cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hdy32f7xyz.1
title: The correlation among irrational parenthood cognitions,fertility stress and social support in infertile female patients：A cross-sectional analysis of structural equation modelling

description: A cross-sectional survey was recently completed among initial IVF-ET and RIF patients at the Reproductive Centre of Women's Hospital. A study on the relationship among irrational parenthood cognition, fertility stress, and social support in patients with RIF has been previously published (Lvy et al., 2023). This study used irrational parenthood cognition as an entry point based on the use of stress in infertility, the biopsychosocial model of infertility, social support, and other related theories. This study compared the differences and influencing factors of irrational parenthood cognition in infertile female patients with initial IVF-ET and RIF, explored the correlation among irrational fertility cognition, fertility stress, and social support, and tested the mediating effect of fertility stress on irrational parenthood cognition and social support through structural equations.
The mediation effect analysis explained how the effect of the independent variable x on the dependent variable was mediated by mediator M (Du et al., 2014). Based on Wen Zhongling's research on mediated effects modeling (Wen et al., 2022), we hypothesized that factors related to the person, problem, and environment would have direct and indirect relationships with irrational parenthood cognitions. Additionally, we hypothesized that fertility stress would mediate the relationship between irrational parenthood cognitions and social support.
Using convenience sampling and cross-sectional study, patients who received treatment with assisted reproductive technologies between January 2020 and December 2022 were identified. The irrational parenthood cognitions questionnaire, fertility problem inventory, and social support rating scale were used to examine 396 female patients in total. The data were analyzed using univariate analysis and Pearson's correlation, and a structural equation model was created.
DOI: 10.17632/s6jwhkxn8c
title: Biosafety assessment of engineered CCL20 locked dimers in vivo

description: Single cell RNA sequencing data of 4 spleens from 6-week old male C57/BL6 mice treated with vehicle PBS and 4 spleens from mice treated with 200ug CCL20LD every other day by intraperitoneal injection for 21 days. Barcodes, features, and matrix files provided for each sample, as well as a final .RDS Seurat object of all integrated samples annotated ("subclustered_b_cells.RDS"). More info can be found in the associated paper. The code for the analysis can be found at https://github.com/The-Michael-Dwinell-Lab-at-MCW/CCL20LD-Safety-and-Efficacy/tree/main
DOI: 10.17632/s6jwhkxn8c.1
title: Biosafety assessment of engineered CCL20 locked dimers in vivo

description: Single cell RNA sequencing data of 4 spleens from 6-week old male C57/BL6 mice treated with vehicle PBS and 4 spleens from mice treated with 200ug CCL20LD every other day by intraperitoneal injection for 21 days. Barcodes, features, and matrix files provided for each sample, as well as a final .RDS Seurat object of all integrated samples annotated ("subclustered_b_cells.RDS"). More info can be found in the associated paper. The code for the analysis can be found at https://github.com/The-Michael-Dwinell-Lab-at-MCW/CCL20LD-Safety-and-Efficacy/tree/main
DOI: 10.6084/m9.figshare.31224679
title: Skipjack tuna landings at Tumumpa Port, North Sulawesi (2024-2025)

description: DATASET: Skipjack Tuna Landings at Tumumpa Coastal Fishing Port, North Sulawesi, IndonesiaPERIOD: January 2024 – December 2025 (24 months)SPECIES: Skipjack tuna (Katsuwonus pelamis) onlySOURCE: Fisheries Port Information System (PIPP), Indonesia<br>CITATION:[Manoppo, Andaki and Kampilong], [Year]. Skipjack tuna landings and ex-vessel prices at Tumumpa Port, North Sulawesi (2024-2025) [Dataset]. https://doi.org/10.6084/m9.figshare.31224679<br>VARIABLES:- year: Calendar year (2024 or 2025)- month: Month name (January–December)- month_numeric: Month number (1–12) for time-series analysis- fishing_effort_trips: Number of purse seine vessel trips landing at port- landed_volume_kg: Total skipjack catch weight in kilograms- transaction_value_idr: Aggregate ex-vessel revenue in Indonesian Rupiah (IDR)- ex_vessel_price_idr_per_kg: Derived unit price (transaction_value_idr / landed_volume_kg)- notes: Data quality flags (e.g., "species_composition_shift" for June 2024 outlier)<br>DATA QUALITY:- Species filtering: Only Katsuwonus pelamis included; mixed-species landings excluded- Outlier validation: June 2024 price spike (IDR 45,823/kg) validated via Sailing Declarations (SPB) as temporary shift to high-value species; retained in dataset but flagged for analysis exclusion- Anonymization: All vessel-level identifiers removed per Indonesian Ministry of Marine Affairs Regulation No. 12/2021<br>ETHICAL COMPLIANCE:- Data extracted under research permit No. [Nomor Izin] from North Sulawesi Marine and Fisheries Office- Raw vessel-level data restricted due to confidentiality regulations; only aggregated port-level data shared- Dataset supports reproducibility of findings reported in: "[Manuscript Title]", Fisheries Research (forthcoming)<br>CONTACT:Victoria ManoppoUniversitas Sam Ratulangivictoria.nicoline@unsrat.ac.id <br>
DOI: 10.6084/m9.figshare.31224679.v1
title: Skipjack tuna landings at Tumumpa Port, North Sulawesi (2024-2025)

