cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/mjnpsbs6fs.3
title: Steel Slag Flow Dataset (SSFD)

description: The dataset is collected from an accelerometer at a sampling rate of 6,400 Hz and a duration of 5 seconds per file. Each file contains time, as well as x, y, and z-axis accelerometer data. Labels indicate slag flow conditions: "E" for no slag (early), "B" for before slag flow, and "S" for during slag flow. Each occurrence has a unique number (e.g. E-5), with varying confidential slag mixtures.
DOI: 10.17632/msxs4vj48g
title: University of Ottawa Electric Motor Dataset – Vibration and Acoustic Faults under Constant and Variable Speed Conditions (UOEMD-VAFCVS)

description: The dataset consists of constant and variable speed data collected from 8 different D396 Marathon Electric 3-phase motors. Each motor has different types of faults artificially created by SpectraQuest. Data is collected using three accelerometers and a microphone (the first, third and fourth columns are accelerometer data, the second column is acoustic data, and the fifth column is temperature data).
The labelling of data is as follows {Letter}-{Letter}-{Number}-{Number}:

The following values represent the possibilities for the first letter:
- H indicates healthy
- R indicates rotor
- S indicates stator
- V indicates voltage
- B indicates bowed
- K indicates broken
- F indicates faulty

The second letter is represented by the following possible values:
- H indicates healthy
- U indicates unbalance
- M indicates misalignment
- W indicates winding
- R indicates rotor
- A indicates rotor bars
- B indicates bearing

The combination of both letters indicates the health state of the motor present in the data sample (e.g. H-H = a healthy motor, S-W = a stator winding fault).

The first number represents:
- 1 is for a constant speed of 15 Hz
- 2 is for a constant speed of 30 Hz
- 3 is for a constant speed of 45 Hz
- 4 is for a constant speed of 60 Hz
- 5 is for an increasing speed from 15 Hz to 45 Hz
- 6 is for an increasing speed from 30 Hz to 60 Hz
- 7 is for a decreasing speed from 45 Hz to 15 Hz
- 8 is for a decreasing speed from 60 Hz to 30 Hz

The second number represents:
- 0 for a no load condition
- 1 for a loaded condition

The duration of data collection was 10 seconds at a sampling frequency of 42 kHz. Each file contains 420,000 samples.
Raw data is provided in the folders as comma separated values files (.csv) and MATLAB files (.mat).
DOI: 10.13140/rg.2.2.20206.27205
title: Role of Artificial Intelligence in Fruit Crop Cultivation A Review.pdf
DOI: 10.17632/msxs4vj48g.2
title: University of Ottawa Electric Motor Dataset – Vibration and Acoustic Faults under Constant and Variable Speed Conditions (UOEMD-VAFCVS)

description: The dataset consists of constant and variable speed data collected from 8 different D396 Marathon Electric 3-phase motors. Each motor has different types of faults artificially created by SpectraQuest. Data is collected using three accelerometers and a microphone (the first, third and fourth columns are accelerometer data, the second column is acoustic data, and the fifth column is temperature data).
The labelling of data is as follows {Letter}-{Letter}-{Number}-{Number}:

The following values represent the possibilities for the first letter:
- H indicates healthy
- R indicates rotor
- S indicates stator
- V indicates voltage
- B indicates bowed
- K indicates broken
- F indicates faulty

The second letter is represented by the following possible values:
- H indicates healthy
- U indicates unbalance
- M indicates misalignment
- W indicates winding
- R indicates rotor
- A indicates rotor bars
- B indicates bearing

The combination of both letters indicates the health state of the motor present in the data sample (e.g. H-H = a healthy motor, S-W = a stator winding fault).

The first number represents:
- 1 is for a constant speed of 15 Hz
- 2 is for a constant speed of 30 Hz
- 3 is for a constant speed of 45 Hz
- 4 is for a constant speed of 60 Hz
- 5 is for an increasing speed from 15 Hz to 45 Hz
- 6 is for an increasing speed from 30 Hz to 60 Hz
- 7 is for a decreasing speed from 45 Hz to 15 Hz
- 8 is for a decreasing speed from 60 Hz to 30 Hz

The second number represents:
- 0 for a no load condition
- 1 for a loaded condition

