cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.en7qrp
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmatodon laureri (Schultz) Bruch & Schimp.",
 "Year 1970-2025"
 ]
}

 The dataset includes 40 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009838-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/10978896
title: Animal Detection Hills
DOI: 10.15468/dl.5xejwk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Entedononecremnus krauteri Zolnerowich & Rose, 1996",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009935-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzyppa
title: Occurrence Download

description: A dataset containing 27932000 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 27932000 records from 2954 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009905-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bz2f9s5sk2
title: Stigma experienced by people with mental illness in South America: an integrative  review

description: 18 studies that were included in the final sample in an integrative review about Stigma experienced by people with mental illness in South America.
DOI: 10.17632/38z47mt7vr
title: A prospective follow-up of thyroid volume and thyroiditis features on ultrasonography among survivors of predominantly mild to moderate COVID-19

description: A prospective follow-up of thyroid volume and thyroiditis features on ultrasonography among survivors of predominantly mild to moderate COVID-19
DOI: 10.17632/n9fs39dpw3
title: Data for: Mineralogy and mineral chemistry of ore minerals: Constraints on gold mineralization in the Dunde large Fe-Zn deposit, western Tianshan

description: the EMPA results of sulfide in the Dunde deposit
DOI: 10.25582/data.2024-02.3045735/2524368
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3045736/2524369
title: Data for EMSL Project 51287 from February 2024
DOI: 10.17632/63m34hg3pt
title: SpinalJ_example_data_processing_tutorial

description: Video tutorial demonstrating the use of SpinalJ on an example dataset. Raw image data, parameter settings and resulting output files are provided in separate datasets.
DOI: 10.25582/data.2024-02.3045737/2524370
title: Data for EMSL Project 51287 from February 2024
DOI: 10.17632/gpbhn228zy
title: The use of health communication theories and strategies used for NCD prevention on social media platforms

description: This data was collected for my scoping review. As a new subject matter expert, I collected data on health communication and disease prevention.
DOI: 10.17632/j739ptz54k
title: Synthetic Meets Authentic: Leveraging Text-to-Image Generated Datasets for Apple Detection in Orchard Environments

description: Training machine learning (ML) models for computer vision-based object detection process typically requires large, labeled datasets, a process often burdened by significant human effort and high costs associated with imaging systems and image acquisition. This research aimed to simplify image data collection for object detection in orchards by avoiding traditional fieldwork with different imaging sensors. Utilizing OpenAI's DALLE, a large language model (LLM) for realistic image generation, we generated and annotated a cost effective dataset. This dataset, exclusively generated with text-to-image prompts/inputs, was then utilized to train a deep learning model, YOLOv8, for apple detection, which was then tested with real-world (outdoor orchard) images captured by a digital (Nikon D5100) camera as well as a machine vision camera (IntelRealsense D435i). The model achieved a training precision of 0.83, recall of 0.99, an F1 score of 0.92, and mAP@50 at 0.96. Validation tests against actual images collected over two different varieties of apples (Honeycrisp and Envy) in a commercial orchard environment showed a precision of 0.82 and 0.75, recall of 0.88 and 0.63, and mAP@50 of 0.92 and 0.70, each respectively. The inference time of the model was 0.015 seconds for the digital camera-based images and 0.012 seconds for the machine vision camera based images. This study presents a pathway for generating large image datasets in challenging agricultural fields with minimal or no labor-intensive efforts in field data-collection, which could accelerate the development and deployment of computer vision and robotic technologies in orchard environments.
DOI: 10.25582/data.2024-02.3045738/2524371
title: Data for EMSL Project 51287 from February 2024
DOI: 10.17632/fnhvhb5b9z
title: Knowing the intention behind limb movements of a partner increases embodiment towards the limb of joint avatar

description: All data collected during the experiment can be found here separated into dyads (Dyad1, Dyad2, etc.)

