cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8pnasf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argentina Linnaeus, 1758",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((51.9067 10.3601,51.6539 10.8496,44.9648 10.8496,44.9648 1.8496,45.9851 1.8496,46.3652 2.0796,48.3314 4.1285,49.4027 5.7662,49.6642 6.5145,51.2543 9.1551,51.377 9.8685,51.7452 10.0272,51.9067 10.3601))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012881-250525065834625/datasets/export for details.
DOI: 10.17632/wm6c5wzs4c
title: Dataset of "Extended field-of-view ultrathin microendoscopes for high-resolution two-photon imaging with minimal invasiveness"

description: Dataset_1
Data from functional imaging in the VPM using type II eFOV-microendoscopes before and after the removal of the corrective microlens in awake head-restrained mice.
- dataset1_description.csv: description of the t-series containing the mouse ID, the type of lens used and the imaging parameters.
- TS####.mat: mat-file containing a structure with imaging data
    - data.A is a num_pixels*num_ROIs array containing the spatial footprints of the ROIs. Each column corresponds to a single ROI and contains positive values for pixels belonging to the corresponding ROI.
    - data.F_raw is a num_ROIs*num_frames array containing the raw fluorescence activity of the ROIs. Each row corresponds to a single ROI.
    - data.C_d is a num_ROIs*num_frames array containing the normalized DF_F activity of the ROIs. Each row corresponds to a single ROI.

Dataset _2:
Data from functional imaging in the VPM using type II eFOV-microendoscopes with the corrective microlens in awake head-restrained mice.
Brief dataset description:
- TSeries-########-####-####_Mouse_####.mat: mat-file containing a structure with imaging data
    - data.A is a num_pixels*num_ROIs array containing the spatial footprints of the ROIs. Each column corresponds to a single ROI and contains positive values for pixels belonging to the corresponding ROI.
    - data.F_raw is a num_ROIs*num_frames array containing the raw fluorescence activity of the ROIs. Each row corresponds to a single ROI.
    - data.C_d is a num_ROIs*num_frames array containing the normalized DF_F activity of the ROIs. Each row corresponds to a single ROI.

Dataset_3:
Auxiliary data to generate synthetic t-series. For a complete description of their use, see https://github.com/moni90/eFOV_microendoscopes_sim

Dataset_4
Zemax files for optical simulations. The Zemax data related to the GRIN rods are provided by GRINTECH and are based on refractive index profiles of standard GRINTECH’s 0.25 pitch rod lenses, which are optimized for optimum on-axis spherical aberration.
 
Dataset_5
z-stacks of PSF measurements.
 
Dataset_6
Confocal images of labeling of cortico-thalamic and thalamo-cortical connectivity.
DOI: 10.6084/m9.figshare.12847814.v3
title: ECRdatabase.xlsx

description: A free and comprehensive ECR based resource list for all to use. This database comprises of links to tools and websites for students as well as graduates and professionals to use.
DOI: 10.17632/ctpphnptc5
title: Datasets for paper: Hodge et al., Capturing secondary permeability and fracture connectivity through geological time by fracture back-stripping

description: A collection of key datasets used in the study, including down-hole televiewer (four drill holes) data, paleo-aperture data involving vein and fracture true width measurements, and mapped lineament traces (1:500, 1:7,500, 1:25,000, and 1:100,000 scales) as GIS (Esri) shapefiles.
DOI: 10.17632/jd8gt2yxbx
title: GenAnneal: Genetically modified Simulated Annealing

description: Abstract A modification of the standard Simulated Annealing (SA) algorithm is presented for finding the global minimum of a continuous multidimensional, multimodal function. We report results of computational experiments with a set of test functions and we compare to methods of similar structure. The accompanying software accepts objective functions coded both in Fortran 77 and C++. Title of program: GenAnneal Catalogue Id: ADXI_v1_0 Nature of problem A multitude of problems in science and engineering are often reduced to minimizing a function of many variables. There are instances that a local optimum does not correspond to the desired physical solution and hence the search for a better solution is required. Local optimization techniques are frequently trapped in local minima. Global optimization is hence the appropriate tool. For example, solving a non-linear system of equations via optimization, employing a "least squares" type of objectiv ... Versions of this program held in the CPC repository in Mendeley Data ADXI_v1_0; GenAnneal; 10.1016/j.cpc.2005.12.011 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/vmf6fbfm2n
title: Data of the Randomized Controlled Trial for the ESMATE project in El Salvador (Lower secondary level) from 2018 to 2019

description: This is the anonymized dataset of the Randomized Controlled Trial (RCT) for the ESMATE project in El Salvador (Lower secondary level). The RCT was conducted in collaboration between the Ministry of Education in El Salvador and JICA from 2018 to 2019.  

