cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.07210
title: Programs, Data, and Testing Results on Collatz Dynamics of Extremely Large Integers
title: Programs, Data, and Testing Results on Collatz Dynamics of Extremely Large Integers

description: We computed the largest integer that can return to 1, which is 6000000 bits long (currently known is 128 bits).We proposed an algorithm that can compute extremely large integer by using logical computation instead of numerical computation.We discovered that ratio of Collatz dynamics goes to 1 with the growth of starting integer.We evaluated that dynamics for sufficient large integers is random.We proposed a random bit sequence generator by only using logical computation (or gates).
description: We computed the largest integer that can return to 1, which is 6000000 bits long (currently known is 128 bits).We proposed an algorithm that can compute extremely large integer by using logical computation instead of numerical computation.We discovered that ratio of Collatz dynamics goes to 1 with the growth of starting integer.We evaluated that dynamics for sufficient large integers is random.We proposed a random bit sequence generator by only using logical computation (or gates).
DOI: 10.57760/sciencedb.08115
title: Data for molecular characteristics of oxygen-centered persistent free radicals in aerosol particles
title: Data for molecular characteristics of oxygen-centered persistent free radicals in aerosol particles

description: Contents: The folder contains the mass data for particulate matter in Beijing. A SolariX FT-ICR MS instrument (Bruker Dalton GmbH, Bremen, Germany) equipped with a 15 T superconducting magnet was used for molecular characterization. The elemental composition was assigned by Bruker Data Analysis software (version 5.0).Format: .xlsx
description: Contents: The folder contains the mass data for particulate matter in Beijing. A SolariX FT-ICR MS instrument (Bruker Dalton GmbH, Bremen, Germany) equipped with a 15 T superconducting magnet was used for molecular characterization. The elemental composition was assigned by Bruker Data Analysis software (version 5.0).Format: .xlsx
DOI: 10.57760/sciencedb.07578
title: Shallow
title: Shallow

description: In this project, the initial focus was on the core urban area of the GBA, mainly consisting of Guangzhou, Foshan, and Dongguan, with a detection area of 60 × 60 km2.
description: In this project, the initial focus was on the core urban area of the GBA, mainly consisting of Guangzhou, Foshan, and Dongguan, with a detection area of 60 × 60 km2.
DOI: 10.57760/sciencedb.08305
title: Supplementary materials to "Featureless transmission spectra of 12 giant exoplanets observed by GTC/OSIRIS"
title: Supplementary materials to "Featureless transmission spectra of 12 giant exoplanets observed by GTC/OSIRIS"

description: Supplementary materials to the article entitled "Featureless transmission spectra of 12 giant exoplanets observed by GTC/OSIRIS", including the corner plots and posterior models of the light-curve fitting and atmospheric retrievals for all targets studied in the article, along with the data files of the transmission spectra.
description: Supplementary materials to the article entitled "Featureless transmission spectra of 12 giant exoplanets observed by GTC/OSIRIS", including the corner plots and posterior models of the light-curve fitting and atmospheric retrievals for all targets studied in the article, along with the data files of the transmission spectra.
DOI: 10.57760/sciencedb.07076
title: Data for Two-Dimensional Hybrid Simulations of High-speed Jets Downstream of Quasi-parallel Shocks
title: Data for Two-Dimensional Hybrid Simulations of High-speed Jets Downstream of Quasi-parallel Shocks

description: This data set is produced by a hybrid simulation program developed by Prof. Lu. The high-speed jets downstream of parallel and quasi-parallel shocks are studied using the data set. The data set includes ion density, velocity and temperature, and electromagnetic field data directly generated by the simulation program, along with some processed data used to plot the figures. For more detail please check README.md contained in the data set.
description: This data set is produced by a hybrid simulation program developed by Prof. Lu. The high-speed jets downstream of parallel and quasi-parallel shocks are studied using the data set. The data set includes ion density, velocity and temperature, and electromagnetic field data directly generated by the simulation program, along with some processed data used to plot the figures. For more detail please check README.md contained in the data set.
DOI: 10.15468/dl.phdpvs
title: Occurrence Download

description: A dataset containing 209039 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is PIROP Northwest Atlantic 1965-1992"
 ]
}

