cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31194328.v1
title: Classification performance metrics (OA, crop-specific F1) for AEF and SITS across 780 train–test pairs

description: This dataset provides classification performance metrics generated in our study comparing AlphaEarth Foundation (AEF) embeddings with conventional satellite image time-series (SITS) features for crop-type mapping. It contains overall accuracy (OA) and F1 scores for three evaluation settings: within-region (local) mapping in Europe, cross-region transfer within Europe, and cross-continent transfer from Europe to Northeast China. The files report results for 70 local experiments, 630 within-Europe transfer pairs, and 80 Europe-to-China transfer cases across the study period. These data support the quantitative results and figures in the associated manuscript and enable reproducibility and secondary analyses.
DOI: 10.15468/dl.q35wf8
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000615-260129131611470/datasets/export for details.
DOI: 10.15468/dl.4qwwgn
title: Occurrence Download

description: A dataset containing 721 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sapajus cay"
 ]
}

 The dataset includes 721 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000616-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/4k73gu
title: Neotropical orchid-weevils of the genus Stethobaroides Champion (Coleoptera, Curculionidae, Baridinae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Prena, Jens (2025): Neotropical orchid-weevils of the genus Stethobaroides Champion (Coleoptera, Curculionidae, Baridinae). Zootaxa 5723 (2): 227-244, DOI: 10.11646/zootaxa.5723.2.4, URL: https://doi.org/10.11646/zootaxa.5723.2.4AbstractStethobaroides Champion, 1908 comprises the species of the Stethobaris LeConte complex with an exposed pygidium. The following eight species are recognized in this study, five of them as new to science: Stethobaroides badicrus Prena new species (Costa Rica), S. elcoranus Prena new species (México), S. lauro Prena new species (Costa Rica), S. nudiventris Champion, 1908 (Belize, México), S. permixtus Prena new species (Costa Rica, Panamá), S. piliventris Champion, 1908 (México), S. scutellatus Casey, 1922 (Brazil, French Guiana) and S. villus Prena new species (México). Diorymerellus vigintiestriatus Fonseca, 1957 is a new junior synonym of S. scutellatus. A lectotype is designated for S. nudiventris. Specimens of five Stethobaroides species occurred on 17 genera of epidendroid orchids, most frequently on species of Catasetum and Gongora. One species, provisionally identified as S. permixtus, occurred numerously on Vanilla planifolia Andrews, a commercially important orchid in the Vanilloideae subfamily. Plant associations remain unknown for three species from the Pacific regions of México. Remarks are made regarding Toxpam, a historical collecting site in Veracruz, México.
DOI: 10.5281/zenodo.18413510
title: Reference library data curated during Work Package 10 within Biodiversity Gemonics Europe  (BGE)

description: This dataset presents the results of the work carried out in Work Package 10 (WP10) as part of Biodiversity Genomics Europe (BGE). The data contains a tabular view of the metadata and additional data added by the taxonomic experts, as well as a fasta file with all reference sequences selected as part of the reference database. Both files are output from the repository https://github.com/FabianDeister/BGE_library_curation_tool_log_processing.
DOI: 10.5281/zenodo.18413509
title: Reference library data curated during Work Package 10 within Biodiversity Gemonics Europe  (BGE)

description: This dataset presents the results of the work carried out in Work Package 10 (WP10) as part of Biodiversity Genomics Europe (BGE). The data contains a tabular view of the metadata and additional data added by the taxonomic experts, as well as a fasta file with all reference sequences selected as part of the reference database. Both files are output from the repository https://github.com/FabianDeister/BGE_library_curation_tool_log_processing.
DOI: 10.15468/dl.jkqtcf
title: Occurrence Download

description: A dataset containing 428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizophora racemosa",
 "HasCoordinate is true",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "not" : {
 "HasGeospatialIssue" : [
 "is true"
 ]
 }
 }
 ]
}

 The dataset includes 428 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000618-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjxr8c
title: Occurrence Download

description: A dataset containing 32818 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorbus domestica",
 "BasisOfRecord is one of (Human Observation)"
 ]
}

 The dataset includes 32818 records from 542 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000619-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2c2wt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Ancient host-associated microbes obtained from mammoth remains"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000614-260129131611470/datasets/export for details.
DOI: 10.15468/dl.nkfmqa
title: Occurrence Download

description: A dataset containing 12697 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus affinis"
 ]
}

 The dataset includes 12697 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000620-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vt7vqr
title: Occurrence Download

description: A dataset containing 2000 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Cyanocorax yncas",
 "Year 1000-1960"
 ]
}

