cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2g4cyq
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Schisandra propinqua sinensis"
 ]
}

 The dataset includes 198 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030847-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17600300
title: Impacts of Social Media on the Expectations of Gen Z Hotel Guests Regarding Hotel Facilities in Cox's Bazar Sea Beach

description: This dataset contains anonymised interview transcripts, thematic coding, and supplementary materials from a qualitative study exploring the influence of social media on Gen Z hotel guests’ expectations in Cox’s Bazar.
DOI: 10.5281/zenodo.17600299
title: Impacts of Social Media on the Expectations of Gen Z Hotel Guests Regarding Hotel Facilities in Cox's Bazar Sea Beach

description: This dataset contains anonymised interview transcripts, thematic coding, and supplementary materials from a qualitative study exploring the influence of social media on Gen Z hotel guests’ expectations in Cox’s Bazar.
DOI: 10.60893/figshare.jcp.30351643
title: Supplementary Material

description: S.2. Simulation Data
DOI: 10.60893/figshare.jcp.30351643.v1
title: Supplementary Material

description: S.2. Simulation Data
DOI: 10.60893/figshare.jcp.30351646
title: Supplementary Material

description: S.3. Referenced Literature Data
DOI: 10.60893/figshare.jcp.30351646.v1
title: Supplementary Material

description: S.3. Referenced Literature Data
DOI: 10.60893/figshare.jcp.30593408
title: Thermodynamic properties of ammonia-water mixtures in the vapor-liquid, critical, and Widom regions

description: Thermodynamic properties of ammonia-water mixtures in the vapor-liquid, critical, and Widom regions
DOI: 10.60893/figshare.jcp.30593408.v1
title: Thermodynamic properties of ammonia-water mixtures in the vapor-liquid, critical, and Widom regions

description: Thermodynamic properties of ammonia-water mixtures in the vapor-liquid, critical, and Widom regions
DOI: 10.15468/dl.c2b2hp
title: Occurrence Download

description: A dataset listing the 741360 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 741360 records were derived from 16148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030834-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17704677
title: KIMYO  YOʻNALISHI TALABALARIGA  EKOLOGIK  MAZMUNDAGI  MASALALAR  YECHISH  ORQALI  EKOLOGIK  TARBIYA VA  TA'LIM  BERISH  YO'LLARI

description: Maqolada oliy o’quv yurtlari kimyo yo’nalishi talabalariga ekologik mazmundagi masalalar yechish orqali ekologik ta’lim va tarbiya berish yo’llari keltirilgan.
DOI: 10.5281/zenodo.17704676
title: KIMYO  YOʻNALISHI TALABALARIGA  EKOLOGIK  MAZMUNDAGI  MASALALAR  YECHISH  ORQALI  EKOLOGIK  TARBIYA VA  TA'LIM  BERISH  YO'LLARI

description: Maqolada oliy o’quv yurtlari kimyo yo’nalishi talabalariga ekologik mazmundagi masalalar yechish orqali ekologik ta’lim va tarbiya berish yo’llari keltirilgan.
DOI: 10.13012/b2idb-3439547_v1
title: Data for Remote Stereocontrol with Azaarenes via Enzymatic Hydrogen Atom Transfer

description: Strategies for achieving asymmetric catalysis with azaarenes have traditionally fallen short of accomplishing remote stereocontrol, which would greatly enhance accessibility to distinct azaarenes with remote chiral centres. The primary obstacle to achieving superior enantioselectivity for remote stereocontrol has been the inherent rigidity of the azaarene ring structure. Here we introduce an ene-reductase system capable of modulating the enantioselectivity of remote carbon-centred radicals on azaarenes through a mechanism of chiral hydrogen atom transfer. This photoenzymatic process effectively directs prochiral radical centres located more than six chemical bonds, or over 6 Å, from the nitrogen atom in azaarenes, thereby enabling the production of a broad array of azaarenes possessing a remote γ-stereocentre. Results from our integrated computational and experimental investigations underscore that the hydrogen bonding and steric effects of key amino acid residues are important for achieving such high stereoselectivities.
DOI: 10.5281/zenodo.17167372
title: Climate-Adjusted Tree Seed Sourcing for Forest Landscape Restoration in Ghana
title: Dataset/Figures

