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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thevetia peruviana",
 "Country is Cyprus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025031-250811113504898/datasets/export for details.
DOI: 10.15468/dl.c5bc5x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thevetia peruviana",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025029-250811113504898/datasets/export for details.
DOI: 10.6084/m9.figshare.21781463.v1
title: 七分类.csv

description: Voltage data of ZPW-2000A track circuit in normal state and six faults
DOI: 10.6084/m9.figshare.5664685.v1
title: [Selection, performance goal complex, exploitation orientation] Questionnaires, de-identified raw data, and Stata / SPSS syntax files

description: Questionnaires, de-identified raw data, and Stata / SPSS syntax files for the manuscript:<br>Sommet, N., Nguyen, D., Fahrni, K., Jobin, M., Nguyen, H.-P., Sehaqui, H., & Butera, F. (2018). When and Why Performance Goals Predict Exploitation Behaviors: An Achievement Goal Complex Analysis of the Selection Function of Assessment. Accepted for publication in Motivation and Emotion.<br>
DOI: 10.17632/dbfjwwwzgf
title: Replication folder ECMODE-D-24-01693

description: Replication folder of paper "The impact of monetary policy on functional income distribution: a panel VAR analysis"
(Economic Modelling)
DOI: 10.6084/m9.figshare.21445464.v1
title: Mental Health Dataset.sav

description: This dataset is used for the analysis of study results
DOI: 10.6084/m9.figshare.24923028.v1
title: H2 and CO2 Network Strategies for the European Energy System - Supplementary Material - PyPSA Networks

description: Optimized energy system models of the European energy system used in the study "H2 and CO2 Network Strategies for the European Energy System". Each file represents one scenario analyzed in the study:

- Baseline: hydrogen or carbon dioxide transport disabled 
- CO2-Grid: carbon dioxide transport enabled
- H2-Grid: hydrogen transport enabled
- Hybrid: carbon dioxide and hydrogen transport enabled.

All scenarios assume neutrality of carbon dioxide emissions over the whole simulation year. The time resolution is three hours. The number of representative nodes is 90. 
Download the network files and open/analyze them with the PyPSA library (https://github.com/PyPSA/PyPSA).

The files were created with the workflow published at https://github.com/FabianHofmann/carbon-networks.
DOI: 10.6084/m9.figshare.3527195.v1
title: Appendix B. A classification example of boosting using fish scale data.

description: A classification example of boosting using fish scale data.
DOI: 10.6084/m9.figshare.3529670.v1
title: Supplement 1. The computer program DIETA1.exe, its source code, and its manual.

description: File List Dieta1.exe Dieta1.c Dieta1readme.pdf Description 1. Dieta1.exe is is a PC-compatible program that calculates two indices of intrapopulation variation in resource use, based on complex network theory. 2. Dieta1.c is an ascii file containing the C-code of Dieta1.exe. 3. Dieta1readme.pdf is a Portable Document Format file containing the manual of the program.
DOI: 10.17632/5fm2sfjjpz
title: Different Substrate on the reproduction rate of earthworms (Eudrilus eugeniae) and NPK content of its Castings

description: In response to concerns over chemically produced crops using synthetic fertilizers, organic farming has turned to earthworm composting as an alternative. This study evaluates the effects of locally available substrates on earthworm reproduction rates and the NPK content of their castings. Conducted in a Completely Randomized Design with seven treatments replicated three times, the substrates included 75% goat manure combined with 25% of banana leaves, grass clippings, rice straw, legume leaves, cassava leaves, banana bracts, and sawdust. After 45 days, castings were collected, weighed, and analyzed. Treatments with sawdust and legume leaves showed the highest reproduction rates, while banana bracts and legume leaves yielded higher Nitrogen and Phosphorous levels. Sawdust and legume leaves produced castings with elevated Potassium. Using goat manure with legume leaves and sawdust is recommended for increased vermicomposting efficiency and enriched NPK content.
DOI: 10.6084/m9.figshare.21632126.v1
title: rostral MNs

description: scRNA-seq data of rostal MNs
DOI: 10.6084/m9.figshare.26020810.v1
title: HFpEF ABA derivation and validation data and code

