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

description: A dataset containing 366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((19.85277 34.74421,56.14723 34.74421,56.14723 49.25579,19.85277 49.25579,19.85277 34.74421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vaccinium arctostaphylos L."
 ]
}

 The dataset includes 366 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017234-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7makss
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.2_1",
 "TaxonKey is Pica serica Gould, 1845",
 "Year 2020-2025"
 ]
}

 The dataset's 2 records were derived from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017225-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qydx2x
title: Occurrence Download

description: A dataset containing 23827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Clostridium Prazmowski, 1880"
 ]
}

 The dataset includes 23827 records from 447 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017233-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/x3wgxmt63t
title: supplementary files

description: Nail plate crumbling is the most significant risk factor for severe psoriatic arthritis: A Chinese single-center retrospective study
DOI: 10.6084/m9.figshare.19387442.v1
title: Supplemental Data - Optical density (600) of E. coli, S. saprophyticus, and M. plutonius when treated with 70% ethanol extracts of honey comb, brood comb, or propolis.

description: OD<sub>600</sub> readings of wells containing bacteria and treatment (od) or bacteria and solvent (od_solvent) at the mid-growth phase (tmid; as determined by a standard growth control) over a 12-hour period. The difference between these two OD600 readings was recorded (od_diff) to account for the bacterial inhibition by the 70% ethanol solvent. Controls for each replicate included the aforementioned solvent control (solv.ctrl), untreated standard growth control (avg.std), and a positive control of antibiotic oxytetracycline hydrochloride (avg.otc). Each treatment extract was subject to a series of eight two-fold dilutions. Diluted treatments are indicated by numbers, where honey.1 would be the crude extract and honey.8 would be the most dilute.
DOI: 10.6084/m9.figshare.21699641.v1
title: Genome-wide sequencing identifies a thermal-tolerance related synonymous mutation in the mussel, Mytilisepta virgata

description: We provide the details for genome annotation of <em>Mytilisepta virgata,</em> including gene locations (.gff3), protein models (.pep) and CDS (.cds) sequences.
DOI: 10.6084/m9.figshare.29067491.v1
title: Neurips 2025

description: Code
DOI: 10.17632/36n73388nw
title: Country to country citation ratios

description: Pair-wise citation numbers of countries, based on citations originating from AR/RE/CP papers in 2017 (Scopus) to AR/CP/RE in 2013-2017. Self-citations are excluded. Ratio's of references are only counted for references to citations in the cited window (sum=100%). Fractional counting applied: proportionally assigns fractions to countries based on the number of authors affiliated with that country in each paper. Scopus dataset extracted 20181205
DOI: 10.17632/fhc566gp7w
title: Balkan Peace Index

description: This dataset is a result of development of the Balkan Peace Index, a model tailored for evaluating levels of peacefulness in the Balkans. Leaning on the local turn principle in International Relations, the dataset addresses the necessity of a region-specific model. Unlike conventional ranking systems, the Balkan Peace Index focuses on a peace classification method, aiming to explain the decision to policy-makers with an explanation of a country's position on the peace continuum. The objective extends beyond a snapshot of the current state, emphasizing actionable insights for improvement and pre-emptive measures against potential deterioration. As a method we choose a qualitative method for classification -- Decision EXpert. This method allows transparency in the score design, consistency of the scores, and it is convenient through its easy to understand nature and the possibility to perform sensitivity analysis. An integral aspect of this research is the sharing of methodology, data, and results with the wider research community, which can serve as a valuable resource for decision and policy-makers.
DOI: 10.17632/nm2gpv52c2
title: On the Probabilistic Prediction for Extreme Geometrical Defects Induced by Laser-Based Powder Bed Fusion

description: Research Paper Abstract:
Compared to traditional subtractive manufacturing processes, powder bed fusion (PBF) shows promise for making complex metal parts with design freedom, short development time, and environmental sustainability. However, there is a consensus within the additive manufacturing (AM) community that the random geometrical defects (e.g., porosity, lack-of-fusion) produced in PBF processes pose a great challenge to fabricating load-bearing parts, particularly under dynamic loading conditions. Therefore, it is imperative to quantify defect sizes and distributions to estimate the critical, life-limiting defect size that significantly reduces fatigue life. This paper presents a comprehensive analysis of the defects induced by selective laser melting to quantify their sizes and statistical distributions. Then four cumulative distribution functions (i.e., Weibull, Gamma, Gumbel, and Lognormal CDFs) are leveraged and compared to predict the maximum defect size based on the principle of statistics of extremes. Both the peak over threshold (POT) approach and the block maxima (BM) approach are used for these predictions. The results show that the BM approach-based predictions for all CDFs to be much larger than the measured maxima while the POT approach-based predictions have less deviation. The Weibull and Gamma CDFs were best correlated to the data, measured by Pearson’s R correlation coefficient, while the Gumbel and Lognormal CDFs were also well correlated