description: DATASET: Skipjack Tuna Landings at Tumumpa Coastal Fishing Port, North Sulawesi, IndonesiaPERIOD: January 2024 – December 2025 (24 months)SPECIES: Skipjack tuna (Katsuwonus pelamis) onlySOURCE: Fisheries Port Information System (PIPP), Indonesia<br>CITATION:[Manoppo, Andaki and Kampilong], [Year]. Skipjack tuna landings and ex-vessel prices at Tumumpa Port, North Sulawesi (2024-2025) [Dataset]. https://doi.org/10.6084/m9.figshare.31224679<br>VARIABLES:- year: Calendar year (2024 or 2025)- month: Month name (January–December)- month_numeric: Month number (1–12) for time-series analysis- fishing_effort_trips: Number of purse seine vessel trips landing at port- landed_volume_kg: Total skipjack catch weight in kilograms- transaction_value_idr: Aggregate ex-vessel revenue in Indonesian Rupiah (IDR)- ex_vessel_price_idr_per_kg: Derived unit price (transaction_value_idr / landed_volume_kg)- notes: Data quality flags (e.g., "species_composition_shift" for June 2024 outlier)<br>DATA QUALITY:- Species filtering: Only Katsuwonus pelamis included; mixed-species landings excluded- Outlier validation: June 2024 price spike (IDR 45,823/kg) validated via Sailing Declarations (SPB) as temporary shift to high-value species; retained in dataset but flagged for analysis exclusion- Anonymization: All vessel-level identifiers removed per Indonesian Ministry of Marine Affairs Regulation No. 12/2021<br>ETHICAL COMPLIANCE:- Data extracted under research permit No. [Nomor Izin] from North Sulawesi Marine and Fisheries Office- Raw vessel-level data restricted due to confidentiality regulations; only aggregated port-level data shared- Dataset supports reproducibility of findings reported in: "[Manuscript Title]", Fisheries Research (forthcoming)<br>CONTACT:Victoria ManoppoUniversitas Sam Ratulangivictoria.nicoline@unsrat.ac.id <br>
DOI: 10.5517/ccdc.csd.cc23qf6h
title: CCDC 1957966: Experimental Crystal Structure Determination

description: Related Article: Musa A. Said|2026|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.17552518
title: Hate_annotated_data_Bhojpuri_hindi_english

description: This is a multilingual dataset that contains about 7000 comments extracted from YouTube . The comments are recorded in three languages: Hindi, English and Bhojpuri(a dialect of Hindi). The samples are in both Roman as well as Devanagari scripts. There are two classes to identify the samples, namely O(offensive) and NO(not offensive). Any comment that incites hate, uses objectionable words or is targeted against any community is considered as O(objectionable), the others are NO(non objectionable). Annotators were hired to annotate the data to the best case.
DOI: 10.5281/zenodo.16729014
title: Dataset for: Paper titled: Effect of greening the streets with palm trees in outdoor thermal comfort in a hot and arid climate
title: Palm Trees and Outdoor Comfort

description: This file is a dataset for the scientific paper titled: "Effect of greening the streets with palm trees in outdoor thermal comfort in a hot and arid climate"
DOI: 10.15468/dl.edg5s4
title: Occurrence Download

description: A dataset containing 604 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Deinagkistrodon acutus"
 ]
}