The duration of data collection was 10 seconds at a sampling frequency of 42 kHz. Each file contains 420,000 samples.
Raw data is provided in the folders as comma separated values files (.csv) and MATLAB files (.mat).
DOI: 10.17632/42bcyncfhy
title: Image Dataset of Red and White Onion Bulbs and Leaves

description: This dataset provides a structured collection of 16,300 images of red and white onion (Allium cepa L.) bulbs and leaves, developed to facilitate research in agriculture, computer vision, and machine learning. Bulb images are organized into red onion and white onion categories, which are further divided into healthy and unhealthy groups, and sub-categorized into single and multiple bulb samples. All images have been standardized to a uniform resolution of 1024 × 720 pixels and 96DPI using IrfanView software, with serial numbering 'Onion#####' applied for traceability. The dataset provides only raw images, allowing users to perform their own augmentation and preprocessing.
DOI: 10.17632/42bcyncfhy.2
title: Image Dataset of Red and White Onion Bulbs and Leaves

description: This dataset provides a structured collection of 16,300 images of red and white onion (Allium cepa L.) bulbs and leaves, developed to facilitate research in agriculture, computer vision, and machine learning. Bulb images are organized into red onion and white onion categories, which are further divided into healthy and unhealthy groups, and sub-categorized into single and multiple bulb samples. All images have been standardized to a uniform resolution of 1024 × 720 pixels and 96DPI using IrfanView software, with serial numbering 'Onion#####' applied for traceability. The dataset provides only raw images, allowing users to perform their own augmentation and preprocessing.
DOI: 10.17632/bp46tt93dg.1
title: Variable environmental effects on nutrient availability in temperate forest soils during period 1961–2020 assessed through canonical correlation analysis

description: The data package contains shapefile and table summarizing canonical correlation analyses between environmental predictors (X) and forest soil fertility features (Y) during normal periods 1961-2020 in the Czech Republic. The tables and shapefile database are connective via primary key of rocky geomorphological units (RGMU). The shapefile contains multipolygons of the RGMUs defined on the basis of overlays between relief and bedrock types in biogeographical division of the Czech Republic under coordination system Greenwich/Křovák East North (102067).
DOI: 10.17632/bmfhfk362n.1
title: Real World Efficacy of Tralokinumab in Atopic Dermatitis: Outcomes in a Mixed Cohort of Dupilumab-Naive and Dupilumab-Experienced Patients

description: Supplemental Data
DOI: 10.17632/4fdr3rt6y7
title: DATA SET FOR QUANTIFICATION OF TOTAL PHENOLIC COMPOUNDS, FLAVONOIDS, ANTIOXIDANT ACTIVITY AND IN VITRO ENZYMATIC INHIBITION ANDIROBA (CARAPA GUIANENSIS AUBL) INDUSTRIAL WASTE

description: This dataset aims to evaluate the antioxidant potential and the digestive enzyme inhibitory capacity of the ethanolic extract from Andiroba’s industrial residue. The ethanolic extract was obtained using a Soxhlet apparatus, and the concentrations of total phenols and flavonoids were determined. Antioxidant potential was evaluated using the DPPH and FRAP methods, while enzymatic activity was performed using the α-amylase and lipase enzymes. Additionally, a hemolytic assay was conducted to evaluate cytotoxicity. Data were expressed as mean ± standard deviation. The Student’s t-test was used for analysis of the results for total phenol/flavonoid content, antioxidant activity, and enzymatic activity. All assays were performed in triplicate. IC50 values were determined by non-linear regression with 95% confidence intervals, and p&lt;0.05. GraphPad Prism version 6.0 was used for statistical analysis. The total phenol content was less than 1.7 µg GAE/mg and total flavonoids were 3.16 ± 2.67 µg QE/mg, close to the limit of quantification (8.37 µg/mL), indicating a low presence of these compounds in the sample. Regarding the extract's antioxidant potential (DPPH), it was observed that at a concentration of 10mg/mL, the sample demonstrated 41.24 ± 3.96% inhibition with an IC50 of 15.12 ± 3.01 µg/mL, indicating moderate antioxidant activity. In the FRAP method, the residue was able to inhibit 221.07 ± 5.82 µM of ferrous sulfate per mg of extract (µM ESF/mg), indicating that AIR has antioxidant potential. Furthermore, the Andiroba industrial residue demonstrated 65.38% inhibition of α-amylase enzyme activity at a concentration of 25 mg/mL, with an IC50 of 17.52 ± 4.57 mg/mL, and regarding lipase enzymatic activity, the inhibition was 53.17% at the same concentration mentioned above, with an IC50 of 19.68 ± 0.16 mg/mL
DOI: 10.17632/4fdr3rt6y7.3
title: DATA SET FOR QUANTIFICATION OF TOTAL PHENOLIC COMPOUNDS, FLAVONOIDS, ANTIOXIDANT ACTIVITY AND IN VITRO ENZYMATIC INHIBITION ANDIROBA (CARAPA GUIANENSIS AUBL) INDUSTRIAL WASTE

