cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25283074.v1
title: BIODESERT Fertile Island

description: We examined the fertile island effect by comparing 24 soil physical, chemical and functional attributes beneath the canopy of perennial vegetation compared with their adjacent unvegetated interspaces across global drylands. The 24 attributes were assembled into three synthetic functions that represent the capacity of soils to mineralise organic matter (Decomposition), enhance fertility (Fertility), and conserve water and maintain stability (Conservation, see Methods). We gathered data from 288 dryland sites across 25 countries on six continents (Fig. 1) to test the following two contrasting hypotheses. First, we expected that the magnitude of the fertile island effect would increase with increasing levels of both recent (standardised dung mass) and long-term or historic (heuristic assessment; ungrazed to high) grazing pressure (Hypothesis 1a). This prediction is based on the understanding that greater grazing pressure will destabilise surface soils, mobilising sediment, seed, nutrients, and organic matter from unvegetated interspaces to plant patches, strengthening fertile islands. Additionally, livestock might be expected to have a greater effect than wild herbivores because they have not co-evolved with indigenous vegetation and therefore have more deleterious effects on both island plants and their soils, Hypothesis 1b). Alternatively, changes in climate and plant traits, factors that operate at much larger (regional and global) scales, could overwhelm the impacts of grazing, a factor that operates at the local scale, on fertile islands (Hypothesis 2a). More specifically, irrespective of grazing pressure, we would expect that plants would make a greater contribution to fertile islands in arid and hyper-arid ecosystems where soils are extremely bare and infertile compared with less arid ecosystems where the influence of plants would be relatively lower. For example, reduced rainfall and/or increased temperature would increase the harshness of the interspaces compared with the vegetated and more protected islands, thereby strengthening the fertile island effect. Plant effects might also be expected to vary among broad functional groups (tree vs shrub vs grass; Hypothesis 2b). These broad groups could have varying effects on soil biogeochemistry because of marked differences in shape, size, and structural complexity. Quantifying the contribution of grazing by different herbivores at different pressures, plant traits, climate, and soil properties on fertile islands allowed us to assess current and future impacts of grazing on ecosystem structure and functioning across global drylands, where woody vegetation is a predominant plant form.
DOI: 10.6084/m9.figshare.28480589.v1
title: Supplementary Tables and Videos for our study about cultivation of <i>Promethearchaeota</i> strains

description: Supplementary Tables, Supplementary Videos, and the Legends of Supplementary Videos for our study about isolation and characterization of new <i>Promethearchaeota</i> strains
DOI: 10.6084/m9.figshare.22197607.v3
title: Microsnoop-publish-datasets

description: Example datasets for Microsnoop project (https://github.com/cellimnet/microsnoop-publish)
DOI: 10.6084/m9.figshare.23259986.v1
title: NGS Raw Data of SuFEx in vitro selection #2022

description: This zip file contains the NGS raw data (fastq format, including R1 and R2) of the winner sequences identified by the SuFEx in vitro selection. After unzipping, in the folder or file names, SF and OSF means phenylsulfonyl fluoride and phenylfluorosulfate as reactive groups, respectively. S1, RBD and hC5 represents the protein target.
DOI: 10.6084/m9.figshare.26941819.v1
title: Data and Results

description: Vegetation evolution under climate change and hydraulic engineering scenarios
DOI: 10.17632/96dyxhyd7t
title: medication adherence

description: Google trends data on relationship between people’s interest in medication adherence, health literacy and self-care
DOI: 10.17632/n66rp59tr7
title: Priced risk in corporate bonds replication package

description: The code in this replication package generates Tables 1 to 6 and Figures 1 to 2 in the paper titled “Priced risk in corporate bonds,” by Dickerson, Mueller, and Robotti (2023, henceforth DMR). The code to generate Tables 1 to 5 and Figures 1 to 2 are written in Matlab. Table 6 is generated with Python only. The file RunAllResults.m, the ‘one-push-button’, takes about 2 minutes to execute, and will produce all of the results in the paper except for Table 6. These results are printed to the Matlab console, saved as AllTablesReport and also stored in Matlab arrays such that they can be exported to other file formats. The results for Table 6 are produced by executing the Python script Table6.py. The authors have set up a dedicated replication/companion website (Open Source Bond Asset Pricing) which can be accessed here: https://openbondassetpricing.com/. This README file guides the user through replicating the results of the paper as well as constructing the main database from scratch.
DOI: 10.6084/m9.figshare.12666233.v1
title: Chinese Financial News Data

description: Unprocessed Chinese text data for NLP.
DOI: 10.6084/m9.figshare.154688.v4
title: Gas hydrate deposits: a primer