 The dataset includes 604 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005895-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/hdpruf
title: Fairchild Tropical Botanic Garden (FTG)

description: Fairchild is dedicated to exploring, explaining and conserving the world of tropical plants. We are one of the premier conservation and education-based gardens in the world and a recognized international leader in both Florida and international conservation. Currently Fairchild has field programs in over 20 countries including support to protected areas in Madagascar and Africa and botanic garden development and renovation projects in South and Central America, the Caribbean and the Middle East.
DOI: 10.15468/dl.vrdtma
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Swintonia schwenckii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 95 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005896-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4zs2m
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "Elevation 0.0-17.0m",
 "StateProvince is Lima",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005897-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ac6g7
title: Occurrence Download

description: A dataset containing 10533 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tapirira guianensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 10533 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005899-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpu3b8
title: Occurrence Download

description: A dataset containing 1033 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thyrsodium spruceanum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1033 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005900-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8nbjb
title: Occurrence Download

description: A dataset containing 4979 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton ciliatoglandulifer"
 ]
}

 The dataset includes 4979 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005901-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4tyy94
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Toxicodendron pubescens",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 322 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005904-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ungdcb
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Leopardus tigrinus",
 "Year 2006-2026"
 ]
}

 The dataset includes 69 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005905-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xq3v96
title: Occurrence Download

description: A dataset containing 3612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Toxicodendron radicans",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 3612 records from 226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005906-260129131611470/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.31171099
title: Factors Influencing SVF Yields From Human Adipose Tissue: Isolation Technique, Age, and Sex

description: This data corresponds with a retrospective chart review of 114 patients who underwent adipose-derived stem cell (ADSC) harvesting via a mini-liposuction in our clinic. We investigated the influence of donor age, donor sex, and isolation techniques (enzymatic vs mechanical processing) on stromal vascular fraction (SVF) viability and total nucleated count (TNC).
DOI: 10.6084/m9.figshare.31171099.v1
title: Factors Influencing SVF Yields From Human Adipose Tissue: Isolation Technique, Age, and Sex

description: This data corresponds with a retrospective chart review of 114 patients who underwent adipose-derived stem cell (ADSC) harvesting via a mini-liposuction in our clinic. We investigated the influence of donor age, donor sex, and isolation techniques (enzymatic vs mechanical processing) on stromal vascular fraction (SVF) viability and total nucleated count (TNC).
DOI: 10.15468/dl.5nsxd4
title: Occurrence Download

description: A dataset containing 4224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Phoenix dactylifera",
 "Year 1996-2026"
 ]
}

 The dataset includes 4224 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003625-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5061/dryad.h9w0vt4pw
title: Experimental evolution under varying sex ratio and behavioral plasticity in response to perceived competitive environment independently affect calling effort in male crickets

description: The operational sex ratio (OSR) is a key component influencing the
 magnitude of sexual selection driving the evolution of male sexual traits,
 but males often also retain the ability to plastically modulate trait
 expression depending on the current environment. Here we employed an
 experimental evolution approach to determine whether the OSR affects the
 evolution of male calling effort in decorated crickets, a costly sexual
 trait, and whether plasticity in calling effort is altered by the OSR
 under which males have evolved. Calling effort of males from two selection
 regimes maintained at different OSRs over 18–20 generations (male- versus
 female-biased) was recorded at two different levels of perceived
 competition, in the absence of rivals or in the presence of an
 experimentally muted competitor. The effect of the OSR on the evolution of
 male calling effort was modest and in the opposite direction predicted by
 theory. Instead, the immediate competitive environment strongly influenced
 male calling effort as males called more in the presence of a rival,
 revealing considerable plasticity in this trait. This increased calling
 effort came at a cost, however, as males confined with a muted rival
 experienced significantly higher mortality.
DOI: 10.15468/dl.vau6xm
title: Occurrence Download

description: A dataset containing 4790133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is China",
 "Year 2002-2026"
 ]
}

 The dataset includes 4790133 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003551-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5061/dryad.4j0zpc8jc
title: Data from: Demographically explicit scans for barriers to gene flow using gIMble

