cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.nbsdc.00138
title: Dataset of aluminum nanostructures for the inverse design of optical few-layer metasurfaces
title: Dataset of aluminum nanostructures for the inverse design of optical few-layer metasurfaces

description: This dataset contains 46000 sets of data, describing the relationship between the structural configuration of single layer aluminum nanostructures (embedded in the medium composed of SU-8 photoresist) and their scattering matrix under normal incidence. The dataset was collected by using numerical simulation based on Finite Integration Technique (FIT) method. Each dataset consists of two files: one file describes the structural configuration of the aluminum nanostructure using a 1×25 matrix, while the other file characterizes the elements of the corresponding scattering matrix (150-300 THz) under normal illumination by a 151×33 matrix. The dataset provides a more detailed description in the "readme.doc" file within the dataset. This dataset can be utilized for training Convolutional Neural Networks to enable the prediction of optical spectra of aluminum nanostructures or the inverse design of aluminum nanostructures based on given optical spectra. Furthermore, it can be utilized to achieve the inverse design of few-layer metasurfaces with diverse scattering functionalities. A specific example along with a detailed description can be found in the relevant published paper and its supplementary information. 
description: This dataset contains 46000 sets of data, describing the relationship between the structural configuration of single layer aluminum nanostructures (embedded in the medium composed of SU-8 photoresist) and their scattering matrix under normal incidence. The dataset was collected by using numerical simulation based on Finite Integration Technique (FIT) method. Each dataset consists of two files: one file describes the structural configuration of the aluminum nanostructure using a 1×25 matrix, while the other file characterizes the elements of the corresponding scattering matrix (150-300 THz) under normal illumination by a 151×33 matrix. The dataset provides a more detailed description in the "readme.doc" file within the dataset. This dataset can be utilized for training Convolutional Neural Networks to enable the prediction of optical spectra of aluminum nanostructures or the inverse design of aluminum nanostructures based on given optical spectra. Furthermore, it can be utilized to achieve the inverse design of few-layer metasurfaces with diverse scattering functionalities. A specific example along with a detailed description can be found in the relevant published paper and its supplementary information.
DOI: 10.57760/sciencedb.15715
title: Molecular Phylogenetic and Biogeographic Evidence of Lepidagathis Willd. (Acanthaceae: Barlerieae) focusing on Indian endemics
title: Molecular Phylogenetic and Biogeographic Evidence of Lepidagathis Willd. (Acanthaceae: Barlerieae) focusing on Indian endemics

description: Sequence matrix created for phylogenetic study.
description: Sequence matrix created for phylogenetic study.
DOI: 10.57760/sciencedb.cast.00011
title: A road surface reconstruction dataset for autonomous driving
title: A road surface reconstruction dataset for autonomous driving

description: This work presents a road surface reconstruction dataset named RSRD, which to the best of our knowledge, is the first large-scale and real-world dataset special for road surface reconstruction. Real-vehicle experiments are performed with our hardware platform. High-resolution road surface stereo images, point clouds and motion information are acquired. This dataset can be utilized for computer vision and point cloud processing applications aiming at reconstructing road surface for saft and comfortable intelligent driving. Our dataset represents a pioneering contribution toward promoting autonomous driving by road surface reconstruction. It may contribute to both research and applications in terms of (i) developing universal 3D vision methods like monocular depth estimation, stereo matching, and multi-view stereo; (ii) exploring point cloud processing and motion estimation algorithms for robots and vehicles; (iii) estimating road unevenness and friction from reconstructed road profile and texture thus benefiting vehicle safety and comfort control systems; (iv) road crack monitoring for pavement maintenance. More details about the dataset are described in our webpage: https://thu-rsxd.com/rsrd.
description: This work presents a road surface reconstruction dataset named RSRD, which to the best of our knowledge, is the first large-scale and real-world dataset special for road surface reconstruction. Real-vehicle experiments are performed with our hardware platform. High-resolution road surface stereo images, point clouds and motion information are acquired. This dataset can be utilized for computer vision and point cloud processing applications aiming at reconstructing road surface for saft and comfortable intelligent driving. Our dataset represents a pioneering contribution toward promoting autonomous driving by road surface reconstruction. It may contribute to both research and applications in terms of (i) developing universal 3D vision methods like monocular depth estimation, stereo matching, and multi-view stereo; (ii) exploring point cloud processing and motion estimation algorithms for robots and vehicles; (iii) estimating road unevenness and friction from reconstructed road profile and texture thus benefiting vehicle safety and comfort control systems; (iv) road crack monitoring for pavement maintenance. More details about the dataset are described in our webpage: https://thu-rsxd.com/rsrd.
DOI: 10.57760/sciencedb.14215
title: Aerosol data over Lhasa in 2021
title: Aerosol data over Lhasa in 2021