description: HFpEF ABA score
DOI: 10.6084/m9.figshare.28925684.v1
title: Raw Data All Variables & Demographic Data

description: This study seeks to examine the mediating role of customer satisfaction in the relationship between brand resonance and brand loyalty within a smartphone technology company. Drawing on key principles from brand management, consumer behavior, and marketing theory, the research explores how customer satisfaction influences the link between brand resonance and brand loyalty.
DOI: 10.6084/m9.figshare.7928225.v1
title: YeastTRN3D-SupplementaryData.xlsx

description: The reconstructed transcriptional regulatory network of <i>Saccharomyces cerevisiae</i>.
DOI: 10.17632/bf58whpr5y
title: Technology-supported writing instruction: A systematic literature review and meta-analysis

description: The coding file used for conducting the TSWI review.
DOI: 10.17632/ry5dkty7t7
title: TiTuSS Transport Database

description: The excel file provides a longitudinal database which integrates information for the road networks with demographic, administrative and socioeconomic data for the municipalities of mainland Portugal over the 50-year period from 1971 to 2020. Although the database refers to the road network and road-based accessibility, it also includes simple measures of the railway network, namely the number of active railway stations in each municipality and the road-based distance and travel time to the nearest active railway station. The database can be used to study the effects of improved road accessibility on multiple socioeconomic outcomes in Portugal (e.g., population growth/decline, employment growth/decline, regional cohesion, urbanization patterns, etc.) over a considerable long period of 50 years. The database was constructed as part of the project TiTuSS-Transport Infrastructure & Urban Spatial Structure: Economic, Social & Environmental Effects (PTDC/EGE-PTDC/EGE-ECO/28805/2017).
DOI: 10.6084/m9.figshare.2062863.v4
title: The Network Architecture of Embryonic Developmental Regulation

description: Presentation, follow-up to Network Frontiers 2015 Abstract.
DOI: 10.6084/m9.figshare.22680850.v1
title: ClimateRound1&2_Combined.sav

description: Data for the publication titled "Artistic representations of data can help bridge the US political divide over climate change."
DOI: 10.6084/m9.figshare.28180454.v2
title: <b>Land-atmosphere interactions mitigate the direct surface drying effects induced by land use and cover change</b>

description: This repository contains the code and scripts used for analyzing the impact of land use and cover change (LUCC) on global soil moisture (SM) through land-atmosphere interactions. The analysis integrates data-driven approaches and coupled Earth system models to investigate the mechanisms regulating surface (0–10 cm) soil moisture over the past century.
DOI: 10.6084/m9.figshare.28473326.v2
title: Water Vole Presence and Habitat Data Trelusback Farm 2024

description: Data for water vole droppings and cuttings present on rafts distributed around Trelusback Farm, Cornwall, UK, as well as for habitat surveys carried out at each of the rafts. Accompanying data to a research project titled Micro-Habitat Preferences of Reintroduced Water Voles and the Implications for Conservation, where information on methods and materials can be found. See attached document for the meaning of the column headings.
DOI: 10.6084/m9.figshare.4749934.v1
title: Kenya GBV2.sav

description: All demographic, baseline, and outcome data of participants screened for the randomized controlled trial of PM+ in women affected by gender-based violence in Kenya
DOI: 10.6084/m9.figshare.29069174.v1
title: Supplementary Material for: A new family with X-linked intellectual disability-90: A case report of a novel DLG3 variant and literature review