Experiment conditions corresponding to the trial numbers are as follows
Trial 1 (SG_L) - Same goal condition (Left hand stabbed at the end)
Trial 2 (SG_R) - Same goal condition (Right hand stabbed at the end)
Trial 3 (DGV_L) - Different goals: Visible condition (Left hand stabbed at the end)
Trial 4 (DGV_R) - Different goals: Visible condition (Right hand stabbed at the end)
Trial 5 (DGI_L) - Different goals: Invisible condition (Left hand stabbed at the end)
Trial 6 (DGI_R) - Different goals: Invisible condition (Right hand stabbed at the end)

The folder for each Dyad contains the following folders along with "TrialOrder.txt" and "Info.xlsx" files. 
TrialOrders file contains the order in which the dyad performed the experiment trials(sessions) and Info contains basic information about each participant in the dyad (Dominant hand, age, and height).

1. "MotionData" folder
    --> Contains 46 CSV files. All data in this folder are recorded at a sample rate of 90Hz.
          "Trial<trialNumber>BallInfo<color>.csv" files contain position data of the target spheres in each frame during the reaching tasks. 
          (Column 1: Frame number, Column 2: Visibility (0: invisible, 1: visible), Columns 3,4,5: x,y,z coordinates of the target)
          Other files contain position and rotation data of each bone of each actor and the joint avatar (refer file names to categorize).
           
2. Questionnaire 
    --> Contains 2 Excel files (LeftActor, and RightActor). Each file has 6 tabs corresponding to the 6 trials (sessions) in the experiment.

3. SCR 
    --> Contains 2 CSV files (LeftActor, and RightActor). Each file contains the skin conductance response in micro siemens at a sample rate of 1000Hz
          detected in a 10s post-stimulus (knife) time window and a 5s pre-stimulus time window. 
          Therefore, each file contains 15,000 samples for each trial.
DOI: 10.17632/s6rphj827z
title: Data for: Effects of climate on renewable energy sources and electricity supply in Norway

description: Dataset regarding the paper "Effects of climate on renewable energy sources and electricity supply in Norway"

Citation and information: 	
Haddeland, I., J. Hole, E. Holmqvist, V. Koestler, M. Sidelnikova, and M. Wold, 2022, 
Effects of climate on renewable energy sources and electricity supply in Norway (paper in print in journal "Renewable Energy")	


For more information: See README file
DOI: 10.17632/sg5twgw2mk
title: A simple mixing method for polyamide 12/attapulgite nanocomposites: structural and mechanical characterization

description: In this work, the attapulgite (ATP) was used as a promising mineral clay to prepare polyamide 12 (PA12) matrix polymer nanocomposites. ATP has a relatively low cost compared to other nanoclays and is a very abundant raw material in the northeast region of Brazil. The ATP was characterized by X-ray diffraction (XRD), Fourier-transform infrared spectroscopy and field emission gun scanning electron microscopy (FEG-SEM). The PA12/ATP nanocomposites with 0, 1, 2.5, 5, 7.5 and 10 wt% of ATP were prepared using a simple blending method in a high-speed thermokinetic homogenizer (3000 rpm) in which the melting of the PA12 and the mixture with ATP occurred by friction, followed by hot pressing and stamping of the specimens. The nanocomposites were characterized by mechanical properties, the degree of crystallinity and crystallite size were calculated by XRD, and the morphological characteristics were observed by SEM. The addition of ATP in the PA12 matrix increased the modulus of elasticity, hardness, degree of crystallinity and the apparent crystallite size of the nanocomposites. The addition of up to 5 wt% of ATP increased tensile strength and deformation at break; for higher concentrations, the dispersion was not efficient. A major advantage of using ATP as a reinforcement agent for PA12 is the low cost of this material plus the great interaction with PA12 which can dispense the use of compatibilizer agents and/or surface modification in the ATP, making it a potential material to extend PA12’s range of applications.
DOI: 10.25582/data.2024-02.3045739/2524372
title: Data for EMSL Project 51287 from February 2024
DOI: 10.17632/y8b5f83bvp
title: ON INVESTIGATION OF LONGITUDINAL MODELS UNDER THE UNBALANCED PANEL DATA FOR SMALL DATA SIZES INDUCED BY MISSINGNESS

description: Tables 1, 2, and 3 represent estimates of Mean Square Error (MSE) for different sample sizes (i.e., N = 20, 25, and 30), while Tables 4, 5, and 6 show estimates of Mean Absolute Error (MAE) for different sample sizes (i.e., N = 20, 25, and 30)
DOI: 10.25582/data.2024-02.3045740/2524373
title: Data for EMSL Project 51287 from February 2024
DOI: 10.17632/924s95rtcj
title: Data for: Have humans living within the Greater Cape Floristic Region been using the same plant species through time?

