cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/8c0a-t470
title: Vehicle target detection dataset

description: The public UA-DETRAC data set was used to train the vehicle target detection model in this study. This data set was captured predominantly in the Beijing-Tianjin-Hebei area. Using a Canon EOS 550 camera, 10 hours of video were captured at 25 frames per second, and then the footage was processed. Each frame had a resolution of 960*540 pixels. The UA-DETRAC data set contained 8,259 manually labeled vehicles, with a total of 1,210,000 labeled vehicles. The labeled types included cars, buses, trucks, etc. The data set used contains a total of 140,131 images, of which 70% of the data set is used for training, 15% is used for validation, and 15% is used for testing.
DOI: 10.5281/zenodo.10675497
title: Deep Leaning For Bio-acoustic: case of bird call detection

description: Explore the rich world of sound with this comprehensive audio dataset, accompanied by meticulous annotations in the .svl format. This collection is the result of dedicated efforts by talented AI Master Students at the African Institute for Mathematical Sciences (AIMS) South Africa.

Content:



Audio Files: Immerse yourself in a diverse array of audio recordings, capturing a wide spectrum of sounds and scenarios. From environmental sounds to speech and beyond, the dataset provides a valuable resource for acoustic research and analysis.

Annotation Files (.svl): Unlock the potential of your research with detailed annotations in the .svl format. These files offer a wealth of information, enhancing the understanding and interpretation of the corresponding audio content.


Collection Details: This dataset is more than just a compilation; it's a curated selection that reflects the expertise and passion of AI Master Students engaged in cutting-edge research at AIMS South Africa. The audio files and annotations have been thoughtfully organized to facilitate exploration and analysis across various domains.

Usage Notes: Researchers and practitioners are invited to leverage this dataset for a wide range of applications, including but not limited to speech recognition, environmental monitoring, and machine learning in audio processing. Respect any licensing or usage restrictions associated with individual files, and acknowledge the dataset appropriately in your work.

Citation: When incorporating this dataset into your research, kindly acknowledge its contribution by citing the provided citation information available on Zenodo.
DOI: 10.5281/zenodo.10675498
title: Deep Leaning For Bio-acoustic: case of bird call detection

description: Explore the rich world of sound with this comprehensive audio dataset, accompanied by meticulous annotations in the .svl format. This collection is the result of dedicated efforts by talented AI Master Students at the African Institute for Mathematical Sciences (AIMS) South Africa.

Content:



Audio Files: Immerse yourself in a diverse array of audio recordings, capturing a wide spectrum of sounds and scenarios. From environmental sounds to speech and beyond, the dataset provides a valuable resource for acoustic research and analysis.

Annotation Files (.svl): Unlock the potential of your research with detailed annotations in the .svl format. These files offer a wealth of information, enhancing the understanding and interpretation of the corresponding audio content.


Collection Details: This dataset is more than just a compilation; it's a curated selection that reflects the expertise and passion of AI Master Students engaged in cutting-edge research at AIMS South Africa. The audio files and annotations have been thoughtfully organized to facilitate exploration and analysis across various domains.

Usage Notes: Researchers and practitioners are invited to leverage this dataset for a wide range of applications, including but not limited to speech recognition, environmental monitoring, and machine learning in audio processing. Respect any licensing or usage restrictions associated with individual files, and acknowledge the dataset appropriately in your work.

Citation: When incorporating this dataset into your research, kindly acknowledge its contribution by citing the provided citation information available on Zenodo.
DOI: 10.6084/m9.figshare.23580024
title: Dataset on the Chemical Modification of Ascorbic Acid (AA) to L-ascorbyl-6-palmitate (AP): A Novel Approach For Improved Antioxidant Therapy in Traumatic Brain Injury (TBI)