The ESMATE project is the JICA-support project in El Salvador. The project title in Spanish is "Proyecto de Mejoramiento de Aprendizajes en Matemática en Educación Básica y Educación Media: ESMATE.” 

The attached R script is for the following paper:
Maruyama, Takao. Forthcoming. "Strengthening Support of Teachers for Students to Improve Learning Outcomes in Mathematics: Empirical Evidence on a Structured Pedagogy Program in El Salvador." International Journal of  Educational Research. 

R script was written by Takao Maruyama. The dataset and codebooks uploaded in this website were also prepared by Takao Maruyama.
DOI: 10.17632/6nmk748p89
title: Supplemental Data - van Straalen et al. JAAD; 2020.

description: Supplemental data to van Straalen et al. Impact of Hidradenitis Suppurativa on work productivity and associated risk factors. JAAD; 2020.
DOI: 10.17632/whc3nchs6k
title: Connectedness and risk spillovers among sub-Saharan Africa and MENA equity markets

description: This guide provides a comprehensive outline for replicating the empirical analysis on "Connectedness and Risk Spillovers among Sub-Saharan Africa and MENA Equity Markets." It includes data sources, preprocessing steps, and methodology, along with the necessary R code and data files.

Data Description
Returns Data:

File: datareturn.xlsx
Content: Daily return data for various equity markets in Sub-Saharan Africa and MENA regions.

Volatility Data:

File: vola.xlsx
Content: Daily volatility data for various equity markets in Sub-Saharan Africa and MENA regions.

Methodology
Data Preprocessing:

Ensure the dates in both datasets are aligned.
Handle any missing data by appropriate imputation or removal techniques.
Normalize the datasets if required.
Risk Spillover Analysis:

Utilize VAR (Vector Autoregressive) models to analyze the interconnectedness between markets.
Compute spillover indices to quantify the extent of risk transmission between markets.
Connectedness Measures:

Use methodologies such as Diebold-Yilmaz (2009) to measure the connectedness and spillovers among the markets.
Calculate directional spillovers to understand the flow of risk from one market to another.
DOI: 10.17632/yfg487zbkp
title: OpenThruster

description: OpenThruster: An Open-Source, Mostly 3D-Printed Thruster for Marine vehicles. This folder contains all the source files for the thruster.
1. FreeCad_v_0.19_Source_Files - CAD Source files for FreeCad V0.19
2. FreeCad_v_1.0_Source_Files - CAD Source files for FreeCad V1.0
3. CFD - CFD files using SALOME and OPENFoam
4. Instrumentation Setups - Guides and source codes of three different instrumentation setups tested to test the thruster.
5. Datasheets - Datasheet of the motor
6. Images - Supporting Images
7. OpenProp_v3.3.4 - Modified version of OpenProp codes
8. STL - 3D printable files in .stl file format
9. Propeller-72D-5000_RPM_Data - Output files of OpenProp and input CAD for FreeCad propeller design.
DOI: 10.17632/33v672c383
title: Data for: A Method for Selection of Structural Theories for Low to High Frequency Vibration Analyses

description: A Method for Selection of Structural Theories for Low to High Frequency Vibration Analyses HIGHER-ORDER WAVE PARAMETERS OF FLEXURAL BEAM VIBRATION FROM LOW TO HIGH FREQUENCIES
DOI: 10.17632/g69dctrybk
title: EEG Data for Condition Classification: Social Media Content and Pauli Test as Stimuli

