cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ngdbtzhftf
title: Python code for creation of an average image from the multiple facial heat maps

description: - File "dr_nauber_mean_heat_map_add_on.py" : a Python script (add-on) specifically designed to run within Blender's environment. Python is Blender's scripting language, enabling custom functionalities like this one, which processes heat map images, calculates their average, and integrates the result into Blender's 3D interface.
- File "step_by_step_add-on.mp4": screen-recorded video tutorial demonstrating the installation and usage of the add-on (from Step 4 in the instructions below).

Instructions:
Step 1: Download and Install Blender 2.9. It´s advisable to use the OrtogOnBlender installer, since it contains all the libraries necessary to run the add-on.
Windows: https://www.ciceromoraes.com.br/doc/pt_br/OrtogOnBlender/Instalacao_Windows.html
Mac OS: https://www.ciceromoraes.com.br/doc/pt_br/OrtogOnBlender/Instalacao_MacOSX.html
Linux: https://www.ciceromoraes.com.br/doc/pt_br/OrtogOnBlender/Instalacao_Linux.html

Step 2: Obtain the Add-on File
1. Download the file "dr_nauber_mean_heat_map_add_on.py" provided by in this repository. 
2. Save this file in a known location, such as your Desktop or Downloads folder.

Step 3: Install the Add-on in Blender 
1. Open Blender .
2. Go to Edit &gt; Preferences from the top menu.
3. In the Preferences window, click on Add-ons in the left sidebar.
4. Click Install… in the top-right corner.
5. Navigate to the location where you saved the "dr_nauber_mean_heat_map_add_on.py" file. Select the file and click Install Add-on .
6. After installation, find the add-on in the list (search for "Mean Heat Map" if needed).
7. Check the box next to the add-on name to enable it. If necessary, click Save Preferences to make it permanent.

Step 4: Set Up Your Images Directory 
1. Prepare a folder containing all the heat map images you want to process.
 - Ensure the images are in a supported format (e.g., `.png` or `.jpg`).
 - Keep all images in the same resolution for the best results (or the add-on will resize them automatically).

Step 5: Use the Add-on 
1. In Blender, ensure you're in the 3D Viewport workspace.
2. Locate the "Mean Heat Map" panel:
 - Press `N` to open the right-hand toolbar in the 3D Viewport.
 - Click on the Image Processor tab.
3. In the panel:
 - Paste the folder path from Step 4 into the Directory Path field.
 - Click the Process Images button.

Step 6: Generate the Mean Image 
1. The add-on will:
 - Calculate the average of all the images in the folder.
 - Save the result as `average_image.png` in the same folder.
2. A message box will confirm the success and the location of the saved image.

Step 7: View the Average Image in Blender 
1. The add-on automatically creates a plane in the Blender scene, applying the average image as a texture.
2. Press `1` on the numpad to view the plane from the front.
3. Use the mouse scroll wheel to zoom in or out as needed.

The resulting image is saved as "average_image.png" in the same folder.
DOI: 10.17632/5s23c74y3d
title: Dados estatisticos - Artigo RAEGA (Versão português)

description: Aqui se encontram os dados utilizados para análise estatística de TST e IVDN do artigo, contendo os dados de análise de correlação, média, mediana, moda, variância e desvio-padrão. Além dos dados utilizados para a criação dos histogramas. Também se encontra inserido o .png com o resumo geral das pesquisas de artigos internacionais.
DOI: 10.17632/vbj6648jf2
title: CDK5 in Alzheimer's Disease

description: Peripheral blood was collected from 52 Saudi AD patients and 60 healthy Saudi population. Genomic DNA was extracted using standard protocols and quantified with a NanoDrop One spectrophotometer. CDK5 exons 1, 2, 6, 7, and 12 were amplified and subjected to the Sanger Sequencing method (ABI3500Analyzer). Mutation analysis focused on identifying novel genetic variants and their distribution among cases and controls.
DOI: 10.17632/85p9cc5bbs
title: AL109933.1 inhibits hepatocellular carcinoma progression via downregulating the Warburg effect and inactivating the YY1/PKM2/PIK3R1/PI3K/AKT/ mTOR/HIF-1α axis

description: The raw data of all Western blots
DOI: 10.17632/f28f9vcvgw
title: LDHU3_20.2050

description: tRNA (Uracil-5-)-methyltransferase; Leishmania donovani (HU3 strain)
DOI: 10.17632/dphz7hytm8
title: Indonesia's Merdeka Curriculum Documents

