cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/9v349h653n.1
title: Flood risk assessment along the River Niger

description: The dataset used to build a novel Flood Risk Assessment (FRA) for semi-arid rural areas is provided here. Our FRA aims to address the shortcomings in multi-hazard, participation, and risk reduction that have been recurring in the FRA for semi-arid rural regions published over the last decade.
We hypothesise that assessing flood risk by integrating high-resolution geoinformation and local knowledge in a participatory process enables the identification of risk reduction measures, thereby contributing to flood risk assessment in risk management.
Data show the flood-prone area of the River Niger upstream of the city of Niamey during local floods and Guinean floods, each according to three probabilities of occurrence (return periods of 10, 30, and 100 years). Moreover, the data include the basin of the Karma Wadi (the largest tributary of the Niger River, which is reported to flood crops along the River Niger) and the highlands requiring treatment. Further information provided in the dataset includes assets exposed to each flood, expected damage, risk level for each of the five municipalities along the river, potential risk reduction measures, and their cost-benefit analysis.
The main findings of the FRA are: 
1) River flooding during the dry season causes more damage than during the wet season
2) Expected damage to irrigated crops is greater than damage to buildings
3) High-resolution geoinformation and local knowledge identify a feasible risk reduction
4) Raising the levees of rice fields, hygiene, and sanitation are priorities
5) High land prices hinder resettlement and redirect land development
The data consists of an Excel file reporting (i) crops, settlements, buildings (footprint and number) exposed to 6 flood scenarios organised by municipality; (ii) expected damage, (iii) SWOT analysis on measures; (iv) Measures priority; (v) Risk reduction; (vi) Cost-benefit analysis. Moreover, five folders contain shape files of flood-prone areas, categorised by six scenarios (two types of floods and three probabilities of occurrence each), water depth, and assets (crops and buildings). Finally, two figures in PNG format localise each flood-prone settlement mentioned in the tables.
Data were gathered from daily river discharge data provided by the Ministry of Hydraulics and Sanitation of Niger, a digital elevation model extracted from Planet satellite images and Google Earth images, the Information System on Rural Markets (SIMA), field inspections, and focus groups conducted with the municipalities of Gothèye, Karma, Kourteye, and Namaro.
The dataset can be used for flood recovery, an impact-based flood early warning system, local risk reduction planning, and local emergency planning.
DOI: 10.15468/dl.9g9pf4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras adolfoi",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033853-251025141854904/datasets/export for details.
DOI: 10.17632/smz8ffbthy
title: Lemon Leaf Dataset: Images of Citrus Diseases and Healthy Leaves from Bangladesh

description: This dataset contains 4,394 images of lemon leaves representing seven classes: Anthracnose, Citrus Canker, Citrus Greening (Huanglongbing), Citrus Leaf Curl, Citrus Leafminer, Healthy Leaves, and Swallowtail Larval Herbivory/Deficiency. The images were collected from Uttar Dattapara, Khagan, Birulia, Savar, Dhaka, Bangladesh.

The dataset is designed for research in plant disease detection, image classification, and machine learning applications in agriculture. Each class includes 600+ high-quality images to support robust training and evaluation of deep learning models.

Class Distribution:
Anthracnose – 609 images
Citrus Canker – 623 images
Citrus Greening/Huanglongbing – 618 images
Citrus Leaf Curl – 634 images
Citrus Leafminer – 650 images
Healthy Leaf – 630 images
Swallowtail Larval Herbivory/Deficiency – 630 images
DOI: 10.17632/smz8ffbthy.3
title: Lemon Leaf Dataset: Images of Citrus Diseases and Healthy Leaves from Bangladesh

description: This dataset contains 4,394 images of lemon leaves representing seven classes: Anthracnose, Citrus Canker, Citrus Greening (Huanglongbing), Citrus Leaf Curl, Citrus Leafminer, Healthy Leaves, and Swallowtail Larval Herbivory/Deficiency. The images were collected from Uttar Dattapara, Khagan, Birulia, Savar, Dhaka, Bangladesh.

The dataset is designed for research in plant disease detection, image classification, and machine learning applications in agriculture. Each class includes 600+ high-quality images to support robust training and evaluation of deep learning models.

