cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30096346.v2
title: <b>Wind speed manipulation experimental data from the Community Land Model version 5 (CLM5)</b>

description: In this study, the CLM was run in the offline mode. To achieve carbon, water and energy steady state at the start of the simulations<sup>62</sup>, CLM5 was run for 400 years in the “spin‐up” mode with accelerated decomposition rates of soil organic matters, followed by an additional 800 years’ run in the “normal mode”. By the end of the spin‐up, the total ecosystem C was drifting by less than 0.02 Pg C year<sup>–1</sup> at global scale, much lower than the 0.1 Pg C yr<sup>-1</sup> threshold recommended for the C4MIP by Jones et al.<sup>63</sup>. Then, experimental simulations were conducted using CLM5 for varying wind speed scenarios for the period of 1983 – 2014, including:i) Control run: The simulation was forced by the default air forcing dataset of CLM5 – CRUNCEP version 7 meteorological data (6-hourly data; https://rda.ucar.edu/datasets), except for wind speed, which was replaced by data from the CRU JRA version 2.2 dataset, because the CRUNCEP7 wind speed revealed widespread increasing trend of terrestrial wind speed during 1983 – 2014, inconsistent with observations; in contrast, CRU JRA2.2 wind speed showed overall decreasing trend of terrestrial wind speed during the same period. All air forcing data had a temporal resolution of 6-hourly and a spatial resolution of 0.5° × 0.5°, and the simulation was conducted at 0.9° × 1.25° resolution. The atmospheric CO<sub>2</sub> concentration in the simulation was set to a constant value of 367 ppm (default value in the model) to exclude effects of the rising CO<sub>2</sub> concentration on GPP.ii) Sensitivity run: All model settings and drivers were the same as the control run, except that the wind speed was uniformly increased / decreased by 1% and 8% respectively throughout the simulation period. The extracted declining trends in spatially-averaged terrestrial wind speed during 1983–2014 were -1.48% and -1.95% per decade from CRU dataset and CESM2 simulation, respectively (Fig. 1a). Previous studies reported an averaged terrestrial wind speed decline of up to 8% over the past three decades<sup>3</sup>. Adjustments of 1% and 8% were determined to cover the range of the terrestrial wind speed changes. We haven’t further manipulated wind speed within the range of 1%– 8%, because the responses of GPP to wind speed changes (ΔGPP) from -8% to +8% are essentially linear (Fig. S12).iii) Detrended wind speed run: All model settings were the same as the control run, except that the long-term trend in wind speed was eliminated. The singular spectrum analysis<sup>64</sup> was used to extract and remove the long-term trend in wind speed, and the extraction was carried out on a 5-day scale, instead of 6-hour or daily scale, to deal with the requirements of substantial computational resources. Specifically, trend extraction was implemented using function ‘trenddecomp’ in MATLAB for each terrestrial grid.
DOI: 10.15468/dl.59vyp4
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus parviflorus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050191-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9cw2rwccnv
title: RegIIIβ promotes Salmonella Typhimurium colonization of the gut in the early-stage gastrointestinal infection by enhancing flagella-driven locomotion

description: The bactericidal lectin RegIIIβ secreted by intestinal epithelial cells, kills the microbiota and enteropathogens but also been suggested to modulate bacterial physiology and host interactions. However, it remains to be determined whether RegIIIβ plays roles beyond its bactericidal effects. The present study revealed that RegIIIβ binds to the enteropathogen Salmonella enterica serovar Typhimurium in the gut, thereby increasing the locomotion speed of this bacterium through maintenance of the membrane potential. This led to enhanced invasion by S. Typhimurium into epithelial cells. Finally, RegIIIβ facilitated the gut colonization levels of S. Typhimurium and enteropathy in the early stages of gastrointestinal infection. In conclusion, S. Typhimurium has become tolerant to RegIIIβ in the evolutionary process, in which the pathogen has simultaneously become able to exploit this antimicrobial to enhance flagellar-based locomotion speed for successful gastrointestinal infection. Our findings provide novel insight into the roles of RegIIIβ in gastrointestinal infection caused by S. Typhimurium.
DOI: 10.15468/dl.muuqar
title: Occurrence Download

