cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.space.00648
title: Hyperspectral anomaly detection dataset
title: 高光谱异常检测数据集

description: This dataset is a hyperspectral anomaly detection dataset that contains two datasets, San Diego Airport and Downtown Pavia. The San Diego Airport dataset was collected by the Airborne Visible/Infrared Imaging Spectrometer (AVIRIS) sensor, which has an initial size of 400 × 400 pixels and includes 224 bands with a spectral wavelength range of 370-2510 nm. The Pavia city center dataset was acquired using the Reflection Optical System Imaging Spectrometer (ROSIS) sensor, which accurately reflects the ground truth of Pavia city center in northern Italy, with a pixel size of 1096 × 1096 pixels, 102 spectral bands, and a spectral range of 430-860 nm. These two datasets were processed for anomaly detection to obtain the corresponding detection results, which can be used for the study of hyperspectral anomaly detection.
description: This dataset is a hyperspectral anomaly detection dataset that contains two datasets, San Diego Airport and Downtown Pavia. The San Diego Airport dataset was collected by the Airborne Visible/Infrared Imaging Spectrometer (AVIRIS) sensor, which has an initial size of 400 × 400 pixels and includes 224 bands with a spectral wavelength range of 370-2510 nm. The Pavia city center dataset was acquired using the Reflection Optical System Imaging Spectrometer (ROSIS) sensor, which accurately reflects the ground truth of Pavia city center in northern Italy, with a pixel size of 1096 × 1096 pixels, 102 spectral bands, and a spectral range of 430-860 nm. These two datasets were processed for anomaly detection to obtain the corresponding detection results, which can be used for the study of hyperspectral anomaly detection.
DOI: 10.57760/sciencedb.08015
title: Solve for the error in the angular position of the mirror with or without the spot crosstalk suppression algorithm
title: 使用或不使用光斑串扰抑制算法解决反射镜角位置误差

description: 基于MMA角位置检测单元结合散斑串扰抑制算法，当存在散斑串扰影响时，利用散斑串扰抑制算法前后MMA微镜的精度误差值求解角位置。
description: 基于MMA角位置检测单元结合散斑串扰抑制算法，当存在散斑串扰影响时，利用散斑串扰抑制算法前后MMA微镜的精度误差值求解角位置。
DOI: 10.57760/sciencedb.08017
title: Preparation of new black zirconia ceramics
title: 新型黑色氧化锆陶瓷的制备

description: The samples were determined by XRD, Vickers hardness tester, scanning electron microscope and ultraviolet visible absorption spectroscopy自动压力抛光机UNIPOL-1200S沈阳科晶自动化设备有限公司自动维氏硬度仪VIA-S日本 MATSUZAWA 公司台式电动压片机DY-20天津市科器高新技术公司电子精密天平YP2001N上海精密仪器有限公司超声波清洗器EQ-500E昆山市超声仪器有限公司色度仪CM-3600A柯尼卡美能达投资有限公司冷等静压成型机DJY250/600太原中平科技有限公司X-Ray 衍射仪X’Pert Pro荷兰 PANalytical 公司罐式球磨机GMJ/B咸阳金宏通用机械有限公司恒温鼓风干燥箱101 型电热上海-恒科技有限公司行星球磨机QM-3SP04南京大学仪器厂箱式电阻炉子KSL-1700X合肥科晶材料技术有限公司玛瑙研钵A 级皋新韦成玛瑙厂续表2.2 实验所需仪器名称型号生产厂家紫外分光光度仪UV-3900日本 Hitachi 公司SEMSIMGA-300德国 Carl Zeiss（AG）公司
description: The samples were determined by XRD, Vickers hardness tester, scanning electron microscope and ultraviolet visible absorption spectroscopy自动压力抛光机UNIPOL-1200S沈阳科晶自动化设备有限公司自动维氏硬度仪VIA-S日本 MATSUZAWA 公司台式电动压片机DY-20天津市科器高新技术公司电子精密天平YP2001N上海精密仪器有限公司超声波清洗器EQ-500E昆山市超声仪器有限公司色度仪CM-3600A柯尼卡美能达投资有限公司冷等静压成型机DJY250/600太原中平科技有限公司X-Ray 衍射仪X’Pert Pro荷兰 PANalytical 公司罐式球磨机GMJ/B咸阳金宏通用机械有限公司恒温鼓风干燥箱101 型电热上海-恒科技有限公司行星球磨机QM-3SP04南京大学仪器厂箱式电阻炉子KSL-1700X合肥科晶材料技术有限公司玛瑙研钵A 级皋新韦成玛瑙厂续表2.2 实验所需仪器名称型号生产厂家紫外分光光度仪UV-3900日本 Hitachi 公司SEMSIMGA-300德国 Carl Zeiss（AG）公司
DOI: 10.57760/sciencedb.08018
title: CUB-cropped Fine-grained Dataset
title: 根据人工标注裁剪后的CUB-200细粒度数据集