description: The data support the findings of the research entitled, Chemical Modification of Ascorbic Acid (AA) to L-ascorbyl-6-palmitate (AP): A Novel Approach For Improved Antioxidant Therapy in Traumatic Brain Injury.AA was chemically modified into L-ascorbyl-6-palmitate (AP), a lipophilic derivative, and its impact on oxidative stress biomarkers in TBI-induced rats was investigated.TBI was induced in rats using a weight drop injury (WDI) model. Experimental groups were the AA-receiving group, AP-receiving group, traumatized non-treated (TNT), and non-traumatized non-treated (NTNT) control groups. The activities of antioxidant enzymes, including superoxide dismutase (SOD), catalase (CAT), and glutathione peroxidase (GPx), as well as the levels of malondialdehyde (MDA), were evaluated in serum and brain tissue samples using Cayman’s assay kits according to the manufacturer’s instructions. The Means were computed from five replicates (n = 5) for each parameter. A statistical test, ANOVA was used to determine noteworthy differences between the means. Dunnett’s post hoc test was used to compare treatment groups with control group.In the current study, we utilized DMSO as the vehicle for L-ascorbyl-6-palmitate. We tried various solvents such as water, normal saline, and alcohol, and none of these completely dissolved L-ascorbyl-6-palmitate. We then tried various concentrations of DMSO and only 100% DMSO completely dissolved L-ascorbyl-6-palmitate. Thus, as DMSO itself possesses antioxidant properties, we decided to include the DMSO-treated group to compare and contrast its effects with those of L-ascorbyl-6-palmitate. In the current study, the administration of DMSO alone decreased oxidative stress by decreasing MDA levels, and augmented SOD, CAT, and GPx activities. However, it has less effect when compared to the L-ascorbyl-6-palmitate-treated group. Therefore the second dataset contains the full data including those from the DMSO group. Since this is a novel approach to the TBI experiment, researchers who are interested in furthering the work are welcome to try different solvents and concentrations. Due to limited resources, we were able to analyze MDA levels, SOD, CAT, and GPx activities. Therefore, subsequent work using L-ascorbyl-6-palmitate can include functional and cognitive analysis, as well as histology and immunohistochemistry assays to completely attribute the antioxidative effects of L-ascorbyl-6-palmitate in the TBI.
DOI: 10.6084/m9.figshare.23580024.v1
title: Dataset on the Chemical Modification of Ascorbic Acid (AA) to L-ascorbyl-6-palmitate (AP): A Novel Approach For Improved Antioxidant Therapy in Traumatic Brain Injury (TBI)

description: The data support the findings of the research entitled, Chemical Modification of Ascorbic Acid (AA) to L-ascorbyl-6-palmitate (AP): A Novel Approach For Improved Antioxidant Therapy in Traumatic Brain Injury.   
AA was chemically modified into L-ascorbyl-6-palmitate (AP), a lipophilic derivative, and its impact on oxidative stress biomarkers in TBI-induced rats was investigated. 
TBI was induced in rats using a weight drop injury (WDI) model. Experimental groups were AA-receiving group, AP-receiving group, traumatized non-treated (TNT) and non-traumatized non-treated (NTNT) control groups. The activities of antioxidant enzymes, including superoxide dismutase (SOD), catalase (CAT), and glutathione peroxidase (GPx), as well as the levels of malondialdehyde (MDA), were evaluated in serum and brain tissue samples using Cayman’s assay kits according to the manufacturer’s instructions. The Means were computed from five replicates (n = 5) for each parameter. Statistical test, ANOVA was used to determine noteworthy difference between the means. Dunnett’s post hoc test was used to compare treatment groups with control group.
DOI: 10.6084/m9.figshare.25240231
title: The impact of host country institutional quality on OFDI: Evidence from China.dta

description: This paper is aimed at investigating the influence of the institutional quality of the host country on China’s outward foreign direct investment (OFDI) from a binary margin perspective. The quality of the host country’s system is assumed to have a positive impaction the extensive margin of OFDI in terms of political stability (PS), regulatory quality(RQ), the rule of law (RL), and the control of corruption (CC); however, such system quality inhibits the growth of the intensive margin via RQ, voice and accountability (VA).We further find that institutional differences and the extensive margin of OFDI have a negative relationship. Heterogeneity analysis shows that the host country’s institutional quality significantly contributes to the extensive margin of investment when the host country is a non-low income country, the investment is non greenfield investment, and the industry invested in is the real estate industry. There is a moderating effect of investment motives on the relationship between host country institutional quality and OFDI where host country institutional quality positively affects the extent of investment when the investment motive is market seeking and negatively affects the extent of investment when the investment motive is natural resource seeking.
DOI: 10.6084/m9.figshare.25240231.v1
title: The impact of host country institutional quality on OFDI: Evidence from China.dta