description: A dataset containing 292 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.28.61_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 292 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050192-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9cw2rwccnv.4
title: RegIIIβ promotes Salmonella Typhimurium colonization of the gut in the early-stage gastrointestinal infection by enhancing flagella-driven locomotion

description: The bactericidal lectin RegIIIβ secreted by intestinal epithelial cells, kills the microbiota and enteropathogens but also been suggested to modulate bacterial physiology and host interactions. However, it remains to be determined whether RegIIIβ plays roles beyond its bactericidal effects. The present study revealed that RegIIIβ binds to the enteropathogen Salmonella enterica serovar Typhimurium in the gut, thereby increasing the locomotion speed of this bacterium through maintenance of the membrane potential. This led to enhanced invasion by S. Typhimurium into epithelial cells. Finally, RegIIIβ facilitated the gut colonization levels of S. Typhimurium and enteropathy in the early stages of gastrointestinal infection. In conclusion, S. Typhimurium has become tolerant to RegIIIβ in the evolutionary process, in which the pathogen has simultaneously become able to exploit this antimicrobial to enhance flagellar-based locomotion speed for successful gastrointestinal infection. Our findings provide novel insight into the roles of RegIIIβ in gastrointestinal infection caused by S. Typhimurium.
DOI: 10.17632/4xg86pthpy
title: Investigation of the effects of synergistic modification of mixed bacteria and Ag/TiO2-EPS on all-solid waste concrete: Mechanical properties and sulfate attack

description: The data here includes calcium carbonate precipitation data, urea decomposition data, concrete mechanical strength, sulfate dry-wet cycle test data, and microscopic test data, including SEM, XRD, FTIR, TGA, and MIP data, from the paper “Investigation of the effects of synergistic modification of mixed bacteria and Ag/TiO2-EPS on all-solid waste concrete: Mechanical properties and sulfate attack.”
DOI: 10.17632/4xg86pthpy.3
title: Investigation of the effects of synergistic modification of mixed bacteria and Ag/TiO2-EPS on all-solid waste concrete: Mechanical properties and sulfate attack

description: The data here includes calcium carbonate precipitation data, urea decomposition data, concrete mechanical strength, sulfate dry-wet cycle test data, and microscopic test data, including SEM, XRD, FTIR, TGA, and MIP data, from the paper “Investigation of the effects of synergistic modification of mixed bacteria and Ag/TiO2-EPS on all-solid waste concrete: Mechanical properties and sulfate attack.”
DOI: 10.25574/15491
title: Chandra X-ray Observatory ObsId 15491

description: AO-14 Calibration Observations of A1795
DOI: 10.48420/23552421
title: Ultrahigh Resolution <sup>19</sup>F and <sup>31</sup>P NMR Spectroscopy

description: This folder contains all NMR raw data for the publication entitled "Ultrahigh Resolution <sup>19</sup>F and <sup>31</sup>P NMR Spectroscopy", as well as relevant pulse programs codes and macros for Bruker spectrometers. A detailed description of the folder's contents can be found in the 'readme_file'.
DOI: 10.48420/23552421.v1
title: Ultrahigh Resolution <sup>19</sup>F and <sup>31</sup>P NMR Spectroscopy

description: This folder contains all NMR raw data for the publication entitled "Ultrahigh Resolution <sup>19</sup>F and <sup>31</sup>P NMR Spectroscopy", as well as relevant pulse programs codes and macros for Bruker spectrometers. A detailed description of the folder's contents can be found in the 'readme_file'.
DOI: 10.48420/23552421.v2
title: Ultrahigh Resolution <sup>19</sup>F and <sup>31</sup>P NMR Spectroscopy

description: This folder contains all NMR raw data for the publication entitled "Ultrahigh Resolution <sup>19</sup>F and <sup>31</sup>P NMR Spectroscopy", as well as relevant pulse programs codes and macros for Bruker spectrometers. A detailed description of the folder's contents can be found in the 'readme_file'.
DOI: 10.15468/dl.8e74e6
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Heliconia lankesteri"
 ]
}

