cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/3mhh3tk22z.1
title: Career orientation, career engagement and goal achievement

description: This is the dataset for a study that examined the career orientation, career engagement and goal achievement of national service persons in Ghana. In the study, it was hypothesized that career orientation of national service persons relates positively to their career engagement, learning goal orientation and performance goal orientation. It was also hypothesized that learning and performance goal orientations both relates to career engagement and they would both in turn, mediate the relations between career orientation and career engagement. Following the data analysis using PLS-SEM procedures, there was no evidence to reject any of the hypothesis. Additionally, a multigroup analysis revealed that there was a significant difference in the mediating role of performance goal orientation in the relation between career orientation and career engagement of female and male national service persons.
DOI: 10.15468/dl.23a248
title: Occurrence Download

description: A dataset containing 23502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Elevation 3000.0-5000.0m",
 "Geometry POLYGON((-76.59261 2.30947,-77.60972 0.7793,-77.47813 0.67291,-76.70057 1.20114,-76.65087 1.33482,-76.50319 1.4769,-76.47799 1.5217,-76.24265 2.25348,-76.59261 2.30947))",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 23502 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049960-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/f4wc23kyr4.1
title: West of Mount Cameroon Hydrological Data (Limbe)

description: Data collected during a Borehole drilling campaign lunch by the Ministry of Water resources and Energy of Cameroon through its departmental delegation in South West region
DOI: 10.17632/f4wc23kyr4.2
title: Geophysical and Hydrochemical Data along the Cameroon Volcanic Line (CVL)

description: Data collected during a Borehole drilling campaign lunch by the Ministry of Water resources and Energy of Cameroon through its departmental delegation in South West region
DOI: 10.17632/4ddz4b4p5d.1
title: Classification data for whisking sounds experiment

description: This dataset contains the results and data used to train a random forest classification model for the identification of experimental conditions based on neuronal data and the recorded sound. This was done as part of the following experiment in the Ph.D. thesis work of B. Efron. We examined if AC neurons encode the sound generated when mice whisk against different objects. Therefore, we recorded neuronal activity (from well-isolated units as well as MUA without discriminating based on spike waveform) from AC of head-fixed mice (n = 5), running on a rotating treadmill, allowing their whiskers to make contact with aluminum foil, attenuated foil, and no object. To diminish the potential confounding involvement of the somatosensory system in the activation of neurons in the AC upon whisking against objects, we severed the mouse's infraorbital nerve (ION), which conveys tactile sensations from the whisker pad and cheek. To discern if changes in firing rates were due to motor commands, we compared neuronal activity elicited by aluminum foil to that of attenuated foil, where the major difference between these two objects is the sound that is produced upon whisking. The motor switched between objects (aluminum, attenuated, and no object) at fixed intervals, moving them toward the whiskers, and whisking behavior was monitored with a high-speed camera. To explore the possibility that neurons in AC collectively encode whisking states and object identity, we applied a non-linear classification model. More specifically, we sought to determine if we could train a model to decode these different conditions from the neuronal population activity of AC neurons. 
We employed random forest classifiers based on neuronal activity and analyzed the interplay between object types, whisking states, and neuronal activity. 
We trained the classifier on 80% of the data, while the remaining 20% were used for testing. Data was binned into an 800 ms bin sliding window with 400 ms steps. 
The files contain the results from the classification model and the data used to train and test the model. There are two types of models: one based on the neuronal data and the other based on extracted features from ultrasonic sound recordings. In each .mat file, there is a main model and a sub-model structure. The main model was trained on data from whisking epochs with the three objects and the data from no whisking times (across all objects). The sub-model was trained only on data from the no-whisking times and classified the three objects. There is one file for each type of model (FR and sound features) for each mouse and another file with the pooled data from all mice only for the sound-based classifier. The folder 'Data for model' contains the data files and the code to run the model; some minor adjustments to the code are needed, specifically with the path to save the results. The model was run on an HPC system.
DOI: 10.17632/xdzxmt2zg6.1
title: TCO analysis

description: TCO analysis heat pumps
DOI: 10.17632/xdzxmt2zg6.2
title: TCO analysis