description: archaeological_data: A summary of all the botanical remains found within archaeological sites primarily within the Greater Cape Floristic Region (GCFR). Three sites, situated close to the GCFR were also included. The data information include: old botanical name, updated name of the plant species if it has changed (this was done in 2017), type of material that was found (e.g. charcoal sample), the age of the archaeological layer in which it was found (e.g. 15,000 BC) and what the authors thought it was used for. The range of material dates from 0 to 80 000 BC. It also includes the name of the archaeological site, what part of the GCFR it falls in, and the name of the study in which it was published. contemporary_data: A summary of all written accounts of plant species that are mentioned to have a specific use for humans. It covers the last 400 years to date. The information includes the old botanical name, the current botanical name (2017), the use category (e.g. medicinal or edible), the part of the plant that is used (e.g. leaves or roots), what it is used for (e.g. headaches or for making beer), how it is prepared (e.g. cooked in coals). It includes the reference source in which it was published and in what part of the GCFR it occurs.
DOI: 10.17632/cdhspzm3v8
title: Chemical compound identified in Bali honey (B3)

description: The predominant bee species in Indonesia, namely Apis mellifera, Apis cerana, Apis dorsata, and Trigona species (stingless bee), are known for their high honey production throughout the country. Indonesia, particularly in regions like Bali, is renowned for its rich biodiversity, providing abundant opportunities for these bee species to forage for nectar. This abundance of diverse plant species contributes to the high-quality honey they produce. This research analyses the chemical compositions of wild honey samples collected from Bali. The primary objective is to identify the specific chemical compounds within honey samples obtained from distinct regions of Bali. In this study, two honey samples were collected from different regions of Bali.
DOI: 10.25582/data.2024-02.3045741/2524374
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3045742/2524375
title: Data for EMSL Project 51287 from February 2024
DOI: 10.25582/data.2024-02.3045743/2524376
title: Data for EMSL Project 51287 from February 2024
DOI: 10.17632/487yf2y99t
title: Development of new anti-diabetic therapies by increasing endogenous PPARγ ligands

description: Development of new anti-diabetic therapies by increasing endogenous PPARγ ligands
DOI: 10.17632/5544tn9v6c
title: Data for: CHEMICAL PROFILING OF SAFFRON FOR AUTHENTICATION OF ORIGIN

description: Stable isotope ratio and trace metal cncentration data for saffron samples
DOI: 10.25582/data.2024-02.3045744/2524377
title: Data for EMSL Project 51287 from February 2024
DOI: 10.17632/pjd3n73zjw
title: The reef and planar topographic conditions 

description: In order to reveal the topography condition that tsunami and storm boulders are formed, we conducted literature review as summarised in the provided data.
DOI: 10.17632/8f87zhskj7
title: Accurate crystal fields for embedded cluster calculations

description: Abstract Local electronic structure defects in ionic crystals is commonly modeled using embedded cluster calculations. In this context we describe how to embed the quantum cluster (QC) in an array of point charges. Specifically, the method calculates an array of point charges that reproduces the electrostatic potential of the infinite crystal within an accuracy usually &lt;1 μV in the interior of the QC. Title of program: Ewald Catalogue Id: ADME_v1_0 Nature of problem The electrostatic potential, due to the crystal field (CF) in a periodic system can be calculated using the Ewald summation method [1]. To model local electronic structure defects in ionic crystals a periodic approach should not be used because a periodic approach can not handle defects with charge or dipole moment. Instead the system is modelled as a quantum cluster (QC) embedded in an array of point charges. In this paper we describe how to choose these point charges to obtain Ewald-like elect ... Versions of this program held in the CPC repository in Mendeley Data ADME_v1_0; Ewald; 10.1016/S0010-4655(00)00071-0 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.25582/data.2024-02.3045745/2524378
title: Data for EMSL Project 51287 from February 2024
DOI: 10.17632/47cx537fhz
title: Shi et al_Chemical weathering in the Jialingjiang basin and the riverine alkalinity budget

