cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4kpv2bh6cx
title: Turbulence parameters using GPS RO and Radar

description: These are the processed data from ST/MST radars, radiosonde measurements and COSMIC-1 & 2 observations for generating turbulence parameters.
DOI: 10.17632/4kpv2bh6cx.1
title: Turbulence parameters using GPS RO and Radar

description: These are the processed data from ST/MST radars, radiosonde measurements and COSMIC-1 & 2 observations for generating turbulence parameters.
DOI: 10.17632/7gsj4v2vdc.1
title: Molecular dataset

description: Dataset for "A dataset for revealing the potential of inter-primer binding site (iPBS), Start codon-targeted (SCoT), and CAAT box–derived polymorphism (CBDP) in exploring genetic diversity and grouping the plant genetic materials: A case study in Aegilops tauschii populations"
DOI: 10.6084/m9.figshare.29780618
title: Combined application of <i>Azadirachta indica</i> leaf extract and zerovalent iron nanoparticles (nZVI) enhances phytoremediation potential of <i>Brassica napus</i> L. in surgical industry wastewater

description: This study investigated the potential of <i>Brassica napus</i> L. to remediate heavy metals from surgical industry wastewater through the application of neem (<i>Azadirachta indica</i> L.) leaf extract and nZVI. Plants exposed to untreated wastewater exhibited significant reductions in growth and photosynthetic pigments. However, the combined application of neem extract and nZVI improved plant height by 318%, number of leaves by 300%, leaf area by 329%, and root length by 63% at 100% wastewater concentration. The treatment also decreased oxidative stress indicators, including hydrogen peroxide (H<sub>2</sub>O<sub>2</sub>) by 16% in leaves and 8% in roots, malondialdehyde (MDA) by 21% and 39%, and electrolyte leakage (EL) by 27% and 50%, respectively. In contrast, antioxidant enzyme activities increased, with peroxidase (POD) enhanced by 47% in leaves and 81% in roots, superoxide dismutase (SOD) by 97% and 59%, ascorbate peroxidase (APX) by 55% and 29%, and catalase (CAT) by 38% and 52%. The accumulation of heavy metals also rose substantially under the combined treatment, with Ni, Cd, and Pb increasing by 33–126%, 23–106%, and 52–74% in roots; 29–87%, 36–140%, and 50–155% in stems; and 46–73%, 36–74%, and 71–186% in leaves, respectively, compared with control plants. The present study evaluated the successful combination of nZVI and neem leaf extract in removing heavy metals from surgical industry wastewater through <i>B.napus</i>. The nZVI and neem leaf extracts depicted plant growth promoting role and enhanced the HMs accumulation in root &gt; stem &gt; leaf. The research shows great potential for combining nZVI and neem leaf extract to remove HMs from heavily contaminated surgical wastewater.
DOI: 10.6084/m9.figshare.29780618.v1
title: Combined application of <i>Azadirachta indica</i> leaf extract and zerovalent iron nanoparticles (nZVI) enhances phytoremediation potential of <i>Brassica napus</i> L. in surgical industry wastewater

description: This study investigated the potential of <i>Brassica napus</i> L. to remediate heavy metals from surgical industry wastewater through the application of neem (<i>Azadirachta indica</i> L.) leaf extract and nZVI. Plants exposed to untreated wastewater exhibited significant reductions in growth and photosynthetic pigments. However, the combined application of neem extract and nZVI improved plant height by 318%, number of leaves by 300%, leaf area by 329%, and root length by 63% at 100% wastewater concentration. The treatment also decreased oxidative stress indicators, including hydrogen peroxide (H<sub>2</sub>O<sub>2</sub>) by 16% in leaves and 8% in roots, malondialdehyde (MDA) by 21% and 39%, and electrolyte leakage (EL) by 27% and 50%, respectively. In contrast, antioxidant enzyme activities increased, with peroxidase (POD) enhanced by 47% in leaves and 81% in roots, superoxide dismutase (SOD) by 97% and 59%, ascorbate peroxidase (APX) by 55% and 29%, and catalase (CAT) by 38% and 52%. The accumulation of heavy metals also rose substantially under the combined treatment, with Ni, Cd, and Pb increasing by 33–126%, 23–106%, and 52–74% in roots; 29–87%, 36–140%, and 50–155% in stems; and 46–73%, 36–74%, and 71–186% in leaves, respectively, compared with control plants. The present study evaluated the successful combination of nZVI and neem leaf extract in removing heavy metals from surgical industry wastewater through <i>B.napus</i>. The nZVI and neem leaf extracts depicted plant growth promoting role and enhanced the HMs accumulation in root &gt; stem &gt; leaf. The research shows great potential for combining nZVI and neem leaf extract to remove HMs from heavily contaminated surgical wastewater.
DOI: 10.17632/2tzj5m5kp4
title: DATASET ON SOCIO-DEMOGRAPHIC PREDICTORS OF HELP-SEEKING FOR POSTPARTUM DEPRESSION IN NORTHERN NIGERIA

