Silence; Bengali language teaching; Qualitative research; Government-aided secondary schools; Sociocultural pedagogy
1. Introduction:
Classroom interaction constitutes the foundation of language teaching and learning, shaping how meanings are constructed, negotiated, and internalised by learners. In language education research, interaction has conventionally been equated with spoken discourse. However, silence remains an under-theorised yet pervasive dimension of classroom interaction. This concern becomes particularly significant in the context of recent policy shifts emphasising learner-centred and dialogic pedagogical practices in Indian education (Government of India, 2020). Consequently, verbal participation has often been treated as a visible marker of engagement, competence, and learning.
Silence can occur during teacher questioning, student responses, peer interaction, or independent work. Despite its frequency, silence is commonly interpreted as lack of understanding, unwillingness to participate, or instructional failure. Such interpretations are particularly dominant in examination-oriented and teacher-centred pedagogical contexts, where verbal response is equated with academic success.
.......
DOI: 10.15468/dl.ar33jd
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Mongolia, Russian Federation, Germany, Korea, Republic of)",
 "TaxonKey is Kalidium gracile"
 ]
}

 The dataset includes 213 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005884-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18414769
title: Paleo-Saltwater Dominates Coastal Aquifer Salinization: A Continental-Scale Study in China
DOI: 10.5281/zenodo.18414770
title: Paleo-Saltwater Dominates Coastal Aquifer Salinization: A Continental-Scale Study in China
DOI: 10.23636/0mb6-v454
title: UK General Election 2015 - Collection Seed List

description: The UK General Election 2015 - Collection Seed List dataset is derived from the web archive collection “UK General Election 2015”. The UK Web Archive collection is described at the UK Web Archive Website. This data was extracted in October 2023 from the collection’s list of target records stored in the W3 Annotation Curation Tool (ACT), the curation software used to manage the metadata associated with archiving websites. The UK General Election 2015 - Collection Seed List contains four documents: UK General Election 2015 - Collection Seed List CSV UK General Election 2015 - Collection Seed List JSON Datasheet for UK General Election 2015 - Collection Seed List Data Dictionary UK General Election 2015 - Collection Seed List
description: London, UK
DOI: 10.15468/dl.ng3jy8
title: Occurrence Download

description: A dataset containing 382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dinochloa",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 382 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005885-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dumbpp
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sibbaldia parviflora",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 164 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005886-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/765mj89bwp
title: Experimental Investigation of the Vibro-Acoustic Behavior of Waste Poultry Rendering Fat Biodiesel Blends in a Diesel Engine

description: This dataset contains experimental noise measurement results used in the research paper titled Experimental Investigation of the Vibro-Acoustic Behavior of Waste Poultry Rendering Fat Biodiesel Blends in a Diesel Engine. It includes raw data and processed findings in .zip format.
DOI: 10.17632/765mj89bwp.1
title: Experimental Investigation of the Vibro-Acoustic Behavior of Waste Poultry Rendering Fat Biodiesel Blends in a Diesel Engine

description: This dataset contains experimental noise measurement results used in the research paper titled Experimental Investigation of the Vibro-Acoustic Behavior of Waste Poultry Rendering Fat Biodiesel Blends in a Diesel Engine. It includes raw data and processed findings in .zip format.
DOI: 10.5281/zenodo.18414316
title: SARIMAX-Database: JPM Financial Time-Series and Spectral Analysis Results

description: Version 1.0.2 Update



Added comprehensive README.md containing the Data Dictionary and hyperparameter documentation.

Updated CITATION.cff with the permanent Zenodo DOI.

Finalized repository structure for academic peer review.


Summary

This database provides a permanent snapshot of the data and analysis parameters used in the study of ARIMAX and spectral analysis. It includes the J.P. Morgan (JPM) financial time-series data and results.

Contents



README.md: Documentation of datasets and model settings.

JPM Dataset: Historical time-series data used in the quarterly analysis.

SARIMAX Configuration: Specific hyperparameters for model replication.

Spectral Analysis Data: Results detailing detected wave magnitudes and periods.