description: This dataset aims to evaluate the antioxidant potential and the digestive enzyme inhibitory capacity of the ethanolic extract from Andiroba’s industrial residue. The ethanolic extract was obtained using a Soxhlet apparatus, and the concentrations of total phenols and flavonoids were determined. Antioxidant potential was evaluated using the DPPH and FRAP methods, while enzymatic activity was performed using the α-amylase and lipase enzymes. Additionally, a hemolytic assay was conducted to evaluate cytotoxicity. Data were expressed as mean ± standard deviation. The Student’s t-test was used for analysis of the results for total phenol/flavonoid content, antioxidant activity, and enzymatic activity. All assays were performed in triplicate. IC50 values were determined by non-linear regression with 95% confidence intervals, and p&lt;0.05. GraphPad Prism version 6.0 was used for statistical analysis. The total phenol content was less than 1.7 µg GAE/mg and total flavonoids were 3.16 ± 2.67 µg QE/mg, close to the limit of quantification (8.37 µg/mL), indicating a low presence of these compounds in the sample. Regarding the extract's antioxidant potential (DPPH), it was observed that at a concentration of 10mg/mL, the sample demonstrated 41.24 ± 3.96% inhibition with an IC50 of 15.12 ± 3.01 µg/mL, indicating moderate antioxidant activity. In the FRAP method, the residue was able to inhibit 221.07 ± 5.82 µM of ferrous sulfate per mg of extract (µM ESF/mg), indicating that AIR has antioxidant potential. Furthermore, the Andiroba industrial residue demonstrated 65.38% inhibition of α-amylase enzyme activity at a concentration of 25 mg/mL, with an IC50 of 17.52 ± 4.57 mg/mL, and regarding lipase enzymatic activity, the inhibition was 53.17% at the same concentration mentioned above, with an IC50 of 19.68 ± 0.16 mg/mL
DOI: 10.17632/m7382k6hkr
title: Supplemental_v2 Material

description: This dataset contains supplementary material supporting the manuscript entitled “Internal organ involvement in epidermal necrolysis and bullous fixed drug eruption assessed by 18Fluorodeoxyglucose-positron emission tomography and computed tomography scan. A proof-of-concept study,” submitted to Clinical & Experimental Dermatology (CED).
The supplementary files include additional tables and figures referenced in the main text:
• Supplementary Table S1–S11: Raw participant data and detailed representative ¹⁸F-FDG PET/CT images obtained at baseline and at 3-month follow-up.
• Supplementary Figure S1–S4: Representative ¹⁸F-FDG PET/CT images with longitudinal comparisons of the eyes, bone marrow, lungs, and heart.
All images are provided in JPEG format. These materials support the findings presented in the main article.
DOI: 10.17632/m7382k6hkr.2
title: Supplemental_v2 Material

description: This dataset contains supplementary material supporting the manuscript entitled “Internal organ involvement in epidermal necrolysis and bullous fixed drug eruption assessed by 18Fluorodeoxyglucose-positron emission tomography and computed tomography scan. A proof-of-concept study,” submitted to Clinical & Experimental Dermatology (CED).
The supplementary files include additional tables and figures referenced in the main text:
• Supplementary Table S1–S11: Raw participant data and detailed representative ¹⁸F-FDG PET/CT images obtained at baseline and at 3-month follow-up.
• Supplementary Figure S1–S4: Representative ¹⁸F-FDG PET/CT images with longitudinal comparisons of the eyes, bone marrow, lungs, and heart.
All images are provided in JPEG format. These materials support the findings presented in the main article.
DOI: 10.17632/9ywc7w3y3b
title: AEON SAPI: Text-Native Visual Communication through Lossless Image Serialization with Adaptive Compression for Universal Compatibility and LLM Integration

description: We present a framework for text-native visual communication through lossless binary-to-text serialization. By encoding images as Base85 text with adaptive ZLIB compression detection, we enable universal transmission via text-only channels while maintaining pixel-perfect fidelity.