description: THE .pdf ISN'T DISPLAYING ON FIGSHARE'S PREVIEW FOR REASONS UNKNOWN. TRYING TO FIX... This graphic is a draft from an educational course I'm compiling about the Earth's natural gas reserves. It attempts to summarise what gas hydrates are and where they can be found, adn accompanies further graphics that explain the chemistry of hydrates. No attempt is made to quantify the amount of methane that might be present in these deposits globally - this is the subject of much uncertainty. Those interested in the details of resource size can refer to the sources listed in the graphic and GEA (2012). <em>Global Energy Assessment - Toward a Sustainable Future</em>. Cambridge University Press. I hope some will find this useful. Any comments, corrections and queries welcome.
DOI: 10.6084/m9.figshare.23607729.v1
title: patient33.rar

description: A Patient with fundus images that taken by Ret-cam.
DOI: 10.6084/m9.figshare.5116390.v1
title: chordwords.csv

description: The replication dataset for: "The Minor Fall, the Major Lift: Inferring Emotional Valence of Musical Chords through Lyrics". The dataset is obtained from ultimateguitar.com and gracenote API. <br>`chordwords.csv` contains the data about chords and associated words (and their counts). <br>- songID: arbitrary unique IDs for each song- chordName: the original name of the chord- chordCategory: parse chord category- WordCount: the words and their counts that appear with the chord. <br>`metadata.csv` contains the metadata (era, genre, and origin) about each song's artist, as obtained from gracenote API. The songID is shared with the `chordwords.csv`
DOI: 10.6084/m9.figshare.c.3666502_d41.v1
title: Example of Egyptian fruit bat vocalization - Isolation call (4)

description: An example of an Egyptian fruit bat pup isolation call
DOI: 10.6084/m9.figshare.11322116.v1
title: Homology groups clustering for genes located in cps/kps loci

description: Two tables linking protein sequences found in cps and kps loci (one table each) with the homology groups to which these proteins were assigned.
DOI: 10.6084/m9.figshare.13312040.v1
title: CNN Models, metadata and global trait distribution maps

description: CNN models, metadata and global trait distribution maps.<br>Files included are:<br>la_inception_resnet_v2.hdf5 + la_xception.hdf5 + la_mobilenet_v2.hdf5: trained models for leaf area predictions<br>gh_inception_resnet_v2.hdf5 + gh_xception.hdf5 + gh_mobilenet_v2.hdf5: trained models for growth height predictions<br>sla_inception_resnet_v2.hdf5 + sla_xception.hdf5 + sla_mobilenet_v2.hdf5: trained models for specific leaf area predictions<br>nm_inception_resnet_v2.hdf5 + nm_xception.hdf5 + nm_mobilenet_v2.hdf5: trained models for leaf nitrogen content predictions<br>sm_inception_resnet_v2.hdf5 + sm_xception.hdf5 + sm_mobilenet_v2.hdf5: trained models for seed mass predictions<br>ssd_inception_resnet_v2.hdf5 + ssd_xception.hdf5 + ssd_mobilenet_v2.hdf5: trained models for stem specific density predictions<br>metadata.csv: <br>1. minimum and maximum values of training targets used for normalisation of reference values (can be used to reconvert predictions to original scale when applied to equation (1), see Methods)<br>2. minimum and maximum values of bioclimatic variables used for normalisation of auxiliary data (needed to predict trait values from photographs, see equation (1) in Methods).<br>The order of the bioclimatic variables in the .csv-file corresponds to the order of the auxiliary input to the model (see also R-script '7_train_CNN.R', accessible via https://github.com/ChrSchiller/cnn_traits)<br>gtdm_la.tif, gtdm_gh.tif, gtdm_sla.tif, gtdm_nm.tif, gtdm_sm.tif, gtdm_ssd.tif: global trait distribution maps for the six plant functional traits<br>gtdm_la_quantile_range.tif, gtdm_gh_quantile_range.tif, gtdm_sla_quantile_range.tif, gtdm_nm_quantile_range.tif, gtdm_sm_quantile_range.tif, gtdm_ssd_quantile_range.tif: global trait quantile range maps for the six plant functional traits<br>
DOI: 10.17632/59rv9y5y2f
title: The volume of waste generated and its impact on GHG emissions, land use, and health risk assessment: A study in Malaysia 

description: Waste dumped in landfills was classified as mixed domestic waste or landfilled waste where the available data from 2014 to 2018 only at the time of data collection. Meanwhile, segregated wastes (plastic, paper, metal, aluminium, glass, and e-waste) were collected separately for recycling. As the mandatory waste segregation at source programme started in September 2015, the available data on segregated waste were selected from 2015 to 2018.
DOI: 10.17632/dx6kyrszsn
title: Goan Fish Dataset - Day1&2

description: This dataset was created for:
1. Fish Identification
2. Fish Freshness Detection
3. Formalin Detection

For this study, the fish dataset was created for fish identification using 4 different fish families. Also, for fish freshness, a dataset was created using one fish family. 


