cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/558b4hphwm.1
title: Integration of the landscape of fear concept in grassland management – an experimental study on subtropical monsoon grasslands in Bardia National Park, Nepal.

description: Using plots of varying mowing frequency (0-4 times), size (small: 49 m2; to large: 3600 m2), and artificial fertilisation type (none, phosphorus, nitrogen), we assessed the trade-offs between probable predation risk and resources made by three cervids (chital - Axis axis, swamp deer - Rucervus duvauceli, and hog deer - Axis porcinus). The experimental design incorporated three levels of treatment factors, viz., mowing; artificial fertilisation, and plot size. There are a total of seven replications spread over three sites, thus forming a complete design with a total of 189 experimental plots. We estimated deer’s level of use in the experimental plots through pellet group density expressed as pellet groups.m-2. A liner mixed effect model was used to analyse the data in R.
DOI: 10.17632/558b4hphwm.2
title: Integration of the landscape of fear concept in grassland management – an experimental study on subtropical monsoon grasslands in Bardia National Park, Nepal.

description: Using plots of varying mowing frequency (0-4 times), size (small: 49 m2; to large: 3600 m2), and artificial fertilisation type (none, phosphorus, nitrogen), we assessed the trade-offs between probable predation risk and resources made by three cervids (chital - Axis axis, swamp deer - Rucervus duvauceli, and hog deer - Axis porcinus). The experimental design incorporated three levels of treatment factors, viz., mowing; artificial fertilisation, and plot size. There are a total of seven replications spread over three sites, thus forming a complete design with a total of 189 experimental plots. We estimated deer’s level of use in the experimental plots through pellet group density expressed as pellet groups.m-2. A liner mixed effect model was used to analyse the data in R.
DOI: 10.15468/dl.c2agf5
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chaeropus yirratji Travouillon, Simoes, Porterla Miguez, Brace, Brewer, Stemmer, Price, Cramb & Louys, 2019"
 ]
}

 The dataset includes 40 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049772-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dx9ray
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.377866 -33.128313, 149.377866 -33.139542, 149.373374 -33.139542, 149.373374 -33.141788, 149.371128 -33.141788, 149.371128 -33.159754, 149.373374 -33.159754, 149.373374 -33.162, 149.389095 -33.162, 149.389095 -33.153017, 149.395832 -33.153017, 149.395832 -33.162, 149.404815 -33.162, 149.404815 -33.168737, 149.41829 -33.168737, 149.41829 -33.159754, 149.420536 -33.159754, 149.420536 -33.148525, 149.41829 -33.148525, 149.41829 -33.13505, 149.411553 -33.13505, 149.411553 -33.139542, 149.402569 -33.139542, 149.402569 -33.141788, 149.386849 -33.141788, 149.386849 -33.128313, 149.377866 -33.128313))"
 ]
}

 The dataset includes 34 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049773-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fe6v6g
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dorcopsis veterum (Lesson, 1827)"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049774-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/g86cb33ck2.1
title: Data for Figures 4 and 5 in: "Chiral Fluorescent Antifungal Azole Probes Detect Resistance, Uptake Dynamics, and Subcellular Distribution Differences in Candida Species" (DOI: 10.1021/jacsau.4c00479)

description: This dataset includes the raw microscopy images used for generating the plots in Figures 4 and 5, as described in the manuscript.
For the folders "C. albicans," "C. glabrata," and "C. parapsilosis":

 * Each folder contains images for the respective species, captured during two independent experiments.
 * Each folder includes three Bright Field (BF) images and the corresponding three fluorescent images (CFP) per repetition per strain. The files are named using the following format: strain + BF or CFP + image number.
 * For example, the file T-280 BF_1.tif in the "Repetition 1" folder under "C. albicans" refers to Bright Field image number 1 of strain T-280 from the first of the two independent experiment repetitions.