description: 1.   This archive contains a list of 20 tree species compiled from a 2022 survey on tree seed sourcing strategies in Ghana, complemented by relevant scientific literature and forest inventories conducted by Hawthorne and Abu-Juam (1995) and Oteng-Amoako (2006). The selected species were prioritised for their economic importance and their relevance to restoration initiatives across the country. Species presence data were obtained from the Global Biodiversity Information Facility (GBIF, 2024) and processed in R Studio 4.4.0 using the Dismo, Jsonlite, rgbif, bgifdb, and Raster packages (R Core Team, 2024). The presence (occurrence) records retrieved from GBIF between May and June 2024 were restricted to Ghana’s national boundary (xmin: -3.258473, xmax: 1.191527, ymin: 4.741527, ymax: 11.17486). This ensured that the dataset is geographically appropriate for habitat suitability modelling within Ghana. The dataset’s reliability is further supported by the validated geographic coordinates provided by GBIF, as species occurrence is highly dependent on location-specific accuracy (GBIF, 2024).

 2.   The archive contains data on the availability of priority timber species for native tree seed sourcing and conservation, derived from habitat suitability maps developed for 20 species across Ghana. These maps were overlaid on 15 delineated seed transfer zones and 266 forest reserve boundaries. Each forest reserve was classified as either within or outside a specific seed transfer zone, and its suitability for the presence of each species was assessed. Within every seed transfer zone, the maps indicate whether each forest and wildlife reserve is suitable or unsuitable for the 20 studied species. For each species, a corresponding dataset has been compiled, detailing its presence or absence across the 266 forest reserves in Ghana. This study provides a useful framework for native tree seed sourcing and the conservation of 20 species in the context of increasing climate change. 
description:
DOI: 10.15468/dl.xrz9wq
title: Occurrence Download

description: A dataset containing 21930 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Apis mellifera"
 ]
}

 The dataset includes 21930 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006568-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcpxaa
title: Occurrence Download

description: A dataset containing 102284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Malaysia, Indonesia, Papua New Guinea, Brunei Darussalam, Singapore, Timor-Leste, Philippines)",
 "OccurrenceStatus is Present",
 "TaxonKey is Papilionidae"
 ]
}

 The dataset includes 102284 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006538-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16739825
title: Dataset and code for "Future intensification compound heatwaves in Africa and associated socio-economic exposure across global warming levels"

description: README

Dataset and code for "Future intensification of compound heatwaves in Africa and associated socio-economic exposure across global warming levels"

This repository provides pre-computed Compound Heatwave (CHW) metrics and processed variables derived from CMIP6 model simulations and ERA5 reanalysis data.

Data





Original CMIP6 and ERA5 files are not included due to size limitations.




All processed data and scripts required to reproduce the analysis are provided.




Original datasets can be regridded using CDO and shell scripts.



Scripts





compound_heatwave.py: Computes CHW metrics (can be automated with cal_heatwave.sh).




extract_hottest_3month.py: Extracts data for the hottest consecutive 3-month period.




compute_divergence.py: Compute divergence using u-wind and v-wind.



Jupyter Notebooks

The notebooks contain both analysis workflows and figure generation code. Each notebook corresponds to specific figures in the paper.





Hottest_month.ipynb → Fig. 1




KDE.ipynb → Fig. S1




Validation.ipynb → Fig. 2, S12




CHW_analysis.ipynb → Fig. 3, 4b, 6, S2, S3, S4b–d, S5e–g, S9




Relative_ratio.ipynb → Fig. 4a, S4a–c, S5a–c




Probability_ratio.ipynb → Fig. 5, S6




Surf_energy_budget.ipynb → Fig. 7, S10, S11




Exposure.ipynb → Fig. 8, S21–S28




Projected_change_mech.ipynb → Fig. S7, S8, S13–S20
DOI: 10.5281/zenodo.16739824
title: Dataset and code for "Future intensification compound heatwaves in Africa and associated socio-economic exposure across global warming levels"

description: README

Dataset and code for "Future intensification of compound heatwaves in Africa and associated socio-economic exposure across global warming levels"

This repository provides pre-computed Compound Heatwave (CHW) metrics and processed variables derived from CMIP6 model simulations and ERA5 reanalysis data.