description: Postpartum depression (PPD) remains a hidden public health challenge in Northern Nigeria, where cultural expectations and socioeconomic disparities often silence women’s mental health needs. Guided by the Theory of Planned Behaviour, this study examined how demographic factors such as age, income, education, and number of children shape women’s help-seeking behaviour for PPD in Yobe and Niger States. Using data from 519 women of reproductive age, analysed through SmartPLS Structural Equation Modelling, the findings reveal that income exerted the strongest influence on help-seeking behaviour (β = 0.463), followed by education (β = 0.301), age (β = 0.243), and number of children (β = 0.171). These results underscore that economic capacity and educational attainment substantially enhance women’s perceived behavioural control and willingness to seek support. The study’s proposed Socio-Demographic Enabling Model (SDEM) reconceptualises these variables as structural determinants of psychological readiness for care. It concludes that improving women’s financial independence, access to education, and mental health literacy is vital to bridging the maternal mental health gap in Nigeria
DOI: 10.17632/2tzj5m5kp4.1
title: DATASET ON SOCIO-DEMOGRAPHIC PREDICTORS OF HELP-SEEKING FOR POSTPARTUM DEPRESSION IN NORTHERN NIGERIA

description: Postpartum depression (PPD) remains a hidden public health challenge in Northern Nigeria, where cultural expectations and socioeconomic disparities often silence women’s mental health needs. Guided by the Theory of Planned Behaviour, this study examined how demographic factors such as age, income, education, and number of children shape women’s help-seeking behaviour for PPD in Yobe and Niger States. Using data from 519 women of reproductive age, analysed through SmartPLS Structural Equation Modelling, the findings reveal that income exerted the strongest influence on help-seeking behaviour (β = 0.463), followed by education (β = 0.301), age (β = 0.243), and number of children (β = 0.171). These results underscore that economic capacity and educational attainment substantially enhance women’s perceived behavioural control and willingness to seek support. The study’s proposed Socio-Demographic Enabling Model (SDEM) reconceptualises these variables as structural determinants of psychological readiness for care. It concludes that improving women’s financial independence, access to education, and mental health literacy is vital to bridging the maternal mental health gap in Nigeria
DOI: 10.17632/j6yvfgdrcp
title: AutoSpectral: OMIP-102 unmixing

description: Re-unmixing of OMIP-102 using AutoSpectral. Examples are provided using per-cell autofluorescence extraction (scAF-tagged files), or, additionally, with per-cell fluorophore optimization after single-cell autofluorescence extraction. The latter is provided with the exact computation approach ("slow") or the "fast" approximation. The intermediate Woodbury rank-one updating approach is not provided due to limits on the storage space.
DOI: 10.17632/j6yvfgdrcp.2
title: AutoSpectral: OMIP-102 unmixing

description: Re-unmixing of OMIP-102 using AutoSpectral. Examples are provided using per-cell autofluorescence extraction (scAF-tagged files), or, additionally, with per-cell fluorophore optimization after single-cell autofluorescence extraction. The latter is provided with the exact computation approach ("slow") or the "fast" approximation. The intermediate Woodbury rank-one updating approach is not provided due to limits on the storage space.
DOI: 10.15468/dl.kfhssb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((28.77747 -1.19097,28.27708 -1.86833,28.6628 -3.13892,31.09177 -3.02441,31.2273 -2.11838,30.63308 -0.81573,28.77747 -1.19097))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes aegypti"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006769-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17407965
title: Calibration experiments of ground-based microwave radiometers

description: This dataset contains data from HATPRO microwave radiometer (MWR) absolute calibrations conducted by the University of Cologne in Jülich, Germany between 2017 and 2024. Furthermore, there are data from MWR calibrations during the FESSTVaL experiment in Lindenberg, Germany. 