description: TCO analysis heat pumps
DOI: 10.17632/n6t49bxhh4.1
title: Sequential Contests experiment replication materials

description: This pack of replication materials contains (i) Stata data file Compiled_Data.dta; (ii) Stata do file data_analysis.do; (iii) Mathematica notebook Calculations.nb containing computations for Section 4.2.2 of the paper; (iv) zTree programs Sequential_3.ztt, Sequential_1_2.ztt, Sequential_2_1.ztt and Sequential_1_1_1.ztt corresponding to the 4 treatments in the experiment; (v) Experimental instructions for treatment (1,1,1). The data was collected in the XSFS Lab at Florida State University in 2018-2019. A detailed description of the experiment is available in our article "Contests with sequential moves: An experimental study" forthcoming in the Journal Economic Science Association. A working paper version is available online at https://arxiv.org/abs/2409.06230
DOI: 10.17632/n6t49bxhh4.2
title: Sequential Contests experiment replication materials

description: This pack of replication materials contains (i) Stata data file Compiled_Data.dta; (ii) Stata do file data_analysis.do; (iii) Mathematica notebook Calculations.nb containing computations for Section 4.2.2 of the paper; (iv) zTree programs Sequential_3.ztt, Sequential_1_2.ztt, Sequential_2_1.ztt and Sequential_1_1_1.ztt corresponding to the 4 treatments in the experiment; (v) Experimental instructions for treatment (1,1,1). The data was collected in the XSFS Lab at Florida State University in 2018-2019. A detailed description of the experiment is available in our article "Contests with sequential moves: An experimental study" forthcoming in the Journal of the Economic Science Association. A working paper version is available online at https://arxiv.org/abs/2409.06230
DOI: 10.17632/n6t49bxhh4.3
title: Sequential Contests experiment replication materials

description: This pack of replication materials contains (i) Stata data file Compiled_Data.dta; (ii) Stata do file data_analysis.do; (iii) Mathematica notebook Calculations.nb containing computations for Section 4.2.2 of the paper; (iv) zTree programs Sequential_3.ztt, Sequential_1_2.ztt, Sequential_2_1.ztt and Sequential_1_1_1.ztt corresponding to the 4 treatments in the experiment; (v) Experimental instructions for treatment (1,1,1); (vi) a readme.txt file with further instructions. The data was collected in the XSFS Lab at Florida State University in 2018-2019. A detailed description of the experiment is available in our article "Contests with sequential moves: An experimental study" forthcoming in the Journal of the Economic Science Association. A working paper version is available online at https://arxiv.org/abs/2409.06230
DOI: 10.60656/bd0f28edff644b15
title: Custom collection of lidar data from Galați between 1 Jan and 31 Dec 2023
DOI: 10.15468/dl.xsks2b
title: Occurrence Download

description: A dataset containing 239132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((17.67126 44.56464,15.00492 47.39747,5.20219 45.34159,5.43746 41.11588,8.1038 36.28414,11.00541 33.91044,13.04437 33.78018,15.94598 32.5989,23.00394 33.84534,21.20024 41.58683,17.67126 44.56464))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gastropoda"
 ]
}

 The dataset includes 239132 records from 481 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049959-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgb8vh
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-38.61315 26.18783,-5.78597 26.18783,-5.78597 44.64878,-38.61315 44.64878,-38.61315 26.18783))",
 "TaxonKey is Symbolophorus veranyi (Moreau, 1888)"
 ]
}

 The dataset includes 195 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049961-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14507067
title: Predicting climate mitigation through carbon burial in blue carbon ecosystems – challenges and pitfalls
DOI: 10.5281/zenodo.14562900
title: Predicting climate mitigation through carbon burial in blue carbon ecosystems – challenges and pitfalls
DOI: 10.5281/zenodo.14562913
title: liparis_bristolensis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14562914
title: liparis_bristolensis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14027048
title: Potential of an Attractive High-Rate Navel Orangeworm (Lepidoptera: Pyralidae) Pheromone Dispenser for Mating Disruption or for Monitoring
DOI: 10.5281/zenodo.14027049
title: Potential of an Attractive High-Rate Navel Orangeworm (Lepidoptera: Pyralidae) Pheromone Dispenser for Mating Disruption or for Monitoring
DOI: 10.5281/zenodo.14562925
title: liparis_curilensis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14562926
title: liparis_curilensis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14561239
title: Enhanced Daytime Production of Airborne Pollutants by SO2 Oxidation at Ocean Surface over Eastern Asia
DOI: 10.5281/zenodo.14561240
title: Enhanced Daytime Production of Airborne Pollutants by SO2 Oxidation at Ocean Surface over Eastern Asia
DOI: 10.5281/zenodo.14531640
title: Adverse clinical outcomes and factors associated among older adults undergoing hemodialysis in Brazil: A single-center experience.