Class Distribution:
Anthracnose – 609 images
Citrus Canker – 623 images
Citrus Greening/Huanglongbing – 618 images
Citrus Leaf Curl – 634 images
Citrus Leafminer – 650 images
Healthy Leaf – 630 images
Swallowtail Larval Herbivory/Deficiency – 630 images
DOI: 10.15468/dl.vwgejd
title: Occurrence Download

description: A dataset containing 20244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Limulus polyphemus"
 ]
}

 The dataset includes 20244 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033854-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17603822
title: Spatially resolved CD8+ and CD34+ interface indicators in clear cell renal cell carcinoma

description: This archive contains version 1 of the dataset used in the study entitled “Spatially-resolved CD8+ and CD34+ computational immunohistochemistry indicators improve post-nephrectomy risk stratification in clear cell renal cell carcinoma.” The dataset is utilized for the calculation of CD8+ immunogradient indicators and CD34+ vascular area fraction indicators at the tumor–stroma interface, and for the construction of multivariable prognostic models for progression-free survival in patients with localized clear cell renal cell carcinoma. There are seven files included:

CD8_RCC_hexagonal_data_v1_part1.xlsx,

CD8_RCC_hexagonal_data_v1_part2.xlsx,

CD8_RCC_hexagonal_data_v1_part3.xlsx,

CD34_RCC_hexagonal_data_v1_part1.xlsx,

CD34_RCC_hexagonal_data_v1_part2.xlsx,

CD34_RCC_hexagonal_data_v1_part3.xlsx,

RCC_Primary_variables_v1.xlsx.
DOI: 10.5281/zenodo.17603823
title: Spatially resolved CD8+ and CD34+ interface indicators in clear cell renal cell carcinoma

description: This archive contains version 1 of the dataset used in the study entitled “Spatially-resolved CD8+ and CD34+ computational immunohistochemistry indicators improve post-nephrectomy risk stratification in clear cell renal cell carcinoma.” The dataset is utilized for the calculation of CD8+ immunogradient indicators and CD34+ vascular area fraction indicators at the tumor–stroma interface, and for the construction of multivariable prognostic models for progression-free survival in patients with localized clear cell renal cell carcinoma. There are seven files included:

CD8_RCC_hexagonal_data_v1_part1.xlsx,

CD8_RCC_hexagonal_data_v1_part2.xlsx,

CD8_RCC_hexagonal_data_v1_part3.xlsx,

CD34_RCC_hexagonal_data_v1_part1.xlsx,

CD34_RCC_hexagonal_data_v1_part2.xlsx,

CD34_RCC_hexagonal_data_v1_part3.xlsx,

RCC_Primary_variables_v1.xlsx.
DOI: 10.15468/dl.m2x5yq
title: Occurrence Download

description: A dataset containing 588 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 {
 "or" : [
 "Year is 2017",
 "Year is 2018",
 "Year is 2019",
 "Year is 2020",
 "Year is 2021",
 "Year is 2022",
 "Year is 2023",
 "Year is 2024",
 "Year is 2016",
 "Year is 2015"
 ]
 },
 "BasisOfRecord is one of (Human Observation, Material sample, Machine Observation)",
 "TaxonKey is one of (Elmidae [GBIF Backbone Taxonomy])",
 "StateProvince is one of (Cundinamarca, Boyacá)"
 ]
 }
 ]
}

 The dataset includes 588 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033855-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6px8x5fs3w
title: Data for the publication entitled - "Mobility of the sacroiliac joint in healthy young population"

description: Objectives
Pelvic incidence (PI) is acknowledged as the most significant geometric parameter of the pelvis. It has traditionally been considered a constant parameter, predicated on the assumption that the sacroiliac joint (SIJ) permits only minimal movement. However, we hypothesized that the SIJ is not a fixed joint in all cases even in healthy symptom-free population. 

Methods
The study included 50 healthy young volunteers aged 19 to 25 years. EOS stereo-radiographs were obtained in weight-bearing standing positions, both normal, leaning forward and reclined. Three-dimensional reconstruction of the pelvic parameters was conducted using SterEOS software.

Results 
We observed clinically significant differences in pelvic incidence when comparing leaned forward and reclined positions. The average pelvic incidence in a leaned-forward position was 48.58 ± 10.28°, and in a reclined position, it was 48.09 ± 10.74°. In the overall population, the mean absolute difference between the forward and reclined positions was 2.28 ± 2.35°. For men, this difference averaged 2.26 ± 2.78°, while for women, it was 2.30 ± 1.66° between the leaned forward and reclined positions. Absolute difference between forward and reclined positions exceeded 3° in 22% of the healthy population. Notably, in 4% of cases, the deviation surpassed 10°.

Conclusions
We identified a clinically significant difference in pelvic incidence between forward-leaning and reclined positions. This finding indicates that the sacroiliac joint exhibits not only micromovements in all individuals but also a potentially greater range of motion than previously acknowledged, even among a subset of the healthy young population.
DOI: 10.17632/6px8x5fs3w.1
title: Data for the publication entitled - "Mobility of the sacroiliac joint in healthy young population"

description: Objectives
Pelvic incidence (PI) is acknowledged as the most significant geometric parameter of the pelvis. It has traditionally been considered a constant parameter, predicated on the assumption that the sacroiliac joint (SIJ) permits only minimal movement. However, we hypothesized that the SIJ is not a fixed joint in all cases even in healthy symptom-free population. 