description: This dataset comprises the primary documents and supplementary materials I utilized to conduct a critical discourse analysis of Indonesia's Merdeka Curriculum
DOI: 10.17632/xknddgvywb
title: Molecular Mechanisms of Intervertebral Disc Degeneration: The Significance of SPARC Gene Expression

description: The role of SPARC gene in intervertebral disc degeneration (IDD) was investigated
DOI: 10.17632/dx5gxm7p9b
title: Functional investigations of p53 acetylation enabled by heterobifunctional molecules

description: RNA sequencing of AceTAGp300/CBP-1 and AceTAGPCAF/GCN5-4 treated cells.
DOI: 10.17632/3nrd6n25vn
title: Prosumer Profiles

description: This document includes the technical information and the comfort preferences of 20 different residential prosumers created by a uniform random function.
DOI: 10.25349/d9fg9t
title: Dryad dataset awaiting publication

description: :unas
DOI: 10.17632/t5nr2frff5
title: LINF_030014500

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.25574/42717
title: Chandra X-ray Observatory ObsId 42717
DOI: 10.17632/8z8f6gfws6
title: Diagram of hypothetical mixing process (The Solution Process).

description: The solution process involves three sub-processes,

1. Drug fusion process: in a hypothetical process, the drug changes phase, transforming into a super-cooled liquid. Technically, this process requires energy supply, which is why it is unfavorable for the solution process.
2. Cavity formation: although the solvent does not present a phase change, the solvent molecules must disintegrate, forming a cavity to house the solute molecule. This process also requires the investment of energy (endothermic process) and is therefore unfavorable for the solution process.
3. Mixing process: Once the drug is in a liquid state, and the cavity has been formed in the solvent, the solute molecule is housed in the solvent cavity, forming the solution. This process is exothermic, which is why it favors the solution process.
DOI: 10.17632/t2yvmmxbx8
title: Tuymen "Beregovaya" 2024 archaeozoological dataset

description: Представлены результаты археозоологического изучения материалов раскопок Тюмени в 2024 году.
Датасеты являются данными по археозоологии городов Урала и Сибири 18-19 веков и могут быть использованы для сравнения с материалами других раскопок Тюмени и других городов Урала.
The results of the archaeozoological study of the materials of the excavations of Tyumen in 2024 are presented.
The datasets are data on the archaeozoology of the cities of the Urals and Siberia in the 18th-19th centuries and can be used for comparison with the materials of other excavations of Tyumen and other cities of the Urals.
DOI: 10.17632/n34pdh8922
title: Regional Female Cutaneous Vasodilation

description: This data was used to explore regional differences and potential age effects in cutaneous vascular conductance (%CVCmax) during local heating in young and older females. Differences in %CVCmax between and within age groups were evaluated at baseline, the initial vasodilator peak, and both the 39°C and 42°C heating plateaus. 
In young females, responses were similar across regions with the exception that %CVCmax was reduced for the abdomen across heating phases relative to other regions. In contrast, calf responses in older females were greater compared to other regions during the 39°C plateau only . %CVCmax was greater at the abdomen during the 42°C plateau for older females compared to young. Similarly, responses pooled across sites were significantly different.
DOI: 10.17632/6ytpfd46j2
title: Data for: Magmatic recycling of accretionary wedge: a new perspective on Silurian-Devonian I-type granitoids generation in the Chinese Altai

description: The supplementary Fig. S1 is classification of Silurian-Devonian granitods in the Chinese Altai. Fig. S2, S3 and S4 are supplements to Fig. 6 to dispaly chemical changes of the modelled melts with increasing teperature at different pressures. Table S1 and S2 show some relevant data of the Ordovician Habahe Group rocks and Silurian-Devonian granitoids in the Chinese Altai. Table S3 is about some related melting modelled consequences. Table S4 illustrate the calculating processes of trace element modelling and data of used partition coefficients.
DOI: 10.17632/h5bxzfp4vc
title: Gene Expression Results of :Impact of a probiotic on blood cell counts selected autophagy markers and improvement of symptoms in individuals with celiac disease

description: Gene Expression Results of Autophagy Genes indicated in the Research, In addition to Blood Cells Counts
DOI: 10.17632/29j39dghwg
title: Shock-data

description: Data for the manuscript “Heat and cold shocks decrease the incidence of diapause in Trichogramma larvae”
DOI: 10.17632/2t8wjy8v4g
title: Interplay between Oxidative Stress, Neuroinflammatory Cytokines and Melatonin in Alzheimer’s Disease