description: Adverse clinical outcomes and factors associated among older adults undergoing hemodialysis in Brazil: A single-center experience

 

In the last decade, there has been an increase in the number of older adults diagnosed with kidney failure in Brazil. Anecdotal reports suggests that older adults receiving hemodialysis (HD) face a higher risk of adverse outcomes. This study aims to investigate adverse clinical outcomes and factors associated among adults over 60 years old who received chronic HD at a single center in northeast region of Brazil. 

 

We conducted a retrospective cohort of older adults undergoing HD at a center in Aracaju, Sergipe, Brazil, from October 1, 2019 to March 1, 2024. Multivariable Cox regression analysis was performed to examine the associations of the various risk factor for all-cause mortality.  A binomial logistic regression model was leveraged for Major Cardiovascular Events (MACE) and all-cause hospitalization.
DOI: 10.5281/zenodo.14531641
title: Adverse clinical outcomes and factors associated among older adults undergoing hemodialysis in Brazil: A single-center experience.

description: Adverse clinical outcomes and factors associated among older adults undergoing hemodialysis in Brazil: A single-center experience

 

In the last decade, there has been an increase in the number of older adults diagnosed with kidney failure in Brazil. Anecdotal reports suggests that older adults receiving hemodialysis (HD) face a higher risk of adverse outcomes. This study aims to investigate adverse clinical outcomes and factors associated among adults over 60 years old who received chronic HD at a single center in northeast region of Brazil. 

 

We conducted a retrospective cohort of older adults undergoing HD at a center in Aracaju, Sergipe, Brazil, from October 1, 2019 to March 1, 2024. Multivariable Cox regression analysis was performed to examine the associations of the various risk factor for all-cause mortality.  A binomial logistic regression model was leveraged for Major Cardiovascular Events (MACE) and all-cause hospitalization.
DOI: 10.5281/zenodo.14502389
title: Raw data used for statistical analysis for " Solid-State Fermentation of Quinoa Flour: An In-Depth Analysis of Ingredient Characteristi" Gautheroncs et al. Fermentation 2024
DOI: 10.5281/zenodo.14502390
title: Raw data used for statistical analysis for " Solid-State Fermentation of Quinoa Flour: An In-Depth Analysis of Ingredient Characteristi" Gautheroncs et al. Fermentation 2024
DOI: 10.21227/qrq9-8469
title: Real-World and Simulated Smart Home Data: 14-Day Logging Dataset

description: This ZIP file contains two distinct datasets collected over a 14-day period. The first dataset consists of real-world smart home data, providing detailed logs from six devices: a Plug Fan, Plug PC, Humidity Sensor, Presence Sensor, Light Bulb, and Window Opening Sensor. The data includes device interactions and environmental conditions such as temperature, humidity, and presence. The second dataset is generated by a smart home simulator for the same period, offering simulated device interactions and environmental variables. These datasets offer valuable insights for research and development in the smart home field, including device behavior analysis, energy consumption modeling, and environmental monitoring.
DOI: 10.5281/zenodo.14502344
title: Raw data used for statistical analysis for "Exploring the Impact of Solid-State Fermentation on Fava Bean Flour: A Comparative Study of Aspergillus oryzae and Rhizopus oligosporus" Gautheron et al. Foods 2024.
DOI: 10.5281/zenodo.14502343
title: Raw data used for statistical analysis for "Exploring the Impact of Solid-State Fermentation on Fava Bean Flour: A Comparative Study of Aspergillus oryzae and Rhizopus oligosporus" Gautheron et al. Foods 2024.
DOI: 10.5281/zenodo.14559829
title: Dataset and scripts for: "Monitoring dynamic conformations of a single molecule inside a protein cavity"