The folder "Validation strains used in Figure 5D" contains images of the 8 strains used for model validation described in Figure 5C, organized by species.
The folder "Models" contains classification models based on the data derived from the images used in Figure 5. Models with the highest precision for classification based on probe uptake alone, cell size alone, and a combination of cell size and intensity are provided. These models were obtained using MATLAB R2021b Classification Learner app with 4-fold cross-validation.
DOI: 10.17632/x65tckk3ms.1
title: Strong temperature gradients associated with slow earthquakes in the mid- and eastern Aleutian Islands revealed by thermal modeling

description: To characterize the Aleutian arc and its slab thermal and hydrous states, we constructed a 3-D, time-evolving thermomechanical model developed from Stag3D code. The model dimensions are 1600 km × 750 km × 400 km. The geometry of the subducted plate is well constrained by Slab2 data, and the subducted plate is extrapolated within the modeled domain to ensure full subduction and a steady slab thermal state. The bottom of the slab and perpendicular plane are prescribed to be adiabatic and permeable, respectively, and the top surface is assumed to be rigid at a fixed temperature (0°C). The trenchward temperature boundary follows a plate cooling model, and the plate ages are provided by EarthByte. The age of the incoming plate is defined as the oceanic seafloor age according to EarthByte estimated along the trenchward model boundary. The subduction rates inside a prescribed 3-D oceanic lithosphere are determined based on the kinematic plate subduction modeling method, slab geometry, and MORVEL data sets along the trench. The slab convergence velocities vary from 6.8 mm/yr in the eastern Aleutian arc to 7.6 mm/yr in the western. Observations of surface heat flow and Curie point depths are used to constrain the model thermal regime. We also established a P–T-wt%-facies database according to Omori et al. (2009b) (MORB) and Hacker et al. (2003) with P–T grid intervals of 0.04 GPa (1.2 km) and 5°C. Via interpolation, we derive the intraslab temperature (°C) and water content distribution (wt%) at different intraslab depths. The slab temperature gradient (°C/km) and dehydration rate (wt%/km) are calculated using the intraslab temperature/water content change divided by the distance (km) in the subduction direction between neighboring grids. The obtained thermal gradients represent the differences in temperature between two neighboring grids divided by the subduction path. Based on the melting curve of carbonated MORB, including solidus and liquidus MORB (Thomson et al., 2016) to estimate slab decarbonation. To investigate the robustness of our modeling results, we performed sensitivity tests, and the results showed that the mantle viscosity varied from 1.0×1019 Pa s to 1.0×1021 Pa s and that the mantle density changed from 3250 kg/m3 to 3350 kg/m3. The benchmark model results, which deviate from the reference models (ΔT and ΔH2O), are presented at different depths within the oceanic slab, and the tests suggest small temperature fluctuations of &lt;10 °C at depth induced by mantle density variations (±50 kg/m3).
DOI: 10.17632/x65tckk3ms.2
title: Strong temperature gradients associated with slow earthquakes in the mid- and eastern Aleutian Islands revealed by thermal modeling

description: Based on the thermomechanical model Stag3D and the finite difference method (FDM), we constructed a 3D, time-evolving thermomechanical finite difference model. The model dimensions are 1600 km × 750 km × 400 km.
DOI: 10.17632/v8tx42gchw.1
title: Microbiomics data sets in the mouse cecal contents

description: The present study was GV-971 (400 mpk, HG) pretreatment of caerulein and lipopolysaccharide-induced severe acute pancreatitis (SAP) mice and the study was divided into three groups (n = 8/group), control group (CON), model group (SAP), and treatment group (HG+SAP). The data used mouse cecal contents as a sample to detect the intestinal microbiota.
DOI: 10.17632/btgnw78wkf.1
title: Dataset of YouTube comments reporting the self-management of choking incidents

description: This dataset contains results of the analysis of 206 English-language comments reporting users’ real-life experiences of applying self-helping manoeuvres in cases of severe foreign body airway obstruction. The analysed comments were manually retrieved from the primary sample of 13,885 comments posted to YouTube videos containing instructions on how to self-manage foreign body airway obstruction, which had at least 100,000 views as of July 2024 (search query: choking alone; search location: the United Kingdom).
DOI: 10.15468/dl.fh6rzz
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.182481 -33.144034, 149.182481 -33.155263, 149.189218 -33.155263, 149.189218 -33.150771, 149.186973 -33.150771, 149.186973 -33.144034, 149.182481 -33.144034))"
 ]
}