description: Abstract
Introduction: X-linked intellectual disability (XLID) is a highly heterogeneous disease. Apart from Fragile X, other diseases that cause XLID are quite rare. The DLG3 gene variants cause XLID90. 
Case presentation: This study presents two patients diagnosed with XLID90 after identifying a novel variant in the DLG3 gene through whole exome sequencing analysis. Both patients had autism spectrum disorder (ASD), intellectual disability (ID), and dysmorphism. Additionally, an arachnoid cyst, which has not been previously reported in XLID90, was also detected in the patients. XLID90 has neither specific clinical findings nor dysmorphic features. Therefore, a detailed literature review is essential for clearly elucidating the phenotype. Here, 102 XLID90 cases from 18 publications reporting pathogenic variants in the DLG3 gene were reviewed to investigate the detailed clinical findings among these patients. The literature review has shown that ID is more frequently observed in patients with truncating variants, while seizures are more commonly seen in patients with non-truncating variants.
Conclusion: This study will provide homogeneous healthcare to patients and allow for appropriate genetic counseling.
DOI: 10.17632/vm8tpkxmmh
title: Data for: Enzyme Responsiveness Enhances the Specificity and Effectiveness of Intelligent Nanoparticles for the Treatment of B16F10 Melanoma

description: A part of Raw data
DOI: 10.6084/m9.figshare.21967424.v1
title: supplementary data 8

description: The source data behind the human patient histogram in the paper
DOI: 10.17605/osf.io/vweqm
title: Systematic Review of Search for Meaning in Life Assessment Tools: Highlighting the Need for a Quest for Significance Scale

description: This systematic review aims to evaluate existing tools for assessing the search for meaning in life and to examine whether these tools also capture the concept of the quest for significance. The review identifies gaps in the current assessment tools and emphasizes the need for developing a dedicated Quest for Significance Scale.
DOI: 10.6084/m9.figshare.12356270.v5
title: Pesticide and lung cancer

description: Datasets for the study of pesticide exposure and lung cancer risk, a case-control study in Nakhon Sawan, Thailand.<br>
DOI: 10.6084/m9.figshare.23712969.v1
title: Supplement 1. OCTs used for OS length analysis

description: OCT images used to measure peak outer segment (OS) length and predict peak cone density.
DOI: 10.6084/m9.figshare.24462004.v1
title: DSC raw data files

description: These are raw differential scanning calorimetry (DSC) data files that can be accessed using open access free software Waters TA TRIOS software.https://www.tainstruments.com/support/software-downloads-support/downloads/
DOI: 10.6084/m9.figshare.25224224.v5
title: GRD-TRT-BUF-4I: Technical Validation Data

description: This is the static test data from the study "Global Geolocated Realtime Data of Interfleet Urban Transit Bus Iding" collected by GRD-TRT-BUF-4I. Updated versions are available here.<b>test-data-a.csv</b> was collected from December 31, 2023 00:01:30 UTC to January 1, 2024 00:01:30 UTC.<b>test-data-b.csv</b> was collected from January 4, 2024 01:30:30 UTC to January 5, 2024 01:30:30 UTC.<b>test-data-c.csv</b> was collected from January 10, 2024 16:05:30 UTC to January 11, 2024 16:05:30 UTC.<b>test-data-d.csv</b> was collected from January 15, 2024 22:30:21 UTC to January 16, 2024 22:30:17 UTC.<b>test-data-e.csv</b> was collected from February 16, 2024 22:30:21 UTC to February 17, 2024 22:30:20 UTC.<b>test-data-f.csv</b> was collected from February 21, 2024 22:30:21 UTC to February 22, 2024 22:30:20 UTC.<br>
DOI: 10.6084/m9.figshare.4300043.v1
title: Urai et al. (2017) Pupil-linked arousal is driven by decision uncertainty and alters serial choice bias. Nature Communications

description: This is the data to replicate all analyses from Urai AE, Braun A, Donner THD. (2017) Pupil-linked arousal is driven by decision uncertainty and alters serial choice bias.<br>See https://github.com/anne-urai/pupilUncertainty for the analysis code, including detailed instructions for replicating the figures from the manuscript.
DOI: 10.6084/m9.figshare.7673264.v1
title: raw data (Java source code) for MSR data track 2019

description: These are the raw java classes of the projects parsed off SourceForge. The projects are categorised by application domain
DOI: 10.6084/m9.figshare.12606470.v1
title: loadcase30_record.xlsx

description: modified from matpower 6.0 and the washionton dataset
DOI: 10.6084/m9.figshare.26190875.v1
title: cleaned assemblies by SINCERE-DATA from a dataset of 30 SAGs of cultured laboratory strains