Data





Original CMIP6 and ERA5 files are not included due to size limitations.




All processed data and scripts required to reproduce the analysis are provided.




Original datasets can be regridded using CDO and shell scripts.



Scripts





compound_heatwave.py: Computes CHW metrics (can be automated with cal_heatwave.sh).




extract_hottest_3month.py: Extracts data for the hottest consecutive 3-month period.




compute_divergence.py: Compute divergence using u-wind and v-wind.



Jupyter Notebooks

The notebooks contain both analysis workflows and figure generation code. Each notebook corresponds to specific figures in the paper.





Hottest_month.ipynb → Fig. 1




KDE.ipynb → Fig. S1




Validation.ipynb → Fig. 2, S12




CHW_analysis.ipynb → Fig. 3, 4b, 6, S2, S3, S4b–d, S5e–g, S9




Relative_ratio.ipynb → Fig. 4a, S4a–c, S5a–c




Probability_ratio.ipynb → Fig. 5, S6




Surf_energy_budget.ipynb → Fig. 7, S10, S11




Exposure.ipynb → Fig. 8, S21–S28




Projected_change_mech.ipynb → Fig. S7, S8, S13–S20
DOI: 10.15468/dl.8mfp8t
title: Occurrence Download

description: A dataset listing the 1027 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((179.65459 -19.25466,180.34678 -19.25466,180.34678 -18.49207,179.65459 -18.49207,179.65459 -19.25466))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 1027 records were derived from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006566-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4z2w6p
title: Occurrence Download

description: A dataset containing 676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Culiseta morsitans"
 ]
}

 The dataset includes 676 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006569-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17695900
title: Marp Dataset (20k subset)

description: This dataset contains 20,000 code-image pairs from Marp presentations. Each pair consists of:



A Markdown file with Marp code 

A rendered PNG image of the presentation
DOI: 10.5281/zenodo.17695901
title: Marp Dataset (20k subset)

description: This dataset contains 20,000 code-image pairs from Marp presentations. Each pair consists of:



A Markdown file with Marp code 

A rendered PNG image of the presentation
DOI: 10.25345/c5br8mv8r
title: MassIVE MSV000100008 - Global proteomics and ubiquitomics in THP-1 derived macrophages stably expressing SspH2 WT/C580A
title: THP1 cells stably expressing WT or catalytic mutant C580A SspH2 were differentiated into macrophages, and treated with MG-132 to enrich ubiquitinated proteins. Cells were lysed with probe sonicator in 9 M urea, and proteins were reduced, alkylated, digested with trypsin, and desalted before diGly-modified peptides were isolated using the PTMScan HS Ubiquitin/SUMO Remnant Motif Kit (Cell Signaling Technology, cat. no. 59322) on a KingFisher Duo Prime system. Enriched (Glygly; GG) and flow-through peptide (total peptides; TP) fractions were collected. The enriched GG fractions were run with both data-dependent (DDA) and data-independent acquisition (DIA) set at 36 m/z isolation window widths, and analyzed on Spectronaut with DDA/DIA hybrid extension analysis for GG site identification, and the TP fractions were only run with DIA.
DOI: 10.34740/kaggle/dsv/13856407
title: News UAD
DOI: 10.15468/dl.e8xv9k
title: Occurrence Download

description: A dataset containing 749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "CoordinateUncertaintyInMeters 0.0-1060.0",
 "Country is United States of America",
 "Geometry POLYGON((-150.43197 9.63969,-38.60344 9.63969,-38.60344 69.77132,-171.38282 71.94803,-150.43197 9.63969))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Elymus repens"
 ]
}

 The dataset includes 749 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006574-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00008244
title: Do psychometrics matter? The effects of advanced psychometric analyses on depression randomised trial outcomes

description: Depression is currently the most common mental health disorder worldwide, with an estimated 5% of the population – or 280 million people – suffering this disorder. Depression can affect how you feel, think and behave and can lead to a range of emotional and physical problems. Depression can be a significant health condition, which can inform poor interpersonal relationships, poor work functionality and, at its worst, can inform suicide ideation. 