 The dataset includes 39 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049775-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26491588.v1
title: GPerturb: Gaussian process modelling of single-cell perturbation data

description: Pre-trained models and associated processed datasets for all analyses in the paper
DOI: 10.17632/s79hjz7vp2.1
title: Patterns of Sexual Harassment Reports in BSE100

description: This dataset contains the following variables: (1) List of BSE Companies, (2) Industry, (3) Sector, (4) Number of sexual harassment complaints received for the periods: 2013-2014, 2014-2015, 2015-2016, 2016-2017, 2017-2018, 2018-2019, 2019-2020, 2020-2021, 2021-2022, 2022-2023, 2023-2024, (5) Number of sexual harassment complaints pending during the periods: 2013-2014, 2014-2015, 2015-2016, 2016-2017, 2017-2018, 2018-2019, 2019-2020, 2020-2021, 2021-2022, 2022-2023, 2023-2024.
DOI: 10.17632/s79hjz7vp2.2
title: Patterns of Sexual Harassment Reports in BSE100

description: This dataset contains the following variables: (1) List of BSE Companies, (2) Industry, (3) Sector, (4) Number of sexual harassment complaints received for the periods: 2013-2014, 2014-2015, 2015-2016, 2016-2017, 2017-2018, 2018-2019, 2019-2020, 2020-2021, 2021-2022, 2022-2023, 2023-2024, (5) Number of sexual harassment complaints pending during the periods: 2013-2014, 2014-2015, 2015-2016, 2016-2017, 2017-2018, 2018-2019, 2019-2020, 2020-2021, 2021-2022, 2022-2023, 2023-2024.
DOI: 10.17632/s79hjz7vp2.3
title: Patterns of Sexual Harassment Reports in BSE100

description: This dataset contains the following variables: (1) List of BSE Companies, (2) Industry, (3) Sector, (4) Number of sexual harassment complaints received for the periods: 2013-2014, 2014-2015, 2015-2016, 2016-2017, 2017-2018, 2018-2019, 2019-2020, 2020-2021, 2021-2022, 2022-2023, 2023-2024, (5) Number of sexual harassment complaints pending during the periods: 2013-2014, 2014-2015, 2015-2016, 2016-2017, 2017-2018, 2018-2019, 2019-2020, 2020-2021, 2021-2022, 2022-2023, 2023-2024.
DOI: 10.15468/dl.bjw5ns
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.204939 -33.150771, 149.204939 -33.159754, 149.211676 -33.159754, 149.211676 -33.157508, 149.227397 -33.157508, 149.227397 -33.155263, 149.225151 -33.155263, 149.225151 -33.150771, 149.22066 -33.150771, 149.22066 -33.155263, 149.216168 -33.155263, 149.216168 -33.150771, 149.204939 -33.150771))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049776-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.352gm6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.481172 -33.150771, 149.481172 -33.155263, 149.485664 -33.155263, 149.485664 -33.150771, 149.481172 -33.150771))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049777-240626123714530/datasets/export for details.
DOI: 10.15468/dl.h9anp3
title: Occurrence Download

description: A dataset containing 548 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence, Machine Observation)",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected, Continent derived from coordinates, The taxon ID was not used in backbone matching, Occurrence status inferred from individual count)",
 "TaxonKey is Didelphis aurita (Wied-Neuwied, 1826)",
 "Year 1980-2024"
 ]
}

 The dataset includes 548 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049778-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnznpf
title: Occurrence Download

description: A dataset containing 218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Troglophilus neglectus Krauss, 1879",
 "HasCoordinate is true"
 ]
}