description: CUB-200-2011 is a fine-grained classification dataset, and we have noticed that a considerable amount of work is actually using a manually annotated bounding box preprocessed form. To prevent confusion, we specifically named it CUB-cropped. It avoids interference from the background and therefore typically has higher accuracy than the original form.
description: CUB-200-2011 is a fine-grained classification dataset, and we have noticed that a considerable amount of work is actually using a manually annotated bounding box preprocessed form. To prevent confusion, we specifically named it CUB-cropped. It avoids interference from the background and therefore typically has higher accuracy than the original form.
DOI: 10.15468/dl.bu4qa7
title: Occurrence Download

description: A dataset containing 722 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gorilla beringei beringei"
 ]
}

 The dataset includes 722 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000680-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.secg6f
title: Occurrence Download

description: A dataset containing 45697 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Archives of the Arctic Seas Zooplankton"
 ]
}

 The dataset includes 45697 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000681-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.08019
title: Code of Fine-Grained Few-Shot Classification
title: Code of Fine-Grained Few-Shot Classification

description: Code for solving fine-grained few-shot classification problem
description: Code for solving fine-grained few-shot classification problem
DOI: 10.57760/sciencedb.08022
title: Full-field radial-shearing differential interference contrast microscopy with Greek-ladder sieves
title: 基于古希腊梯子筛的全视野径向剪切微分干涉对比显微镜

description: DIC-based microscopes use an interferometric optics system system in which the reference beam is sheared laterally by a small portion, usually somewhat smaller than the diameter of the Airy disk.It is usually smaller than the diameter of the Airy disk. The technique produces a monochromatic shadow image showing the gradient of the light path in the displayed specimen. Those areas of the specimen where the light path increases along the reference direction have areas that appear brighter (or darker), while areas where the path difference decreases appear in opposite contrast at the opposite contrast. As the gradient of the light path gets larger, the image contrast increases accordingly. Extensive mathematical derivations and simulations have been performed, and relevant experiments have been conducted to support the results.
description: DIC-based microscopes use an interferometric optics system system in which the reference beam is sheared laterally by a small portion, usually somewhat smaller than the diameter of the Airy disk.It is usually smaller than the diameter of the Airy disk. The technique produces a monochromatic shadow image showing the gradient of the light path in the displayed specimen. Those areas of the specimen where the light path increases along the reference direction have areas that appear brighter (or darker), while areas where the path difference decreases appear in opposite contrast at the opposite contrast. As the gradient of the light path gets larger, the image contrast increases accordingly. Extensive mathematical derivations and simulations have been performed, and relevant experiments have been conducted to support the results.
DOI: 10.57760/sciencedb.space.00651
title: Simulation on radiation shielding for composite materials of Jupiter's radiation belt electrons
title: Simulation on radiation shielding for composite materials of Jupiter's radiation belt electrons

description: Using mulassis for simulation
description: Using mulassis for simulation
DOI: 10.57760/sciencedb.08023
title: Population Agglomeration, Economic Agglomeration, Industrial Agglomeration and Green Economic Efficiency Data Set of 282 Prefectural Cities in China, 2004~2020
title: 中国282个地级城市2004~2020年人口集聚、经济集聚、产业集聚和绿色经济效率数据集