description: The dataset include aerosol optical properties measured at Lhasa, the calculated absorption by black carbon, primary and secondary brown carbon, and direct aerosol radiative forcing.
description: The dataset include aerosol optical properties measured at Lhasa, the calculated absorption by black carbon, primary and secondary brown carbon, and direct aerosol radiative forcing.
DOI: 10.57760/sciencedb.psych.00202
title: Collaborative retrieval promotes personal memory: a meta-analytical study
title: 协作提取促进个人记忆：一项元分析研究

description: 后协作记忆优势是指在提取协作信息后，原始协作组的成员在延迟个人提取（二次提取）中表现优于原名义组的现象。为了确定协作记忆优势效应的稳定性和影响因素，通过文献检索和筛选，对29项协作记忆研究的51个独立样本（总样本量N = 2467）进行了meta分析。结果表明，协作后记忆优势保持稳定，调节效应分析表明，协作模式、协作者数量和一次检索后的延迟均影响协作后的个体回忆。以上结果表明，协作可以促进个体记忆，但受检索方式、协作者数量和延迟时间等因素的影响。
description: 后协作记忆优势是指在提取协作信息后，原始协作组的成员在延迟个人提取（二次提取）中表现优于原名义组的现象。为了确定协作记忆优势效应的稳定性和影响因素，通过文献检索和筛选，对29项协作记忆研究的51个独立样本（总样本量N = 2467）进行了meta分析。结果表明，协作后记忆优势保持稳定，调节效应分析表明，协作模式、协作者数量和一次检索后的延迟均影响协作后的个体回忆。以上结果表明，协作可以促进个体记忆，但受检索方式、协作者数量和延迟时间等因素的影响。
DOI: 10.57760/sciencedb.16011
title: A chromosome-level genome assembly of the F1 hybrid seabream (Acanthopagrus schlegelii♀ × Pagrus major♂)
title: A chromosome-level genome assembly of the F1 hybrid seabream (Acanthopagrus schlegelii♀ × Pagrus major♂)

description: Acanthopagrus schlegelii and Pagrus major, both belong to Sparidae in the order Perciformes, which are widely distributed in the West Pacific coast from Japan, Korea to the East China Sea. They are the most important species commercialized for food in various areas. As the hybrid generation has a faster growth and a better disease resistance, and there is little information of F1 genetic characteristics. Here, we report a chromosome level reference genome of the F1 hybrid seabream generated by employing the Nanopore and high-throughput chromosome conformation capture (Hi-C) technologies.  These results will provide an important foundational data for studying molecular mechanisms of heterosis.
description: Acanthopagrus schlegelii and Pagrus major, both belong to Sparidae in the order Perciformes, which are widely distributed in the West Pacific coast from Japan, Korea to the East China Sea. They are the most important species commercialized for food in various areas. As the hybrid generation has a faster growth and a better disease resistance, and there is little information of F1 genetic characteristics. Here, we report a chromosome level reference genome of the F1 hybrid seabream generated by employing the Nanopore and high-throughput chromosome conformation capture (Hi-C) technologies.  These results will provide an important foundational data for studying molecular mechanisms of heterosis.
DOI: 10.57760/sciencedb.16002
title: A dataset of 1km Grid Road network density in China(2022）
title: 2022年中国1km格网路网密度数据集