 The dataset includes 218 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049780-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2wmrmv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.764143 -33.150771, 149.764143 -33.155263, 149.768635 -33.155263, 149.768635 -33.150771, 149.764143 -33.150771))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049781-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13225645
title: Data and Code for "A lasting impact of serotonergic psychedelics on visual processing and behavior"

description: Processed data and analysis code for "A lasting impact of serotonergic psychedelics on visual processing and behavior". https://doi.org/10.1101/2024.07.03.601959
DOI: 10.5281/zenodo.13225646
title: Data and Code for "A lasting impact of serotonergic psychedelics on visual processing and behavior"

description: Processed data and analysis code for "A lasting impact of serotonergic psychedelics on visual processing and behavior". https://doi.org/10.1101/2024.07.03.601959
DOI: 10.17632/fzygvnzbw7.1
title: Proteomics analysis of Glycine max leaf extracts

description: This data includes raw files for proteomics experiment conducted on soybean leaf extracts after photon application.
DOI: 10.17632/6y4mmf6ktd.1
title: algorithm_degradation

description: This algorithm includes the MATLAB file used for the calculations in the paper titled "Technical and Economic Assessments in Customized Cost Analysis for Second-Life Batteries."
DOI: 10.15468/dl.65wcuj
title: Occurrence Download

description: A dataset containing 3659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Yersinella raymondii (Yersin, 1860)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3659 records from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049782-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57xre2
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.535691 -33.137296, 148.535691 -33.139542, 148.537937 -33.139542, 148.537937 -33.141788, 148.542428 -33.141788, 148.542428 -33.144034, 148.540183 -33.144034, 148.540183 -33.146279, 148.544674 -33.146279, 148.544674 -33.148525, 148.549166 -33.148525, 148.549166 -33.153017, 148.544674 -33.153017, 148.544674 -33.155263, 148.542428 -33.155263, 148.542428 -33.159754, 148.544674 -33.159754, 148.544674 -33.164246, 148.558149 -33.164246, 148.558149 -33.159754, 148.564886 -33.159754, 148.564886 -33.157508, 148.560395 -33.157508, 148.560395 -33.150771, 148.553657 -33.150771, 148.553657 -33.148525, 148.551412 -33.148525, 148.551412 -33.141788, 148.553657 -33.141788, 148.553657 -33.139542, 148.540183 -33.139542, 148.540183 -33.137296, 148.535691 -33.137296))"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049783-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/d8fzrs5v5f.1
title: Machakos Unemployment Rate

description: Contains both feature engineered and preprocessed data about unemployment rates in Machakos, Kenya
DOI: 10.17632/4smjmzn5mg.1
title: algorithm_degradation_slb

description: This algorithm includes the MATLAB file used for the calculations in the paper titled "Technical and Economic Assessments in Customized Cost Analysis for Second-Life Batteries."
DOI: 10.25934/pr00010397
title: A novel AI laboratory platform to identify bacteria and AMR data challenge

description: Antimicrobial resistance (AMR) is considered a global public health threat by several health-focused, research organizations and academic institutions including the World Health Organization and similar sister organization like the Food and Agriculture Organization of the United Nation. For a very long time, Hospital AMR surveillance is regarded as an essential strategy to identify resistant bacteria, their spread and prevalence. On the contrary, this strategy of AMR surveillance developed around culture-based isolation of bacteria from hospital patients, and their phenotypic response to a battery of antibiotics has been shown to be less representative and time-consuming.  These time-consuming techniques coupled with poor laboratory information management systems seen within several clinical and research laboratories in Ghana and several resource limited environments have contributed to the lack of data on pathogens of public health importance and their epidemiology.

Wastewater-based surveillance is increasingly being recognized as an important approach to monitoring population-level AMR. Therefore, we hypothesized and proposed a pilot project to decipher the nexus of AMR distribution using digital innovation and molecular detection using wastewater samples in Ghana. From the results of this pilot using 171 wastewater samples, we identified 45% (77/171) E. coli contaminated wastewater with 62% of them showing ESBL resistance. 