Methods
The study included 50 healthy young volunteers aged 19 to 25 years. EOS stereo-radiographs were obtained in weight-bearing standing positions, both normal, leaning forward and reclined. Three-dimensional reconstruction of the pelvic parameters was conducted using SterEOS software.

Results 
We observed clinically significant differences in pelvic incidence when comparing leaned forward and reclined positions. The average pelvic incidence in a leaned-forward position was 48.58 ± 10.28°, and in a reclined position, it was 48.09 ± 10.74°. In the overall population, the mean absolute difference between the forward and reclined positions was 2.28 ± 2.35°. For men, this difference averaged 2.26 ± 2.78°, while for women, it was 2.30 ± 1.66° between the leaned forward and reclined positions. Absolute difference between forward and reclined positions exceeded 3° in 22% of the healthy population. Notably, in 4% of cases, the deviation surpassed 10°.

Conclusions
We identified a clinically significant difference in pelvic incidence between forward-leaning and reclined positions. This finding indicates that the sacroiliac joint exhibits not only micromovements in all individuals but also a potentially greater range of motion than previously acknowledged, even among a subset of the healthy young population.
DOI: 10.15468/dl.dm4rya
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras aeneus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033856-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30624146
title: Jonah's Fibonacci- Triangular Discovery- complete formal document

description: This is about theories that I have made and proven that improve and influence mathematics.
DOI: 10.6084/m9.figshare.30624146.v1
title: Jonah's Fibonacci- Triangular Discovery- complete formal document

description: This is about theories that I have made and proven that improve and influence mathematics.
DOI: 10.17632/rx48h6ykd7.1
title: Replication: Leverage, Liquidity and Investment

description: Codes to replication the results in the paper: Leverage, Liquidity, and Investment: The Cyclical Effects of Corporate Debt
DOI: 10.15468/dl.r8e5n3
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "DatasetKey is Herbario Nacional Colombiano (COL)",
 "GadmGid is COL.2_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Zingiberales"
 ]
}

 The dataset includes 113 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033857-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kdjzc7s3rz
title: Supplementary material for proteases from Bacillus

description: Our study was based on the hypothesis that whey, a dairy side-stream with high nutritional content and low cost, can serve as an efficient substrate for the screening and fermentation of protease-producing Bacillus strains, and that the produced proteases can hydrolyze whey proteins into low-molecular-weight peptides and amino acids with functional and industrial potential. To test this hypothesis, soil samples were collected and screened on whey-based media. From 25 isolates, two strains showed the strongest proteolytic activity and were identified by 16S rRNA sequencing as Bacillus amyloliquefaciens LK1 and Bacillus subtilis LK2. Both strains secreted extracellular serine proteases with molecular weights around 30 kDa and isoelectric points near 8.5. Enzyme production was optimized by varying incubation times and aeration rates. Maximum protease activity was observed after 48 h of cultivation, reaching 748 U/L for LK1 and 650 U/L for LK2 when sweet whey was used as the growth medium, demonstrating whey’s value as a fermentation substrate.

Biochemical characterization showed that the enzymes were active across a wide pH range (6–10) with optima at pH 8–9, and temperature optima of 60–65 °C. Both retained stability for several hours at 55 °C but were completely inhibited by PMSF and partially by EDTA/EGTA, confirming they are subtilisin-like serine proteases. LK1 displayed greater tolerance to salts and detergents compared to LK2, a trait advantageous for industrial applications. Application studies demonstrated that LK1 efficiently hydrolyzed both sweet and acid whey proteins, producing small peptides and free amino acids, and in the case of acid whey, achieving complete hydrolysis of high-molecular-weight proteins. Comparative assays with commercial proteases showed that LK1 performed as effectively as some industrial enzymes and surpassed others, highlighting its unique potential. The resulting whey protein hydrolysates are enriched in peptides with known antioxidant, antimicrobial, antihypertensive, and immunomodulatory properties, underscoring their relevance in functional foods and nutraceutical applications.