 The dataset includes 261 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050194-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/myygmc7ynb
title: Negligible Isotope Ratio Variation Assumption

description: Data for submitted manuscript Negligible Isotope Ratio Variation Assumption: Significant Errors in Mixing Models but Minimal Impact on Rayleigh Distillation
DOI: 10.17632/myygmc7ynb.2
title: Negligible Isotope Ratio Variation Assumption

description: Data for submitted manuscript Negligible Isotope Ratio Variation Assumption: Significant Errors in Mixing Models but Minimal Impact on Rayleigh Distillation
DOI: 10.17632/s6mpxkrm8p
title: Reconstructed Wind Direction TMY Dataset for Indonesia (2011–2020)

description: This dataset provides a sample of reconstructed wind direction data for Indonesia’s Typical Meteorological Year (TMY), developed using a Monte Carlo method to fill gaps in historical hourly records. The reconstruction enhances the early TMY dataset [1] by completing missing wind direction values, enabling more robust modeling and analysis.

Included are annual windrose visualizations for 106 meteorological stations, summarizing the wind speed and direction profiles derived from the reconstructed TMY data. These plots support applications in energy modeling, passive design, and climatological assessment.

The full TMY dataset is freely accessible through the official BMKG repository: 
[https://iklim.bmkg.go.id/id/i-tmy/]
To support continuity and future updates, we commit to refining this Mendeley record in alignment with any changes to the institutional data repository.

This work builds on the foundational methodology described in: 
[1] I.D.G.A. Putra, H. Nimiya, A. Sopaheluwakan, T. Kubota, H.S. Lee, R.P. Pradana, M.N.F. Alfata, R.B. Perdana, D.S. Permana, N.F. Riama, D. Karnawati, 
Development of typical meteorological years based on quality control of datasets in Indonesia, Renewable Energy, Vol. 221, 2024, Article 119699. 
[https://doi.org/10.1016/j.renene.2023.119699]
DOI: 10.17632/s6mpxkrm8p.3
title: Reconstructed Wind Direction TMY Dataset for Indonesia (2011–2020)

description: This dataset provides a sample of reconstructed wind direction data for Indonesia’s Typical Meteorological Year (TMY), developed using a Monte Carlo method to fill gaps in historical hourly records. The reconstruction enhances the early TMY dataset [1] by completing missing wind direction values, enabling more robust modeling and analysis.

Included are annual windrose visualizations for 106 meteorological stations, summarizing the wind speed and direction profiles derived from the reconstructed TMY data. These plots support applications in energy modeling, passive design, and climatological assessment.

The full TMY dataset is freely accessible through the official BMKG repository: 
[https://iklim.bmkg.go.id/id/i-tmy/]
To support continuity and future updates, we commit to refining this Mendeley record in alignment with any changes to the institutional data repository.

This work builds on the foundational methodology described in: 
[1] I.D.G.A. Putra, H. Nimiya, A. Sopaheluwakan, T. Kubota, H.S. Lee, R.P. Pradana, M.N.F. Alfata, R.B. Perdana, D.S. Permana, N.F. Riama, D. Karnawati, 
Development of typical meteorological years based on quality control of datasets in Indonesia, Renewable Energy, Vol. 221, 2024, Article 119699. 
[https://doi.org/10.1016/j.renene.2023.119699]
DOI: 10.15468/dl.dgj4se
title: Occurrence Download

description: A dataset containing 1176 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FSFN: Forest Soil Fauna Network: Chilopoda, Flanders Belgium"
 ]
}

 The dataset includes 1176 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050195-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/v4fzvmkkjf
title: Data of patients with spontaneous intracerebral hemorrhage from three medical centers

description: The data is from patients with spontaneous intracerebral hemorrhage at three medical centers.Overall, 0 represents absence; 1 represents presence.，the following is a description of some special clinical data：



Blood pressure grading on admission (0/1/2/3)：0 indicates normal blood pressure, 1 is stage 1 hypertension: stage 1 hypertension is relatively mild, with systolic pressure between 140-159 and diastolic pressure between 90-99. 2 is stage 2 hypertension: stage 2 hypertension typically refers to systolic pressure between 160-179 mmHg and diastolic pressure between 100-109 mmHg. 3 is stage 3 hypertension: stage 3 hypertension is quite severe, with systolic pressure ≥180 mmHg and diastolic pressure ≥110.

0 means none; 1 means present; 2 means denial of medical history but high blood pressure at admission.

The duration of hypertension &gt; 10 years（0/1/2）：0 means no; 1 means yes; 2 means uncertain.

