cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12689946
title: Epidemiology of Brain Drain of Medical Students of Punjab and Islamabad Capital Territory: A Descriptive Cross-Sectional Study

description: Objectives: The term “Brain Drain” is used when highly skilled professionals leave their home country for a foreign one. This has been observed in Pakistan, where around half of medical graduates choose to migrate abroad. This study aims to determine the factors causing medical professionals to migrate in order to make relevant changes to the Pakistani healthcare system.

Design: Descriptive cross-sectional study.

Setting: The study was conducted in medical colleges and tertiary care hospital of Punjab province and Islamabad Capital Territory (ICT) of Pakistan.

Participants: Total 271 medical students in their 3rd, 4th and final years of medical school and house officers working in tertiary care hospitals were included through convenience sampling from February to July 2023. Students with foreign passport or were admitted on foreign seats were excluded.

Primary and secondary outcome measures: Primary outcome measures were the factors causing migration or push factors, and secondary outcome measures were factors opposing migration or pull factors.

Results: Two third of participants (75.3%) were in favour of migrating abroad.  Of these participants, 20.6% had no intention to return. Male participants and house officers were more willing to emigrate when compared to their counterparts (p<0.05).The most common reasons of going abroad were better quality training (65.2%) and better financial compensation (62.3%). The main suggestions made by the participants to incentivize medical graduates to stay in Pakistan were improved quality of training (48.0%), better working environment (44.6%) and job security (36.3%).

Conclusion: This study showed the potential catastrophic loss of healthcare professionals from Pakistan. Multiple factors contributing to this brain drain were determined, which need to be further studied and addressed to prevent this issue from exacerbating. This is an alarming situation for authorities, and steps should be taken to stop this mass emigration and to reduce the burden of the healthcare system.
DOI: 10.15468/dl.fkvrup
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scopelosaurus harryi (Mead, 1953)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 121 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054174-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8hkdyxs2r6.1
title: Dyspepsia

description: Excel sheet for dyspepsia
DOI: 10.60656/f45184dc0360451c
title: Custom collection of categorize, classification, drizzle, droplet effective radius, ice effective radius, and 2 other products from Lindenberg on 15 Nov 2024
DOI: 10.5281/zenodo.14586391
title: Simulation Results in the Paper "Back-propagating Earthquakes on a Simple Fault"

description: This dataset contains 6 simulations in the paper: 

struc_od_cntr.mat and struc_od_edge.mat are the simulations with artificial nucleation in the center and on the edge of the fault in Figure 2.

struc_od_cycle.mat is the earthquake cycle simulation on a 2D fault loaded from two edges in Figure 3.

struc_od_3in.mat has 3 seismic cycle simulations in Figure 6.

Those .mat files contains:

t: time (s)

x: distance (m)

v: slip rate (m/s)

slip: accumulated slip (m)

tau: shear stress (Pa)

notes: description
DOI: 10.5281/zenodo.14586392
title: Simulation Results in the Paper "Back-propagating Earthquakes on a Simple Fault"

description: This dataset contains 6 simulations in the paper: 

struc_od_cntr.mat and struc_od_edge.mat are the simulations with artificial nucleation in the center and on the edge of the fault in Figure 2.

struc_od_cycle.mat is the earthquake cycle simulation on a 2D fault loaded from two edges in Figure 3.

struc_od_3in.mat has 3 seismic cycle simulations in Figure 6.

Those .mat files contains:

t: time (s)

x: distance (m)

v: slip rate (m/s)

slip: accumulated slip (m)

tau: shear stress (Pa)

notes: description
DOI: 10.15468/dl.jpxy8q
title: Occurrence Download

description: A dataset containing 34801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scophthalmus aquosus (Mitchill, 1815)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 34801 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054175-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jb7w4452pg.1
title: Lychee Leaf Disease Dataset: Advancing Agriculture and Sustainability through Machine Learning-Based Diagnosis

description: The Lychee Leaf Disease Detection Dataset is a carefully collected dataset aiming to promote research, exploration and application in agriculture. This diagnostic mini-tool enables researchers, agricultural experts, and stakeholders to precisely identify and manage lychee leaf diseases. This dataset facilitates early and accurate detection, allowing farmers to take timely action, optimize crop management practices, and improve agricultural productivity. Also, it provides a reference point for comparisons of existing and new machine learning models to inspire and motivate new methods for disease detection. This dataset comprises 3,768 original lychee leaf images labelled as one of the following condition classes: Anthrax Leaf, Bituminous Leaf, Curl Leaf, Deficiency Leaf, Dry Leaf, Felt Leaf, Fungal Leaf Spot, Healthy Leaf, Leaf Blight, and Leaf Gall.