About this data:
Geometrical defects from a bulk sample of SLMed SS-316L were measured using the Feret caliper diameter method. The FC diameter defect size was quantified by inscribing each defect within the smallest circle possible and using the resulting diameter as an effective defect size. The grouping or clustering effect of defects was not accounted for in the size of the defects. Only individual defects were measured to simplify this study. A total of 769 defects were collected and measured. A Keyence VR 3100 optical microscope was used for these measurements.
To observe these defects, 14 sample slices of the bulk printed sample were obtained. Only the defects within and touching the border of a 5 mm x 5 mm area of the sample slices (from both sides of the sliced sample) were measured. This is because these areas corresponded to gauge sections of the sample slices., which can be used for fatigue testing. Therefore the gauge sections are the regions from which cracks are expected to propagate due to the higher stresses that arise from the reduction in specimen cross section. This means all defects outside of these regions are not as critical and are not included in the distribution.
The attached files denote the sample number (1-14) and the sample side (top/bottom face) to which the data correspond.
DOI: 10.17632/rtsbcn6k9y
title: AMZ-Cereal cyst nematodes Heterodera spp in Algeria during 2015-2016

description: Cereal cyst nematodes (Heterodera spp., CCN) are the most damaging plant-parasitic nematode species on wheat, causing severe economic loss in global wheat production. In summer 2015, we analyzed samples collected from 22 wheat fields in Algeria using the Fenwick can technique. The study revealed that 54.55 % of wheat fields were infested with cereal cyst nematodes. The species was observed in several locations in the northern part of Algeria but not in the southern desert area. Population densities of CCNs in soil varied between the regions at an infestation rate of between 0.6±0.54 and 86.6±19.96 cysts per 500 gram (g) of dried soil. Furthermore, we found an average of 56.33±15.18 and 364.70±81.93 second-stage juveniles and eggs per cyst. The infestation was most severe in cereal fields in Draa Semar and Djendel with 86.6±19.96 cyst/500g of soil and 57.4±17.55 cysts/500g of soil, respectively. Infestation was lowest in fields in Ras Elouad, Sidi Mbarek and Sedraia with 0.6±0.54 cysts/500g of soil; 1.6±1.67 cysts/500g of soil and 2.4±1.67 cysts/500g of soil, respectively. Heterodera spp. was distributed throughout the cereal growing province in Algeria and could cause economic loss in these regions.
DOI: 10.6084/m9.figshare.23225906.v1
title: analyses.R

description: Raw data and R script from manuscript results
DOI: 10.6084/m9.figshare.27133908.v1
title: Flight activity and effort of breeding pied flycatchers in the wild, revealed with accelerometers and machine learning - data

description: Flight behaviours of birds have been extensively studied from different angles such as their kinematics, aerodynamics and more general, their migration patterns. Nevertheless, much is still unknown about the daily foraging flight activity and behaviour of breeding birds, and potential differences among males and females. The recent development of miniaturized accelerometers allows us a glimpse into the daily life of a songbird. Here, we tagged 13 male and 13 female pied flycatchers (Ficedula hypoleuca) with accelerometers and used machine learning approaches to analyse their flight activity and effort during the chick rearing period. We found that during two hours of foraging, chick-rearing pied flycatchers were flying on average 13.7% of the time. Almost all flights (&gt;99%) were short flights lasting less than 10s. Flight activity changed throughout the day and was highest in the morning and lowest in the early afternoon. Male pied flycatcher had lower wing loading than females, and in-flight accelerations were inversely correlated with wing loading. Despite this, we found no significant differences in flight duration and intensity between sexes. This suggests that males possess a higher potential flight performance, which they did not fully utilize during foraging flights.The uploaded files includes individual morphological measurements (i.e., "Individual_measurements.csv"), as well as accelerometer measurements from 26 pied flycatcher individuals (i.e., ACC_26individuals.zip). The unit of accelerometer measures is in g (1g = 9.8m/s<sup>2</sup>). The dataset was used in publication https://doi.org/10.1242/jeb.247606.
DOI: 10.6084/m9.figshare.5631979.v1
title: Box turtle personality dataset