 The dataset includes 2000 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000621-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/k6x7dd
title: Replication Data for Unemployment and Protest Participation in Fragile War-Affected Liberia

description: Replication data and code for Unemployment and Protest Participation in Fragile War-Affected Liberia
DOI: 10.7910/dvn/rocmwh
title: Indian Prime Ministers: Private Letters and Personality Dataset (1947–Present)

description: The texts of the private letters are categorized by prime minister, and are then processed via Mairesse et al. (2007)’s Personality Recognizer application. First, this application groups the words used in those private letters in categories of different linguistic features from two psycholinguistic dictionaries – Linguistic Inquiry and Word Count (LIWC) (Pennebaker et al., 2001) and MRC Psycholinguistic Database (MRCPD) (Coltheart, 1981). The count and the proportion of those words usage are then standardized, and are plugged into the Support Vector Machines for Regression (SMOreg) model to predict the Big Five personality scores. The scores are measured on a scale of 1 to 7 – lower values indicating the prime minister lower on a relevant trait. For example, Indira Gandhi scores lowest in agreeableness among the prime ministers. This finding, to any observer of Indian politics, fits well with her decision to impose martial law or ‘Emergency’ in the country to curb the dissenting views in 1970s.

Indian Prime Ministers have a long and established tradition of writing private letters. Some of these letters got released or published as the time passes by, but many are still not available in the public domain. They are however made available in limited amount for research purposes by the relevant agencies such as Nehru Memorial Museum and Library (NMML). Most of these letters I collected are categorized as (top) secret, personal, and (highly) confidential. These letters cover wide range of subjects. From political issues such as internal party disputes and foreign policy disagreements to the mundane discussion on gifts such as perfume and scented hanger, observation how ‘boring’ UN conferences are and the concern about the secret foreign wife and child of a prominent Indian revolutionary leader, these letters reflect the frank, critical, and laudatory views, opinions, or tone. In all, these letters should closely reflect the truer personality of leaders as evidenced from their relatively free choices of words or verbal constructions. Altogether, almost 200 letters spanning approximately 400 pages are analyzed. The letters cover the time period of 1947 till 2014 from first prime minister Jawaharlal Nehru till Manmohan Singh. Private letters of the current Prime Minister Narendra Modi who begins his third term in 2024 are however not available. Personality scores for Modi are measured by analyzing the texts from his interactive monthly radio talk show (another spontaneous form of speech) titled ‘Mann Ki Baat’ which roughly translates as ‘Inner Thoughts’.
description: This data project was made possible by a grant from the American Political Science Association. The statements made and views expressed are solely the responsibility of the author.
DOI: 10.7910/dvn/6kn9lo
title: Replication Data for: "Determinants and Effects of Buy Box Suppression on Amazon" @ Web Conference 2026

description: Replication data/code that reproduces figures, tables, and statistics using pre-processed and intermediate data. See readme for instructions and information. Please cite the WWW paper.
DOI: 10.5281/zenodo.11475510
title: Inverted full deviatoric stress tensors in Zhang et al. 2026

description: The inverted full deviatoric stress tensors from both 12-block inversion and pixel inversion are uploaded here. The coordinate of the tensors is N-E-down. The result from 12-block inversion assumes a uniform stress before the 2019 Ridgecrest doublet and uses the slip model from Xu et al. (2020). The result from pixel inversion uses Xu et al. (2020)'s slip model as well. Locations of the pixels are uploaded together.

The new pixel inversion excludes early events in block 12 for consistency with the 12-block inversion. It does not change the results significantly.
DOI: 10.5281/zenodo.18420491
title: Inverted full deviatoric stress tensors in Zhang et al. 2026

description: The inverted full deviatoric stress tensors from both 12-block inversion and pixel inversion are uploaded here. The coordinate of the tensors is N-E-down. The result from 12-block inversion assumes a uniform stress before the 2019 Ridgecrest doublet and uses the slip model from Xu et al. (2020). The result from pixel inversion uses Xu et al. (2020)'s slip model as well. Locations of the pixels are uploaded together.

The new pixel inversion excludes early events in block 12 for consistency with the 12-block inversion. It does not change the results significantly.
DOI: 10.7910/dvn/arifvh
title: Replication Data for: Seeing What Citizens Miss: How Monitors Improve Election Violence Reporting (Journal of Conflict Resolution)

description: Documenting election violence is central to safeguarding electoral integrity, but collecting such data is difficult. While citizen crowdsourcing is often seen as a cost-effective alternative to traditional monitoring, we argue that monitors offer unique advantages through their training and insulation from local pressures. Our field experiment during Côte d'Ivoire's 2020 presidential election assessed whether monitors enhance election violence documentation when used alongside citizen reporting. We found that the presence of a monitor increased the likelihood of violence being reported by 10.7 percentage points without affecting citizen behavior. Monitors with more geographic experience were more likely to report incidents, regardless of their proximity to home communities. These findings highlight the importance of monitors in revealing latent violence acts and in enhancing the scope and depth of reports. This demonstrates the critical value monitors offer, even as crowdsourced data becomes more prevalent.
DOI: 10.57761/3v2p-jg24
title: Item Response Warehouse 2
DOI: 10.7910/dvn/n73jxp
title: Replication Data for: Optimal Exchange Rate Policy with Oil Shocks