The images were captured during field surveys conducted between June 2024 and December 2024 in Melandaha, Jamalpur, and Gazaria, Munshiganj. Using Redmi Note 11s and iPhone 14 Plus smartphones, the dataset reflects diverse environmental conditions, including variations in lighting and field settings. Expert guidance ensured the collection of high-quality images that authentically represent real-world scenarios, addressing potential challenges such as environmental variability.

To enhance its utility for machine learning applications, data augmentation techniques—including flipping, brightening, and rotation—were applied, expanding the dataset to 10,000 augmented images. These augmented samples significantly strengthen the dataset's robustness, facilitating the development of accurate and reliable models for disease detection and classification.

Key Features of the Dataset

Original Dataset:
Number of Images: 3,768
Format: .jpg

Augmented Dataset:
Number of Images: 10,000
Format: .jpg

This dataset offers a foundational resource for agricultural research, serving as a reliable benchmark for machine learning-based disease classification systems. It provides an unparalleled opportunity to enhance precision in lychee leaf disease detection and advance the field of agricultural informatics.
DOI: 10.17632/pfn3zrc352.1
title: Genetic variations in IGF2BP2 and CAPN10 and their interaction with environmental factors increase gestational diabetes mellitus risk in Chinese women

description: 1. Clinical characteristic data , SNP data, GENE-ENVIRONMENT data , etc.
2.target probes, Mutation positions and frequencies data , haplotypes data , etc.
DOI: 10.17632/dy26587r4p.1
title: EPA Bibliography

description: Overview of categorised literature references about entrustable professional activities since it inception 2005
DOI: 10.17632/dy26587r4p.2
title: EPA Bibliography

description: Overview of categorised literature references about entrustable professional activities since it inception 2005
DOI: 10.17632/dy26587r4p.3
title: EPA Bibliography

description: Overview of categorised literature references about entrustable professional activities since it inception 2005
DOI: 10.17632/dy26587r4p.4
title: EPA Bibliography

description: Overview of categorised literature references about entrustable professional activities since it inception 2005
DOI: 10.17632/dy26587r4p.5
title: EPA Bibliography

description: Overview of categorised literature references about entrustable professional activities since it inception 2005
DOI: 10.17632/dy26587r4p.6
title: EPA Bibliography

description: Overview of categorised literature references about entrustable professional activities since it inception 2005
DOI: 10.17632/wjztxv6kbf.1
title: Fly ash concrete

description: Strength of fly ash concrete
DOI: 10.17632/cfkgt3457r.1
title: Table of correlations between polarity, subjectivity and interactions of posts published by the main fashion companies on Instagram

description: Table of correlations between polarity, subjectivity and interactions of posts published by the main fashion companies on Instagram. In addition, a table is included where the terms used to identify the posts published by these brands on Instagram related to sustainability appear.
DOI: 10.15468/dl.yfp93g
title: Occurrence Download

description: A dataset containing 298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mosla chinensis Maxim.",
 "Year 1950-2025"
 ]
}

 The dataset includes 298 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054176-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6t78kq
title: Occurrence Download

description: A dataset containing 5184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scophthalmus maximus (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 5184 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054177-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5xm9s
title: Occurrence Download

description: A dataset containing 4358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scophthalmus rhombus (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 4358 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054178-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/7f9fmwjwc7
title: Research Data

description: 1.AVHRR GIMMS-3G+NDVI-The AVHRR GIMMS-3G+ NDVI is a composite NDVI dataset derived from multiple AVHRR sensors, accounting for calibration loss and orbital drift effects.
2.Monthly precipitation dataset for China
3.Monthly mean temperature dataset for China
4.ERA5-Land monthly averaged solar radiation
5.GLEAM (v3.7a) root-zone soil moisture
6.Meteorological station observation data-The meteorological observation data were obtained from the National Centers for Environmental Information under the National Oceanic and Atmospheric Administration；
DOI: 10.17632/7f9fmwjwc7.1
title: Research Data

description: 1.AVHRR GIMMS-3G+NDVI-The AVHRR GIMMS-3G+ NDVI is a composite NDVI dataset derived from multiple AVHRR sensors, accounting for calibration loss and orbital drift effects.
2.Monthly precipitation dataset for China
3.Monthly mean temperature dataset for China
4.ERA5-Land monthly averaged solar radiation
5.GLEAM (v3.7a) root-zone soil moisture
6.Meteorological station observation data-The meteorological observation data were obtained from the National Centers for Environmental Information under the National Oceanic and Atmospheric Administration；
DOI: 10.17632/ytsnyp8d45.1
title: Data for: Estimating phytoplankton primary production by coupling pulse amplitude modulation and incubation methods

description: The following supplementary dataset consists of the fitted parameters of chlorophyll a diel dynamics, measured photosynthetically active radiation, primary production from incubation stations, and surface daily primary production for each station across four seasons.
DOI: 10.17632/ccsyc9b8v4.1
title: TUGAS FINAL PSIKOLOGI HAPIP 025