description: Data from Kashon and Carlson "Consistently bolder turtles maintain higher body temperatures in the field but may experience greater predation risk", in review. Spreadsheet files each contain a sheet with data and a sheet with explanations of variables. See paper for complete explanation.
DOI: 10.17632/xmt8pbdrnw
title: 2023 Annual Report of DataDerm – Mendeley Hyperlink

description: 2023 Annual Report of DataDerm – Mendeley Hyperlink

This document contains the Mendeley Hyperlink for the following manuscript: 
Marta VanBeek, MD, MPH, Robert A. Swerlick, MD, , Steven Daveluy MD, FAAD, Toni Kaye BS, MPH, Arik Aninos BS, MSc, Alyssa Burns, MHA, Stephanie Bruno, MPH, Anh Tran, PhD, Matthew Fitzgerald, MPH, DrPH, Caryn D. Etkin, PhD, MPH, Jeffrey P. Jacobs, MD. The 2023 Annual Report of DataDerm™: The Database of The American Academy of Dermatology (AAD). J Am Acad Dermatol.
DOI: 10.6084/m9.figshare.10095101.v1
title: Picture1.jpg

description: effect olive oil on TGF beta 1 levels data
DOI: 10.6084/m9.figshare.22064537.v2
title: RotcheLin_DataLayers.zip

description: Final GIS data layers created in Human-Centered Avalanche Susceptibility Mapping (H-CASM) paper by Rotche and Lin
DOI: 10.17632/dkp376g3m8
title: WLTP-based Real-World Brake Wear Cycle

description: WLTP based brake wear cycle including: Second-by-second data of the speed/time trace. Location and duration of trip breaks. Cycle edges: Since the cycle is rectified there are only certain points needed to reproduce the cycle. These data points that build up the speed/time trace are listed here. Stop overview: Each of the 303 stops is listed with indiviudal stop nr., start time within the cycle (without any trip breaks), initial and final velocity as well as brake duration and deceleration.
DOI: 10.6084/m9.figshare.24763950.v1
title: <b>Liver transcriptomics and histopathology reveal an association between lung inflammation and liver disease in patients with alpha-1 antitrypsin deficiency</b>

description: Alpha-1 antitrypsin deficiency (AATD) is a genetic disease which can lead to lung and liver disease. Until now, the relationship between AATD-associated lung and liver disease was not known. We show that there exist unique transcriptomic and histopathology profiles in the liver when comparing AATD individuals with lung disease (LD) versus AATD individuals without lung disease (NLD).
DOI: 10.6084/m9.figshare.25727568.v1
title: "了解趋势——年龄、时期和队列对中国结婚年龄和结婚率的影响分析"

description: 在快速的社会变革中，中国年轻人的婚姻行为不断朝着婚姻的推迟和衰落的方向发展。哪些因素促成了中国年轻人婚姻行为的集体变化？本研究采用2003—2021年中国综合社会调查横断面资料和分层年龄-时期-队列交叉分类随机效应模型，研究影响婚姻行为的因素。结果表明：女性受教育程度和社会阶层与初婚年龄呈正相关，与结婚概率呈负相关。时期效应表明，宏观经济增长与初婚年龄呈正相关;然而，在较低社会阶层中，工资增长率与初婚年龄呈负相关，而在农民和受教育程度较低的个人中，工资增长率与结婚概率呈正相关。还观察到队列之间的差异：与1960年代和1970年代出生的人相比，在独生子女政策时代（1980年至1990年之间）出生的人在30岁时的结婚率显着下降。延迟结婚和降低结婚率与性别、教育水平和社会阶层等社会决定因素高度相关。队列效应和时期效应揭示了中国个体婚姻行为的深刻社会经济和政策影响。
DOI: 10.6084/m9.figshare.3027211.v1
title: Surface model of the T3 theropod dinosaur trackway (T3/25 to T3/48) at Münchehagen (Lower Cretaceous, Germany)

description: Textured photogrammetric surface model of a section of the T3 theropod dinosaur trackway (footprints T3/25 to T3/48), at it was exposed in situ in 2011, based on photographs made by Oliver Wings in 2011.
DOI: 10.17632/c4bs6prgm4
title: Adsorptive removal of methylene blue using water fern