Citation

Lin, Chengxiang. (2026). SARIMAX-Database: JPM Financial Time-Series and Spectral Analysis Results (v1.0.2). Zenodo. https://doi.org
description: If you use this database, please cite it as below.
DOI: 10.5284/1139272
title: South Yorkshire Archaeology Service Monographs

description: A review of archaeological work undertaken in South Yorkshire by South Yorkshire Archaeology Service and its previous bodies (South Yorkshire Archaeology Unit and South Yorkshire County Council, Recreation, Culture and Health Department) between 1979 and 2009.
DOI: 10.15468/dl.dzjamv
title: Occurrence Download

description: A dataset containing 9449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ovibos moschatus",
 "Year 1999-2026"
 ]
}

 The dataset includes 9449 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005887-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tw2wh
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Kazakhstan, China, Russian Federation, Azerbaijan, Iran (Islamic Republic of), unknown or invalid, Kyrgyzstan, Georgia, Uzbekistan, Armenia)",
 "TaxonKey is Kalidium caspicum"
 ]
}

 The dataset includes 171 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005888-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nkewxg
title: Occurrence Download

description: A dataset containing 2518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Muntiacus reevesi)",
 "HasCoordinate is true",
 "Country is one of (Belgium)",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 2518 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005889-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18410456
title: The impact of smartphone placement on students' attention

description: This repository contains the SPSS dataset used for the analyses reported in the manuscript“The impact of smartphone placement on students’ attention”.
DOI: 10.5281/zenodo.18410457
title: The impact of smartphone placement on students' attention

description: This repository contains the SPSS dataset used for the analyses reported in the manuscript“The impact of smartphone placement on students’ attention”.
DOI: 10.17632/dd76nwg83k
title: Flake Tool Transformation: Artefact-by-artefact analysis

description: These data comprise a corpus of artefact-by-artefact descriptions of individual transformation histories for a subset of flake tools from Layer I at the Mira site (predominantly excavated in 2000)
DOI: 10.15468/dl.txpnga
title: Occurrence Download

description: A dataset containing 386071 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Talpa europaea, Galemys pyrenaicus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 386071 records from 1729 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005843-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e240901
title: ECIN Replication Package for "Downstream Effects of Post-Dobbs Abortion Bans: Birth Rates and WIC"

description: Data and code for "Downstream Effects of Post-Dobbs Abortion Bans: Birth Rates and WIC" by Lilly Springer
DOI: 10.5061/dryad.7nd95
title: Data from: Oyster reefs as carbon sources and sinks

description: Carbon burial is increasingly valued as a service provided by threatened
 vegetated coastal habitats. Similarly, shellfish reefs contain significant
 pools of carbon and are globally endangered, yet considerable uncertainty
 remains regarding shellfish reefs' role as sources (+) or sinks (−)
 of atmospheric CO2. While CO2 release is a by-product of carbonate shell
 production (then burial), shellfish also facilitate atmospheric-CO2
 drawdown via filtration and rapid biodeposition of carbon-fixing primary
 producers. We provide a framework to account for the dual burial of
 inorganic and organic carbon, and demonstrate that decade-old experimental
 reefs on intertidal sandflats were net sources of CO2 (7.1 ± 1.2 MgC ha−1
 yr−1 (µ ± s.e.)) resulting from predominantly carbonate deposition,
 whereas shallow subtidal reefs (−1.0 ± 0.4 MgC ha−1 yr−1) and
 saltmarsh-fringing reefs (−1.3 ± 0.4 MgC ha−1 yr−1) were dominated by
 organic-carbon-rich sediments and functioned as net carbon sinks (on par
 with vegetated coastal habitats). These landscape-level differences
 reflect gradients in shellfish growth, survivorship and shell bioerosion.
 Notably, down-core carbon concentrations in 100- to 4000-year-old reefs
 mirrored experimental-reef data, suggesting our results are relevant over
 centennial to millennial scales, although we note that these natural reefs
 appeared to function as slight carbon sources (0.5 ± 0.3 MgC ha−1 yr−1).
 Globally, the historical mining of the top metre of shellfish reefs may
 have reintroduced more than 400 000 000 Mg of organic carbon into
 estuaries. Importantly, reef formation and destruction do not have
 reciprocal, counterbalancing impacts on atmospheric CO2 since excavated
 organic material may be remineralized while shell may experience continued
 preservation through reburial. Thus, protection of existing reefs could be
 considered as one component of climate mitigation programmes focused on
 the coastal zone.
description: reef_carbon_sequestration_publication 20170425all raw data and calculations
DOI: 10.3886/e240901v4
title: ECIN Replication Package for "Downstream Effects of Post-Dobbs Abortion Bans: Birth Rates and WIC"

description: Data and code for "Downstream Effects of Post-Dobbs Abortion Bans: Birth Rates and WIC" by Lilly Springer
DOI: 10.26008/1912/bco-dmo.986522.1
title: Sequence accession numbers for metatranscriptomic sequences from coral microbiomes experimentally exposed to low oxygen in 2022

description: This dataset includes accession numbers and related information for prokaryotic metatranscriptomic (RNAseq) libraries of Agaricia tenuifolia and Siderastrea siderea coral species experimentally exposed to low oxygen conditions.  Sequence data are available in The National Center for Biotechnology Information (NCBI) Sequence Read Archive (SRA) under BioProject accessions PRJNA1098207 and PRJNA1041355.