description: This paper is aimed at investigating the influence of the institutional quality of the host country on China’s outward foreign direct investment (OFDI) from a binary margin perspective. The quality of the host country’s system is assumed to have a positive impaction the extensive margin of OFDI in terms of political stability (PS), regulatory quality(RQ), the rule of law (RL), and the control of corruption (CC); however, such system quality inhibits the growth of the intensive margin via RQ, voice and accountability (VA).We further find that institutional differences and the extensive margin of OFDI have a negative relationship. Heterogeneity analysis shows that the host country’s institutional quality significantly contributes to the extensive margin of investment when the host country is a non-low income country, the investment is non greenfield investment, and the industry invested in is the real estate industry. There is a moderating effect of investment motives on the relationship between host country institutional quality and OFDI where host country institutional quality positively affects the extent of investment when the investment motive is market seeking and negatively affects the extent of investment when the investment motive is natural resource seeking.
DOI: 10.6084/m9.figshare.25240240
title: 20240219_starrydata2

description: All data on Starrydata2, a database of experimental properties in the field of inorganic materials
DOI: 10.6084/m9.figshare.25240240.v1
title: 20240219_starrydata2

description: All data on Starrydata2, a database of experimental properties in the field of inorganic materials
DOI: 10.34740/kaggle/dsv/7650066
title: Mahanagar Yatayat Transport Dataset
DOI: 10.5281/zenodo.10675678
title: Net ecosystem exchange in a birch forest site in Abisko, Sweden (2007-2010)

description: Monthly net ecosystem exchange in a birch forest site in Abisko, Sweden (2007-2010)
DOI: 10.5281/zenodo.10675679
title: Net ecosystem exchange in a birch forest site in Abisko, Sweden (2007-2010)

description: Monthly net ecosystem exchange in a birch forest site in Abisko, Sweden (2007-2010)
DOI: 10.25345/c52b8vp4v
title: MassIVE MSV000094111 - DiDBiT-TMT as a novel method for the identification of changes in the de-novo proteome underlying changes in synaptic connections
title: Direct detection of biotinylated proteins (DiDBiT) is a proteomic method that can enrich and detect newly synthesized proteins (NSPs) labelled with biorthogonal amino acids with 20-fold improved detectability compared to conventional methods. However, DiDBiT has currently only been used to compare two conditions per experiment. Here, we present DiDBiT-TMT, a method that can be used to quantify NSPs across many conditions and replicates in the same experiment by combining isobaric tandem mass tagging (TMT) with DiDBiT. We applied DiDBiT-TMT to brain slices to determine changes in the de-novo proteome that occur after inducing chemical long-term potentiation (cLTP) or treatment with the neuromodulator norepinephrine. We successfully demonstrated the capacity of DiDBiT-TMT to quantitatively compare up to 9 samples in parallel. We showed a 98.7% overlap between the NSPs differentially expressed in cLTP-treated and Norepinephrine-treated organotypic brain slices, which has not been previously observed with conventional proteomic methods.
DOI: 10.6084/m9.figshare.23656848
title: Data for <strong>Development and laboratory validation of a plant-derived repellent blend, effective against members of the genera </strong><em><strong>Aedes </strong></em><strong>[Diptera: Culicidae], </strong><em><strong>Anopheles</strong></em> <strong>[Diptera: Culicidae] and </strong><em><strong>Culex </strong></em><strong>[Diptera: Culicidae]. </strong>