description: Identifying regions of the genome that act as barriers to gene flow
 between recently diverged taxa has remained challenging given the many
 evolutionary forces that generate variation in genetic diversity and
 divergence along the genome, and the stochastic nature of this variation.
 Here we implement a composite likelihood approach for the quantification
 of barriers to gene flow. This analytic framework captures background
 selection and selection against locally maladaptive alleles (i.e. genomic
 barriers) in a model of isolation with migration (IM) as heterogeneity in
 effective population size (Ne) and effective migration rate (me),
 respectively. Variation in both effective demographic parameters is
 estimated in sliding windows via pre-computed likelihood grids. We have
 implemented genomewide IM blockwise likelihood estimation (gIMble) as a
 modular tool, which includes modules for pre-processing/filtering of
 genomic data and performing parametric bootstraps using coalescent
 simulations. To demonstrate the new approach, we analyse data from a
 well-studied sister species pair of tropical butterflies with a known
 history of post-divergence gene flow: Heliconius melpomene and H. cydno.
 Our analysis uncovers both large effect barrier loci (including well-known
 wing-pattern genes) and a genome-wide signal of polygenic barrier
 architecture.
description: See manuscript: section Materials and Methods, subsection
 Heliconius Analyses.
description: # Demographically explicit scans for barriers to gene flow using gIMble
 [https://doi.org/10.5061/dryad.4j0zpc8jc](https://doi.org/10.5061/dryad.4j0zpc8jc) ## Description of the data and file structure This dataset contains data used in the article: DR Laetsch, G Bisschop, SH Martin, S Aeschbacher, D Setter, K Lohse (2023). Demographically explicit scans for barriers to gene flow using gIMble. *PLOS Genetics.* Dataset contains: * Heliconius melpomene `Hmel2.5` genome assembly FASTA *sensu* [Davey ](https://onlinelibrary.wiley.com/doi/full/10.1002/evl3.12)*[et al](https://onlinelibrary.wiley.com/doi/full/10.1002/evl3.12)*[. 2017](https://onlinelibrary.wiley.com/doi/full/10.1002/evl3.12) * VCF file based on BAM files (alignments against `Hmel2.5` of 20 selected Illumina datasets from ENA project [PRJEB11772](https://www.ebi.ac.uk/ena/browser/view/PRJEB11772?show=related-records). See Table S1 in manuscript for details) and genome assembly. * Simulation bootstrap replicates (`bootstrap_replicates.tar.gz`) ## Sharing/Access information Comments and requests should be addressed to Dominik R Laetsch (dominik.laetsch at gmail.com). All data has been generated by us and is free of use. We would appreciate if the paper is cited if appropriate.
DOI: 10.57745/qjnqvn
title: Soil characteristics - Greece

description: Soil physical and chemical characteristics at Xeromero, Greece (Time zero, May 2023)
DOI: 10.5061/dryad.z34tmpgm1
title: Field data of seed dormancy and pod dehiscence in Hairy Vetch (V. villosa)

description: Hairy vetch (Vicia villosa Roth), a winter hardy annual legume, is a
 promising cover crop. To fully leverage its potential, seed production and
 field performance of V. villosa must be improved to facilitate producer
 adoption. Two classic domestication traits, seed dormancy (hard seed) and
 dehiscence (pod shatter), are selection targets in an ongoing breeding
 program. This study reports a genome-wide association study of 1,019 V.
 villosa individuals evaluated at two sites (Knox City, Texas and
 Corvallis, Oregon) for proportion of dormant seed, visual pod dehiscence
 scores, and two dehiscence surrogate measures (force to dehiscence and pod
 spiraling score).Trait performance varied between sites, but reliability
 (equivalent to heritability) across sites was strong (dormant seed
 proportion: 0.68; dehiscence score: 0.61; spiraling score: 0.42; force to
 dehiscence: 0.41). A major locus controlling seed dormancy was found
 (q-value: 1.29 x 10 -5 ; Chromosome 1: Position: 63611165), which can be
 used by breeding programs to rapidly reduce dormancy in breeding
 populations. No significant dehiscence score QTL were found, primarily due
 to the high dehiscence rates in Corvallis, Oregon. Since Oregon is a
 potentially major V. villosa seed production region, further dehiscence
 resistance screening is necessary.
description: See attached publication.
description: The 'PrimaryGroup_Filtered.fst' is a data frame saved
 using the R package 'fst'.  Rows are 881 individuals with IDs
 included, in order, in the 'sampleID.csv' file.  Columns are
 markers with the scaffold number followed by the position number and
 seperated with "_".   These individuals are associated with
 field observations described in the associated manuscript with raw field
 observations provided in the 'Field_data.csv' file.  The marker
 data is saved as imputed dosages of alternate alleles. (0,1,2).
description: # Seed Dormancy and Pod Shatter in Hairy Vetch (V. villosa) *** The
 'PrimaryGroup\_Filtered.fst' is a data frame saved using the R
 package 'fst'. Rows are 881 individuals with IDs included, in
 order, in the 'sampleID.csv' file. Columns are markers with the
 scaffold number followed by the position number and seperated with
 "\_". These individuals are associated with field observations
 described in the associated manuscript with raw field observations
 provided in the 'Field\_data.csv' file. The marker data is saved
 as imputed dosages of alternate alleles. (0,1,2). For observations with no
 measurements, values were set to 'NA' or to '-99' for
 numeric variables.