In total, four different HATPRO Generation 5 (G5) instruments have been used: TOPHAT (an upgraded G2>G5 radiometer), and JOYHAT (G5) in Jülich, as well as DWDHAT and FOGHAT for FESSTVaL (both G5).

The data consist of brightness temperature observations on the cold and hot calibration target and can be used to monitor the stability and drifts of microwave radiometer receivers. FESSTVaL data were also used to assess the repeatability of absolute MWR calibrations.
DOI: 10.5281/zenodo.17407966
title: Calibration experiments of ground-based microwave radiometers

description: This dataset contains data from HATPRO microwave radiometer (MWR) absolute calibrations conducted by the University of Cologne in Jülich, Germany between 2017 and 2024. Furthermore, there are data from MWR calibrations during the FESSTVaL experiment in Lindenberg, Germany. 

In total, four different HATPRO Generation 5 (G5) instruments have been used: TOPHAT (an upgraded G2>G5 radiometer), and JOYHAT (G5) in Jülich, as well as DWDHAT and FOGHAT for FESSTVaL (both G5).

The data consist of brightness temperature observations on the cold and hot calibration target and can be used to monitor the stability and drifts of microwave radiometer receivers. FESSTVaL data were also used to assess the repeatability of absolute MWR calibrations.
DOI: 10.17632/9f8dmwyspb
title: The exponential integral Ei(x) and numerical calculation of its inverse

description: The six Mathematica notebooks (extension "nb"), contain different algorithms to calculate the exponential integral Ei(X) and its inverse. The methods and all details are provided in the article "The exponential integral Ei(x) and numerical calculation of its inverse", by Ricker & Singull for Contemporary Mathematics. For just inspecting the code, without the Mathematica software, the notebooks are provided also as PDF files.
DOI: 10.17632/9f8dmwyspb.5
title: The exponential integral Ei(x) and numerical calculation of its inverse

description: The six Mathematica notebooks (extension "nb"), contain different algorithms to calculate the exponential integral Ei(X) and its inverse. The methods and all details are provided in the article "The exponential integral Ei(x) and numerical calculation of its inverse", by Ricker & Singull for Contemporary Mathematics. For just inspecting the code, without the Mathematica software, the notebooks are provided also as PDF files.
DOI: 10.17632/fns3x4bg6s
title: Handwritten Marathi Character Dataset in Devanagari Script

description: This dataset consists of handwritten Marathi characters written in the Devanagari script. All samples were collected manually and scanned at 300 DPI resolution. Each image is preprocessed and converted into a 28×28 grayscale format for consistency and compatibility with deep learning models.
The dataset is designed to support research in Optical Character Recognition (OCR), character recognition, and pattern classification tasks. It provides a valuable resource for training and evaluating models such as Convolutional Neural Networks (CNNs) and Quantum Neural Networks (QNNs).
This dataset aims to contribute to the development of efficient recognition systems for the Marathi language and promote research in regional language processing using the Devanagari script.
DOI: 10.17632/fns3x4bg6s.3
title: Handwritten Marathi Character Dataset in Devanagari Script

description: This dataset consists of handwritten Marathi characters written in the Devanagari script. All samples were collected manually and scanned at 300 DPI resolution. Each image is preprocessed and converted into a 28×28 grayscale format for consistency and compatibility with deep learning models.
The dataset is designed to support research in Optical Character Recognition (OCR), character recognition, and pattern classification tasks. It provides a valuable resource for training and evaluating models such as Convolutional Neural Networks (CNNs) and Quantum Neural Networks (QNNs).
This dataset aims to contribute to the development of efficient recognition systems for the Marathi language and promote research in regional language processing using the Devanagari script.
DOI: 10.17632/5w3gdsym68.3
title: When the bordering levee breaks: The impact of floods on corporate financialization in China

description: Paper Title 
When the bordering levee breaks: The impact of floods on corporate financialization in China.
Authors: 
Ziqing Wu (School of Economics & Trade, Hunan University, Changsha, China);
Leyi Chen (School of Economics & Trade, Hunan University, Changsha, China); 
Lingpeng Shi (School of Economics & Trade, Hunan University, Changsha, China); 
Date: October 23, 2025 