description: Road network density is a basic indicator for evaluating the scale and level of regional road development. As a comprehensive characterization indicator, the calculation and monitoring of road network density is an important indicator for evaluating regional transportation and economic development, and provides a reference basis for the formulation of urban road management and control measures. It is of great significance for urban planning and municipal management. This article uses vector data from national land surveys on railway land, highway land, urban and rural road land, and rail transit to extract road centerlines. Using kilometer grid production software, the 2022 China 1km grid density dataset is obtained through grid space calculation. This dataset can be used for research in the formulation of national spatial planning, evaluation of planning implementation, calculation of regional transportation development factors, and calculation of accessibility. 
description: Road network density is a basic indicator for evaluating the scale and level of regional road development. As a comprehensive characterization indicator, the calculation and monitoring of road network density is an important indicator for evaluating regional transportation and economic development, and provides a reference basis for the formulation of urban road management and control measures. It is of great significance for urban planning and municipal management. This article uses vector data from national land surveys on railway land, highway land, urban and rural road land, and rail transit to extract road centerlines. Using kilometer grid production software, the 2022 China 1km grid density dataset is obtained through grid space calculation. This dataset can be used for research in the formulation of national spatial planning, evaluation of planning implementation, calculation of regional transportation development factors, and calculation of accessibility.
DOI: 10.15468/dl.b8nnsj
title: Occurrence Download

description: A dataset listing the 92222 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 92222 records were derived from 1429 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001328-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.12326
title: Source code for Semi-supervised learning for explainable few-shot battery lifetime prediction
title: Source code for Semi-supervised learning for explainable few-shot battery lifetime prediction

description: Source code for Semi-supervised learning for explainable few-shot battery lifetime prediction. Details can be found in README.md
description: Source code for Semi-supervised learning for explainable few-shot battery lifetime prediction. Details can be found in README.md
DOI: 10.57760/sciencedb.psych.00176
title: Shared and Distinct Neural Codes for Within- and Cross-Species Biological Motion Perception in Humans and Macaque Monkeys
title: Shared and Distinct Neural Codes for Within- and Cross-Species Biological Motion Perception in Humans and Macaque Monkeys

description: This dataset comprises the data and code in the publication "Neural correlates of within- and cross-species biological motion perception". This study investigated the brain activities in the lateral temporal brain areas while human and monkey subjects passively viewed the upright and inverted human and macaque BM stimuli using functional magnetic resonance imaging (fMRI). The dataset contained the brain response in both humans and macaque monkeys, the dynamic causal modeling of humans, as well as the raw fMRI data.
description: This dataset comprises the data and code in the publication "Neural correlates of within- and cross-species biological motion perception". This study investigated the brain activities in the lateral temporal brain areas while human and monkey subjects passively viewed the upright and inverted human and macaque BM stimuli using functional magnetic resonance imaging (fMRI). The dataset contained the brain response in both humans and macaque monkeys, the dynamic causal modeling of humans, as well as the raw fMRI data.
DOI: 10.57760/sciencedb.15444
title: Soil microbial metagenome
title: Soil microbial metagenome

description: 140 soil samples from Inner Mongolia Hulun Lake National Nature Reserve.
description: 140 soil samples from Inner Mongolia Hulun Lake National Nature Reserve.
DOI: 10.57760/sciencedb.15883
title: Transcriptomic and metabolomic profiles of pulmonary arterial hypertension patients
title: Transcriptomic and metabolomic profiles of pulmonary arterial hypertension patients