description: Time: 2004-2020 Space: 282 prefecture level cities in China Variable: Gee: Green Economic Efficiency Pop: Population Agglomeration Eco: Economic Agglomeration Ind: Industrial agglomeration NPOP, NECO, NIND: Population, Economic, and Industrial Agglomeration after Changing the Calculation Method Infra: Urban Infrastructure Construction Go: The degree of government attention Open: Open to the outside world Envir: Environmental Regulation Inno: Technological Innovation Rail: 1933 Whether it is connected to railway tool variable Tu: Terrain relief tool variable Area: Regional division Size: City size division Pro: Province division Missing data is filled in using upper and lower means. 
description: Time: 2004-2020 Space: 282 prefecture level cities in China Variable: Gee: Green Economic Efficiency Pop: Population Agglomeration Eco: Economic Agglomeration Ind: Industrial agglomeration NPOP, NECO, NIND: Population, Economic, and Industrial Agglomeration after Changing the Calculation Method Infra: Urban Infrastructure Construction Go: The degree of government attention Open: Open to the outside world Envir: Environmental Regulation Inno: Technological Innovation Rail: 1933 Whether it is connected to railway tool variable Tu: Terrain relief tool variable Area: Regional division Size: City size division Pro: Province division Missing data is filled in using upper and lower means.
DOI: 10.5281/zenodo.15291041
title: Mapping Sleep-Promoting Volatiles in Aromatic Plants with Machine Learning: A Comprehensive Survey of 2,300 Molecules

description: This repository presents an advanced machine learning pipeline for identifying sleep-promoting volatile organic compounds (VOCs) from aromatic plants.
DOI: 10.57760/sciencedb.08025
title: Thermosphere neutral density dataset
title: 热层中性密度数据集

description: This dataset is the atmospheric density in situ detection data of domestic APOD satellites, the time range is September 5~10, 2017, the altitude is around 470km, and the time resolution is 1s. This dataset contains the response change of the neutral density of the thermal layer during magnetic storms, which provides a data basis for the study of multi-circle layer coupling.
description: This dataset is the atmospheric density in situ detection data of domestic APOD satellites, the time range is September 5~10, 2017, the altitude is around 470km, and the time resolution is 1s. This dataset contains the response change of the neutral density of the thermal layer during magnetic storms, which provides a data basis for the study of multi-circle layer coupling.
DOI: 10.57760/sciencedb.psych.00112
title: data from: The Role of Semantic Information in Chinese Word Segmentation
title: data from: The Role of Semantic Information in Chinese Word Segmentation

description: The information found here the is for the project entitled: 'The Role of Semantic Information in Chinese Word Segmentation'. The components include original data, materials and R code. For more information, please see README.txt in attached files.
description: The information found here the is for the project entitled: 'The Role of Semantic Information in Chinese Word Segmentation'. The components include original data, materials and R code. For more information, please see README.txt in attached files.
DOI: 10.57760/sciencedb.j00206.00001
title: Related data from "Risk Spillovers between Stock, Oil, and Commodity Markets: Evidence from Dynamics and Frequency Domain"
title: 《股票、石油和大宗商品市场之间的风险溢出：来自动态和频域的证据》的相关数据

description: We use the Wind Commodity Index as a proxy variable for the Chinese commodity market, including seven sub market sub indices. These seven sub markets are non-metallic building materials, grains, precious metals, chemicals, coking coal and steel ore, soft commodities, and non-ferrous metals, respectively, and these data are sourced from the Wind database. The Shanghai and Shenzhen 300 Index covers over 60% of the market value of the Shanghai and Shenzhen stock trading markets. Therefore, in order to better measure the overall situation of the Chinese stock market, we have chosen CSI300 as the proxy index for the Chinese stock market, which is sourced from the CSMAR database. We choose WTI as our proxy variable in the oil market. 
description: We use the Wind Commodity Index as a proxy variable for the Chinese commodity market, including seven sub market sub indices. These seven sub markets are non-metallic building materials, grains, precious metals, chemicals, coking coal and steel ore, soft commodities, and non-ferrous metals, respectively, and these data are sourced from the Wind database. The Shanghai and Shenzhen 300 Index covers over 60% of the market value of the Shanghai and Shenzhen stock trading markets. Therefore, in order to better measure the overall situation of the Chinese stock market, we have chosen CSI300 as the proxy index for the Chinese stock market, which is sourced from the CSMAR database. We choose WTI as our proxy variable in the oil market.
DOI: 10.15468/dl.nmq67g
title: Occurrence Download

description: A dataset containing 29709 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Monitoring Invertebrate Collection of Russia’s Arctic Seas, branch of Zoological Museum of Moscow University (ZMMU-SC)"
 ]
}