description: Dataset for the manuscript entitled 'Interplay between Oxidative Stress, Neuroinflammatory Cytokines and Melatonin in Alzheimer’s Disease: Insights from Cerebrospinal Fluid Analysis', containing Excel files as well as HPLC data and correlational analysis
DOI: 10.17632/3nhzgjfhwt
title: Supplemental Table 1 - Reconsidering latent tuberculosis infection screening for patients receiving biologic therapy for psoriasis

description: Supplemental Table 1: Pooled cohort studies of patients on biologic therapy for psoriasis
DOI: 10.17632/76jcfxvvmt
title: MR Petrara et al. "HIV reservoir and premature aging: risk factors for aging-associated illness in adolescents and young adults with perinatally acquired HIV."

description: Raw data of immunological, biological and denervation biomarkers in cohorts of adolescents and young adults with perinatally acquired HIV.
DOI: 10.17632/6xyn387yct
title: Livingstonetal2025_JHerp_ScincusThermalBiology

description: Data associated with Livingston et al. 2025, "Living in Hot Sand: The Thermal Biology of Scincus scincus, the Sandfish Skink" published in the Journal of Herpetology, DOI: 10.1670/2317814
DOI: 10.17632/g3s48mm4zf
title: speaking data jasmine

description: The study analyses speaking enhancement among middle school children in Rural Karnataka. A total of 160 students participated in the study. There were two groups, including the experimental and the control group, with 80 students in each group. It is a quasi-experimental study that was statistically analysed through mixed-methods ANOVA, and the results were analysed. The independent variables in the study are idiom illustrations, and the dependent variable is speaking, which has sub-variables of sentence formation, vocabulary, and pronunciation.
There are three hypotheses to be tested. They are -
• H01- There is no progress in the Sentence formation (Speaking) abilities of learners between the Control group and Experimental Group.
• H02- There is no progress in the Pronunciation (Speaking) abilities of learners between the Control group and Experimental Group.
• H03- There is no progress in the Vocabulary (Speaking) abilities of learners between the Control group and Experimental Group.
Materials and methods
Idiom illustrations were employed based on the themes in the textbooks. These were used to improve their comprehension of the idioms and their speaking skills through sentence formation, pronunciation, and vocabulary activities. The statistical method employed for this study is mixed method ANOVA. It is a statistical analysis technique combining within-subjects (repeated measures) and between-subjects factors. It can be used when there is at least one within-subjects factor (e.g., multiple time points) and one between-subjects factor (e.g., different groups) and while comparing the effectiveness of a treatment over time between different groups (e.g., an experimental group vs. a control group). This method is employed when the data is normally distributed and the assumption is that the sphericity (for within-subjects factor) where the variances of the differences between all combinations of related groups (levels of the within-subjects factor) are equal. The homogeneity of variance (for between-subjects factor), where the variances between groups are approximately equal. 
The research design is a quasi-experimental research design. 
Purposive sampling was employed to take the sample population belonging to two different schools. A total of 160 students participated in the study with 80 belonging to each school. There were two groups, including the experimental and the control group with 40 students in each group. The Pre-test was administered for both groups, followed by the intervention and the post-test. A delayed post-test was administered after a period of 30 days. The data collection tools employed to collect the data were classroom observations and test papers to grade the student’s performance. The data analysis tool used to analyse the data was SPSS, which incorporated Mixed Methods of ANOVA and descriptive statistics.
DOI: 10.17632/mpr6xh4bmv
title: Will Digital Finance Improve Corporate Greenwashing Behavior? — Evidence from Chinese A-Share Listed Companies

description: Data on digital transformation and greenwashing of enterprises
DOI: 10.17632/rndmcpsvbz
title: Genetic Purity, Polymorphic Marker survey and Evaluation of Cowpea parent lines

description: This is a data set use for the analysis in the paper titled "Genetic Purity, Polymorphic Marker survey and Evaluation of Cowpea parent lines". The data consists of quantitative and qualitative dataset of the lines.
DOI: 10.17632/6mwvvdmz22
title: Navigating Environmental Volatility for Sustainable Value Creation: Insights from Nifty, Gold, and Bitcoin in India

description: This is daily data for NIFTY, OIL Prices, Bitcoin prices and Gold prices from 2017-2024
DOI: 10.17632/7dfzdnwhy4
title: Data for SHD

