cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.zftbu5
title: Occurrence Download

description: A dataset containing 58926 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen)",
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Motacilla flava",
 "Year 2015-2024"
 ]
}

 The dataset includes 58926 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037454-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48573/11yc-mf28
title: The Empty Office: Quantitative Survey
DOI: 10.48573/reyy-s461
title: The Empty Office: Quantitative Survey
DOI: 10.15468/dl.nsmet3
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Harmothoe areolata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 135 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037498-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bd29jc53fb.2
title: Spatial Dependencies in the Relationship between Automation and Migrant Worker Employment: Evidence from Chinese Cities

description: This dataset includes all the data used to replicate: "Spatial Dependencies in the Relationship between Automation and Migrant Worker Employment: Evidence from Chinese Cities", published in Economic Modelling, 2026.
The empirical content of the paper comprises eight tables and two appendices, along with four charts, each corresponding to the empirical analysis. The data on migrant workers is sourced from the China Migrant Dynamic Monitoring Survey (CMDS) organised by the National Health Commission of China. The robot data comes from the dataset of China’s industrial robots by industry, published by the International Federation of Robotics (IFR). Data on the number of employees across sectors in China and in each city are sourced from the China Statistical Yearbook and the China City Statistical Yearbook. The data for control variables are sourced from the China City Statistical Yearbook. The latitude and longitude coordinates, as well as the city's adjacency relationships, are available on the National Geographic Information System website (http://bzdt.ch.mnr.gov.cn/).

This study examines the impact of industrial automation on rural migrant employment in China, with a focus on spatial spillover effects. It provides new insights into how automation influences labor markets beyond local boundaries. Using city-level data from 2011 to 2018 and industrial robot adoption as a measure of automation, we find that automation significantly reduces local rural migrant employment while generating positive spillover effects in neighbouring cities. These effects vary by migrants’ skills, tasks, industries, migration types, age, and marital status. Mechanism analyses indicate that automation promotes high-tech enterprise clustering and skill upgrading, creating skill premiums and labour outflows. At the same time, it also strengthens industrial links and structural similarity across neighboring cities. These effects are conducive to positive spillovers. The findings inform inter-regional policies aimed at stabilising rural migrant employment and well-being amid ongoing technological advancements.

Keywords: Automation, Artificial Intelligence; Industrial robots; Migration; China; Spatial Econometrics; Spillover effects; Rural Economy
DOI: 10.17632/rcsfsptx9b
title: Relationship between school rules and educational wastage

description: Relationship between school rules and educational wastage
DOI: 10.17632/rcsfsptx9b.1
title: Relationship between school rules and educational wastage

description: Relationship between school rules and educational wastage
DOI: 10.17632/5dpx9fr8nb
title: Phase-specific nitrogen isotopic evidence for nitrogen cycling and redox evolution during Ediacaran carbon cycle perturbations

description: Table S1. Chemostratigraphic data of the Ediacaran Doushantuo Formation from the YD-5 core, South China.
DOI: 10.17632/5dpx9fr8nb.3
title: Phase-specific nitrogen isotopic evidence for nitrogen cycling and redox evolution during Ediacaran carbon cycle perturbations

description: Table S1. Chemostratigraphic data of the Ediacaran Doushantuo Formation from the YD-5 core, South China.
DOI: 10.15468/dl.rn223g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((116.383 -0.899817, 116.312728 -0.905383, 116.244186 -0.921945, 116.179061 -0.949094, 116.118955 -0.986163, 116.065348 -1.032239, 116.01956 -1.086188, 115.982719 -1.146682, 115.955731 -1.212231, 115.939262 -1.281223, 115.933718 -1.351958, 115.939236 -1.422695, 115.955682 -1.491693, 115.982652 -1.557251, 116.019481 -1.617757, 116.065265 -1.671718, 116.118876 -1.717807, 116.178993 -1.754887, 116.244137 -1.782046, 116.312703 -1.798613, 116.383 -1.804181, 116.453297 -1.798613, 116.521863 -1.782046, 116.587007 -1.754887, 116.647124 -1.717807, 116.700735 -1.671718, 116.746519 -1.617757, 116.783348 -1.557251, 116.810318 -1.491693, 116.826764 -1.422695, 116.832282 -1.351958, 116.826738 -1.281223, 116.810269 -1.212231, 116.783281 -1.146682, 116.74644 -1.086188, 116.700652 -1.032239, 116.647045 -0.986163, 116.586939 -0.949094, 116.521814 -0.921945, 116.453272 -0.905383, 116.383 -0.899817))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037499-251120083545085/datasets/export for details.
DOI: 10.17632/xx8xtg5rrc
title: Breast cancer serum ¹H NMR metabolomics (Malaysia)