Key contributions: (1) Adaptive compression detection that automatically identifies pre-compressed formats (JPEG, WebP) and bypasses redundant compression, reducing overhead from 33% (Base64) to 25% (Base85); (2) Universal compatibility enabling image transmission through any text channel (JSON APIs, email, chat, SMS) without protocol modification; (3) Experimental demonstration of emergent AI capability where a large language model autonomously recognized and decoded a serialized image format without explicit instruction, reconstructing a 1024×1024 JPEG (366,976 bytes) from 458,720 text characters with 100% byte-perfect fidelity; (4) Transmission latency reduction of 7.6× compared to traditional multipart/form-data protocols.

Furthermore, we demonstrate a critical application for low-bandwidth aerospace environments: by utilizing WebP as the base format within our pipeline, we achieved a 90.3% reduction in payload size (44KB vs 366KB) compared to standard JPEG, enabling high-fidelity satellite imagery transmission via plain text telemetry.

This approach enables novel communication modalities: visual data flows through text-only channels, LLMs process images natively as token sequences, blockchain smart contracts store images as immutable strings, and archival systems achieve format-independent 602-year retention through plain-text durability. Our work challenges the conventional binary/text dichotomy in data transmission and demonstrates that visual communication can be text-native, instantaneous, and universally compatible.
DOI: 10.17632/9ywc7w3y3b.1
title: AEON SAPI: Text-Native Visual Communication through Lossless Image Serialization with Adaptive Compression for Universal Compatibility and LLM Integration

description: We present a framework for text-native visual communication through lossless binary-to-text serialization. By encoding images as Base85 text with adaptive ZLIB compression detection, we enable universal transmission via text-only channels while maintaining pixel-perfect fidelity.

Key contributions: (1) Adaptive compression detection that automatically identifies pre-compressed formats (JPEG, WebP) and bypasses redundant compression, reducing overhead from 33% (Base64) to 25% (Base85); (2) Universal compatibility enabling image transmission through any text channel (JSON APIs, email, chat, SMS) without protocol modification; (3) Experimental demonstration of emergent AI capability where a large language model autonomously recognized and decoded a serialized image format without explicit instruction, reconstructing a 1024×1024 JPEG (366,976 bytes) from 458,720 text characters with 100% byte-perfect fidelity; (4) Transmission latency reduction of 7.6× compared to traditional multipart/form-data protocols.

Furthermore, we demonstrate a critical application for low-bandwidth aerospace environments: by utilizing WebP as the base format within our pipeline, we achieved a 90.3% reduction in payload size (44KB vs 366KB) compared to standard JPEG, enabling high-fidelity satellite imagery transmission via plain text telemetry.

This approach enables novel communication modalities: visual data flows through text-only channels, LLMs process images natively as token sequences, blockchain smart contracts store images as immutable strings, and archival systems achieve format-independent 602-year retention through plain-text durability. Our work challenges the conventional binary/text dichotomy in data transmission and demonstrates that visual communication can be text-native, instantaneous, and universally compatible.
DOI: 10.17632/rjgcxt4cxr
title: De novo recovery of Ghana virus, an African bat Henipavirus, reveals differential tropism and attenuated pathogenicity compared to Nipah virus. Haas et al., 2026

description: This dataset contains the numeric source data underlying Figures 1–7 of Haas et al., 2026 (Cell Reports). Data include values from minigenome assays, luciferase reporter measurements, viral replication kinetics, antiviral compound testing, and animal infection studies (body weight change and survival). All replicates, controls, and units are included as reported in the manuscript. Plasmid sequences and long-read RNA sequencing have been deposited in GenBank and SRA (accessions listed in the article).
DOI: 10.17632/rjgcxt4cxr.1
title: De novo recovery of Ghana virus, an African bat Henipavirus, reveals differential tropism and attenuated pathogenicity compared to Nipah virus. Haas et al., 2026

description: This dataset contains the numeric source data underlying Figures 1–7 of Haas et al., 2026 (Cell Reports). Data include values from minigenome assays, luciferase reporter measurements, viral replication kinetics, antiviral compound testing, and animal infection studies (body weight change and survival). All replicates, controls, and units are included as reported in the manuscript. Plasmid sequences and long-read RNA sequencing have been deposited in GenBank and SRA (accessions listed in the article).
DOI: 10.15468/dl.njss79
title: Occurrence Download

description: A dataset listing the 5982 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is one of (Malaysia, Brunei Darussalam, Cambodia, Timor-Leste, Indonesia, Lao People’s Democratic Republic, Myanmar, Philippines, Singapore, Viet Nam, Thailand, Papua New Guinea)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Polypodiopsida",
 "Year 1000-2026"
 ]
}