Symptoms caused by depression can vary from person to person and there are a number of effective treatments to help combat depression. These treatments can be broadly categorised as psychotherapies (talking therapy) that can help a person manage their problems by changing the way they think and behave, and pharmacotherapies, such as taking antidepressant medication. The effectiveness of these treatments is typically examined using psychometric assessment, essentially questionnaires which evaluate patients’ experiences of a range of depressive symptoms.  However, despite several advanced and very complex statistical methods being developed to evaluate these questionnaires, it is unclear if using these complex techniques are important for finding changes that matter to patients and clinicians.

A recent analysis of 101 studies of 11,910 people with mostly moderate-severe depression, had some very important findings. Firstly, combination psychotherapy (talking therapy) and antidepressants were more effective than either alone. Secondly, antidepressants and psychotherapies did not differ in effects from each other. These types of multi-study analyses allow for estimation of treatment effects that cannot be achieved by single studies alone. In essence, they show that something really ‘matters’ at a population level in terms of treatment effects.

In this current study we propose to obtain already-collected data from thousands of patients who have already participated in depression treatment studies and combine into a large database. This database will be analysed using advanced psychometric techniques, and the results of these complex techniques compared. Using this large database we aim to determining whether psychometric analysis informs any differences in the original results of these depression treatment studies.

This study could make an important contribution to medical science and patient care by highlighting important differences (including gender differences) in depression symptoms and treatments, and potentially improving the accuracy with which depression is psychometrically assessed.
DOI: 10.25934/00000135
title: An 8-Week, Randomized, Double-Blind, Placebo-Controlled, Multicenter, Fixed-Dose Study Comparing the Efficacy and Safety of GW597599B or Paroxetine to Placebo in Moderately to Severely Depressed Patients With Major Depressive Disorder

description: A Placebo Controlled Study Evaluating Efficacy And Safety of Medication In Patients With Major Depressive Disorder (MDD)
DOI: 10.25934/00000141
title: A Randomized, Double-Blind, Parallel-Group, Placebo-Controlled Fixed Dose Study Evaluating the Efficacy and Safety of Paroxetine CR in Elderly Outpatients Diagnosed With Major Depressive Disorder

description: Major Depressive Disorder (MDD) Study in Elderly Outpatients
DOI: 10.25934/00000577
title: A Randomized, Double Blind, Placebo Controlled Study to Explore the Antidepressant Properties of P38a Kinase Inhibitor GW856553X 15mg Compared to PBO in Subjects With Major Depressive Disorder Exhibiting Symptoms of Loss of Energy and Interest and Psychomotor Retardation, for a Six Week Treatment Period

description: GW856553 is a novel compound, currently in development for the treatment of Major Depressive Disorder (MDD), and other indications. GW856553 inhibits a protein which is responsible for the production of some pro-inflammatory molecules, called cytokines. Increased blood levels of these molecules were seen in populations of MDD patients and this was more apparent in subjects with severe symptoms, psychomotor retardation and loss of energy. Aim of the present study is to assess whether GW856553, by inactivating this protein, is able to suppress the production of the cytokines, and ultimately relieving depression symptoms. In this study GW856553 or placebo is given to MDD patients 7.5md twice daily for 6 weeks.
DOI: 10.25934/00000745
title: A Randomized, Double-blind, Placebo Controlled Trial to Evaluate the Clinical Effects of Controlled Release Paroxetine in the Treatment of Major Depressive Disorder