 The dataset includes 29709 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000682-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.08030
title: Concepts File_Threshold Concepts of Pharamcology
title: Concepts File_Threshold Concepts of Pharamcology

description: These concept files are part of the data that I generated as part of my research project aimed to identify the threshold concepts of pharmacology. It included the dialogue that was generated while reaching consensus identifying and prioritizing the threshold concepts of pharmacology.
description: These concept files are part of the data that I generated as part of my research project aimed to identify the threshold concepts of pharmacology. It included the dialogue that was generated while reaching consensus identifying and prioritizing the threshold concepts of pharmacology.
DOI: 10.57760/sciencedb.08033
title: Infundibulopelvic angles of 100 lower pole renal calyx patients
title: Infundibulopelvic angles of 100 lower pole renal calyx patients

description: This data shows infundibulopelvic angles of 100 lower pole renal calyx patients measured by inclinometers which is a built-into function in almost all smartphone.
description: This data shows infundibulopelvic angles of 100 lower pole renal calyx patients measured by inclinometers which is a built-into function in almost all smartphone.
DOI: 10.57760/sciencedb.08034
title: Accelerating the discovery of biodiversity by detecting “new” species using machine learning and PERMANOVA analysis
title: Accelerating the discovery of biodiversity by detecting “new” species using machine learning and PERMANOVA analysis

description: The dataset Melanopopillia consists of 4 species and 55 specimens, including all three known species in this genus and an undescribed new species. The dataset Hong Kong beetles includes 21 species and 206 specimens.
description: The dataset Melanopopillia consists of 4 species and 55 specimens, including all three known species in this genus and an undescribed new species. The dataset Hong Kong beetles includes 21 species and 206 specimens.
DOI: 10.15468/dl.y9d9xg
title: Occurrence Download

description: A dataset containing 6454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-04-01",
 "EventDate is less than or equal to 2025-05-01",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 6454 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000679-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cp7t5
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "Country is France",
 "DatasetKey is Pl@ntNet observations",
 "GbifRegion is Europe and Central Asia",
 "Geometry POLYGON((2.3466 48.86277,2.40065 48.86023,2.40247 48.90279,2.31049 48.89936,2.3466 48.86277))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Country derived from coordinates, Continent derived from coordinates)",
 "IucnRedListCategory is one of (LC, NE, VU)",
 "Month is April",
 "PublishingOrg is da86174a-a605-43a4-a5e8-53d484152cd3",
 "TaxonKey is Prunus padus L.",
 "Year 2020-2025"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000685-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.08035
title: Data for Quantitative estimation of shell carbon deposition in terrestrial mollusks in northern China over 20,000 years
title: Data for Quantitative estimation of shell carbon deposition in terrestrial mollusks in northern China over 20,000 years

description: To obtain updated data on the modern distribution of carbon storage in mollusk shells, we conducted a study that involved sampling 382 sites across a ~1000 km climatic gradient in northern China. These sites were chosen based on their representation of main topography, land-uses and vegetation types, and were evenly distributed in space. The sampling involved four 0.5m× 0.5m subplots, and individual mollusks were selected using a visual search and extraction from a 3–5 cm-thick sample of litter and soil at each site. Carbon contributes 12g for every 100g of shell, or 12% of overall shell mass. The shells were then weighed, and the carbon content of carbonate deposition through mollusk shell development (CDMS) was calculated using the formula CDMS = (W×95%×12%)/10, where W is the shell weight in grams per square meter in each modern soil sample. This calculation takes into account the amount of carbon deposited, which is 12% of 1g of shell carbonate, and converts the weight from grams per square meter to grams per square meter per year. 
description: To obtain updated data on the modern distribution of carbon storage in mollusk shells, we conducted a study that involved sampling 382 sites across a ~1000 km climatic gradient in northern China. These sites were chosen based on their representation of main topography, land-uses and vegetation types, and were evenly distributed in space. The sampling involved four 0.5m× 0.5m subplots, and individual mollusks were selected using a visual search and extraction from a 3–5 cm-thick sample of litter and soil at each site. Carbon contributes 12g for every 100g of shell, or 12% of overall shell mass. The shells were then weighed, and the carbon content of carbonate deposition through mollusk shell development (CDMS) was calculated using the formula CDMS = (W×95%×12%)/10, where W is the shell weight in grams per square meter in each modern soil sample. This calculation takes into account the amount of carbon deposited, which is 12% of 1g of shell carbonate, and converts the weight from grams per square meter to grams per square meter per year.
DOI: 10.57760/sciencedb.j00139.00052
title: PH1-Cpf1-ZR
title: PH1-Cpf1-ZR