description: This study investigates serum metabolomic alterations associated with breast cancer in Malaysian women using ¹H NMR spectroscopy. Fasting serum samples were collected from 60 newly diagnosed, treatment-naïve breast cancer patients and 60 age-matched healthy controls at Hospital Universiti Sains Malaysia, processed under a standardized protocol, and analyzed on a 600 MHz JEOL NMR spectrometer at the Institute for Medical Research (IMR), Kuala Lumpur. Spectra were processed, binned (0.04 ppm bins, 0.50–10.00 ppm, water region excluded), and normalized using probabilistic quotient normalization. Identified metabolites and binned spectral data were used for univariate statistics, multivariate analysis (PCA/OPLS-DA), and machine-learning classification to define a serum metabolomic signature of breast cancer in this Southeast Asian cohort.
DOI: 10.15468/dl.hd94y2
title: Occurrence Download

description: A dataset containing 7336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Netherlands",
 "TaxonKey is Accipiter nisus",
 "Year 2014-2014"
 ]
}

 The dataset includes 7336 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037500-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xx8xtg5rrc.1
title: Breast cancer serum ¹H NMR metabolomics (Malaysia)

description: This study investigates serum metabolomic alterations associated with breast cancer in Malaysian women using ¹H NMR spectroscopy. Fasting serum samples were collected from 60 newly diagnosed, treatment-naïve breast cancer patients and 60 age-matched healthy controls at Hospital Universiti Sains Malaysia, processed under a standardized protocol, and analyzed on a 600 MHz JEOL NMR spectrometer at the Institute for Medical Research (IMR), Kuala Lumpur. Spectra were processed, binned (0.04 ppm bins, 0.50–10.00 ppm, water region excluded), and normalized using probabilistic quotient normalization. Identified metabolites and binned spectral data were used for univariate statistics, multivariate analysis (PCA/OPLS-DA), and machine-learning classification to define a serum metabolomic signature of breast cancer in this Southeast Asian cohort.
DOI: 10.17632/bsj2fc65tp
title: TET1 as a master regulator controlling GPX4-dependent and -independent ferroptosis surveillance in acute myeloid leukemia

description: This folder supports the research article titled “TET1 as a master regulator controlling GPX4-dependent and -independent ferroptosis surveillance in acute myeloid leukemia.” It contains the data and output files (including tables and figures) used in the study.
DOI: 10.17632/bsj2fc65tp.1
title: TET1 as a master regulator controlling GPX4-dependent and -independent ferroptosis surveillance in acute myeloid leukemia

description: This folder supports the research article titled “TET1 as a master regulator controlling GPX4-dependent and -independent ferroptosis surveillance in acute myeloid leukemia.” It contains the data and output files (including tables and figures) used in the study.
DOI: 10.17632/f4jnkpmsy4.2
title: How does digital-physical technology convergence affect corporate ESG ratings: Evidence from China

description: This replication package contains all the data, code, and instructions for the article "How does digital-physical technology convergence affect corporate ESG ratings: Evidence from China." The package is designed for use with Stata.
DOI: 10.17632/rnd48bgb4h
title: Understanding Visitors’ Insights on Quality of Interpretive Guiding in a Tropical Forest Ecotourism Destination: Evidence from Kakum National Park in Ghana

description: Investigation of visitor perception about nature interpretation services in Kakum National Park, Ghana
DOI: 10.17632/rnd48bgb4h.2
title: Understanding Visitors’ Insights on Quality of Interpretive Guiding in a Tropical Forest Ecotourism Destination: Evidence from Kakum National Park in Ghana

description: Investigation of visitor perception about nature interpretation services in Kakum National Park, Ghana
DOI: 10.17632/dzt6wzz279
title: Leveraging CNN-ViT Hybrid Model For Enhanced AI Generated Image Detection

description: This is a dataset containing 3280 images. There are 1910 AI Generated image and 1910 Real Scene Image.
DOI: 10.17632/dzt6wzz279.1
title: Leveraging CNN-ViT Hybrid Model For Enhanced AI Generated Image Detection

description: This is a dataset containing 3280 images. There are 1910 AI Generated image and 1910 Real Scene Image.
DOI: 10.15468/dl.3a3wfb
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spilogale pygmaea",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 174 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037501-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4w4dbbrgrt
title: Measuring energy resilience via risk absorption: High-frequency evidence from China

description: This dataset accompanies the paper “Measuring energy resilience via risk absorption: High-frequency evidence from China”, submitted to Energy Economics (Manuscript No.: ENEECO-D-25-02506).
DOI: 10.17632/4w4dbbrgrt.1
title: Measuring energy resilience via risk absorption: High-frequency evidence from China

description: This dataset accompanies the paper “Measuring energy resilience via risk absorption: High-frequency evidence from China”, submitted to Energy Economics (Manuscript No.: ENEECO-D-25-02506).
DOI: 10.6084/m9.figshare.30773096
title: <b>A Multi-Tissue eQTL Atlas Across Development and Genetic Backgrounds in Wheat</b>