The illumination condition and background were kept the same for all the images. 
Fish family used were local fish namely Green Chromide (Calandor), Crescent Grunter (Kharkhare), Gray Mullet (Shevto), Jibra (Local name) from brackish water for identification of fish whereas Indian Mackerel (Bangda) from seawater for experimental analysis of fish freshness from day 0 to day 5.

The next part of this dataset can be taken from: 
Simu, Shreyas (2024), “Goan Fish Dataset - Day3to7”, Mendeley Data, V1, doi: 10.17632/nz6tdyvjdh.1
DOI: 10.17632/nd4w9wnmzc
title: Dataset on Antibiotic susceptibility patterns of Gram negative uropathogens from patients in a tertiary hospital in South west Nigeria

description: Increasing rates of antibiotic resistance have made it necessary to regularly monitor antibiotic susceptibility patterns of gram negative uropathogens in order to optimize antibiotic therapy for urinary tract infections. This dataset is retrospective data obtained from a review of the Laboratory records of the Department of Medical Microbiology, Babcock University Teaching Hospital, Ilishan Remo, Ogun State, Nigeria. The objective of the dataset was to analyze the antimicrobial susceptibility patterns of Gram negative urinary isolates obtained between May 2016 and April 2022. The data were manually obtained and data analysis was done using IBM SPSS software version 22. Descriptive statistics were used to analyze isolates based on the frequency and antibiotic susceptibility patterns. The data presented here are helpful for the clinical management of urinary tract infections and the surveillance of antimicrobial resistance patterns of gram-negative uropathogens. In addition, the dataset will serve as baseline data for further studies on the antimicrobial resistance patterns of gram-negative uropathogens.
DOI: 10.6084/m9.figshare.24208635.v1
title: S007.zip

description: Data for S007
DOI: 10.6084/m9.figshare.26125249.v2
title: Data of "Canids as pollinators? Nectar foraging by Ethiopian wolves may contribute to the pollination of Kniphofia foliosa"

description: Observations of Ethiopian wolves foraging on nectar of Kniphofia foliosa in the Web Valley, Bale Mountains, Ethiopia (May-June 2023). Age class consisted of sub-adult (&lt;2 years old; SA) or adult (A); Sex was male (M), female (F) or undetermined (U). Pack membership (3-letter code) was determined from the territory where the focal individual was observed. Wolf ID (3-letter code representing pack membership and unique number) was determined if the animals were ear-tagged using colored and numbered plastic ear tags as part of the long-term monitoring by the Ethiopian Wolf Conservation Programme.
DOI: 10.6084/m9.figshare.26186726.v1
title: Data for "Prosocial behaviour is more common and than aggressive behaviour rare in free-living, seminatural brown rats in camera trap material"

description: The data and metadata for the analysis used in the paper.
DOI: 10.6084/m9.figshare.8092418.v1
title: Digital version of the Rapid Automatized Naming (RAN): a contribution to early detection of reading problems in children

description: ABSTRACT Purpose: to present a digital version of the Rapid Automatized Naming (RAN) test, designed to be used as an auxiliary tool for early detection of reading problems in children. Methods: the application was designed to provide resources, such as: a) registration; b) information security with the online authentication system - individuals are only seen by the person who registered them and, c) history of the results. In order to know the impressions of speech therapists and professionals of children’s education area about this digital version of RAN test, a public opinion survey was conducted with unidentified participants by Google Forms. Results: the application has an automatic speech recognition and allows registering and accessing the history of the application, including statistical evaluation of the results. The application features a responsive interface that adapts to the dimensions of the mobile device with soft colors, and offers a variety of text font options. The images of the objects of the digital version were elaborated by a designer. Conclusion: the application presents itself as a useful digital tool that assists professionals to evaluate, early, children with reading difficulties, highlighting the following elements: exclusive and appropriate images to children’s universe and the function of storing the results of users tested.
DOI: 10.17632/c4yvympzn9
title: Social maintenance masks induced aggression in zebrafish

description: Supplementary Materials (videos) for the study "Social maintenance masks induced aggression in zebrafish".
DOI: 10.17632/mnx7spfd6z
title: Highly Efficient Coke Dust Suppressant with Anti-Freezing Capabilities