1. Overview 
This replication package provides all the publicly available data, code, and instructions required to reproduce the main empirical results of the above-mentioned research paper. The package is designed to facilitate transparency and enable independent verification of all statistical findings reported in the study.
DOI: 10.17632/69hg57ddw9
title: Event-based Dataset for Insect Trajectories

description: This dataset consists of event recordings that were manually labelled to create a representative subset of insect flight trajectories and background activity. It includes ground-truth labels for semantic segmentation as well as for instance segmentation.
DOI: 10.17632/69hg57ddw9.1
title: Event-based Dataset for Insect Trajectories

description: This dataset consists of event recordings that were manually labelled to create a representative subset of insect flight trajectories and background activity. It includes ground-truth labels for semantic segmentation as well as for instance segmentation.
DOI: 10.17632/xhjt3fmggy
title: Weekly RPE in tennis

description: The training loads of eight professional tennis players were tracked over one season. Association between three load monitoring parameters were analyzed: (i) weekly average of each s-RPE (mRPE) vs. a single weekly average measure reported on the last day of the week (wRPE); (ii) weekly training load (s-RPE × duration) using both mRPE and wRPE; and (iii) week-to-week percentage changes in training load using mRPE and wRPE. A nested model analysis, considering player and training week as random variables, was used to predict s-RPE based on wRPE.
DOI: 10.15468/dl.axp47y
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jaculispora submersa"
 ]
}

 The dataset includes 79 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006771-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xhjt3fmggy.1
title: Weekly RPE in tennis

description: The training loads of eight professional tennis players were tracked over one season. Association between three load monitoring parameters were analyzed: (i) weekly average of each s-RPE (mRPE) vs. a single weekly average measure reported on the last day of the week (wRPE); (ii) weekly training load (s-RPE × duration) using both mRPE and wRPE; and (iii) week-to-week percentage changes in training load using mRPE and wRPE. A nested model analysis, considering player and training week as random variables, was used to predict s-RPE based on wRPE.
DOI: 10.17632/3y5rdz6z3v
title: Investor Attention and Art Investment Returns: The Role of Noise Trading Risk Premium

description: This is the replication package of the paper "Investor Attention and Art Investment Returns: The Role of Noise Trading Risk Premium".
DOI: 10.17632/3y5rdz6z3v.1
title: Investor Attention and Art Investment Returns: The Role of Noise Trading Risk Premium

description: This is the replication package of the paper "Investor Attention and Art Investment Returns: The Role of Noise Trading Risk Premium".
DOI: 10.17632/tczxgfb7gx
title: Educational mismatch and wages: Evidence from a cross-country comparison

description: This replication package contains all the data, code, and instructions for the article "Educational mismatch and wages: Evidence from a cross-country comparison." All analyses are executed in Stata.
DOI: 10.17632/tczxgfb7gx.2
title: Educational mismatch and wages: Evidence from a cross-country comparison

description: This replication package contains all the data, code, and instructions for the article "Educational mismatch and wages: Evidence from a cross-country comparison." All analyses are executed in Stata.
DOI: 10.17632/5sjf8x8sp6
title: New replication code for "International food price swings and their consequences for the Chinese economy"

description: Replication code for "International food price swings and their consequences for the Chinese economy"
DOI: 10.17632/5sjf8x8sp6.1
title: New replication code for "International food price swings and their consequences for the Chinese economy"

description: Replication code for "International food price swings and their consequences for the Chinese economy"
DOI: 10.17632/dyhdxsd7x2
title: GDNF, EGF and IGF-1 Levels in Acute and Remitted Schizophrenia Patients and Their Association with Symptom Severity: A Prospective Study