description: This is a randomized, double-blind, placebo-controlled, parallel group study to evaluate the efficacy of controlled-release (CR) formulation of paroxetine orally administered to patients with major depressive disorder (MDD) at a dose level in the range of 25 - 50 mg/day (initial dose level, 12.5 or 25 mg/day) once daily after evening meal for 8 weeks based on the decrease in HAM-D (Hamilton Depression Rating Scale) total score, to evaluate the safety based on adverse events, laboratory data and vital signs, and to describe the efficacy and safety of immediate release (IR) formulation of paroxetine.
DOI: 10.25934/00000762
title: A Randomised, Double-Blind, Parallel-Group, Placebo-Controlled Study Evaluating the Efficacy and Safety of GSK163090 in Subjects With Major Depressive Disorder

description: The purpose of this study is to test if GSK163090 can reduce the symptoms of depression. The safety and how well the body can handle the drug will also be investigated. The study will be conducted in Russia in hospitalised patients with severe depression. GSK163090 will be compared with placebo, which looks like the study drug but does not contain any active substance. Subjects will be given either the study drug or the matching placebo.
DOI: 10.25934/00000826
title: A Six Week Randomized, Double-blind, Multi-center, Placebo-controlled, Exploratory, Adaptive Design Study to Explore the Antidepressant Properties of the p38 MAP Kinase Inhibitor GW856553 Compared to Placebo in Adult Subjects With Major Depressive Disorder

description: In this randomized, double-blind, multi-centre, placebo controlled, exploratory, adaptive design study, the antidepressant and plasma cytokine lowering effects of the GW856553 will be investigated in adult subjects diagnosed with MDD. Subjects will receive oral doses of GW856553 or placebo for six weeks. Safety, tolerability, pharmacokinetics and pharmacodynamics, defined as biomarkers in blood and clinical symptoms, will be assessed. The primary endpoint is the change from baseline associated with GW856553 versus placebo at Week 6 in the Bech (6-item HAMD-17) score. Interim analyses of the primary endpoint will be performed throughout the study to potentially adapt the study design by changing the randomization ratio and/ or reducing the total number of subjects to be randomized into the study. Exploratory analyses will be performed by associating changes in cytokine levels and selected clinical symptoms; PK/PD modelling will also be used to identify the most sensitive clinical and biological markers.
DOI: 10.25934/00000929
title: Study AK1113351, a Fixed Dose Study of 323U66 SR in the Treatment of Major Depressive Disorder (MDD) - a Multi-center, Placebo-controlled, Randomized, Double-blind, Parallel-comparison Study

description: This is a multi-center, placebo-controlled, randomized, double-blind, parallel-comparison study to confirm the efficacy of 323U66 Sustained Release (SR) orally administered to patients with MDD (Major Depressive Disorder) at doses level of 150 mg/day and 300 mg/day for 8 weeks based on the decrease in MADRS (Montgomery-Asberg Depression Rating Scale) total score, and to evaluate the safety based on adverse events, clinical laboratory tests and vital signs.
DOI: 10.25934/00002558
title: A Randomized, Double-Blind, Placebo-Controlled, Phase 3 Study to Evaluate the Efficacy and Safety of Once a Day, TAK-375 (Ramelteon) Tablet for Sublingual Administration (TAK-375SL Tablet) as an Adjunctive Therapy in the Treatment of Acute Depressive Episodes Associated With Bipolar 1 Disorder in Adult Subjects

description: To evaluate the efficacy of ramelteon for treatment of acute depressive episodes associated with Bipolar 1 Disorder.
DOI: 10.25934/00004366
title: The Study of Olanzapine Plus Fluoxetine in Combination for Treatment-Resistant Depression Without Psychotic Features

description: The purposes of this study are to determine:   -  Whether olanzapine plus fluoxetine in combination will help patients with treatment-resistant major depression.   -  The safety of olanzapine plus fluoxetine in combination, plus and any side effects that might be associated with the combination.   -  The effectiveness of olanzapine plus fluoxetine compared to olanzapine and fluoxetine alone.
DOI: 10.25934/00004369
title: Duloxetine Hydrochloride (LY248686) Protocol F1J-US-HMCB Duloxetine Once-Daily Dosing Versus Placebo in Patients With Major Depression and Pain

description: The purposes of this study are to determine whether an investigational drug can help patients suffering from major depression with pain symptoms, and gather data on the safety of the investigational drug including any side effects that might be associated with it.