description: Data presented was produced from a series of olfactometry experiments and a study using electroantennogram to determine response to stimuli from antennal dissections.
<br>
Olfactometry data represents modified WHO 2013 protocol repellency studies and BG-cage testing of resultant blended semiochemicals
DOI: 10.6084/m9.figshare.23656848.v1
title: Data for <strong>Development and laboratory validation of a plant-derived repellent blend, effective against members of the genera </strong><em><strong>Aedes </strong></em><strong>[Diptera: Culicidae], </strong><em><strong>Anopheles</strong></em> <strong>[Diptera: Culicidae] and </strong><em><strong>Culex </strong></em><strong>[Diptera: Culicidae]. </strong>

description: Data presented was produced from a series of olfactometry experiments and a study using electroantennogram to determine response to stimuli from antennal dissections.
<br>
Olfactometry data represents modified WHO 2013 protocol repellency studies and BG-cage testing of resultant blended semiochemicals
DOI: 10.6084/m9.figshare.25240261
title: EAC Project Information

description: Historical data sets were collected from 13 reinforced concrete building projects executed between 2000 and 2007 by one construction company headquartered in Taipei City, Taiwan.
DOI: 10.6084/m9.figshare.25239973
title: Radix Bupleuri and its adulterants

description: Radix Bupleuri and its adulterants
DOI: 10.6084/m9.figshare.25239973.v1
title: 柴胡及其掺杂物

description: Radix Bupleuri and its adulterants
DOI: 10.6084/m9.figshare.25140014.v1
title: methods

description: This dataset comprises of Figure 1 for Most probable number per 100 ml of water and Figure 2 showing the Frequency of the pathogenic bacteria in water samples.
DOI: 10.5281/zenodo.10657701
title: Chemical accuracy for ligand-receptor binding Gibbs energies through multi-level SQM/QM calculations
DOI: 10.5281/zenodo.10657702
title: Chemical accuracy for ligand-receptor binding Gibbs energies through multi-level SQM/QM calculations
DOI: 10.5281/zenodo.8311174
title: Polyandry and Fast-Z shorebirds

description: Datasets and R scripts used for the manuscript - <strong>Role-reversed polyandry is associated with faster fast-Z in shorebirds</strong>
DOI: 10.5281/zenodo.10676330
title: Polyandry and Fast-Z shorebirds

description: Datasets and R scripts used for the manuscript - Role-reversed polyandry is associated with faster fast-Z in shorebirds
DOI: 10.5281/zenodo.8311173
title: Polyandry and Fast-Z shorebirds

description: Datasets and R scripts used for the manuscript - Role-reversed polyandry is associated with faster fast-Z in shorebirds
DOI: 10.5281/zenodo.8392279
title: Polyandry and Fast-Z shorebirds

description: Datasets and R scripts used for the manuscript - <strong>Role-reversed polyandry is associated with faster fast-Z in shorebirds</strong>
DOI: 10.6084/m9.figshare.17649811
title: Comparative investigation on the orthotropic viscoelastic properties of wood during cooling and heating variations

description: Differences in the orthotropic viscoelastic properties of Chinese fir wood (<i>Cunninghamia lanceolata</i>) during cooling and heating variations were investigated in the temperature range between −120°C and 25°C. The stiffness and damping of the longitudinal (<i>L</i>), radial (<i>R</i>), and tangential (<i>T</i>) specimens were determined for five equilibrium moisture content (EMC) levels ranging from 0.6% to 25.2%. Results showed that the tensile storage modulus (<i>E</i>′) values in the cooling run were lower than those in the heating run at each temperature, regardless of the grain orientation and EMC level. The absolute value of the changing rate of <i>E</i>′ (|Δ<i>E</i>′|) in the cooling run was more pronounced than that in the heating run. The values of |Δ<i>E</i>′| demonstrated an anisotropy at all EMC levels, while the |Δ<i>E</i>′| of L specimens were lower than that of transverse specimens. Compared to per unit temperature, per unit moisture content exerted more influence on the stiffness of specimens. The <i>γ</i>-relaxation was observed in the loss modulus (<i>E</i>′′) and loss factor (tan<i>δ</i>) temperature spectrum. The <i>γ</i>-relaxation peak temperature in the <i>E</i>″ temperature spectrum was lower than that in the tan<i>δ</i> spectrum. The <i>γ</i>-relaxation peak temperature in the cooling run was lower than that in the heating run, irrespective of the grain orientation. Furthermore, the <i>γ</i>-relaxation peak temperature shifted to a lower temperature range with an increasing amount of adsorbed water, independent of cooling and heating runs.
DOI: 10.6084/m9.figshare.17649811.v1
title: Comparative investigation on the orthotropic viscoelastic properties of wood during cooling and heating variations