description: EEG data comes from stimulation using three different conditions, namely relaxation, focus and distraction. This condition is stimulated by the activity of watching social media content and taking cognitive tests, this is a condition that is related to the current situation where the use of social media is massive. The research we conducted on 5 respondents using Muse 2 Headband Sensing EEG for recording for 3 minutes with a sampling rate of 256 Hz was to find out how the stimulus affected changes in the respondent's condition and could be classified based on their condition.
DOI: 10.17632/nhbzwwbymj
title: Foraging range scales with colony size in high latitude seabirds 

description: Density dependent prey depletion around breeding colonies has long been considered an important factor controlling the population dynamics of colonial animals1–4. Ashmole proposed that as seabird colony size increases intraspecific competition leads to declines in reproductive success as breeding adults must spend more time and energy to find prey farther from the colony1. Seabird colony size often varies over several orders of magnitude within the same species and can include millions of individuals per colony5,6. As such, colony size likely plays an important role in determining the individual behaviour of its members and how the colony interacts with the surrounding environment6. Using tracking data from murres (Uria spp.), the world’s most densely breeding seabirds, we show that the distribution of foraging trip distances scales to colony size0.33 during the chick-rearing stage, consistent with Ashmole’s halo theory1,2. This pattern occurred across colonies varying in size over three orders of magnitude and distributed throughout the North Atlantic region. The strong relationship between colony size and foraging range means that foraging areas for some colonial species can be estimated from colony sizes, which is more practical to measure over a large geographic scale. Two-thirds of the North Atlantic murre population breed at the 16 largest colonies; by extrapolating predicted foraging ranges to sites without tracking data, we show that only two of these large colonies have significant coverage by marine protected areas. Our results are an important example of how theoretical models, in this case Ashmole’s version of central place foraging theory, can be applied to inform conservation and management in colonial breeding species.

This dataset includes three .txt files of all raw data used in the analyses described in Patterson et al 2022. These files are the raw GPS tracking data (gpsTracks.txt), foraging trip data (tripSummary.txt), and colony size data (clusteredColonies.txt). The dataset also includes an RStudio project (uria-aht.zip) with all R scripts used in the analysis. The scripts can be opened using R, original analysis was done with R version 4.1.3. The project includes '.RDS' versions of all '.txt' data files, which can be read directly into R. Within the project there is a file named 'wei_cs_null.RDS', which contains the main brms model developed in the paper. This file can be used to recreate all analysis that builds on that model or to develop new analysis from the models predictions.
DOI: 10.17632/wrvjmdtjd9
title: Dataset: Online Advertisement Click-Through Rates

description: This dataset offers a comprehensive view of how users interact with online ads, which is vital for refining ad targeting strategies. This dataset covers a wide range of user demographics, including age, gender, income, and location, as well as detailed ad characteristics like types, topics, and placements. By simulating user behavior metrics such as clicks per user, click times, and conversion rates, it provides insights into how users engage with ads. Additionally, factors like the day of the week and device type add context to the data, allowing for a deeper analysis of ad performance metrics like click-through rates (CTR). With its wealth of information, this dataset is valuable for marketers and advertisers looking to optimize their ad campaigns and maximize their impact in the online advertising realm.
DOI: 10.17632/d49kg92cd9
title: Data for: Capital flow and banking credit in Indonesia

description: supporting data for capital flow and bank loan papers consist of macroeconomic data such as inflation, GDP, exchange rate, JCI, GCI
DOI: 10.17632/gztnvfbsr6
title: The impact of skin bacteria on Zika virus infections

description: This dataset comprises data regarding studies we performed to unravel the effect of skin bacteria on the infection and disease outcome of Zika virus in mice.
DOI: 10.17632/6hm6pc3y43
title: Cotton Leaf Dataset

description: Cotton Database leaf images
DOI: 10.17632/7xsm9rnvn5
title: The Rise of Philanthropic Governance in a Southern European Setting

description: The Rise of Philanthropic Governance in a Southern European Setting
DOI: 10.17632/cn3ckk9hz4
title: LINF_360022800

description: universal minicircle sequence binding protein | UMSBP
Leishmania infantum (strain JPCM5)
DOI: 10.17632/dzscktddsg
title: Inverse Laplace Transform Algorithms for IgorPro