description: Pulmonary arterial hypertension (PAH) is a progressive disorder that can lead to right ventricular failure and severe consequences. Despite extensive efforts, limited progress has been made in preventing the progression of PAH. Understanding its pathogenesis is crucial for developing better treatments. The aim of this study is to explore the pathogenesis of PAH by transcriptomic and metabolomic analyses. Lung tissue specimens were collected from eight adult patients with PAH and eight non-PAH adult patients as the control group undergoing pulmonary lobectomy or partial pulmonary lobectomy at the First Affiliated Hospital, Sun Yat-sen University between February 2023 and April 2023. The lung tissue samples in the control group were collected at a site remote from tumor foci of early-stage lung cancer patients. The diagnosis of PAH was defined as a pulmonary artery systolic pressure &gt; 35 mmHg detected by noninvasive echocardiography. RNA sequencing for transcriptomic profiling was conducted using an Illumina Novaseq6000. The liquid chromatography-tandem mass spectrometry system was used for non-targeted metabolomic profiling. T1 – T8 represent PAH samples 1 – 8, and N1 – N8 represent control samples 1 – 8. 
description: Pulmonary arterial hypertension (PAH) is a progressive disorder that can lead to right ventricular failure and severe consequences. Despite extensive efforts, limited progress has been made in preventing the progression of PAH. Understanding its pathogenesis is crucial for developing better treatments. The aim of this study is to explore the pathogenesis of PAH by transcriptomic and metabolomic analyses. Lung tissue specimens were collected from eight adult patients with PAH and eight non-PAH adult patients as the control group undergoing pulmonary lobectomy or partial pulmonary lobectomy at the First Affiliated Hospital, Sun Yat-sen University between February 2023 and April 2023. The lung tissue samples in the control group were collected at a site remote from tumor foci of early-stage lung cancer patients. The diagnosis of PAH was defined as a pulmonary artery systolic pressure &gt; 35 mmHg detected by noninvasive echocardiography. RNA sequencing for transcriptomic profiling was conducted using an Illumina Novaseq6000. The liquid chromatography-tandem mass spectrometry system was used for non-targeted metabolomic profiling. T1 – T8 represent PAH samples 1 – 8, and N1 – N8 represent control samples 1 – 8.
DOI: 10.57760/sciencedb.15047
title: SA_Source data
title: SA_Source data

description: SA_Source data
description: SA_Source data
DOI: 10.57760/sciencedb.03199
title: Psychology and Personal Beliefs
title: Psychology and Personal Beliefs

description: This dataset contains the raw data from an IRB-approved study on psychology and personal beliefs.
description: This dataset contains the raw data from an IRB-approved study on psychology and personal beliefs.
DOI: 10.15468/dl.mc36gn
title: Occurrence Download

description: A dataset containing 204100 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is MIR-PIB Fishing Survey Archival Data"
 ]
}

 The dataset includes 204100 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001330-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.15964
title: High-precision X-ray polarimeter based on channel-cut crystals
title: High-precision X-ray polarimeter based on channel-cut crystals