description: The code can be run to generate the graphs. Please read ReadME.txt
DOI: 10.5281/zenodo.18404077
title: Code and Data in support of "Future volcanic eruptions shift the timing of net-zero emissions" by M. Adam et al.
DOI: 10.5281/zenodo.18404078
title: Code and Data in support of "Future volcanic eruptions shift the timing of net-zero emissions" by M. Adam et al.
DOI: 10.7910/dvn/6qocsy
title: Replication Data for: "Hormonal Contraception and Hemoglobin Levels in Urban Malawi: A Longitudinal Analysis"

description: This replication package reproduces the results for the paper entitled "Hormonal Contraception and Hemoglobin Levels in Urban Malawi: A Longitudinal Analysis," which is published in Reproductive Health. This package contains the Stata Do-File (.do) that replicates the tables in the main paper, and the Stata Data File (.dta) that produces the tables that are presented in the paper.
DOI: 10.60541/kshg-k144
title: State Syringe Access Laws

description: Syringe services programs (SSPs) are evidence-based public health interventions that can reduce risk behaviors associated with injection drug use by providing access to sterile syringes, ultimately reducing disease transmission of HIV and hepatitis C and preventing outbreaks. SSPs typically provide services such as testing for blood-borne infections, referrals to counseling and/or substance use disorder treatment, and naloxone distribution, which can further mitigate harm from injection drug use. Decades of research and experience demonstrate SSPs are safe, efficacious, and cost-effective, boost substance use treatment initiation, and do not increase drug use or criminal activity.  

While some states have laws that explicitly authorize SSPs, there is variation in those laws regarding the requirements for establishing and operating SSPs. State laws regulating the possession and distribution of drug paraphernalia laws also vary and may affect the use of sterile syringes.  

This longitudinal dataset captures key elements of state-level statutes and regulations regulating SSPs and drug paraphernalia from January 1, 2010, through June 1, 2024, in all 50 U.S. states and the District of Columbia. The dataset includes the method of authorization for SSPs, requirements for the establishment of SSPs, the types of services provided directly and by referral, drug paraphernalia possession laws, and drug paraphernalia distribution laws. This dataset does not include local laws that govern SSPs or drug paraphernalia, which could differ from state laws. The Research Protocol includes details about the scope of the dataset, the research and coding methodology, and the quality control process. 

This dataset was created with support from the Centers for Disease Control and Prevention (CDC) of the U.S. Department of Health and Human Services (HHS) as part of a financial assistance award totaling $750,000 with 100 percent funded by CDC/HHS. The contents do not necessarily represent the official views of, nor an endorsement, by CDC/HHS, or the U.S. government. 

Please note: the information contained herein does not constitute legal advice. If you have questions regarding your legal rights or obligations, contact an attorney in your jurisdiction.
DOI: 10.21227/z9tb-ws85
title: "PPMC Anpnymization Experiments with IoMT"

description: "This repository is tou use some datasets anonymized with the technique PPMC "
DOI: 10.7910/dvn/s2vtmw
title: Survey Data on Design-Centered Cultural Space Experience and Perceived Cultural Space Benefits

description: This dataset contains the research instruments and empirical survey data supporting a study on *** within the context of *** spaces. The supplementary materials include a structured questionnaire designed to measure *** perceptions, *** evaluations, and participatory orientations related to ***.

The accompanying dataset comprises anonymized responses collected through a questionnaire survey and was used for quantitative modeling and hypothesis testing. The data support analyses examining the relationships among ***-related design attributes, experiential processes, and *** meaningful outcomes.

All personal identifiers have been removed to ensure participant confidentiality. The dataset is provided to enhance research transparency, facilitate methodological replication, and enable further academic investigation into *** and related cultural-space research topics.
DOI: 10.5281/zenodo.18420493
title: SOCIALINTEGRATIONTHROUGHSPORTINTHEMAHALLA:PARTICIPATIONOFTHEELDERLY,YOUTH,ANDPERSONSWITHDISABILITIES;MECHANISMSANDINNOVATIVEAPPROACHESFORENGAGINGINMASSSPORTS