description: The folder contains raw data and scripts that allow to reproduce the figures and data shown in the manuscript “Monitoring dynamic conformations of a single molecule inside a protein cavity”.
DOI: 10.5281/zenodo.14559830
title: Dataset and scripts for: "Monitoring dynamic conformations of a single molecule inside a protein cavity"

description: The folder contains raw data and scripts that allow to reproduce the figures and data shown in the manuscript “Monitoring dynamic conformations of a single molecule inside a protein cavity”.
DOI: 10.5281/zenodo.14525081
title: Data underlying the study 'Do Microplastics Contribute to the Total Number Concentration of Ice Nucleating Particles?'

description: Proccessed data underlying the study of 'Do Microplastics Contribute to the Total Number Concentration of Ice Nucleating Particles?', submitted to the Journal of Geophysical Research: Atmospheres.

 

Content:



num_conc_DJF_max.nc  - vertical profiles of relatively hydrophylic MP number concentration (seasonal DJF/JJA and emission scenarios MAX/MIN have been provided)

num_conc_DJF_max_lowscav.nc  - vertical profiles of relatively hydrophobic MP number concentration (seasonal DJF/JJA and emission scenarios MAX/MIN have been provided)

num_conc_900hpa_max.nc - global map of of relatively hydrophylic MP number concentrations at pressure level 900 hPa (levels from 900 hPa to 100 hPa and emission scenarios MAX/MIN have been provided)

MP_INP_mixed_phase_mode_max.nc -  MP INP number concentration in mixed-phase clouds (emission scenarios MAX/MIN have been provided)

MP_INP_mixed_phase_contribution_max.nc - contribution of  MP INP to the total INP num.concentration in mixed-phase clouds (emission scenarios MAX/MIN have been provided)

MP_contribution_cirrus_fr01_max.nc - contribution of  MP INP to the total INP num.concentration in cirrus clouds, ice active fraction of MP num.concentration is 0.1 (emission scenarios MAX/MIN have been provided)

MP_contribution_cirrus_fr001_max.nc - contribution of  MP INP to the total INP num.concentration in cirrus clouds, ice active fraction of MP num.concentration is 0.01 (emission scenarios MAX/MIN have been provided)

MP_contribution_cirrus_fr0001_max.nc - contribution of  MP INP to the total INP num.concentration in cirrus clouds, ice active fraction of MP num.concentration is 0.001 (emission scenarios MAX/MIN have been provided)

Plotting.ipynb - script with plotting routine
DOI: 10.5281/zenodo.14525080
title: Data underlying the study 'Do Microplastics Contribute to the Total Number Concentration of Ice Nucleating Particles?'

description: Proccessed data underlying the study of 'Do Microplastics Contribute to the Total Number Concentration of Ice Nucleating Particles?', submitted to the Journal of Geophysical Research: Atmospheres.

 

Content:



num_conc_DJF_max.nc  - vertical profiles of relatively hydrophylic MP number concentration (seasonal DJF/JJA and emission scenarios MAX/MIN have been provided)

num_conc_DJF_max_lowscav.nc  - vertical profiles of relatively hydrophobic MP number concentration (seasonal DJF/JJA and emission scenarios MAX/MIN have been provided)

num_conc_900hpa_max.nc - global map of of relatively hydrophylic MP number concentrations at pressure level 900 hPa (levels from 900 hPa to 100 hPa and emission scenarios MAX/MIN have been provided)

MP_INP_mixed_phase_mode_max.nc -  MP INP number concentration in mixed-phase clouds (emission scenarios MAX/MIN have been provided)

MP_INP_mixed_phase_contribution_max.nc - contribution of  MP INP to the total INP num.concentration in mixed-phase clouds (emission scenarios MAX/MIN have been provided)

MP_contribution_cirrus_fr01_max.nc - contribution of  MP INP to the total INP num.concentration in cirrus clouds, ice active fraction of MP num.concentration is 0.1 (emission scenarios MAX/MIN have been provided)