description: Tugas final psikologi
DOI: 10.17632/v5wvm3b32r.1
title: The time of day and date of Sentinel-1 satellites

description: The dataset is the time of day and date of the Sentinel-1 satellites. The data prcessing is discribed detailed in the paper. Here, we upload the data and its header files in grided format with the spatial resolution of 0.1 degrees.
DOI: 10.17632/ccsyc9b8v4.2
title: MATERI PSIKOLOGI OLAHRAGA

description: Tugas final psikologi
DOI: 10.17632/sm9xmywk58.1
title: Data for: Carbon nanoscroll based memory cell

description: File "Figure2.opj" provides plots ROff(dOff) for critical sizes of memory cell dOffmin(nm) = 0.4 + L/2π - ROff (upper line) and dOffmax(nm) = 0.4 + 2L/π - ROff (lower line).
File "Figure3.opj" provides plots Usw(ROff) taken from XLS file "Usw(Roff).xls" and plots Usw(wov/w) (see description for three electrode device code below).
File "Usw(Roff).xls" arranges dependences Usw(ROff) from dependences Usw(doff) calculated by Mathematica code given in ZIP archive "Usw(doff) for Roff1-30nm.zip" for two electrode device.
File "Usw(doff) for Roff1-30nm and wov2w.zip" contains Mathematica code for three electrode memory cell using user defined ratio wov/w &lt; 1 (ratio wov/w = 1 corresponds to two electrode device).
DOI: 10.17632/cy9h3chr48.1
title: Retinal structure and function of NF1 mice

description: This dataset includes measurements of retinal structure and function from neurofibromatosis type I mouse model.
Work was performed at the University of Coimbra, Azinhaga de Santa Comba, 3000-548 Coimbra, Portugal.
For further details please contact João Martins joao.martins@icnas.uc.pt
Codes:
Sex: 1=Male; 2=Female.
Genotype: 1=WT; 2=NF1
DOI: 10.17632/vsnd4k9wp7.1
title: Harnessing Foreign Investments with Environmental Sustainability in Nigeria's Oil and Gas Sector: Legal Issues and Solutions

description: The concept of foreign investment ordinarily looks attractive as it appears to present a significant opportunity for developing economies like Nigeria to harness and promote sustainable development. It is also seen as one of the cornerstones for economic growth, with a platform for mutual benefit between the host countries and foreign investors. However, when juxtaposed with the economic potentials of the mangrove forest, marine ecosystem, and wetlands worth more than billions of dollars, as well as the human health and lives that Nigeria has lost (and still loses) as a result of pollution-related activities of foreign investors in the oil and gas sector, it becomes evident that the “most needed” foreign investments developing economies scramble for are not worth the effort in the absence of a legal balance. The idea behind this concept revolves around two principal themes: first, the desire for economic growth (represented by the host states and foreign investors on the one hand), and second, the legal obligation to ensure environmental sustainability (favourable to ordinary citizens on the other hand).
DOI: 10.17632/b2stjtk6f2.1
title: PREDICTIVE CUT-OFF VALUE OF NT-PROBNP FOR LONG-TERM SURVIVAL IN VIETNAMESE PATIENTS WITH NEW-ONSET HEART FAILURE

description: PREDICTIVE CUT-OFF VALUE OF NT-PROBNP FOR LONG-TERM SURVIVAL IN VIETNAMESE PATIENTS WITH NEW-ONSET HEART FAILURE
DOI: 10.15468/dl.9rj4pk
title: Occurrence Download

description: A dataset containing 439 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scorpaena agassizii Goode & Bean, 1896",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 439 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054180-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gc34gbjfkd.1
title: Ethiopian dairy women study raw data

description: The study is summarized that the impact of clean milk production training on knowledge, attitudes and practices of women dairy farmers in the central highlands of Ethiopia. The study indicated that women dairy farmers improved their knowledge, attitude, and practices relating to quality milk production. However, milk shade assessments of individual farmers identified many important risk factors for clean milk production that were due to infrastructure issues. The effectiveness of the training materials and approach was supported by the increase in KAP assessment scores from pre-training to post-training for all study sites. Comparisons of the training outcomes and evaluation results of milk shades were found counterintuitive, which revealed the complexity of food safety interventions. Customized food safety training is effective but should be combined with dairy farming infrastructure improvements to achieve the goal of clean milk production at farm level.
DOI: 10.17632/smfsd8zj7p.1
title: Supplementary Files for the Article: Electric Truck Sound Design: A User-Centered Psychoacoustic Approach to Acoustic Vehicle Alerting Systems (AVAS)

description: Supplementary files for the Article: Electric Truck Sound Design: A User-Centered Psychoacoustic Approach to Acoustic Vehicle Alerting Systems (AVAS) described in Chapter 1 of the article. Published in Journal of Audio Engineering Society.
DOI: 10.17632/25hfz5c8dt.1
title: SWIR hyperspectral data cubes for plastics detection in the environment