description: The research explores difference of GDNF, EGF and IGF-1 levels between acute/remitted schizophrenia patients and healthy controls and associates their levels with symptom severity. GDNF was found to be significantly lower in schizophrenia patients at 8th week (remitted) than in healthy controls, IGF-1 was found to be significantly lower in schizophrenia patients at 4th week and 8th week; EGF levels were found to be significantly lower at all measurement times (baseline(acute), 4th and 8th week(remitted)). At 8th week there is significantly negative correlation of all marker levels with PANSS negative and PANSS total scores. Calgary Depression Scale of Schizophrenia also was done to schizophrenia patients at all measurement times in order to exclude comorbid depression that might contributes different marker levels.
DOI: 10.17632/dyhdxsd7x2.1
title: GDNF, EGF and IGF-1 Levels in Acute and Remitted Schizophrenia Patients and Their Association with Symptom Severity: A Prospective Study

description: The research explores difference of GDNF, EGF and IGF-1 levels between acute/remitted schizophrenia patients and healthy controls and associates their levels with symptom severity. GDNF was found to be significantly lower in schizophrenia patients at 8th week (remitted) than in healthy controls, IGF-1 was found to be significantly lower in schizophrenia patients at 4th week and 8th week; EGF levels were found to be significantly lower at all measurement times (baseline(acute), 4th and 8th week(remitted)). At 8th week there is significantly negative correlation of all marker levels with PANSS negative and PANSS total scores. Calgary Depression Scale of Schizophrenia also was done to schizophrenia patients at all measurement times in order to exclude comorbid depression that might contributes different marker levels.
DOI: 10.15468/dl.jg6fh6
title: Occurrence Download

description: A dataset containing 202 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Berberis amurensis latifolia"
 ]
}

 The dataset includes 202 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006772-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25446/oxford.30480455
title: Extended data Living Rapid Research Needs Appraisal (RRNA) for Priority Diseases Protocol

description: Extended data for: ‘A 'Living' Rapid Research Needs Appraisal for Priority Diseases Platform
DOI: 10.25446/oxford.30480455.v1
title: Extended data Living Rapid Research Needs Appraisal (RRNA) for Priority Diseases Protocol

description: Extended data for: ‘A 'Living' Rapid Research Needs Appraisal for Priority Diseases Platform
DOI: 10.34808/b168-b252
title: Long-term measurement of physiological parameters - a teenager (60 minutes) 5 serie

description: 







The data set was obtained during the project focus on the determination of changes in physiological parameters due to a stressful situation.The measurements were conducted with the system which consists e.g. sensors of temperature, skin resistance, and pulse.Long-term (60 minutes) measurement of physiological parameters was performed on the healthy volunteer (girl, age 16) during school lesons.Acronyms used into a dataset:t- time (counted every 5 seconds);R – skin resistance (HI – too high value to be measured);X – detection of stress (can be 0 or 1)H – pulseB- the value of the battery charge T – skin temperature.




The figure of measurement system:
1 - sensors
2 - charger
3 - data transfer
DOI: 10.34808/px9b-6843
title: Long-term measurement of physiological parameters - a teenager (60 minutes) 4 serie

description: 







The data set was obtained during the project focus on the determination of changes in physiological parameters due to a stressful situation.The measurements were conducted with the system which consists e.g. sensors of temperature, skin resistance, and pulse.Long-term (60 minutes) measurement of physiological parameters was performed on the healthy volunteer (girl, age 16).Acronyms used into a dataset:t- time (counted every 5 seconds);R – skin resistance (HI – too high value to be measured);X – detection of stress (can be 0 or 1)H – pulseB- the value of the battery charge T – skin temperature.




The figure of measurement system:
1 - sensors
2 - charger
3 - data transfer
DOI: 10.34808/6kpw-sa28
title: Long-term measurement of physiological parameters - a teenager (60 minutes) 3 serie

description: 







The data set was obtained during the project focus on the determination of changes in physiological parameters due to a stressful situation.The measurements were conducted with the system which consists e.g. sensors of temperature, skin resistance, and pulse.Long-term (60 minutes) measurement of physiological parameters was performed on the healthy volunteer (girl, age 16).Acronyms used into a dataset:t- time (counted every 5 seconds);R – skin resistance (HI – too high value to be measured);X – detection of stress (can be 0 or 1)H – pulseB- the value of the battery charge T – skin temperature.




The figure of measurement system:
1 - sensors
2 - charger
3 - data transfer