description: Data for "Summer heat and drought stimulate the mobilization and liberation of heavy metals in sediment pore water of estuarine wetlands"
DOI: 10.17632/tt9nb983pz
title: catena

description: The original data of the article include: dry-sieved Geometric mean diameter, Organic matter, and Available phosphorus for different bedrock strata dip (bedding/inverse slopes) and three different land use patterns (retiring forest, retiring grassland, cultivated land).
DOI: 10.5281/zenodo.14783751
title: Groundwater change date and meteorological date in the Manas River Basin, Xinjiang.
DOI: 10.5281/zenodo.14783752
title: Groundwater change date and meteorological date in the Manas River Basin, Xinjiang.
DOI: 10.17632/gt5ykdk735
title: migrants_languages

description: Data in Stata format and do files for replication of paper "LINGUISTIC IMMERSION AND LABOUR MARKET PERFORMANCE OF MIGRANTS" by Joan Martin-Montaner, Guadalupe Serrano & Francisco Requena
DOI: 10.17632/wd47wj8wsb
title: Cloning and RNA interference indicate that the Na/K-ATPase gene helps Hong Kong oysters (Crassostrea hongkongensis) resist short-term hypersalinity stress

description: Na/K-ATPase is a carrier protein embedded in the cell membrane and its main function is to maintain the osmotic pressure balance inside and outside the cell. To investigate the role of Na/K-ATPase under high-salt stress in the Hong Kong oyster (Crassostrea hongkongensis), full-length cloning and expression analysis of Na/K-ATPase were performed, and the function of the gene was verified using RNA interference (RNAi) technology. The full-length sequence was 1,230 bp, including a 5' untranslated region (UTR) of 25 bp; a 3’ UTR of 263 bp; and an open reading frame of 942 bp, encoding a protein of 313 amino acids, with a molecular weight 35.452 KDa and a theoretical isoelectric point 5.55. Reverse transcription-quantitative polymerase chain reaction results showed that Na/K-ATPase is expressed in all tissues of the Hong Kong oyster, with the highest relative expression level in the blood sinus, followed by the gills, and the lowest level of expression in the labellum. Under conditions of acute high-salt stress, the expression level of Na/K-ATPase in the gills increased and then decreased. Using RNAi technology, it was found that Na/K-ATPase enzyme activity in the gills decreased significantly after 72, 96, and 120 h of high-salinity stress, and the survival rate of the RNAi group was lower than that of the blank control group and the negative control group with only 75%. These results indicated that Na/K-ATPase is closely related to osmoregulation in Hong Kong oysters and plays an important role in osmotic pressure regulation and resistance to salinity stress.
DOI: 10.17632/5bksdmd5bk
title: Data for: Optic disc margin anatomy in myopic eyes with glaucoma with spectral domain optical coherence tomography

description: These are all the data used in the analysis in the present study. It has the separate column for myopic eyes without glaucom (labled as "Myopic") and myopic eyes with open-angle glaucoma (labled as "OAG") that was used in the comparison between 2 groups.
DOI: 10.17632/f972297g4y
title: Leptomyxa mirabilis

description: Alignment of amoebae of the order Leptomyxida with mask as .mase file
DOI: 10.17632/h29hyxwnmc
title: paper

description: WB raw data
DOI: 10.17632/nhnnfr7pcw
title: Data and code for manuscript "High-Precision Identification and Classification of Alloy Fatigue Microcracks Through Deep Learning and In-Situ SEM"

description: Model code files and datasets used for training in the research work "High-Precision Identification and Classification of Alloy Fatigue Microcracks Through Deep Learning and In-Situ SEM".
DOI: 10.17632/sht7kvwj48
title: FSW data for metallic system in but configuration

description: This is a supplementary dataset for friction stir welding of metallic alloys in but configuration compiled from reported literature.
DOI: 10.17632/wvbxpdn3fk
title: LINF_030008900