Hemorrhage side（0/1/2）：0 represents the right side; 1 represents the left side; 2 represents the brain stem.

The location of the hematoma（0/1/2/3）：0 represents the basal ganglia, 1 represents the thalamus, 2 represents the brainstem, 3 represents the cerebral cortex.
DOI: 10.17632/v4fzvmkkjf.1
title: Data of patients with spontaneous intracerebral hemorrhage from three medical centers

description: The data is from patients with spontaneous intracerebral hemorrhage at three medical centers.Overall, 0 represents absence; 1 represents presence.，the following is a description of some special clinical data：



Blood pressure grading on admission (0/1/2/3)：0 indicates normal blood pressure, 1 is stage 1 hypertension: stage 1 hypertension is relatively mild, with systolic pressure between 140-159 and diastolic pressure between 90-99. 2 is stage 2 hypertension: stage 2 hypertension typically refers to systolic pressure between 160-179 mmHg and diastolic pressure between 100-109 mmHg. 3 is stage 3 hypertension: stage 3 hypertension is quite severe, with systolic pressure ≥180 mmHg and diastolic pressure ≥110.

0 means none; 1 means present; 2 means denial of medical history but high blood pressure at admission.

The duration of hypertension &gt; 10 years（0/1/2）：0 means no; 1 means yes; 2 means uncertain.

Hemorrhage side（0/1/2）：0 represents the right side; 1 represents the left side; 2 represents the brain stem.

The location of the hematoma（0/1/2/3）：0 represents the basal ganglia, 1 represents the thalamus, 2 represents the brainstem, 3 represents the cerebral cortex.
DOI: 10.17632/w8sr775pjb.4
title: MoringaLeafNet: A Multi-Class Leaf Disease Dataset for Precision Agriculture and Deep Learning Research

description: MoringaLeafNet (Version 4) is a curated, validated, and metadata-rich dataset of Moringa oleifera leaves created to support machine learning, deep learning, and computer vision research in agricultural disease diagnosis. This version incorporates rigorous annotation validation, transparent preprocessing documentation, structured metadata, and improved repository organization to ensure high reproducibility and usability.

The dataset contains 11,268 images across four classes of leaf health and disease, collected from two locations in Bangladesh under natural field conditions:

- Sumi Nursery, Madhupur, Tangail (March–April 2025)
- Rafin Nursery, Birulia, Savar (August–September 2025)

Images were captured using two smartphone devices (iQOO Z9 Turbo and OnePlus 8T), then processed into raw, preprocessed, and augmented versions for flexible research applications.


Primary Classes:
Collection 1 – Sumi Nursery, Tangail (n = 2,228 original)

1. Healthy Leaf – 464 images
2. Yellow Leaf – 624 images
3. Bacterial Leaf Spot – 727 images
4. Cercospora Leaf Spot – 413 images

Collection 2 – Rafin Nursery, Savar (n = 589 original)

1. Healthy Leaf – 133 images
2. Yellow Leaf – 171 images
3. Bacterial Leaf Spot – 130 images
4. Cercospora Leaf Spot – 155 images


Augmentation & Dataset Totals

Biologically realistic augmentation was applied with controlled parameters to balance classes and enhance variability:

- Rotation: –30° to +30°
- Flipping: horizontal and vertical (50% probability)
- Brightness adjustment: 0.8–1.2
- Contrast adjustment: 0.8–1.2

Dataset counts:

- Original images: 2,817
- Preprocessed images: 2,817 
- Augmented images: 8,451 
- Final Total: 11,268 (Preprocessed + Augmented)

Annotation & Validation

- Labeled by an expert agronomist (Prof. Dr. M. A. Rahim, DIU).
- Cross-checked subset (n ≈ 300) yielded 92% agreement (Cohen’s κ = 0.87), confirming reliability.
- Sharpness and visibility criteria were applied to exclude blurred or unclear images.


Preprocessing & Duplicate Removal

Three dataset tiers:

 1. Original Images – raw field images.
 2. Preprocessed Images – resized (*3000 × 3000 px*), background removed, replaced with uniform white.
 3. Augmented Images – balanced dataset with synthetic variability.

Duplicates removed using perceptual hashing (ImageHash v4.3) with manual verification.