description: This data package includes water chemistry data from the upper, middle, and lower reaches of the Jialingjiang basin to assess the contribution of silicate and carbonate rocks. Data from other major Asian watersheds are also included to focus on alkalinity levels and weathering fluxes in different regions.
DOI: 10.17632/x4tmxssvj3
title: The Experimental Data Sets and Appendix of the paper “Communication Topology Reconstruction for a Three-Dimensional Persistent Formation with Fault Constraints”

description: According to the different proportion of agent loss and link loss in faults, five experimental data sets are designed. Among them, the fault type corresponding to data set A is agent loss where the proportion of link loss in faults is 0%, the fault type of data set B, C and D is agent & link loss where the proportion of link loss in faults is 25%, 50% and 75% respectively, and the fault type of data set E is link loss where the proportion of link loss in faults is 100%.
In each experimental data set, experimental instances are generated under different number of agents, formation shape, and fault ratio. Specifically, the number of agents is 20, 30, 40, and 50 respectively, 5 different formation shapes are randomly generated in the area of 5000×5000×5000 under the same number of agents, and the fault ratio is 0.05, 0.10, 0.15, 0.20, 0.25, 0.30, 0.35, 0.40, 0.45, and 0.50 respectively. Therefore, the total number of experimental instances is 5×4×5×10 = 1000. Specifically, the fault ratio under agent loss is the ratio of the number of agents suffering agent loss to the number of all agents in the initial optimal communication topology, the fault ratio under link loss is the ratio of the number of communication links suffering link loss to the number of all communication links in the initial optimal communication topology, and the fault ratio under agent & link loss is the sum of fault ratio under agent loss and fault ratio under link loss, where the fault ratio under agent loss is equal to the fault ratio under link loss.
Each experimental instance has an identifier that includes the corresponding data set, the number of agents and the formation shape. For example, A-20-1 indicates that this experimental instance belongs to data set A, its number of agents is 20, and its formation shape is the first one. For each experimental instance, the corresponding formation communication cost of the solution obtained by each algorithm and its calculation time are listed in the Appendix.
DOI: 10.25582/data.2024-02.3045746/2524379
title: Data for EMSL Project 51287 from February 2024
DOI: 10.17632/mvxnr3hdx6
title: Liu et al 2020 Cell Reports

description: Raw data related to Liu et al 2020 Cell Reports.
DOI: 10.17632/ny6kjdwhcd
title: Влияние пандемии коронавируса на рыночную стоимость публичных китайских компаний сектора информационных технологий / Лю Сыюань

description: Влияние пандемии коронавируса на рыночную стоимость публичных китайских компаний сектора информационных технологий / Лю Сыюань
DOI: 10.17632/v6ztmhd93c
title: Precipitation Clustering MATLAB code

description: Complete MATLAB code for reproducing the clustering methodology from "Informing future risks of record-level rainfall in the United States"
DOI: 10.17632/rxndft2y8d
title: PPMI KK 2021

description: This study aimed to determine the extent of the relationship between urban transportation and public health by measuring accessibility related to health facilities, the tendency to have respiratory problems, and the preference for using active transportation modes. Data were collected in Jakarta, the capital of Indonesia, using a revealed preference questionnaire and a stated choice experiment. The revealed preference approach was used to determine the respondents’ decisions in real situations, including socioeconomic characteristics, respiratory problems, and factors that influence the daily mode use. Stated choice (SC) experiments have been widely utilized in the transportation field to analyze individuals’ travel behavior. The SC experiment was specifically designed to examine people’s preferences for as-yet-unavailable alternative modes of transportation. In the experiment, the participants were presented with several hypothetical scenarios, after which they selected their preferred attributes and alternatives for each scenario
DOI: 10.25582/data.2024-02.3045747/2524380
title: Data for EMSL Project 51287 from February 2024
DOI: 10.17632/z4536r49mp
title: CLASE GESTION TECNOLÓGICA DEL CONOCIMIENTO