description: Two files are included: an Wavemetrics IgorPro file (*.pxp) for analyzing magnetization recovery data for a T1 measurement to extract the distribution of relaxation rates, and a procedure file (*.ipf) which contains the actual functions and procedures for performing the inverse Laplace transform analysis.
DOI: 10.17632/5zhcjv36rp
title: FAKULTAS EKONOMI DAN BISNIS

description: Business economics is a field in applied economics which uses economic theory and quantitative methods to analyze business enterprises and the factors contributing to the diversity of organizational structures and the relationships of firms with labour, capital and product markets.[1] A professional focus of the journal Business Economics has been expressed as providing "practical information for people who apply economics in their jobs."[2] Business economics is an integral part of traditional economics and is an extension of economic concepts to the real business situations. It is an applied science in the sense of a tool of managerial decision-making and forward planning by management. In other words, business economics is concerned with the application of economic theory to business management. Business economics is based on microeconomics in two categories: positive and normative. Business economics focuses on economic issues and problems related to business organization, management, and strategy. Issues and problems include: an explanation of why corporate firms emerge and exist; why they expand: horizontally, vertically and spacially; the role of entrepreneurs and entrepreneurship; the significance of organizational structure; the relationship of firms with employees, providers of capital, customers, and government; and interactions between firms and the business environment.
DOI: 10.17632/k895xn9mns
title: Data for: Quaternary paleoenvironmental evolution of the Tengger Desert and its implications for the provenance of the loess of the Chinese Loess Plateau

description: Rock magnetic data and the dose response curves for the Ti-Li center ESR signals of the samples measured for core BJ14.
DOI: 10.17632/nnmhhnbf97
title: Data for Genomic convergence in terrestrial root plants through tandem duplication in response to soil microbial pressures

description: 1. 205species
This folder includes TD-, WGD- and HGT-derived genes, gene families, and Ks values of TD-derived gene pairs in each of 205 studied species.

2. Ancestral_and_specific_TD_events
Ancestral and independent TD events in Arabidopsis thaliana, Schrenkiella parvula, Oryza sativa and Zizania latifolia. The TD events that occurred before and after the divergence of A. thaliana and S. parvula, as well as O. sativa and Z. latifolia, were considered ancestral and specific TD events, respectively.

3. Biotic_stress
List of upregulated genes in Arabidopsis thaliana and Oryza sativa and under biotic stresses, such as Botrytis cinereal, Colletotrichum tofieldiae, flg22, Heterodera schachti nematodes, Heterodera schachtii parasitism, Pseudomonas syringae, Rhizobium sp, and Verticillium dahlia on Arabidopsis thaliana and Meloidogyne incognita, Magnaporthe oryzae, Azospirillum brasilense, Soil microbiome, Hirschmanniella oryzae, Rhizophagus irregularis, Burkholderia vietnamiensis and Paraburkholderia kururiensis on Oryza sativa. 

4. GLM_analysis 
The details of the species geographical coordinates, climatic, anthropogenic, edaphic, and plant morpho-ecospace variables, and the GLM analysis results of 1000 bootstrap resampling replicates.

5. GO_enrichment
The GO term annotations for 28 representative species and enriched terms of TD- and WGD-derived family genes.

6. MLtree 
The original phylogenetic tree files for the ten TD-derived families. The phylogenetic trees were constructed using 17 representative plants, including Rhodophytes (Galdieria sulphuraria and Gracilariopsis chorda), Prasinodermophyta (Prasinoderma coloniale), Chlorophytes (Chlamydomonas reinhardtii and Chloropicon primus), Charophytes (Klebsormidium nitens and Mesotaenium endlicherianum*), Bryophytes (Marchantia polymorpha and Anthoceros angustus), Lycophytes (Isoetes taiwanensis and Selaginella moellendorffii), Ferns (Adiantum capillus-veneris and Alsophila spinulosa), Gymnosperms (Torreya grandis and Pinus lambertiana), and Angiosperms (Arabidopsis thaliana and Oryza sativa). 

7. Mangroves
The details of 16 mangrove genomes. You can obtain gene lists of TD-derived genes, gene families, and Ks values of TD-gene pairs in each mangrove species form this folder.