description: This article analyzes the role of sport not only as a means of physical health improvement but also as a powerful tool for social integration within "mahalla" (local community) settings. The study highlights the socio-psychological significance of broadly involving various population strata, specifically the elderly, youth, and persons with disabilities, in mass sports. The author examines existing barriers in this field and proposes innovative approaches regarding the adaptation of sports infrastructure based on inclusive requirements, the use of digital technologies, and the implementation of motivational systems at the community level. Consequently, new mechanisms are developed for the mahalla institution to strengthen public health and enhance social cohesion in society.
DOI: 10.5281/zenodo.18420492
title: SOCIALINTEGRATIONTHROUGHSPORTINTHEMAHALLA:PARTICIPATIONOFTHEELDERLY,YOUTH,ANDPERSONSWITHDISABILITIES;MECHANISMSANDINNOVATIVEAPPROACHESFORENGAGINGINMASSSPORTS

description: This article analyzes the role of sport not only as a means of physical health improvement but also as a powerful tool for social integration within "mahalla" (local community) settings. The study highlights the socio-psychological significance of broadly involving various population strata, specifically the elderly, youth, and persons with disabilities, in mass sports. The author examines existing barriers in this field and proposes innovative approaches regarding the adaptation of sports infrastructure based on inclusive requirements, the use of digital technologies, and the implementation of motivational systems at the community level. Consequently, new mechanisms are developed for the mahalla institution to strengthen public health and enhance social cohesion in society.
DOI: 10.18112/openneuro.ds007196.v1.0.0
title: The child Precision Functional Mapping (cPFM) dataset
DOI: 10.7910/dvn/lnlqol
title: Overlapping Regionalism (OVREG)

description: The Overlapping Regionalism (OVREG) database has been developed as part of the research project “Overlapping Regionalism in Africa, the Americas, Asia and Europe Compared”, which was funded by the German Research Council (grant number PA 1257/7-1; 421167407)
The OVREG datasets 2.0 provide information on 73 regional international organizations (RIOs) from 1945 to 2020.
The research questions guiding the development of the datasets are: How has overlapping regionalism evolved over time and space? Why and when does overlapping regionalism occur and increase? 
This codebook provides an overview of the dataset. In the following first part, the codebook introduces the datasets, describes the included cases and information, clarifies the coding procedure and coding decisions, and explains how to use the datasets. The second part of the codebook provides an alphabetical list of all variables in the databases, while the variables are described in detail in part 3, ordered after categories.
description: The Overlapping Regionalism (OVREG) database has been developed as part of the research project “Overlapping Regionalism in Africa, the Americas, Asia and Europe Compared”, which was funded by the German Research Council (grant number PA 1257/7-1; 421167407)
The OVREG datasets 2.0 provide information on 73 regional international organizations (RIOs) from 1945 to 2020.
The research questions guiding the development of the datasets are: How has overlapping regionalism evolved over time and space? Why and when does overlapping regionalism occur and increase? 
This codebook provides an overview of the dataset. In the following first part, the codebook introduces the datasets, describes the included cases and information, clarifies the coding procedure and coding decisions, and explains how to use the datasets. The second part of the codebook provides an alphabetical list of all variables in the databases, while the variables are described in detail in part 3, ordered after categories.
DOI: 10.5281/zenodo.18330661
title: Sensor-Based Operational Dataset of Main Ship Machinery (ARC Gloria)

description: This repository provides consolidated 1 Hz nominal operational sensor datasets from the Colombian Navy training ship ARC Gloria, covering 2025-09-08 to 2025-12-19 (local time, America/Bogota). It includes time-series data for the main propulsion engine and the generator engines (port and starboard), merged from multiple navigation legs into tidy, timestamp-aligned tables (one variable per column).

Records are not continuous due to real operating conditions: equipment on/off, sailing under wind power, port stays, and intermittent acquisition, so the time index contains gaps (including multi-day gaps). A substantial share of timestamps correspond to non-operating states (e.g., low/zero RPM), while operating segments show physically consistent pressure and temperature ranges. Missing values are preserved as NaN, and some variables may be unavailable or recorded as constant zeros in specific legs; these artifacts are kept as recorded for transparency and reproducibility.
DOI: 10.5281/zenodo.18330660
title: Sensor-Based Operational Dataset of Main Ship Machinery (ARC Gloria)

description: This repository provides consolidated 1 Hz nominal operational sensor datasets from the Colombian Navy training ship ARC Gloria, covering 2025-09-08 to 2025-12-19 (local time, America/Bogota). It includes time-series data for the main propulsion engine and the generator engines (port and starboard), merged from multiple navigation legs into tidy, timestamp-aligned tables (one variable per column).

Records are not continuous due to real operating conditions: equipment on/off, sailing under wind power, port stays, and intermittent acquisition, so the time index contains gaps (including multi-day gaps). A substantial share of timestamps correspond to non-operating states (e.g., low/zero RPM), while operating segments show physically consistent pressure and temperature ranges. Missing values are preserved as NaN, and some variables may be unavailable or recorded as constant zeros in specific legs; these artifacts are kept as recorded for transparency and reproducibility.