description: To resolve the wind-blowing emissions of stockpiled coke, we present the highly efficient coke dust suppressant with anti-freezing capabilities comprising polyethyleneimine (PEI), starch, and glycerol. Detailed investigations show that the PEI could electrostatically interact with coke, increasing the wettability and thereby promoting aggregation. Moreover, it hydrogen bonds with starch to form a stable film and enhances the water-retention capability. Furthermore, the addition of glycerol prevents the coke loss caused by freezing during transportation and energy loss associated with dismantling the frozen coke. Wind erosion tests and bomb calorimeter results reveal that the coke dust suppressant presented exhibits superior wind resistance and does not interfere with the coke combustion. These documents describe the experimental data from that study.
DOI: 10.6084/m9.figshare.29104973.v1
title: [<sup>11</sup>C]raclopride ([<sup>11</sup>C]RAC)

description: Time List and Cassette Layout for the synthesis of Carbon-11 raclopride (RAC) using SPE purification.
DOI: 10.6084/m9.figshare.29119130.v1
title: Minimizing Fixed-Wing Flight Costs in Turbulence through Passive Stability: Insights from the Avian Wing Aerodynamics

description: This data supports the findings of the paper <i>"Minimizing Fixed-Wing Flight Costs in Turbulence through Passive Stability: Insights from the Avian Wing Aerodynamics."</i> All data, including raw measurements, processed results, and analysis scripts, are [included in the supplementary materials / deposited in a persistent repository (e.g., Zenodo, Dryad) at: XXX. Additional information or materials are available from the corresponding author upon reasonable request.
DOI: 10.6084/m9.figshare.5281324.v1
title: Capsaicin - Molecule of the Month April 2001 [Archived version]

description: This is the Molecule of the Month entry for April 2001 about capsaicin. It is a pdf archive version of the HTML webpage.
DOI: 10.17632/dkm67bz4j7
title: parkinsonian gait

description: Selected Data - 3D kinematic analysis, SIMI Motion. Gait of patients with Parkinson disease and control group.
DOI: 10.17632/mk7z7st438
title: ATR restrains DNA synthesis and mitotic catastrophe in response to CDC7 inhibition. Rainey et al
DOI: 10.17632/vsyjh6fckf
title: Data for: Voluntary exercise enables stress resistance in females

description: Data set for Tanner et al. Behavioral Brain Research
DOI: 10.6084/m9.figshare.10347062.v1
title: Source Data from our manuscript "cooperative ordering of treadmilling filaments in cytoskeletal networks of FtsZ and its crosslinker Zap

description: In this work, we used an in vitro reconstitution approach to study how the well-conserved protein ZapA affects FtsZ treadmilling and filament organization into large-scale patterns. Using high-resolution fluorescence microscopy and quantitative image analysis, we found that ZapA cooperatively increases the spatial order of the filament network, but binds only transiently to FtsZ filaments and has no effect on filament length and treadmilling velocity. Together, our data provides a model for how FtsZ-associated proteins can increase the precision and stability of the bacterial cell division machinery in a switch-like manner.
DOI: 10.6084/m9.figshare.29137676.v1
title: <b>代谢物的检测 </b><b><i>蝇</i></b><b>脂肪体中促进和抑制自噬后</b>

description: 研究目的：研究<i>蝇</i>脂肪体中由于过早或抑制自噬而样品详细信息：的每个样品中收集超过 20 mg 的幼虫<i>WT</i><sup><em>1118</em></sup>、<i>DmAtg1</i><sup><em>Δ3D</em></sup>，<sup> </sup>和<i> ppl-GAL4&gt;UAS-DmAtg1：DmAtg13</i> 在游荡 （W）、白色前蛹 （WPP） 和白色前蛹 （3WPP） 后 3 小时。仪器： <i>蝇</i>幼虫进行均质化，并通过 1 mL 含有甲基叔丁基醚和甲醇（体积比为 3：1）的提取溶液以及国际标准脂质提取脂质。通过 UPLC-MS/MS 测量上清液中的代谢物。并使用配备 Thermo Accucore™ C30 色谱柱（内径 2.1 × 100 mm，2.6 μm）并保持在 45°C 的超高效液相色谱（UPLC、ExionLC AD）进行 UPLC-MS/MS 分析
DOI: 10.6084/m9.figshare.11672328.v1
title: Adis Buljugbasi Basics of C# programming Certificate

description: Adis Buljugbasi Basics of C# programming Certificate"Autumn Coding School 2019"<br>
DOI: 10.6084/m9.figshare.19407509.v1
title: Supplementary File S5e Oryza accessions for KWIP

description: <b>Supplementary File S5e</b>. Contains information about the accessions used for estimates of genetic similarity by kWIP, including four accessions sequenced as part of the present study.
DOI: 10.6084/m9.figshare.23674758.v2
title: Can we accurately predict the distribution of soil microorganism presence and relative abundance. Individual model results.