description: Data for four experimental surveys. Hyperspectral cubes are contained in zip files composed of 81 layers corresponding to bands 900-1700 nm every 10 nm (bands 900-930 are dummy and empty). Masks for materials and materials description are in companion zip files
DOI: 10.15468/dl.ztfdbp
title: Occurrence Download

description: A dataset containing 15533 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euploea albicosta Joicey & Noakes, 1915, Euploea alcathoe (Godart, 1819), Euploea algea (Godart, 1819), Euploea asyllus Godman & Salvin, 1888, Euploea batesii C.Felder & R.Felder, 1865, Euploea blossomae Schaus, 1929, Euploea boisduvalii Lucas, 1853, Euploea caespes Ackery & Vane-Wright, 1984, Euploea camaralzeman Butler, 1866, Euploea climena (Stoll, 1782), Euploea configurata C.Felder & R.Felder, Euploea cordelia Martin, 1912, Euploea core (Cramer, 1780), Euploea corinna, Euploea crameri Lucas, 1853, Euploea darchia (MacLeay, 1826), Euploea dentiplaga Rothschild, 1915, Euploea diocletia Godart, 1819, Euploea dolata Fruhstorfer, Euploea doretta Pagenstecher, 1894, Euploea doubledayi C.Felder & R.Felder, Euploea eboraci (Grose-Smith, 1894), Euploea eleusina (Cramer), Euploea eunice (Godart), Euploea eupator Hewitson, 1858, Euploea euphon (Fabricius, 1798), Euploea eurianassa Hewitson, Euploea eyndhovii C.Felder & R.Felder, Euploea gamelia (Hübner, 1825), Euploea hewitsonii C.Felder & R.Felder, Euploea klugii Moore, 1858, Euploea lacon (Grose-Smith, 1894), Euploea latifasciata Weymer, 1885, Euploea leucostictos (Gmelin, 1790), Euploea lewinii C.Felder & R.Felder, Euploea magou (Martin, 1912), Euploea martinii de Nicéville, 1893, Euploea metallescens Fruhstorfer, Euploea midamus (Linnaeus, 1758), Euploea mitra Moore, 1858, Euploea modesta Butler, 1866, Euploea morosa Butler, 1866, Euploea mulciber (Cramer, 1777), Euploea nechos Mathew, 1887, Euploea netscheri Snellen, 1889, Euploea phaenareta (Schaller, 1785), Euploea querinii Felder, Euploea radamanthus (Fabricius, 1793), Euploea redtenbacheri C.Felder & R.Felder, Euploea regeri (Geyer, 1837), Euploea rumphii Herrich-Schäffer, 1869, Euploea stephensii C.Felder & R.Felder, Euploea swainsoni (Godart), Euploea sylvester (Fabricius, 1793), Euploea tobleri Semper, 1878, Euploea transfixa Montrouzier, 1856, Euploea treitschkei (Boisduval, 1832), Euploea tripunctata Joicey & Noakes, 1915, Euploea tulliolus (Fabricius, 1793), Euploea usipetes Hewitson, 1858, Euploea wallacei C.Felder & R.Felder, 1860, Euploea weiskotti Robinson, Euploea westwoodii C.Felder & R.Felder, 1865, Euploea woodfordi Godman & Salvin, 1888)",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15533 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054179-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/b8m282y92t.1
title: Comparing Creativity Levels Among Students in Schools of Different Sizes: Insights from the PISA 2022 Results

description: Sample from PISA 2022 dataset
DOI: 10.17632/4vzfvjngd6.1
title: Goal orientation and OCBs

description: This dataset contains 2 samples relating Organizational Citizenship Behaviors to Goal Orientation
DOI: 10.17632/4n52ypdy9c.1
title: Mendeley Supplemental Table 1

description: Supplemental Table 1. Event rates for local recurrence (LR), in-transit metastasis (ITM), nodal metastasis (NM), distant metastasis (DM). disease-specific death (DSD), any poor outcome (APO), and major poor outcomes (MPO) by number of minor risk factors (MRF).
DOI: 10.15468/dl.9entab
title: Occurrence Download

description: A dataset containing 3409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is IND.2.4_1",
 "TaxonKey is Passeriformes",
 "Year 1994-2023"
 ]
}

 The dataset includes 3409 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054181-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ut8xxr
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scorpaena albifimbria Evermann & Marsh, 1900",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 99 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054182-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t3ng4dpg7p.1
title: Mental Health Data

description: Data on Depression Among Clinical Medical Students In Private Universities In North Central Nigeria
DOI: 10.17632/xxv3v8nr9p.1
title: Lemna aequinoctialis transcrptome

description: Lemna aequinoctialis gene data