description: The raw data submitted covers all the data required in the paper from Fig. 2 to Fig. 5, and is divided into two forms: text document in "dat" format and picture in "tif" format. The specific treatment methods of each set of raw data are as follows:Fig. 2(b) was a direct plot from the raw data fig2(b)_001 and fig2(b)_002, with coordinates corrected for detector gain and motor resolution;Fig. 2(c) was a direct display of the raw data fig2(c)_001 and fig2(c)_002;Fig. 3(b) and Fig. 3(c) were direct displays of the raw data fig3(b) and fig3(c);Fig. 2(b) was a direct plot from the raw data fig4(b), with coordinates corrected for detector gain and motor resolution;Fig. 4(c) was a direct plot from the raw data fig4(b)_001-fig4(c)_007, with coordinates corrected for detector gain and motor resolution;Fig. 5(b) was a direct display of the raw data fig5_001-fig5_021, in which the image position was calibrated according to the detector position, and the image intensity was normalized to the integration time;Each data point in Figure 5(c) is derived from the integration of the intensity of each light spot in Figure 5(b) and normalized by incident light intensity;The inner graph in Fig.5(c) was a direct plot from the raw data fig5in_001 and fig5in_002, with coordinates corrected for detector gain and motor resolution.All data were collected and saved at the BL09B X-ray test beamline of the Shanghai Synchrotron Radiation Facility(SSRF) and the collection date was November 2022.
description: The raw data submitted covers all the data required in the paper from Fig. 2 to Fig. 5, and is divided into two forms: text document in "dat" format and picture in "tif" format. The specific treatment methods of each set of raw data are as follows:Fig. 2(b) was a direct plot from the raw data fig2(b)_001 and fig2(b)_002, with coordinates corrected for detector gain and motor resolution;Fig. 2(c) was a direct display of the raw data fig2(c)_001 and fig2(c)_002;Fig. 3(b) and Fig. 3(c) were direct displays of the raw data fig3(b) and fig3(c);Fig. 2(b) was a direct plot from the raw data fig4(b), with coordinates corrected for detector gain and motor resolution;Fig. 4(c) was a direct plot from the raw data fig4(b)_001-fig4(c)_007, with coordinates corrected for detector gain and motor resolution;Fig. 5(b) was a direct display of the raw data fig5_001-fig5_021, in which the image position was calibrated according to the detector position, and the image intensity was normalized to the integration time;Each data point in Figure 5(c) is derived from the integration of the intensity of each light spot in Figure 5(b) and normalized by incident light intensity;The inner graph in Fig.5(c) was a direct plot from the raw data fig5in_001 and fig5in_002, with coordinates corrected for detector gain and motor resolution.All data were collected and saved at the BL09B X-ray test beamline of the Shanghai Synchrotron Radiation Facility(SSRF) and the collection date was November 2022.
DOI: 10.15468/dl.a9vm6d
title: Occurrence Download

description: A dataset containing 204072 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Suivi Temporel des Rhopalocères de France (STERF)"
 ]
}

 The dataset includes 204072 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001331-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.14167
title: MicroRNA-542-3p targets Pten to inhibit the myoblasts proliferation but suppresses myogenic differentiation independent of targeted Pten
title: MicroRNA-542-3p targets Pten to inhibit the myoblasts proliferation but suppresses myogenic differentiation independent of targeted Pten

description: The raw data of "MicroRNA-542-3p targets Pten to inhibit the myoblasts proliferation but suppresses myogenic differentiation independent of targeted Pten".
description: The raw data of "MicroRNA-542-3p targets Pten to inhibit the myoblasts proliferation but suppresses myogenic differentiation independent of targeted Pten".
DOI: 10.57760/sciencedb.15961
title: The four examples of MetaIBM library
title: The four examples of MetaIBM library

description: The raw data and analysis code of the four examples of MetaIBM library for community ecology.The MetaIBM library is a unified python-based library for build individual-based model in community ecology. A manuscript for describing the python library is on the way of submitting. More details of the dataset and the library including the source code and the user manual are avaiable on github. https://github.com/katherine999/MetaIBM
description: The raw data and analysis code of the four examples of MetaIBM library for community ecology.The MetaIBM library is a unified python-based library for build individual-based model in community ecology. A manuscript for describing the python library is on the way of submitting. More details of the dataset and the library including the source code and the user manual are avaiable on github. https://github.com/katherine999/MetaIBM
DOI: 10.57760/sciencedb.13166
title: A dataset of glacier centerline in Hunza Basin during the early twenty-first century
title: A dataset of glacier centerline in Hunza Basin during the early twenty-first century

description: Based on a semi-automatic method combining automatic extraction and manual correction, a multi-temporal Hunza Basin glacier centerline compiled from glacier inventories and SRTM for the 2000s, 2010s and 2020s. The accuracy of the data depends on the accuracy of the glacier inventories and the precision of the digital elevation model.
description: Based on a semi-automatic method combining automatic extraction and manual correction, a multi-temporal Hunza Basin glacier centerline compiled from glacier inventories and SRTM for the 2000s, 2010s and 2020s. The accuracy of the data depends on the accuracy of the glacier inventories and the precision of the digital elevation model.