MP_contribution_cirrus_fr001_max.nc - contribution of  MP INP to the total INP num.concentration in cirrus clouds, ice active fraction of MP num.concentration is 0.01 (emission scenarios MAX/MIN have been provided)

MP_contribution_cirrus_fr0001_max.nc - contribution of  MP INP to the total INP num.concentration in cirrus clouds, ice active fraction of MP num.concentration is 0.001 (emission scenarios MAX/MIN have been provided)

Plotting.ipynb - script with plotting routine
DOI: 10.5281/zenodo.14548491
title: Data underlying the study 'Do Microplastics Contribute to the Total Number Concentration of Ice Nucleating Particles?'

description: Proccessed data underlying the study of 'Do Microplastics Contribute to the Total Number Concentration of Ice Nucleating Particles?', submitted to the Journal of Geophysical Research: Atmospheres.

 

Content:



num_conc_DJF_max.nc  - vertical profiles of relatively hydrophylic MP number concentration (seasonal DJF/JJA and emission scenarios MAX/MIN have been provided)

num_conc_DJF_max_lowscav.nc  - vertical profiles of relatively hydrophobic MP number concentration (seasonal DJF/JJA and emission scenarios MAX/MIN have been provided)

num_conc_900hpa_max.nc - global map of of relatively hydrophylic MP number concentrations at pressure level 900 hPa (levels from 900 hPa to 100 hPa and emission scenarios MAX/MIN have been provided)

MP_INP_mixed_phase_mode_max.nc -  MP INP number concentration in mixed-phase clouds (emission scenarios MAX/MIN have been provided)

MP_INP_mixed_phase_contribution_max.nc - contribution of  MP INP to the total INP num.concentration in mixed-phase clouds (emission scenarios MAX/MIN have been provided)

MP_contribution_cirrus_fr01_max.nc - contribution of  MP INP to the total INP num.concentration in cirrus clouds, ice active fraction of MP num.concentration is 0.1 (emission scenarios MAX/MIN have been provided)

MP_contribution_cirrus_fr001_max.nc - contribution of  MP INP to the total INP num.concentration in cirrus clouds, ice active fraction of MP num.concentration is 0.01 (emission scenarios MAX/MIN have been provided)

MP_contribution_cirrus_fr0001_max.nc - contribution of  MP INP to the total INP num.concentration in cirrus clouds, ice active fraction of MP num.concentration is 0.001 (emission scenarios MAX/MIN have been provided)

Plotting.ipynb - script with plotting routine
DOI: 10.15468/dl.jt66mn
title: Occurrence Download

description: A dataset containing 1127259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Coccyzus americanus (Linnaeus, 1758)"
 ]
}

 The dataset includes 1127259 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049963-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsqn2h
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-38.11972 25.79931,-7.1772 25.79931,-7.1772 45.82577,-38.11972 45.82577,-38.11972 25.79931))",
 "TaxonKey is Taaningichthys bathyphilus (Tåning, 1928)"
 ]
}

 The dataset includes 21 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049965-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38dhhu
title: Occurrence Download

description: A dataset listing the 395 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is Brazil",
 "StateProvince is Rio Grande Do Norte"
 ]
}

 The dataset's 395 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049964-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14562843
title: 【outputs_best_number_tokens_to_tpm_large_scales】/best_number_tokens_log_part_1 (4), only two 70B LLMs, 22 (tpms) = 22 files

description: Part 1 (4)  

only two 70B LLMs,  

only valid results (both MP p value and CI),

all permutation controls,

all seeds,

all linguistic spans,

all 5 tasks, 

22 (tpms) = 22 files
DOI: 10.5281/zenodo.14562844
title: 【outputs_best_number_tokens_to_tpm_large_scales】/best_number_tokens_log_part_1 (4), only two 70B LLMs, 22 (tpms) = 22 files

description: Part 1 (4)  

only two 70B LLMs,  

only valid results (both MP p value and CI),

all permutation controls,

all seeds,

all linguistic spans,

all 5 tasks, 

22 (tpms) = 22 files
DOI: 10.15468/dl.39afd2
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cotopaxia asplundii Mathias & Constance"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049968-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14533679
title: HT24
DOI: 10.5281/zenodo.14533680
title: HT24