description: Detailed results of modelling for each individual phylotype models. 
BAARFUtaxo_supp correspond to the taxonomy attributed to each phylotype (for bacteria, archaea and fungi)
PR is the same for prostists (different denomination of taxonomy)
For both tables the sequence amplified is indicated, It is used as a key in other tables.
CovImp tables corrsponds to the importance of each covariate in each individual model for all algorithms for presence-absence (PA) and relative abudnance (AB) models.
Model_quality tables correspond to the validation metrics obtained for all individual phylotype models.
DOI: 10.6084/m9.figshare.25051322.v1
title: Thermal demagnetization and rock magnetic results for the Jurassic limestone of the Gyangze

description: Thermal demagnetization and rock magnetic results for the Jurassic limestone of the Gyangze, in the east-central Tethyan Himalaya Terrane
DOI: 10.6084/m9.figshare.28520150.v1
title: Anonymized Product Data

description: This dataset contains <b>anonymized train and test data used for reproducing results on product score prediction</b> based on both <b>product attributes and images</b>. It is specifically used for evaluating the performance of the<b> </b>model, which predicts the selling potential or conversion of new listings. The dataset is designed for benchmarking and validation purposes in e-commerce ranking and recommendation systems. The product attributes have been anonymized by replacing actual values with generic identifiers (e.g., fabric → fabric_1, fabric_2; brand → brand_1, brand_2), ensuring privacy while retaining the statistical properties necessary for analysis.<b>File Details</b><b>Format:</b> Pickle (.pkl)<b>Contents:</b><b>Product attributes:</b> Structured metadata (e.g., type, price, fabric, etc.).<b>Image embeddings:</b> Precomputed feature vectors extracted from product images using deep learning models.<b>Product score (target variable):</b> Incorporates logged transformations of sales units, product page views (PPV), and impressions with a weighting parameter (α).<br><br>
DOI: 10.6084/m9.figshare.28692611.v2
title: Data_S1_700sp

description: Supplementary data for "Phenotypic reconstruction of the last universal common ancestor reveals a complex cell"
DOI: 10.6084/m9.figshare.7930922.v1
title: BET(Figure 4A).pzfx

description: BET surface area<br>
DOI: 10.17632/s644dsn9w9
title: ESG_data

description: Data includes ESG scores and some financial indicators of companies from different countries and industries.
DOI: 10.17632/7j25gky3f6
title: Uncertainty, Labour Force Participation, and Job Search

description: Replication package for Uncertainty, Labour Force Participation, and Job Search
DOI: 10.17632/drwtmhxbd3
title: Recommended neutron emission probability for AmBe neutron source

description: Recommended neutron emission probability for AmBe neutron source. Supplementary material to article entitled Reevaluation of the neutron emission probabilities from 241Am-Be neutron source. By: M. Tohamy, Elsayed K. Elmaghraby, M.N.H. Comsan Nuclear Instruments and methods Physics Research A. Energy is in MeV and W'(E) and the standard errors (SE) are in the units of reciprocal lethargy. The energy given for each group is the lower limit of the energy interval. Linear interpolation scheme is in the form (linear- abscissae-linear-ordinates).
DOI: 10.6084/m9.figshare.24261106.v1
title: Honorato et al - Virulence/2023

description: <b>Alkaloids solenopsins from fire ants display in vivo and in vitro activity against Candida auris</b>.<br>
DOI: 10.17632/3w6trnfpvn
title: Asano et al 2024

description: These data are used for the manuscript by Asano et al 2024.
DOI: 10.17632/b2ks7tfpbs
title: Automatic computation of the travelling wave solutions to nonlinear PDEs

description: Abstract Various extensions of the tanh-function method and their implementations for finding explicit travelling wave solutions to nonlinear partial differential equations (PDEs) have been reported in the literature. However, some solutions are often missed by these packages. In this paper, a new algorithm and its implementation called TWS for solving single nonlinear PDEs are presented. TWS is implemented in Maple 10. It turns out that, for PDEs whose balancing numbers are not positive integers, TWS... Title of program: TWS Catalogue Id: AEAM_v1_0 Nature of problem Finding the travelling wave solutions to single nonlinear PDEs Versions of this program held in the CPC repository in Mendeley Data AEAM_v1_0; TWS; 10.1016/j.cpc.2007.12.004 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)