 The dataset includes 209039 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001313-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.08266
title: Dataset for enabling liquid crystal elastomers with tunable actuation temperature
title: Dataset for enabling liquid crystal elastomers with tunable actuation temperature

description: The raw dataset of the manuscript "enabling liquid crystal elastomers with tunable actuation temperature"
description: The raw dataset of the manuscript "enabling liquid crystal elastomers with tunable actuation temperature"
DOI: 10.57760/sciencedb.07881
title: TSI dataset of Hulun Lake 1986-2020
title: 1986-2020年呼伦湖TSI数据集

description: The dataset includes TSI of Hunlun Lake from 1986-2020.
description: The dataset includes TSI of Hunlun Lake from 1986-2020.
DOI: 10.15468/dl.jvpu23
title: Occurrence Download

description: A dataset containing 211920 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Washington State University Marion Ownbey Herbarium"
 ]
}

 The dataset includes 211920 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001312-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.08024
title: The code and example raw data of the MLS-SIM imaging method
title: The code and example raw data of the MLS-SIM imaging method

description: This repository contains all original code for the system control, image reconstruction and image registration for the MLS-SIM system. The example raw data was generated by the MLS-SIM imaging system on awake head-fixed mice. No further processing was involved. For detailed information, please refer to the published literature related to this data. 
description: This repository contains all original code for the system control, image reconstruction and image registration for the MLS-SIM system. The example raw data was generated by the MLS-SIM imaging system on awake head-fixed mice. No further processing was involved. For detailed information, please refer to the published literature related to this data.
DOI: 10.57760/sciencedb.08093
title: 21-cm forest as a simultaneous probe of dark matter and cosmic heating history
title: 21-cm forest as a simultaneous probe of dark matter and cosmic heating history

description: The data for plot figures of paper "21-cm forest as a simultaneous probe of dark matter and cosmic heating history".
description: The data for plot figures of paper "21-cm forest as a simultaneous probe of dark matter and cosmic heating history".
DOI: 10.57760/sciencedb.01955
title: DGC-UWnet
title: DGC-UWnet

description: Network architecture of DGC-UWnet underwater image enhancement model
description: Network architecture of DGC-UWnet underwater image enhancement model
DOI: 10.57760/sciencedb.02075
title: A new cellular interactome of SARS-CoV-2 nucleocapsid protein
title: A new cellular interactome of SARS-CoV-2 nucleocapsid protein

description: A new cellular interactome of SARS-CoV-2 nucleocapsid protein.
description: A new cellular interactome of SARS-CoV-2 nucleocapsid protein.
DOI: 10.15468/dl.puzfvj
title: Occurrence Download

description: A dataset containing 210017 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Invert Paleo Specimens"
 ]
}

 The dataset includes 210017 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001311-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.07284
title: A dataset of monitoring the 10 m spatial resolution sugarcane Planting distribution from 2018 to 2020 in Guangxi Province, China
title: 2018-2020年广西甘蔗10m分辨率种植分布数据集