- Image Name
- Class Name
- Date
- Location
- Temperature
- Weather
- Device

Repository contents:

- Original Images.zip (raw images from both locations)
- Preprocessed Images.zip (background-standardized images, Savar set)
- Augmented Images.zip (class-balanced set, 8,451 images)
- metadata.csv (structured metadata)

NB: This version does not contain any duplicate images.
DOI: 10.25574/16469
title: Chandra X-ray Observatory ObsId 16469

description: AO-15 Calibration Observations of A1795
DOI: 10.25574/16472
title: Chandra X-ray Observatory ObsId 16472

description: AO-15 Calibration Observations of A1795
DOI: 10.17632/x2fwv6r9m4
title: Waste management as a driver of event visit intention and word-of-mouth intention

description: Our research model investigates the following hypotheses: 

H1. Sustainable event management practices positively impact visit intention through increased environmental self-efficacy. 
H2. Sustainable event management practices positively impact word-of-mouth intention through increased environmental self-efficacy. 
H3. Environmental consciousness moderates the mediating effect of sustainable event management practices on visit intention, such that the influence of waste management practices on environmental self-efficacy and visit intention is stronger among individuals with higher levels of environmental consciousness. 
H4. Environmental consciousness moderates the mediating effect of sustainable event management practices on word-of-mouth intention, such that the influence of waste management practices on environmental self-efficacy and word-of-mouth intention is stronger among individuals with higher levels of environmental consciousness. 

We exposed participants to information provided in an event folder featuring waste management practices in a controlled experiment integrated into a web survey (one-factor (two-level) between-subjects design; in the experimental condition, participants were informed about waste management practices, whereas the information was absent in the control condition). 

The sample of 319 participants (61% female; with a mean age of 39.18 years, SD = 12.25) was obtained via the online platform clickworker.com for a small renumeration for participation. 

Our research framework was estimated with two moderated mediation models (Model 7, PROCESS, 5.000 bootstrapping samples) with waste management as an independent variable (0 = absence of event waste management, 1 = presence of event waste management), environmental self-efficacy as the mediating variable, environmental consciousness as moderating variable, and word-of-mouth intention and visit intention as dependent variables for the two models. Attitude toward recycling was included as covariate.
DOI: 10.17632/x2fwv6r9m4.1
title: Waste management as a driver of event visit intention and word-of-mouth intention

description: Our research model investigates the following hypotheses: 

H1. Sustainable event management practices positively impact visit intention through increased environmental self-efficacy. 
H2. Sustainable event management practices positively impact word-of-mouth intention through increased environmental self-efficacy. 
H3. Environmental consciousness moderates the mediating effect of sustainable event management practices on visit intention, such that the influence of waste management practices on environmental self-efficacy and visit intention is stronger among individuals with higher levels of environmental consciousness. 
H4. Environmental consciousness moderates the mediating effect of sustainable event management practices on word-of-mouth intention, such that the influence of waste management practices on environmental self-efficacy and word-of-mouth intention is stronger among individuals with higher levels of environmental consciousness. 

We exposed participants to information provided in an event folder featuring waste management practices in a controlled experiment integrated into a web survey (one-factor (two-level) between-subjects design; in the experimental condition, participants were informed about waste management practices, whereas the information was absent in the control condition). 

The sample of 319 participants (61% female; with a mean age of 39.18 years, SD = 12.25) was obtained via the online platform clickworker.com for a small renumeration for participation. 

Our research framework was estimated with two moderated mediation models (Model 7, PROCESS, 5.000 bootstrapping samples) with waste management as an independent variable (0 = absence of event waste management, 1 = presence of event waste management), environmental self-efficacy as the mediating variable, environmental consciousness as moderating variable, and word-of-mouth intention and visit intention as dependent variables for the two models. Attitude toward recycling was included as covariate.
DOI: 10.17632/yzftjtscdw
title: Manjunath&Sane(2025)_CephalicBristles_part2

description: The data deposited here is for the paper titled "Mechanosensory cephalic bristles mediate rapid flight initiation in hawkmoths" submitted by Maitri Manjunath and Sanjay P Sane. This data was collected in the laboratory of Prof. Sanjay P Sane at the National Centre for Biological Sciences, Bangalore, India. 
All the data deposited here is original work and has not been submitted elsewhere.