description: Differences in the orthotropic viscoelastic properties of Chinese fir wood (<i>Cunninghamia lanceolata</i>) during cooling and heating variations were investigated in the temperature range between −120°C and 25°C. The stiffness and damping of the longitudinal (<i>L</i>), radial (<i>R</i>), and tangential (<i>T</i>) specimens were determined for five equilibrium moisture content (EMC) levels ranging from 0.6% to 25.2%. Results showed that the tensile storage modulus (<i>E</i>′) values in the cooling run were lower than those in the heating run at each temperature, regardless of the grain orientation and EMC level. The absolute value of the changing rate of <i>E</i>′ (|Δ<i>E</i>′|) in the cooling run was more pronounced than that in the heating run. The values of |Δ<i>E</i>′| demonstrated an anisotropy at all EMC levels, while the |Δ<i>E</i>′| of L specimens were lower than that of transverse specimens. Compared to per unit temperature, per unit moisture content exerted more influence on the stiffness of specimens. The <i>γ</i>-relaxation was observed in the loss modulus (<i>E</i>′′) and loss factor (tan<i>δ</i>) temperature spectrum. The <i>γ</i>-relaxation peak temperature in the <i>E</i>″ temperature spectrum was lower than that in the tan<i>δ</i> spectrum. The <i>γ</i>-relaxation peak temperature in the cooling run was lower than that in the heating run, irrespective of the grain orientation. Furthermore, the <i>γ</i>-relaxation peak temperature shifted to a lower temperature range with an increasing amount of adsorbed water, independent of cooling and heating runs.
DOI: 10.5517/ccdc.csd.cc2by6k2
title: CCDC 2173024: Experimental Crystal Structure Determination

description: Related Article: Tian-Yi Dang, Hong-Rui Tian, Ying Lu, Run-Han Li, Shu-Xia Liu|2024|Applied Surface Science|654|159459|doi:10.1016/j.apsusc.2024.159459
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2f0tt3
title: CCDC 2235125: Experimental Crystal Structure Determination

description: Related Article: Clara Parella, Andreu Blanquer, Sohini Sinha, Evelyn Hümpfner, Jordi Hernando, Eloi Mora, Xavier Fontrodona, Zsolt Kelemen, Carme Nogués, Rosario Núñez, Isabel Romero|2024|Dyes Pigm.|224|111985|doi:10.1016/j.dyepig.2024.111985
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.25240624
title: <b>Transcriptomic approach on </b><b><i>Villorita cyprinoides </i></b><b>(black clam)</b>

description: <i>Villorita cyprinoides</i> is an ecologically and aquaculturally significant endemic species. This project aims to create reference transcriptomes that will provide a baseline for advancing studies to address species localized habitat, underlying response mechanisms to various environmental stressors, and to improve genetically enhanced stress and disease-resistant individuals.
DOI: 10.6084/m9.figshare.25240624.v1
title: <b>Transcriptomic approach on </b><b><i>Villorita cyprinoides </i></b><b>(black clam)</b>

description: <i>Villorita cyprinoides</i> is an ecologically and aquaculturally significant endemic species. This project aims to create reference transcriptomes that will provide a baseline for advancing studies to address species localized habitat, underlying response mechanisms to various environmental stressors, and to improve genetically enhanced stress and disease-resistant individuals.
DOI: 10.5281/zenodo.10676474
title: Learning High-Quality and General-Purpose Phrase Representations

description: This repo contains datasets for training and evaluation in this paper "Learning High-Quality and General-Purpose Phrase Representations"
DOI: 10.5281/zenodo.10676475
title: Learning High-Quality and General-Purpose Phrase Representations

description: This repo contains datasets for training and evaluation in this paper "Learning High-Quality and General-Purpose Phrase Representations"