description: The extraction of sugarcane planting distribution is the basis of crop monitoring. It is of great significance for sugarcane monitoring and planting structure adjustment to extract sugarcane planting distribution timely and accurately. Based on Sentinel-1 and Sentinel-2 data, this paper adopts the active and passive remote sensing collaborative method and decision tree classification method to carry out research on the extraction method of sugarcane planting distribution in Guangxi, and combines with multi-year survey ground sample data for verification. On this basis, the data set of sugarcane planting distribution in Guangxi from 2018 to 2020 is extracted. The overall accuracy of sugarcane planting distribution in Guangxi in 2018 obtained by remote sensing extraction by this method is 92%, and the Kappa coefficient is 0.85; the overall accuracy of sugarcane planting distribution in Guangxi in 2019 obtained by this method is 94%, and the Kappa coefficient is 0.88; the overall accuracy of sugarcane planting distribution in Guangxi in 2020 obtained by this method is 94%, and the Kappa coefficient is 0.88. This data set can be used as the basic data for the analysis of temporal and spatial changes of sugarcane in Guangxi, and can also provide basic data support for the optimization and adjustment of sugarcane production management and planting structure in Guangxi.
description: The extraction of sugarcane planting distribution is the basis of crop monitoring. It is of great significance for sugarcane monitoring and planting structure adjustment to extract sugarcane planting distribution timely and accurately. Based on Sentinel-1 and Sentinel-2 data, this paper adopts the active and passive remote sensing collaborative method and decision tree classification method to carry out research on the extraction method of sugarcane planting distribution in Guangxi, and combines with multi-year survey ground sample data for verification. On this basis, the data set of sugarcane planting distribution in Guangxi from 2018 to 2020 is extracted. The overall accuracy of sugarcane planting distribution in Guangxi in 2018 obtained by remote sensing extraction by this method is 92%, and the Kappa coefficient is 0.85; the overall accuracy of sugarcane planting distribution in Guangxi in 2019 obtained by this method is 94%, and the Kappa coefficient is 0.88; the overall accuracy of sugarcane planting distribution in Guangxi in 2020 obtained by this method is 94%, and the Kappa coefficient is 0.88. This data set can be used as the basic data for the analysis of temporal and spatial changes of sugarcane in Guangxi, and can also provide basic data support for the optimization and adjustment of sugarcane production management and planting structure in Guangxi.
DOI: 10.57760/sciencedb.j00186.00066
title: Photonuclear production of nuclear isomers using bremsstrahlung induced by laser-wakefield electrons
title: Photonuclear production of nuclear isomers using bremsstrahlung induced by laser-wakefield electrons

description: In this study, we theoretically investigate the feasibility of using laser-wakefield accelerated (LWFA) electrons for the photonuclear measurement of nuclear isomers according to the characteristics of the electrons obtained from LWFA experiments conducted at the Compact Laser Plasma Accelerator (CLAPA) laboratory. The experiments at the CLAPA show that a stable electron beam with an energy of 78–135 MeV and a charge of 300-600 pC can be obtained. The bremsstrahlung spectra were simulated using Geant4, which suggests that a bremsstrahlung source with a peak intensity of 1019 photons/s can be generated. Theoretical calculations of isomer production cross-sections from the photonuclear reactions on six target nuclei were performed and compared with the available experimental data in EXFOR, which suggest that further experiments are required for a series of photonuclear reaction channels. Flux-averaged cross-sections and isomer ratios (IR) resulting from such bremsstrahlung sources are theoretically deduced. The results suggest that IR measurements can be used to constrain nuclear components, such as $\gamma$ strength function and optical model potential. In addition, the detection of the decay characteristics was evaluated with Geant4 simulations. The use of the LWFA electron beam and its bremsstrahlung for photonuclear studies involving nuclear isomers is anticipated.
description: In this study, we theoretically investigate the feasibility of using laser-wakefield accelerated (LWFA) electrons for the photonuclear measurement of nuclear isomers according to the characteristics of the electrons obtained from LWFA experiments conducted at the Compact Laser Plasma Accelerator (CLAPA) laboratory. The experiments at the CLAPA show that a stable electron beam with an energy of 78–135 MeV and a charge of 300-600 pC can be obtained. The bremsstrahlung spectra were simulated using Geant4, which suggests that a bremsstrahlung source with a peak intensity of 1019 photons/s can be generated. Theoretical calculations of isomer production cross-sections from the photonuclear reactions on six target nuclei were performed and compared with the available experimental data in EXFOR, which suggest that further experiments are required for a series of photonuclear reaction channels. Flux-averaged cross-sections and isomer ratios (IR) resulting from such bremsstrahlung sources are theoretically deduced. The results suggest that IR measurements can be used to constrain nuclear components, such as $\gamma$ strength function and optical model potential. In addition, the detection of the decay characteristics was evaluated with Geant4 simulations. The use of the LWFA electron beam and its bremsstrahlung for photonuclear studies involving nuclear isomers is anticipated.
DOI: 10.57760/sciencedb.08493
title: Vicarious trauma data
title: Vicarious trauma data