description: This is the dataset of the batch adsorption experiment involving the removal of methylene blue from aqueous solution using Azolla pinnata (water fern). Data was used for training machine learning language. A few parameters were explored which include the adsorbent dosage, initial pH, initial dye concentration, contact time, average adsorption capacity, dye volume and adsorbent dosage:dye volume ratio.
DOI: 10.6084/m9.figshare.26372140.v2
title: Understanding Feedback Mechanisms in Jupyter Notebooks

description: Dataset and replication package for the paper titled "Understanding Feedback Mechanisms in Jupyter Notebooks"
DOI: 10.6084/m9.figshare.26804425.v1
title: Subsurface Resistivity and Sulfide Filling Microfractures: A Rock Physical Analysis at Mt. Ontake Volcano’s Southeast Flank

description: Data for paper "Subsurface Resistivity and Sulfide Filling Microfractures: A Rock Physical Analysis at Mt. Ontake Volcano’s Southeast Flank"
DOI: 10.17632/p74pfhz3yx
title: Amharic Social Media Dataset for Hate Speech Detection and Classification in Amharic Text  with Deep Learning

description: This dataset is prepared for hate speech detection and classification into four categories of speech. Namely, Normal speech, Racial Hate speech, Religious Hate speech, Gender Hate speech and Disability Hate speech. This dataset is collected from three social media sites: Facebook, Twitter, and YouTube. The collection is done automatically and the data is annotated by human annotators. The dataset is collected only for Amharic Language. 
To make a clear annotation process we have developed and prepared an annotation guideline. We have made the annotation process a twofold round. The first round annotation is done by 100 annotators who have different demographic and sociocultural backgrounds. Before the annotation process is started, besides giving the developed guideline, a brief introduction is given to the annotators which includes:
● What hate speech is
● Social media and hate speech
● Impact of hate speech
● Types of hate speech
● How to control hate speech and also
● How to use the annotation website system to annotate the hate speech dataset
To start the annotation, process the annotators have to sign up and login to our custom built annotators tool (https://annotate.shegerapps.com) called “Amharic Hate Speech Annotation Tool”. As the schema shows in Figure 5.2 the annotation tool which is the website has a database with ten tables in it, eight of the tables hold an annotated or labeled dataset. The rest two tables are to hold users (annotators, curators, and admin) for authentication purposes, and finally, the tenth table holds the raw data. Raw data table is a container where the to be annotated dataset is dumped then the annotators fetch the data from this raw data table, when data is annotated it is inserted into the respective eight tables. On this annotation part, we have annotated texts in eight categories but for this research, we need only the four categories. We included the other four hate speech categories for future studies so any interested researcher or ourselves can continue researching without the need for a new annotation. This annotation tool database is MySQL, the backend is developed using PHP and the frontend is done using HTML, JavaScript, and jQuery.
Some of the advantages of this annotation tool are to create an efficient team-based annotation experience, it maintains control for data preparation, it is used to manage annotators’ tasks and their progress, and also it makes exporting the annotated dataset easier.
After finalizing the annotation, the dataset is given to the respective model as input in CSV format. During training time this data is split into three with an 80:10:10 ratio for training, validation, and testing purposes
DOI: 10.6084/m9.figshare.21391389.v1
title: Genome assembly and annotation files of Castanea crenata cultivar 'Tsukuba'

description: Genome annotation file of <em>Castanea crenata</em> cultivar 'Tsukuba'
DOI: 10.6084/m9.figshare.3528842.v1
title: Appendix A. Stability of the logistic semi-discrete model.

description: Stability of the logistic semi-discrete model.
DOI: 10.6084/m9.figshare.12931238.v1
title: public_20q3