description: To construct a comprehensive map of this regulatory landscape in bread wheat (Triticum aestivum, genome BBAADD), we identified eQTLs from four independent panels, each capturing a distinct tissue and developmental stage (Fig. 1A-B): ground tissue of 2-week-old seedlings (He et al., 2022), leaves at the three-leaf stage (Mei et al., 2022), the second or third seedling leaf (Barratt et al., 2023), and roots at 14 days after germination (Zhao et al., 2024). Wheat.FourPanels.eQTLs.formated.2025.csv is the summary table of eQTLs of four panels.
DOI: 10.6084/m9.figshare.30773096.v1
title: <b>A Multi-Tissue eQTL Atlas Across Development and Genetic Backgrounds in Wheat</b>

description: To construct a comprehensive map of this regulatory landscape in bread wheat (Triticum aestivum, genome BBAADD), we identified eQTLs from four independent panels, each capturing a distinct tissue and developmental stage (Fig. 1A-B): ground tissue of 2-week-old seedlings (He et al., 2022), leaves at the three-leaf stage (Mei et al., 2022), the second or third seedling leaf (Barratt et al., 2023), and roots at 14 days after germination (Zhao et al., 2024). Wheat.FourPanels.eQTLs.formated.2025.csv is the summary table of eQTLs of four panels.
DOI: 10.17632/kd4ynjn7dx
title: CircRNA-Encoded RIPK1-98 Protein Drives Lung Adenocarcinoma Progression

description: Biological unexplored matter—including uncharacterized genetic elements, molecular entities, and microbial components—remains poorly understood. Here, we use integrated multi-omics approaches to identify and characterize previously unrecognized protein products encoded by circular RNAs (circRNAs) and to delineate their roles in the progression of lung adenocarcinoma (LUAD). The transcription of precursor mRNA by RNA Polymerase Ⅱ subunit A (RPB1) is crucial for the biogenesis of these potential circRNA-encoded proteins. Functional and translational analyses link their expression to distinct pathological stages of LUAD in patients. A novel protein, RIPK1-98, encoded by circRIPK1, was identified as functionally distinct from its parental gene product, receptor interacting serine/threonine kinase 1 (RIPK1). RIPK1-98 modulates CDK2-dependent cell cycle regulation, thereby facilitating tumor proliferation in cellular and animal models. Together, these findings suggest that RIPK1-98 may serve as a biomarker for cell cycle progression in LUAD and highlight its potential as a therapeutic target to counteract resistance to first-line treatments, such as osimertinib.
DOI: 10.17632/kd4ynjn7dx.1
title: CircRNA-Encoded RIPK1-98 Protein Drives Lung Adenocarcinoma Progression

description: Biological unexplored matter—including uncharacterized genetic elements, molecular entities, and microbial components—remains poorly understood. Here, we use integrated multi-omics approaches to identify and characterize previously unrecognized protein products encoded by circular RNAs (circRNAs) and to delineate their roles in the progression of lung adenocarcinoma (LUAD). The transcription of precursor mRNA by RNA Polymerase Ⅱ subunit A (RPB1) is crucial for the biogenesis of these potential circRNA-encoded proteins. Functional and translational analyses link their expression to distinct pathological stages of LUAD in patients. A novel protein, RIPK1-98, encoded by circRIPK1, was identified as functionally distinct from its parental gene product, receptor interacting serine/threonine kinase 1 (RIPK1). RIPK1-98 modulates CDK2-dependent cell cycle regulation, thereby facilitating tumor proliferation in cellular and animal models. Together, these findings suggest that RIPK1-98 may serve as a biomarker for cell cycle progression in LUAD and highlight its potential as a therapeutic target to counteract resistance to first-line treatments, such as osimertinib.
DOI: 10.17632/6gxknsrk27
title: Dataset on Sentiment Analysis of Global Climate Change Education Abstracts (2015–2024)

description: This dataset contains supporting data for a manuscript currently in preparation, exploring rhetorical tone, sentiment, and vulnerability framing in climate change education literature published between 2015 and 2024.
It includes metadata and sentiment analysis results for 777 peer-reviewed abstracts, covering sentiment polarity, subjectivity, hedging/certainty metrics, rhetorical style classification, vulnerability scores, and author-region metadata.

This dataset is openly available to support transparency, reuse, and further research in the field of climate change education and science communication.
DOI: 10.17632/6gxknsrk27.2
title: Dataset on Sentiment Analysis of Global Climate Change Education Abstracts (2015–2024)

description: This dataset contains supporting data for a manuscript currently in preparation, exploring rhetorical tone, sentiment, and vulnerability framing in climate change education literature published between 2015 and 2024.
It includes metadata and sentiment analysis results for 777 peer-reviewed abstracts, covering sentiment polarity, subjectivity, hedging/certainty metrics, rhetorical style classification, vulnerability scores, and author-region metadata.