description: Recursos tecnológicos en el aprendizaje
DOI: 10.25582/data.2024-02.3045751/2524381
title: Data for EMSL Project 51287 from February 2024
DOI: 10.17632/gt38hg2hj4
title: Reallocation and Productivity in Resource-Rich Economies

description: Replication Package for “Reallocation and Productivity in Resource-Rich Economies,” by Rodrigo Heresi.
DOI: 10.17632/psz2dyy64g
title: The raw data of High-throughput sequencing

description: 1. Hypothesis
Our research hypothesis is that clay minerals would enhance the accumulation of soil organic carbon (SOC) in biocrust systems.
2.These files are the raw data of extracted microbial DNA. They reflected the influence of two type clays on microbial community structure
3.Findings
Those results suggested that the addition of both types of clay increased the diversity and richness of bacterial communities, and the promoting effect of kaolin was more prominent.
DOI: 10.25582/data.2024-02.3045756/2524382
title: Data for EMSL Project 51287 from February 2024
DOI: 10.15468/dl.wn47ss
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bidens biternata subsp. biternata)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001587-250227182430271/datasets/export for details.
DOI: 10.25582/data.2024-02.3045757/2524383
title: Data for EMSL Project 51287 from February 2024
DOI: 10.5061/dryad.f45gh6s
title: Data from: The evolutionary origin of associative learning
DOI: 10.25582/data.2024-02.3045758/2524384
title: Data for EMSL Project 51287 from February 2024
DOI: 10.17632/25kvm644vd
title: Data for: Combining zircon texture, REE patterns and U-Pb-Hf isotopes to decipher the formation process of orbicular rocks : A case study from Huangling orbicular granodiorite, Yangtze craton, China

description: data
DOI: 10.17632/xkngm3wh5k
title: From Kilometres to Alienation: Examining electoral accountability in amalgamated municipalities

description: Dataset comes from an exit poll survey from the 2022 local elections in the Czech Republic. The data from voters were obtained after they left the polling stations. The survey was conducted in 53 non-randomly selected municipalities. The selection process aimed to maximize variance. Voters that took part in the survey were selected randomly. Data are subset limited to amalgamated municipalities. Data collection was done in centres and peripheries of such municipalities. The respondents living in the central part of the municipality were coded in the analysis as 1, while respondents residing in the peripheral parts were coded as 0. Furthermore, the data include information about the distance between the respondent’s unit of residence and the centre. The distance is measured as the shortest distance on a public road between the intravillan of the centre and the intravillan of the unit since such a measure is the closest to the assumed mechanism of the physical barrier. 

All the voters that participated in the survey were asked various questions regarding their electoral behaviour, their state of knowledge about local politics, their evaluations of the performance of the board of councillors or municipal council, and various sociodemographic questions. Voting for the incumbent is coded 1 when a respondent chose a political subject that was on the board of councillors in the past electoral term, or when they selected a candidate from a political subject. 
Additionally, dataset covers several control variables - perceived performance of incumbents related to the voter’s most salient issue, mostly the management of the municipality. Original 5 point scale is recoded into a dichotomous variable, where 1 indicated a positive voter assessment (original values 1 and 2) and 0 a not positive assessment (3, 4, 5). 
Secondly, there is support for the political party in the 2021 parliamentary elections, the most important elections in the Czech Republic. controlling whether respondents who voted for an incumbent voted for the same party in the last parliamentary elections. Third, location of the candidates for local government office is included to capture whether they were from the same part of the municipality (centre or periphery) as the respondent. Respondents’ level of trust in the board of councillors (incumbents) is also included in the data as well as sociodemographic controls (age, education, gender) .
DOI: 10.25582/data.2024-02.3045759/2524385
title: Data for EMSL Project 51287 from February 2024