description: This dataset contains the results of Avana library CRISPR-Cas9 genome-scale knockout (prefixed with Achilles) as well as mutation, copy number and gene expression data (prefixed with CCLE) for cancer cell lines as part of the Broad Institute’s Cancer Dependency Map project. We have repackaged our fileset to include all quarterly-updating datasets produced by DepMap.The Avana CRISPR-Cas9 genome-scale knockout data has expanded to include 689 cell lines, the RNAseq data includes 1249 cell lines, and the copy number data includes 1682 cell lines. Please see the README files for details regarding data processing pipeline procedures updates.As our screening efforts continue, we will be releasing additional cancer dependency data on a quarterly basis for unrestricted use. For the latest datasets available, further analyses, and to subscribe to our mailing list visit https://depmap.org.Descriptions of the experimental methods and the CERES algorithm are published in http://dx.doi.org/10.1038/ng.3984. Some cell lines were process using copy number data based on the Sanger Institute whole exome sequencing data (COSMIC: http://cancer.sanger.ac.uk.cell_lines, EGA accession number: EGAD00001001039) reprocessed using CCLE pipelines. A detailed description of the pipelines and tool versions for CCLE expression can be found here: https://github.com/broadinstitute/gtex-pipeline/blob/v9/TOPMed_RNAseq_pipeline.md.<br>
DOI: 10.6084/m9.figshare.14547225.v2
title: Data from Gilbert et al, "Integrating harvest and camera trap data in species distribution models"

description: constantsncell : the number of grid cells (5x5 km)nsurveys: the number of week-long sampling occasions the camera was active forcell : the identity of grid cells containing a camerancams : the number of camerasncounty: the number of countieslow: a lower bounding index used to define which grid cells fall within which countyhigh: an upper bounding index used to define which grid cells fall within which countyneigh: the number of adjacencies between grid cellsdatay : a matrix with rows representing cameras and columns representing sampling occasions. 1 = bobcat detected during sampling occasion, 0 = bobcat NOT detected during sampling occasion, NA = camera not active during this sampling occasioneffort: an effort bias term used in the harvest submodel. This is, for each county, the percent of hunters statewide who operated in a given countyharvest: the number of bobcats harvested in each county in 2018num: number of adjacent grid cells to each grid celladj: the identies of adjacent grid cells for each grid cellweights: how neighboring grid cells are weighed. All = 1forest: mean % canopy cover within each 5x5 km grid cellimperv: mean % impervious cover within each 5x5 km grid cellcam_can: % canopy over of the 30x30m cell containing the camera coordinatesyday: matrix with ordinal date of the beginning of each survey occasion for each camerayday2: matrix with ordinal date^2covShapefile of covariates (vectorized grid).
DOI: 10.6084/m9.figshare.14767494.v1
title: ERSPhist.csv

description: Data from Martorell et al. 2021 Plant soil feedbacks depend on drought stress, functional group and evolutionary relatedness in a semiarid grassland. Ecology.<br><br><br>ERSPhist contains the historic data of each subquadrat<br>ERSPlong contains the longevities of all plants<br><br>IN BOTH FILES:<br>Lugar: name of the site where the experiment was conducted (4 sites)<br>Cuadro: quadrat identifier<br>Cuadrito: Subquadrat identifier. Letter and number corresponds to coordinates in a 10 x 10 lattice<br><br>Other variable names contain the name of the species involved:<br>Ariads: Aristida adscensionis<br>Boucho: Bouteloua chondrosioides<br>Bouhir: Bouteloua hirsuta<br>Crudiv: Crusea diversifolia<br>Digbic: Digitaria bicornis<br>Hetpin: Heterosperma pinnatum<br>Hilcen: Hilaria cenchroides<br>Mickun: Microchloa kunthii<br>Muhpha: Muhlenbergia phalaroides<br>Planiv: Plantago nivea<br>Sanpro: Sanvitalia procumbens<br>Steeph: Stevia ephemera<br>Tagmic: Tagetes micrantha<br>Thyaur: Thymophylla aurantiaca<br>Tricor: Tridax coronopifolia<br>Tripur: Tripogandra purpurascens<br>Trispi: Tripogon spicatus<br><br>IN ERSPhist FILE<br>variables with numbersd: indicate the abundance of different species in different years. For istance, Sanpro2013 has the abundances of S. procumbens in 2013.<br>Prof: Soil depth, in cm<br>TRAT: Treatment. cont=Control; este= sterilized using heat. Data from this treatment were not used in the analyses. Its goal was to eliminate soil biota to have an idea on PSF mechanisms, but soil analyses revealesd that heating cause the mobilization of huge amunts of phosphorus, one of the most limiting nutrients at the study site. This makes it imposible to interpret the results of this treatment.<br><br>IN ESRPlong FILE<br>“long” variables report lingevity in days for each species<br>“cens” variables indicate whether longevity was censored. 1 = censored (beware: many statistical programs use the opposite code)