The data were gathered through a combination of microbiological screening, phylogenetic analysis, fermentation optimization, enzyme purification, SDS-PAGE and isoelectric focusing, biochemical stability assays, and functional hydrolysis experiments. Together, these methods provided a robust dataset linking microbial strain selection to enzyme properties and functional outcomes. In summary, our findings confirm that whey can be successfully valorized as a cultivation and application medium for protease-producing Bacillus strains. The enzymes produced, particularly from B. amyloliquefaciens LK1 demonstrate strong potential for industrial applications in whey hydrolysis and bioactive peptide generation. This work supports both enzyme technology development and circular bioeconomy strategies for dairy waste valorization.
DOI: 10.17632/kdjzc7s3rz.3
title: Supplementary material for proteases from Bacillus

description: Our study was based on the hypothesis that whey, a dairy side-stream with high nutritional content and low cost, can serve as an efficient substrate for the screening and fermentation of protease-producing Bacillus strains, and that the produced proteases can hydrolyze whey proteins into low-molecular-weight peptides and amino acids with functional and industrial potential. To test this hypothesis, soil samples were collected and screened on whey-based media. From 25 isolates, two strains showed the strongest proteolytic activity and were identified by 16S rRNA sequencing as Bacillus amyloliquefaciens LK1 and Bacillus subtilis LK2. Both strains secreted extracellular serine proteases with molecular weights around 30 kDa and isoelectric points near 8.5. Enzyme production was optimized by varying incubation times and aeration rates. Maximum protease activity was observed after 48 h of cultivation, reaching 748 U/L for LK1 and 650 U/L for LK2 when sweet whey was used as the growth medium, demonstrating whey’s value as a fermentation substrate.

Biochemical characterization showed that the enzymes were active across a wide pH range (6–10) with optima at pH 8–9, and temperature optima of 60–65 °C. Both retained stability for several hours at 55 °C but were completely inhibited by PMSF and partially by EDTA/EGTA, confirming they are subtilisin-like serine proteases. LK1 displayed greater tolerance to salts and detergents compared to LK2, a trait advantageous for industrial applications. Application studies demonstrated that LK1 efficiently hydrolyzed both sweet and acid whey proteins, producing small peptides and free amino acids, and in the case of acid whey, achieving complete hydrolysis of high-molecular-weight proteins. Comparative assays with commercial proteases showed that LK1 performed as effectively as some industrial enzymes and surpassed others, highlighting its unique potential. The resulting whey protein hydrolysates are enriched in peptides with known antioxidant, antimicrobial, antihypertensive, and immunomodulatory properties, underscoring their relevance in functional foods and nutraceutical applications.

The data were gathered through a combination of microbiological screening, phylogenetic analysis, fermentation optimization, enzyme purification, SDS-PAGE and isoelectric focusing, biochemical stability assays, and functional hydrolysis experiments. Together, these methods provided a robust dataset linking microbial strain selection to enzyme properties and functional outcomes. In summary, our findings confirm that whey can be successfully valorized as a cultivation and application medium for protease-producing Bacillus strains. The enzymes produced, particularly from B. amyloliquefaciens LK1 demonstrate strong potential for industrial applications in whey hydrolysis and bioactive peptide generation. This work supports both enzyme technology development and circular bioeconomy strategies for dairy waste valorization.
DOI: 10.15468/dl.sjcp96
title: Occurrence Download

description: A dataset containing 4766 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Colombia, Ecuador)",
 "OccurrenceStatus is Present",
 "TaxonKey is Microgramma"
 ]
}

 The dataset includes 4766 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033858-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/yr3yj22s6s
title: Interspecific competition between Bemisia tabaci and Trialeurodes vaporariorum

description: Female-Biased Sex Ratios Amplify Abamectin-Mediated Competitive Displacement of Bemisia tabaci over Trialeurodes vaporariorum
DOI: 10.17632/yr3yj22s6s.1
title: Interspecific competition between Bemisia tabaci and Trialeurodes vaporariorum

description: Female-Biased Sex Ratios Amplify Abamectin-Mediated Competitive Displacement of Bemisia tabaci over Trialeurodes vaporariorum
DOI: 10.15468/dl.ag3btx
title: Occurrence Download

description: A dataset containing 60545 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "GadmGid is one of (USA.1_1, USA.10_1, USA.11_1, USA.25_1, USA.34_1, USA.41_1, USA.43_1, USA.47_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected, Country derived from coordinates, Continent derived from coordinates, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, Occurrence status inferred from individual count, Ambiguous institution, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Continent derived from country)",
 "OccurrenceStatus is Present",
 "TaxonKey is Anopheles crucians"
 ]
}

 The dataset includes 60545 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033816-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/pmxsxwj4k8
title: The effects of carbonate rock surface microrelief on microbial community structure and gene function in moss biocrusts

description: This is a set of raw data of moss biocrust microorganisms based on metagenomic sequencing.
DOI: 10.17632/pmxsxwj4k8.1
title: The effects of carbonate rock surface microrelief on microbial community structure and gene function in moss biocrusts

description: This is a set of raw data of moss biocrust microorganisms based on metagenomic sequencing.
DOI: 10.17632/p663cmn8vn.1
title: Demographic information of 10 LV patients treated with baricitinib

description: Baseline data of 10 patients with LV who were treated with baricitinib.