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.18141/1964057
title: Energy-Community-Geo-Database

description: Fundamental to understanding evolving infrastructure and technology is understanding the drivers for energy communities that affect where and how infrastructure is placed and used. An Energy Community Geo Database aligned to carbon storage systems will aid stakeholders in decision making around key future infrastructure (e.g., CCS injection locations) placement while helping contextualize these analyses against past and present-day social and environmental attributes. Much of the data required to support analyses are available from authoritative, largely governmental sources, but at present are disparate and require time-consuming acquisition, integration, and upkeep for currency. The CCS-EC-GB v2.0 integrates datasets from various federal agencies and authoritative sources to aid stakeholders and decision makers of the social and environmental factors that might impact the viability of CCS and energy related project implementation. There are 5 categories in the CCS-EC-GB v2 database. Most of the layers within each category have been updated in this version. As compared to the old database, there is 1 new category in the CCS-EC-GB v2 database: infrastructure. This is an evolving project and application will be updated periodically with new datasets and information. Notes for consideration: This database/web map will be updated with additional as new data and information becomes available and has been processed, reviewed, and approved for release. Additional state and federal entity data are planned to be integrated and included in future revisions. Summary layers provided in this application are derived from proprietary layers and do not always contain key features (age, status, or TVD) and therefore might not be shown when data are queried for those features.
DOI: 10.17632/pn9msny47t
title: Zn partitioning in arc systems

description: Data for "Zinc partitioning between minerals and melts in arc systems: Implications for the iron-depleting evolution of continental magmas"
DOI: 10.17632/ybn82tr8rk
title: Long time series of responses from single neurons

description: Data from a research published by Gal, et al. (see file 2010a-JNeurosci.pdf). 

Background: Although neuronal excitability is well understood and accurately modeled over timescales of up to hundreds of milliseconds, it is unclear whether extrapolating from this limited duration to longer behaviorally relevant timescales is appropriate. In this study we used an extracellular recording and stimulation paradigm that extends the duration of single-neuron electrophysiological experiments, exposing the dynamics of excitability in individual cortical neurons over timescales hitherto inaccessible. The neurons are decoupled from their networks by means of pharmacology that blocks synaptic transmission. 

Explanation for attached files: 

2010a-JNeurosci.pdf is the relevant paper

Neuron1_25Hz.txt -- binary response sequence of a neuron that was stimulated for 55 h with a continuous series of pulses delivered at 25 Hz. 

20090305_16B_20hz.txt, 20090305_45A_20hz.txt, 20090305_37A_20hz.txt, 20090305_47B_20hz.txt, 20090305_23A_20hz.txt -- binary response sequences of five simultaneously recorded neurons from a 24 h experiment, under continuous 20 Hz stimulation.
DOI: 10.17632/svd3gzp5p7
title: sORF_pipeline

description: Arabidopsis Data required for running sORF pipeline in the Methods in Molecular Biology by Larry Wu, Isaiah Kaufman and Polly Hsu.
DOI: 10.17632/v8r99n7b7t
title: LINF_030012300

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/y8rxxbpjwv
title: EEG ML Safety Data

description: Data contains the records used through questionary for obtaining Correlation between emotional states, based on related brain waves and corresponding cortex locations
DOI: 10.17632/tdvgvwr2t7
title: Code for pressure broadening, shift and complex Dicke cross sections for 2 diatomics

description: This Fortran program allows the calculations of pressure broadening, shift and complex Dicke cross sections for 2 diatomics using the close coupling scheme.
DOI: 10.17632/ftx6nchrc7
title: Isotopic compositions of HIDALGO

description: Oxygen, calcium-titanium, magnesium, beryllium-boron, lithium-beryllium, and calcium-potassium isotopic compositions and rare-earth element abundances of HIDALGO
DOI: 10.15468/dl.8cfp53
title: Occurrence Download

description: A dataset containing 19672 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vaccinium parvifolium Sm."
 ]
}

 The dataset includes 19672 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007133-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8ym6s2h8gp
title: The real driving emissions characteristics of light-duty diesel vehicle in four typical cities with varying altitudes in China

description: The four-fraction data here are the real driving emission characteristics of light diesel vehicles in 4 representative cities of different altitudes in China. The four cities are Kunming, Pu 'er, Wuxi and Xining. This is where we collected a lot of real driving emissions data.
DOI: 10.5281/zenodo.14783133
title: NaviNIBS digitized locations validation data
DOI: 10.5281/zenodo.14783134
title: NaviNIBS digitized locations validation data
DOI: 10.17632/59d54rtfhm
title: Source data from Chun

description: the data from the microbial necromass carbon and iron-bound organic carbon following land use and salinity in estuary soils
DOI: 10.17632/99nxv56d4p
title: Single-cell atlas of Graves’ disease concurrent with erythromelalgia indicated IL-17RA antibody a potential treatment

description: Single-cell matrix of psoriasis and  erythromelalgia