Machine learning training data: over 500,000 images of butterflies and moths (Lepidoptera) with species labels [0.03%]
蝴蝶和蛾类图像数据集(50万张带物种标签的蝴蝶蛾图像用于机器学习训练)
Friederike Barkmann,Andreas Lindner,Ronald Würflinger et al.
Friederike Barkmann et al.
Deep learning models can accelerate the processing of image-based biodiversity data and provide educational value by giving direct feedback to citizen scientists. However, the training of such models requires large amounts of labelled data ...
Mapping the harvest area of a comprehensive set of crop types in China from 1990 to 2020 at a 1-km resolution [0.03%]
基于1 km分辨率遥感数据的中国农作物种植面积时空分布变化(1990~2020年)
Kaixuan Dai,Changxiu Cheng,Bin Li et al.
Kaixuan Dai et al.
Changing crop patterns are primary driver of land use change and can impact global atmospheric cycles. While existing studies have mapped the distribution of several crops in China, harvest area maps for a complete set of crops over the pas...
A comprehensive dataset of United States federal procurement from 1979 to 2023 [0.03%]
1979年至2023年美国联邦采购综合数据集
Aymane Omari,Nasser Alansari,Brian Libgober et al.
Aymane Omari et al.
The United States government spends hundreds of billions of dollars annually obtaining goods and services from commercial bidders, a process known as government procurement. Without transparency, this process is susceptible to manipulation,...
The compendium of Arabidopsis thaliana GLYCINE-RICH RNA-BINDING PROTEIN 8 in vivo targets determined by iCLIP [0.03%]
通过iCLIP确定的拟南芥GLYCINE-RICH RNA-BINDING PROTEIN 8体内靶点文库
Katja Meyer,Martin Lewinski,Tino Köster et al.
Katja Meyer et al.
RNA-binding proteins impact RNA processing including splicing, translation and RNA decay to dictate the fate of RNAs. Thus, insights into RNA-protein interactions in the cell provide insights into regulatory networks regulating gene express...
A Forcecardiography dataset with simultaneous SCG, Heart Sounds, ECG, and Respiratory signals [0.03%]
一种同时记录球囊心音图、心脏声音、心电和呼吸信号的数据集
Salvatore Parlato,Jessica Centracchio,Eliana Cinotti et al.
Salvatore Parlato et al.
FOSTER is the first ever publicly available dataset of forcecardiography (FCG) signals with simultaneous recordings of conventional seismocardiography (SCG), phonocardiography (PCG), electrocardiography (ECG), and respiratory signals. The d...
Chromosome-level genome assembly of the Durum wheat cultivar Langdon [0.03%]
四倍体 durum 小麦品种 langdon 的染色体水平基因组组装
Mengen Chen,Junlong Li,Yue Zhang et al.
Mengen Chen et al.
Durum wheat (Triticum turgidum ssp. durum, 2n = 4x = 28, BBAA) is the second most cultivated lineage of wheat after hexaploid common wheat. Langdon is a prominent durum wheat cultivar, highly valued for its crucial role in the development o...
A chromosome-level genome assembly of Electrophorus voltai, a species of electric eel [0.03%]
电鳗（Electrophorus voltai）的染色体水平基因组组装图谱
Yuanyuan Wang,Yi Liu,Yexin Yang et al.
Yuanyuan Wang et al.
Electrophorus voltai, a South American electric eel, is renowned as the most powerful bioelectricity generator, capable of producing electric discharges reaching 860 volts. This remarkable ability positions it as an invaluable model for inv...
The First Seasonal Green View Index Mapping Dataset across Chinese cities powered by deep learning [0.03%]
基于深度学习的中国城市首个季节性绿化视域指数数据集
Yibin Ma,Pengfei Chen,Mengjie Gong et al.
Yibin Ma et al.
Multi-temporal mapping of the Green View Index (GVI) is crucial for understanding how urban residents perceive seasonal changes in streetscape greenness. Compared to street view imagery (SVI), remote sensing data offers higher temporal freq...
Harmonized Annual Averaged Traffic Data at Street Segment Level for European Cities [0.03%]
欧洲城市街道分区的年度平均交通数据集
Xavier Bonnemaizon,Philippe Ciais,Chuanlong Zhou et al.
Xavier Bonnemaizon et al.
Traffic flow data in Europe are collected locally by city authorities using different systems and standards, making it difficult to compare cities or evaluate large-scale maps, such as those used for emission inventories. To address this ga...
Correction: Metagenomic and Transcriptomic Datasets of Plateau Brown Frogs (Rana kukunoris) from the Helan Mountains [0.03%]
青藏高原贺兰山地区中华棕蛙元基因组和转录组数据的更正：朱红棕色青蛙（Rana kukunoris）
Nan Zhang,Yao Zhao,Zhirong Zhang et al.
Nan Zhang et al.
Published Erratum
Scientific data. 2025 Aug 5;12(1):1360. DOI:10.1038/s41597-025-05705-2 2025