description: cleaned assembly generated with SINCERE DATA automatic reads decontamination and contigs decontamination from a dataset of 30 SAGs of laboratory strain.
DOI: 10.6084/m9.figshare.25668867.v4
title: CH<sub>4</sub> Inclusions in High-pressure Metapelite: Revealing the Link Between Fluid Behavior and Redox Mechanisms for Subducting Sedimentary Carbon

description: <b>Supplementary Table</b>s for CH<sub>4</sub> Inclusions in High-pressure Metapelite: Revealing the Link Between Fluid Behavior and Redox Mechanisms<b>Table S1.</b> Raman spectra of fluid inclusions and graphite in Figure 3 and Figure S2.<b>Table </b><b>S2.</b> Major elements compositions of minerals in the pelitic schist.<b>Table S3.</b> LA-ICP-MS analyses for garnet in the CH<sub>4</sub>-bearing pelitic schist (ZS910-1).<b>Table S4.</b> Trace elmental compositions of the CH<sub>4</sub>-bearing pelitic schist (ZS910-1) and the calcareous peliticschist (T05) from Zermatt-Saas ophiolite<b>Table S5. </b>The composition of COH fluids at a fixed <i>f</i>O<sub>2</sub> for the studied pelitic schists.<b>Table S6. </b>Variations in X (speciation in COH fluid) with log<i> f</i>O<sub>2</sub> at 550 °C and 2.85 GPa in the CH<sub>4</sub>-bearing pelitic schist.
DOI: 10.6084/m9.figshare.27159741.v1
title: A database on spatiotemporal variation of phytoplankton communities in the mangrove wetland of Shenzhen Bay

description: The Futian Mangrove Ecological Park (FMEP), a vital subtropical conservation area within Shenzhen Bay, encompasses freshwater lakes and saltwater mangrove wetlands, which have been significantly impacted by human activities over recent decades. Phytoplankton, a key element of the mangrove ecosystem, has experienced over 30 occurrences of harmful algal blooms (HABs) in the coastal waters of Shenzhen Bay since the 1980s. This study presents an extensive dataset documenting the spatiotemporal variation in phytoplankton communities and associated physicochemical parameters within the FMEP. Over a 12-month period from January 2019 to October 2021, 60 water samples were collected at five distinct stations during seasonal surveys, capturing the environmental gradient. Both spatial and temporal variability of phytoplankton community and environmental factors are strongly reflected in our data. Since the dataset was generated using microscopy-based method, it offers precious opportunities for ecological analyses and serves as a valuable reference for biodiversity in future studies, especially in the context of anthropogenic impacts and climate change.
DOI: 10.6084/m9.figshare.27931521.v1
title: Mark-recapture data

description: Dataset containing the capture-mark-recapture data for wild greater spear-nosed bats (<i>Phyllostomus hastatus</i>) captured in three caves (Tamana, Guanapo, and Caura) in Trinidad between 1990-2023. For each individual, a record of whether they were captured (1) or not (0) in a given year is reported, alongside their birthdate, the measure used to compute birthdate (exact, tooth wear estimate, or DNA methylation estimate), sex (male/female), and reproductive status of males (bachelor/harem male).
DOI: 10.6084/m9.figshare.8217365.v1
title: Data set for Frontiers in Psychology.sav

description: Data on 19 variables for 89 countries<br>
DOI: 10.6084/m9.figshare.20419206.v1
title: Raw data derived from differential expression analysis performed in GEO2R for each IDC stage in the datasets.

description: Raw Data
DOI: 10.6084/m9.figshare.29139464.v2
title: Contiguous U.S. Daily PM<sub>2.5</sub> Measurements (2021) – Benchmark Dataset for Location‑Encoder Evaluation