 The dataset's 5982 records were derived from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001993-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hekng3
title: Occurrence Download

description: A dataset containing 616 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Amaranthus crispus"
 ]
}

 The dataset includes 616 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002002-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/sj3rdvkcrd
title: Two-D CT images of the host rock and layers of a sinter mound from Los Geysers (northern TMVB)

description: Two-D CT images of the host rock and layers of a sinter mound from Los Geysers (northern TMVB)
DOI: 10.17632/d573m6gpfs
title: Type I-E CRISPR-Cas plasmid loss data

description: Two zip files containing fastq files for plasmid loss data. The file "10 h cycles.zip" contains the fastq files for each of 5 growth cycles for each MS1-MS4 WT or Cas1 strain. The file "short time points.zip" contains the fastq files for each 2 hour time point within the first 10 hour growth cycle for each MS1-MS4 WT or Cas1 strain. Two replicates per strain used for data analysis are included in each zip file. Cycle 0 or control files that were used for normalization to the original library content are also included. Only R1 reads were used for the data analysis, and are included in the zip files.
DOI: 10.17632/sj3rdvkcrd.1
title: Two-D CT images of the host rock and layers of a sinter mound from Los Geysers (northern TMVB)

description: Two-D CT images of the host rock and layers of a sinter mound from Los Geysers (northern TMVB)
DOI: 10.17632/d573m6gpfs.1
title: Type I-E CRISPR-Cas plasmid loss data

description: Two zip files containing fastq files for plasmid loss data. The file "10 h cycles.zip" contains the fastq files for each of 5 growth cycles for each MS1-MS4 WT or Cas1 strain. The file "short time points.zip" contains the fastq files for each 2 hour time point within the first 10 hour growth cycle for each MS1-MS4 WT or Cas1 strain. Two replicates per strain used for data analysis are included in each zip file. Cycle 0 or control files that were used for normalization to the original library content are also included. Only R1 reads were used for the data analysis, and are included in the zip files.
DOI: 10.17632/hp94vb5w8v
title: The second-order term in the Einstein field equations derived from the FLRW metric perturbation modelling a 3D lattice universe generates a dynamical cosmological constant with the observed value

description: Several models have been proposed to explain the cosmological constant because of alterations in the distance-redshift relation caused by the universe’s inhomogeneities. We modelled the universe as a spherical galactic mass with a Gaussian radial profile, repeated at the nodes of a periodic 3D-lattice. The Einstein field density equation was solved to the second-order for the scalar field perturbation of the FLRW metric in the Newtonian gauge. The resulting metric solution is free of singularities. The diagonal Einstein spatial field equations exhibit only the subtraction of a second-order term. This term corresponds to a time-dependent cosmological constant in the reference frame comoving with the galaxy positions. This geometrically derived cosmological constant accurately predicts the current observed value using a realistic standard galaxy density profile, without introducing any additional adjustable parameters. This approach opens a track of research to explain the origin of the cosmological constant and of the Hubble tension within the framework of pure general relativity.
DOI: 10.17632/hp94vb5w8v.3
title: The second-order term in the Einstein field equations derived from the FLRW metric perturbation modelling a 3D lattice universe generates a dynamical cosmological constant with the observed value

description: Several models have been proposed to explain the cosmological constant because of alterations in the distance-redshift relation caused by the universe’s inhomogeneities. We modelled the universe as a spherical galactic mass with a Gaussian radial profile, repeated at the nodes of a periodic 3D-lattice. The Einstein field density equation was solved to the second-order for the scalar field perturbation of the FLRW metric in the Newtonian gauge. The resulting metric solution is free of singularities. The diagonal Einstein spatial field equations exhibit only the subtraction of a second-order term. This term corresponds to a time-dependent cosmological constant in the reference frame comoving with the galaxy positions. This geometrically derived cosmological constant accurately predicts the current observed value using a realistic standard galaxy density profile, without introducing any additional adjustable parameters. This approach opens a track of research to explain the origin of the cosmological constant and of the Hubble tension within the framework of pure general relativity.