description: 这是来自大学生替代性创伤调查的数据
description: 这是来自大学生替代性创伤调查的数据
DOI: 10.57760/sciencedb.07718
title: Deep learning downscaled CMIP6 high-resolution (0.1°) daily near surface meteorological datasets over East Asia (ensemble mean)
title: Deep learning downscaled CMIP6 high-resolution (0.1°) daily near surface meteorological datasets over East Asia (ensemble mean)

description: Downscaling is a method to obtain high-resolution meteorological data. UNet, a great potential deep learning technology, is gaining popularity in downscaling. Based on 19 models from the Coupled Model Intercomparison Project Phase 6 (CMIP6) and the Multi-Source Weather (MSWX) dataset, we use bias correction and UNet downscaling to develop an East Asian dataset, called Climate Change for East Asia with Bias Corrected UNet Dataset (CLIMEA-BCUD). CLIMEA-BCUD provides nine meteorological variables including 2-m air temperature, 2-m daily maximum air temperature, 2-m daily minimum air temperature, precipitation, 10-m wind speed, 2-m relative humidity, 2-m specific humidity, downward shortwave radiation and downward longwave radiation with 0.1° horizontal resolution at daily intervals over the historical period of 1950-2014 and three future scenarios (SSP126, SSP245 and SSP585) of 2015-2100. The validations against MSWX shows that CLIMEA-BCUD shows good performance in terms of climatological and can simulates seasonal cycle and future change well. CLIMEA-BCUD can prompt the development of deep learning in climate research and be used for climate change, hydrology, agriculture, energy, etc.Here we provide the multi-model ensemble of CLIMEA-BCUD.
description: Downscaling is a method to obtain high-resolution meteorological data. UNet, a great potential deep learning technology, is gaining popularity in downscaling. Based on 19 models from the Coupled Model Intercomparison Project Phase 6 (CMIP6) and the Multi-Source Weather (MSWX) dataset, we use bias correction and UNet downscaling to develop an East Asian dataset, called Climate Change for East Asia with Bias Corrected UNet Dataset (CLIMEA-BCUD). CLIMEA-BCUD provides nine meteorological variables including 2-m air temperature, 2-m daily maximum air temperature, 2-m daily minimum air temperature, precipitation, 10-m wind speed, 2-m relative humidity, 2-m specific humidity, downward shortwave radiation and downward longwave radiation with 0.1° horizontal resolution at daily intervals over the historical period of 1950-2014 and three future scenarios (SSP126, SSP245 and SSP585) of 2015-2100. The validations against MSWX shows that CLIMEA-BCUD shows good performance in terms of climatological and can simulates seasonal cycle and future change well. CLIMEA-BCUD can prompt the development of deep learning in climate research and be used for climate change, hydrology, agriculture, energy, etc.Here we provide the multi-model ensemble of CLIMEA-BCUD.
DOI: 10.57760/sciencedb.08484
title: Deep learning assisted far-field multi-beam pointing measurement
title: 深度学习辅助的远场多光束指向性测量方法