description: Raw data of manuscript entitled ‘Multiplex gene editing reduces oxalate production in primary hyperoxaluria type 1’
description: Raw data of manuscript entitled ‘Multiplex gene editing reduces oxalate production in primary hyperoxaluria type 1’
DOI: 10.57760/sciencedb.j00186.00073
title: A Characterization Study on Perovskite X-ray Detector Performance based on a Digital Radiography System
title: A Characterization Study on Perovskite X-ray Detector Performance based on a Digital Radiography System

description: The uploaded data includes all the data involved in the entire article, mainly including detection efficiency, spatial resolution, detector energy spectrum, statistical error, measured data, etc. And include corresponding data processing codes.
description: The uploaded data includes all the data involved in the entire article, mainly including detection efficiency, spatial resolution, detector energy spectrum, statistical error, measured data, etc. And include corresponding data processing codes.
DOI: 10.57760/sciencedb.08037
title: Student Spatial Intelligence Data
title: Student Spatial Intelligence Data

description: Student Spatial Intelligence Data
description: Student Spatial Intelligence Data
DOI: 10.57760/sciencedb.08038
title: AGGRESSIVE DRIVING, FORGIVENESS AND EMPATHY - INDIAN DATA
title: AGGRESSIVE DRIVING, FORGIVENESS AND EMPATHY - INDIAN DATA

description: The data includes forgiveness, empathy, and driving anger on driving anger expression scores. A total of 310 participants (187 males, 123 females) between the ages 20-35 completed self-report measures of driving anger, driving anger expression, forgiveness, and empathy. Deffenbacher Driving Anger Scale- Short form, Driving Anger Expression Inventory-Revised, The Heartland Forgiveness Scale and the The Basic Empathy Scale was used to collect the data.
description: The data includes forgiveness, empathy, and driving anger on driving anger expression scores. A total of 310 participants (187 males, 123 females) between the ages 20-35 completed self-report measures of driving anger, driving anger expression, forgiveness, and empathy. Deffenbacher Driving Anger Scale- Short form, Driving Anger Expression Inventory-Revised, The Heartland Forgiveness Scale and the The Basic Empathy Scale was used to collect the data.
DOI: 10.57760/sciencedb.08040
title: Experimental dataset for ‘Enhanced phosphate consumption stimulated by nitrogen fixation within a cyclonic eddy in the Northwest Pacific’
title: Experimental dataset for ‘Enhanced phosphate consumption stimulated by nitrogen fixation within a cyclonic eddy in the Northwest Pacific’

description: This dataset accompanies the manuscript ‘Enhanced phosphate consumption stimulated by nitrogen fixation within a cyclonic eddy in the Northwest Pacific’ by Yuan et al.This dataset consists of nutrients (nitrate plus nitrite, N + N; phosphate; silicate) and dissolved oxygen data above 500 m at 24 stations. Fieldwork was conducted onboard RV Tan Kah Kee from 15th March to 20th April 2019 (project ‘SILICON’) in the western North Pacific. The selected cyclonic eddy with a ~200 km diameter, Eddy E2, was tracked and repeatedly sampled across the zonal transect four times (transects termed E2-1, E2-2, E2-3, and E2-4, respectively).
description: This dataset accompanies the manuscript ‘Enhanced phosphate consumption stimulated by nitrogen fixation within a cyclonic eddy in the Northwest Pacific’ by Yuan et al.This dataset consists of nutrients (nitrate plus nitrite, N + N; phosphate; silicate) and dissolved oxygen data above 500 m at 24 stations. Fieldwork was conducted onboard RV Tan Kah Kee from 15th March to 20th April 2019 (project ‘SILICON’) in the western North Pacific. The selected cyclonic eddy with a ~200 km diameter, Eddy E2, was tracked and repeatedly sampled across the zonal transect four times (transects termed E2-1, E2-2, E2-3, and E2-4, respectively).