description: Deep learning models have demonstrated success in geospatial applications, yet quantifying the role of geolocation information in enhancing model performance and geographic generalizability remains underexplored. A new generation of location encoders have emerged with the goal of capturing attributes present at any given location for downstream use in predictive modeling. Being a nascent area of research, their evaluation has remained largely limited to static tasks such as species distributions or average temperature mapping. In this paper, we discuss and quantify the impact of incorporating geolocation into deep learning for a real-world application domain that is characteristically dynamic (with fast temporal change) and spatially heterogeneous at high resolutions: estimating surface-level daily PM<sub>2.5</sub> levels using remotely sensed and ground-level data. We build on a recently published deep learning-based PM<sub>2.5</sub> estimation model that achieves state-of-the-art performance on data observed in the contiguous United States. We examine three approaches for incorporating geolocation: excluding geolocation as a baseline, using raw geographic coordinates, and leveraging pretrained location encoders. We evaluate each approach under within-region (WR) and out-of-region (OoR) evaluation scenarios. Aggregate performance metrics indicate that while naïve incorporation of raw geographic coordinates improves within-region performance by retaining the interpolative value of geographic location, it can hinder generalizability across regions. In contrast, pretrained location encoders like GeoCLIP enhance predictive performance and geographic generalizability for both WR and OoR scenarios. However, our qualitative analysis reveals artifact patterns caused by high-degree basis functions and sparse upstream samples in certain areas, and our ablation results indicate varying performance among location encoders such as SatCLIP vs. GeoCLIP. To the best of our knowledge, this is a first integration and systematic evaluation of location encoders in a complex, temporally dynamic estimation scenario. In addition to guiding better model development for air pollution estimation and location encoders, this study provides insights for effective incorporation of location into deep learning for geospatial predictive tasks.
DOI: 10.6084/m9.figshare.29146724.v1
title: <b>S</b><b>heath </b><b>b</b><b>light-</b><b>r</b><b>esistant </b><b>r</b><b>ice </b><b>g</b><b>ermplasm YSBR1</b>

description: Sheath blight is a globally prevalent major disease in rice. In earlier stages of this research, a highly sheath blight-resistant germplasm, YSBR1, was developed from progeny of indica-japonica crosses. However, its genomic composition has remained unclear, limiting resistance gene discovery. Utilizing sequencing technologies such as PacBio HiFi, ONT ultra-long, and Hi-C, this study constructed a complete telomere-to-telomere (T2T) genome for YSBR1, identifying 37,750 genes, of which 2,763 are unique to YSBR1. Comparative genomics revealed a mosaic genome composition: 60.31% indica, 22.27% japonica, 4.98% Aus, 3.94% aromatic, and 8.51% inter-subgroup conserved sequences. We propose that introgressed genomic regions converged superior alleles, potentially driving its high resistance. This work establishes a genomic resource to unravel sheath blight resistance mechanisms and mine agronomically vital genes from YSBR1.
DOI: 10.17632/22m3dwhzk6
title: Pervasive evolution of tissue-specificity of ancestral genes differentially shaped vertebrates and insects

description: These are the supplementary files associated with our manuscript: "Pervasive evolution of tissue-specificity of ancestral genes differentially shaped vertebrates and insects" (Mantica et al, 2023).
DOI: 10.17632/ft2f3xhjz7
title: 3D-DPCCA

description: Code to reproduce the key findings in "Deep Representation Learning of Tissue Metabolome and Computed Tomography Images Annotates Non-invasive Classification and Prognosis Prediction of NSCLC"
DOI: 10.17632/xpsgkxdnwk
title: Plankton tow data from nearshore coastal Washington State 2019-2020

description: This dataset consists of plankton samples collected using a bongo-style net in northwest Washington state in summer and fall of 2019 and 2020. The objective of sampling was to document the availability and composition of prey species available to gray whales in the area. Sampling occurred monthly during the gray whale feeding season from June to November in 2019 and from June to September in 2020. There were seven sampling sites located in the Strait of Juan de Fuca and seven in the Pacific Ocean.  Mysids collected in the samples were measured and the sex, length, species, maturity, and gravidity were recorded in the attached dataset. Non-mysids were identified to the lowest taxonomic level possible in 2019, but only to the family level if possible in 2020. A manuscript of our results will be submitted to PeerJ in January 2023.
DOI: 10.6084/m9.figshare.14717320.v1
title: Supplemental_Data_Final from Does leaving water make fish smarter? Terrestrial exposure and exercise improve spatial learning in an amphibious fish

description: Supplemental Data