As part of this data challenge we propose to answer the following questions; 1) whether or not we can compare results from our pilot study to extended hospital and community based surveillance datasets from big pharma. 2) Understand AMR trends for E. coli, its associated mechanisms comparing our genotype data to those collected in the data challenge database we requesting. 3) Validate our AMR detection and bacteria identification platform using the requested database.
DOI: 10.17632/nzgt449ypw.1
title: Decision Table - Wroclaw from the river level

description: A decision table containing conditional attributes and a decision attribute.
Decision table prepared by Arkadiusz Wojna awojna@mimuw.edu.pl
DOI: 10.17632/v4vh4frpnv.1
title: Resolution of Hexasome-Nucleosome Complexes by Chd1 and FACT - Raw image data files

description: Raw image data files associated with the manuscript "Resolution of Transcription-Induced Hexasome-Nucleosome Complexes by Chd1 and FACT" by Maik Engeholm, Johann J. Roske, Elisa Oberbeckmann, Christian Dienemann, Michael Lidschreiber, Patrick Cramer and Lucas Farnung
DOI: 10.17632/hdw92tf943.1
title: A Dataset of Subjective Frequency Estimates of the Words of the Peabody Vocabulary Test by English-Arabic Bilingual Speakers

description: Subjective frequency (i.e., familiarity) ratings and comprehension scores of the 488 printed words of the PPVT-5. Data were obtained from Arabic-English bilingual speakers (IELTS classification: competent users of the English language; age range: 18-15).
DOI: 10.17632/hdw92tf943.2
title: A Dataset of Subjective Frequency Estimates of the Words of the Peabody Vocabulary Test by English-Arabic Bilingual Speakers

description: Subjective frequency (i.e., familiarity) ratings and comprehension scores of the 488 printed words of the PPVT-5. Data were obtained from Arabic-English bilingual speakers (IELTS classification: competent users of the English language; age range: 18-15).
DOI: 10.17632/hdw92tf943.3
title: A Dataset of Subjective Frequency Estimates of the Words of the Peabody Vocabulary Test by English-Arabic Bilingual Speakers

description: Subjective frequency (i.e., familiarity) ratings and comprehension scores of the 488 printed words of the PPVT-5. Data were obtained from Arabic-English bilingual speakers (IELTS classification: competent users of the English language; age range: 18-15).
DOI: 10.17632/8rp2cvk7kn.1
title: Improving the Analysis of Phase-Separated Bio-Fuel Samples with Slice-Selective Total Correlation NMR Spectroscopy

description: NMR data supporting "Improving the Analysis of Phase-Separated Bio-Fuel Samples with Slice-Selective Total Correlation NMR Spectroscopy". 

ABSTRACT: Pyrolysis oil has been identified as a possible alternative fuel source, however widespread use is hindered by high acidity and water content. These negative characteristics can be mitigated by blending with, for example, mixtures of biodiesel, marine gas oil and butanol. These blended biofuel samples can be unstable and often separate into two distinct phases. Analysis of how the components of any blended biofuel samples partition between the two layers is an important step towards understanding the separation process and may provide insight into mitigating the problem. Slice-selective NMR, where the NMR spectrum of only a thin slice of the total sample is acquired, has been previously used to study, non-invasively, bio-oil samples. Here, the technique is extended and improved, with slice-selective two-dimensional correlation experiments used to resolve the distinct chemical spectra of the various components of the phase-separated blended fuel mixtures. 

CONTENTS
Data organised by samples. 
Sample A - zg, two slice-selective 1D, 2D TOCSY
Sample B - zg, two slice-selective 1D, two slice-selective 2D TOCSY
Sample C - zg, two slice-selective 1D, two slice-selective 2D TOCSY
Sample D - zg, two (near-identical) slice-selective 1D, 2D TOCSY
Sample E - zg, 2D TOCSY
Sample F - zg, 2D TOCSY