8. Code
The code used in this study, including 'HGTdetector.sh' and other scripts.
DOI: 10.17632/wvzt8t9dw8
title: scRNAseq_data_PML_patients_Deffner_et_al_CellReports_Medicine

description: Progressive multifocal leukoencephalopathy (PML) has been associated with different forms of immune-compromise. The current study analyzes the chemokine signals and attracted immune cells in cerebrospinal fluid (CSF) during PML to define immune cell subpopulations relevant for the PML immune response. In addition to chemokines that indicate a general state of inflammation, like CCL5 and CXCL10, the CSF of PML patients specifically contains CCL2 and CCL4. Single-cell transcriptomics of CSF cells suggests an enrichment of distinct CD4+ and CD8+ T cells expressing chemokine receptors CCR2, CCR5 and CXCR3, in addition to ITGA4 and the genetic PML risk genes STXBP2 and LY9. This suggests that specific immune cell subpopulations migrate into the central nervous system to mitigate PML, and their absence might coincide with PML development. Monitoring them might hold clues for PML risk, and boosting their recruitment or function before therapeutic immune reconstitution might improve its risk-benefit ratio.
DOI: 10.6084/m9.figshare.3546849.v1
title: Appendix A. Current land use and land cover.

description: Current land use and land cover.
DOI: 10.17632/3wt8nsnhbg
title: Compressive strength of rubberised slag based geopolymer concrete

description: Compressive strength of rubberised slag based geopolymer concrete for various mixes and various curing period
DOI: 10.17632/n86b95fgdn
title: ZnMMPF-X-NB

description: Steady State Emission
DOI: 10.17632/5nhfjhh778
title: Dataset for the production of power from sugarcane press-mud

description: This data represents the raw data of the simulation results and life cycle inventory to produce power from sugarcane press-mud under three different scenarios.
DOI: 10.17632/hvdtvxnc4y
title: Simulated MeSH Hierarchical Dataset with Poincaré Hyperbolic Distances

description: This dataset simulates one million hierarchical relationships between biomedical concepts inspired by the MeSH vocabulary, capturing valid parent-child and unrelated pairs. Each entry contains unique IDs for parent and child concepts, their hierarchical tree numbers, a hyperbolic distance score representing their proximity in a Poincaré embedding space, and a binary label indicating whether the child is a true hierarchical descendant. Valid child nodes have tree numbers extending their parent’s and low hyperbolic distances (0.01–0.4), while invalid pairs have unrelated tree numbers and larger distances (0.8–2.0). This dataset supports research on hierarchical representation learning and classification in biomedical ontologies. Finally, the dataset is part of the larger project regarding oncological solving via computational biology in AURORA.
DOI: 10.17632/tcmd6wnyyg
title: Hot Cracking Susceptibility (DXR) for Al alloys and Ni alloys Measured by Dynamic X-ray Radiography 

description: Multi-kHz DXR is a characterization technique underpinned by large X-ray flux afforded by synchrotron radiation sources. The strong penetration of high energy x-ray allows in depth imaging of the sample. We used this technique to characterize the post-solidification hot cracking formation in Laser Powder Bed Fusion (L-PBF) process. The established dataset contains a series of DXR images capturing the post-solidification hot cracking distribution for 10 kinds of alloys processed by two different laser processing conditions (520W-0.3m/s and 520W-0.4m/s). Analyzing to the DXR images allows a quantification to the hot cracking susceptibility of the surveyed 10 alloys. In the end, a hot cracking susceptibility ranking of these alloys was obtained based on this analysis.
DOI: 10.17632/6fhw732ccz
title: ADS-B Message Injection Attacks Dataset

description: This dataset includes authentic ADS-B messages samples from the OpenSky Network and injected messages simulated using PyCharm. This dataset contains a total of 22,316 messages where legitimate messages are labeled with 0 and injected malicious messages labeled with 1, 2, and 3 for the path modification, ghost aircraft injection, and velocity drift attacks, respectively. This dataset contains 17 features of which 15 are extracted from ADS-B messages, the Received Signal Strength (RSS), and the Doppler shift. A supplementary file containing raw ADS-B messages of the selected receiver is also provided. This dataset can be used to train machine learning models in order to build robust ADS-B message injection attack detection techniques.