description: In this work, we present a deep learning approach to synchronously measure the multi-beam pointing error. This approach uses only one detector to identify the pointing change of the far-field spot by the deep convolutional neural network algorithm. It can be well applied to multi-beam coherent combination for high-power laser systems.Figure1.tif describes the simulated two-beam far-field interference pattern. Figure2.tif describes the training and measurement process of DCNN. Figure3.tif describes the experimental sample acquisition setup. Figure4.tif describes the experimental far-field interference pattern and the experimental results.In addition, DCNN train.py is the training file, Experimental_model.h5 is the trained model, inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5 is the transfer learning model, Test_train, Test_label, and Test_error are the test set results, label values, and errors of the experiment.
description: In this work, we present a deep learning approach to synchronously measure the multi-beam pointing error. This approach uses only one detector to identify the pointing change of the far-field spot by the deep convolutional neural network algorithm. It can be well applied to multi-beam coherent combination for high-power laser systems.Figure1.tif describes the simulated two-beam far-field interference pattern. Figure2.tif describes the training and measurement process of DCNN. Figure3.tif describes the experimental sample acquisition setup. Figure4.tif describes the experimental far-field interference pattern and the experimental results.In addition, DCNN train.py is the training file, Experimental_model.h5 is the trained model, inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5 is the transfer learning model, Test_train, Test_label, and Test_error are the test set results, label values, and errors of the experiment.
DOI: 10.57760/sciencedb.08328
title: Digital Coverage Press of Water Crisis in São Paulo
title: Digital Coverage Press of Water Crisis in São Paulo

description: This database is the source for the article that is part of the main results from the doctoral dissertation Rios Invisíveis (OLIVEIRA, 2019) on the water crisis in São Paulo, Brazil (2012-2016). The objective was to understand whether the press considered the pollution of urban rivers and dams as one of the main causes for the scarcity of drinking water during this time period. By limiting their view only to the present, the press ignored the past causes of this public problem, which ultimately damages the quality of debates in society. The study brings the frequencies of Temporal Cuts and verifies the offer to users of hyperlinks for temporal interactivities. The author starts from concepts such as Public Sphere (HABERMAS, 1989), Interactivity (Levy, 1999) and Memory in Web journalism (PALÁCIOS, 2014). A corpus of 679 articles published during the water crisis (2012-2016) was selected from online versions of the Brazilian newspapers Folha de S. Paulo, O Estado de S. Paulo and Diário de S. Paulo.
description: This database is the source for the article that is part of the main results from the doctoral dissertation Rios Invisíveis (OLIVEIRA, 2019) on the water crisis in São Paulo, Brazil (2012-2016). The objective was to understand whether the press considered the pollution of urban rivers and dams as one of the main causes for the scarcity of drinking water during this time period. By limiting their view only to the present, the press ignored the past causes of this public problem, which ultimately damages the quality of debates in society. The study brings the frequencies of Temporal Cuts and verifies the offer to users of hyperlinks for temporal interactivities. The author starts from concepts such as Public Sphere (HABERMAS, 1989), Interactivity (Levy, 1999) and Memory in Web journalism (PALÁCIOS, 2014). A corpus of 679 articles published during the water crisis (2012-2016) was selected from online versions of the Brazilian newspapers Folha de S. Paulo, O Estado de S. Paulo and Diário de S. Paulo.
DOI: 10.57760/sciencedb.space.00600
title: Vessel Trajectroy AIS Dataset
title: Vessel Trajectroy AIS Dataset

description: This is a dataset cleaned from https://coast.noaa.gov/htdata/CMSP/AISDataHandler/2021/
description: This is a dataset cleaned from https://coast.noaa.gov/htdata/CMSP/AISDataHandler/2021/
DOI: 10.57760/sciencedb.o00122.00003
title: Genome of the microbiome in deep-sea glass sponge Bathydorus sp.
title: Genome of the microbiome in deep-sea glass sponge Bathydorus sp.

description: We focused on a new glass sponge in the genus Bathydorus, of which the microbiome comprised of a sole dominant ammonia-oxidizing archaea and performed a genome-centric view of its microbiome. In total, fourteen high-quality prokaryotic MAGs, which are affiliated with the phyla Thermoproteota, Proteobacteria, Nitrospirota, Bdellovibrionota, SAR324, Bacteroidota, and Patescibacteria, were obtained.
description: We focused on a new glass sponge in the genus Bathydorus, of which the microbiome comprised of a sole dominant ammonia-oxidizing archaea and performed a genome-centric view of its microbiome. In total, fourteen high-quality prokaryotic MAGs, which are affiliated with the phyla Thermoproteota, Proteobacteria, Nitrospirota, Bdellovibrionota, SAR324, Bacteroidota, and Patescibacteria, were obtained.