This dataset is openly available to support transparency, reuse, and further research in the field of climate change education and science communication.
DOI: 10.17632/jzycs7bk6f
title: Physical activity and sedentary time trajectories impact colorectal cancer patients of frailty

description: Physical activity and sedentary time trajectories impact colorectal cancer patients of frailty
DOI: 10.17632/jzycs7bk6f.1
title: Physical activity and sedentary time trajectories impact colorectal cancer patients of frailty

description: Physical activity and sedentary time trajectories impact colorectal cancer patients of frailty
DOI: 10.17632/bnjhs6rkb4
title: Raw data-Acupuncture mitigates post-stroke spastic dyskinesia via NT3-PKC-KCC2 pathway-mediated neuroplasticity and axonal remodeling

description: raw data of functional assessments and molecular biology
DOI: 10.15468/dl.smg2q6
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.324 -0.896817, 103.253728 -0.902383, 103.185186 -0.918945, 103.120061 -0.946094, 103.059955 -0.983163, 103.006348 -1.029239, 102.960561 -1.083188, 102.923719 -1.143682, 102.896732 -1.209231, 102.880263 -1.278223, 102.874719 -1.348958, 102.880237 -1.419695, 102.896683 -1.488693, 102.923652 -1.554251, 102.960482 -1.614757, 103.006265 -1.668718, 103.059876 -1.714807, 103.119994 -1.751887, 103.185137 -1.779046, 103.253703 -1.795613, 103.324 -1.801181, 103.394297 -1.795613, 103.462863 -1.779046, 103.528006 -1.751887, 103.588124 -1.714807, 103.641735 -1.668718, 103.687518 -1.614757, 103.724348 -1.554251, 103.751317 -1.488693, 103.767763 -1.419695, 103.773281 -1.348958, 103.767737 -1.278223, 103.751268 -1.209231, 103.724281 -1.143682, 103.687439 -1.083188, 103.641652 -1.029239, 103.588045 -0.983163, 103.527939 -0.946094, 103.462814 -0.918945, 103.394272 -0.902383, 103.324 -0.896817))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 50 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037502-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bnjhs6rkb4.1
title: Raw data-Acupuncture mitigates post-stroke spastic dyskinesia via NT3-PKC-KCC2 pathway-mediated neuroplasticity and axonal remodeling

description: raw data of functional assessments and molecular biology
DOI: 10.15468/dl.qcuqpr
title: Occurrence Download

description: A dataset containing 408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Harmothoe aspera",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 408 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037503-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/y2t3cgwnr2
title: Data for: Predicting the spatial distribution of invasive species richness using the combination of machine learning and geostatistical algorithms

description: This dataset is the original data of the paper “Predicting the spatial distribution of invasive species richness using the combination of machine learning and geostatistical algorithms” .The dataset includes forest survey data, eco-climatic data, and topographic and geomorphological data. Among them, the forest survey data comes from the US Forest Inventory and Analysis (FIA) program, which collects information on the occurrence and distribution of invasive plants in all public and private forests in the United States. The ecological and climatic data includes 31 climatic variables, extracted from the WorldClim Global Climate Data (Version 2.1, https://www.worldclim.org/data/worldclim21.html). The topographic and geomorphological data includes three variables: elevation, soil carbon content, and aridity index. Among these, the elevation data comes from WorldClim Global Climate Data, soil carbon content data is extracted from the International Soil Reference and Information Centre (ISRIC-World Soil Information, https://www.isric.org/), and the aridity index is extracted from the Global Aridity Index (http://www.cgiar-csi.org/data). The definitions of each variable are as follows:
prov_ID: Eco-region code;
LAT/LON: Decimal latitude/longitude;
Seasonability: SD of mean annual temperature;
Alt: Altitude (m);
PLT_TPA/Tpha: Trees per acre/hectare;
RelDen: Successional development proportion (0–1);
prpfor: Forested plot proportion;
plt_drybio_adj/ha: Native tree biomass (English tons/acre/hectare);
native_spp: Native tree species richness;
PD_all: Phylogenetic diversity of tree species;
PSV_all/var: Phylogenetic variability and variance;
PSR_all/var: Phylogenetic richness and variance;
PSE_all/PSC_all: Phylogenetic evenness/clustering;
InvSpRichness: Invasive species richness;
soilcarbon: 0–20 cm soil carbon content;
aridity: Precipitation/evapotranspiration ratio;
BIO1–BIO19: Standard climatic metrics (e.g., temperature, precipitation);
vaprmin/max/range/avg: Water vapor pressure metrics (kPa);
sradmin/max/range/avg: Solar radiation metrics (KJ/m²/day);
windmin/max/range/avg: Wind speed metrics (m/s).