数据源收集 - 八零秘林

以下内容转自https://blog.csdn.net/qq_32447301/article/details/79487335

金融

交通

商业

推荐系统

医疗健康

图像数据

综合图像

场景图像

Web标签图像

人形轮廓图像

视觉文字识别图像

特定一类事物图像

材质纹理图像

物体分类图像

人脸图像

姿势动作图像

指纹识别

NIST FIGS 指纹识别数据

其它图像数据

Visual Question Answering 图像数据

视频数据

综合视频

人类动作视频

行人检测视频

密集人群视频

其它视频

Fire Detection 视频数据

音频数据

综合音频

Google Audioset 音频数据【数据太大仅有介绍】

语音识别

自然语言处理

社会数据

斯坦福大学 |计算机科学系

https://github.com/awesomedata/awesome-public-datasets
Table of Contents 目录

Agriculture 农业

[](https://github.com/awesomedata/awesome-public-datasets#agriculture)

The global dataset of historical yields for major crops 1981–2016 - The Global Dataset of [...] [Meta] 主要农作物历史产量的全球数据集 1981–2016 - [...] [ Meta] 的全球数据集
Hyperspectral benchmark dataset on soil moisture - This dataset was measured in a five-day [...] [Meta] 土壤湿度高光谱基准数据集 - 该数据集是在五天内测量的 [...] [ Meta]
Lemons quality control dataset - Lemon dataset has been prepared to investigate the [...] [Meta] 柠檬质量控制数据集 - 柠檬数据集已准备好调查 [...] [ Meta]
Optimized Soil Adjusted Vegetation Index - The IDB is a tool for working with remote sensing [...] [Meta] 优化土壤调整植被指数 - IDB 是一种用于遥感工作的工具 [...] [ Meta]
U.S. Department of Agriculture's Nutrient Database [Meta] 农业部养分数据库 [元]
U.S. Department of Agriculture's PLANTS Database - The Complete PLANTS Checklist is nearly 7 [...] [Meta] 美国农业部植物数据库 - 完整的植物清单近 7 [...] [ Meta]

Architecture 建筑学

[](https://github.com/awesomedata/awesome-public-datasets#architecture)

Swiss Apartment Models - This dataset contains detailed data on 42,207 apartments (242,257 [...] [Meta] 瑞士公寓模型 - 该数据集包含 42,207 套公寓的详细数据（242,257 [...] [元]

Biology 生物学

[](https://github.com/awesomedata/awesome-public-datasets#biology)

1000 Genomes - The 1000 Genomes Project ran between 2008 and 2015, creating the largest [...] [Meta] 1000 个基因组 - 1000 个基因组项目于 2008 年至 2015 年间运行，创建了最大的 [...] [ Meta]
ANHIR - Automatic Non-rigid Histological Image Registration (ANHIR) consists of 2D [...] [Meta] ANHIR - 自动非刚性组织学图像配准 (ANHIR) 由 2D [...] [ Meta] 组成
American Gut (Microbiome Project) - The American Gut project is the largest crowdsourced [...] [Meta] American Gut（微生物组项目）- American Gut 项目是最大的众包 [...] [ Meta]
BCNB - There are WSIs of 1058 patients, part of tumor regions are annotated in WSIs. Except [...] [Meta] BCNB - 有1058名患者的WSI，WSI中注释了部分肿瘤区域。除了[...] [元]
Broad Bioimage Benchmark Collection (BBBC) - The Broad Bioimage Benchmark Collection (BBBC) [...] [Meta] 广泛的生物图像基准集合 (BBBC) - 广泛的生物图像基准集合 (BBBC) [...] [ 元]
Broad Cancer Cell Line Encyclopedia (CCLE) [Meta] 广泛的癌细胞系百科全书 (CCLE) [ Meta]
CIMA - CIMA dataset includes images of 2D histological microscopy tissue slices. [Meta] CIMA - CIMA 数据集包括 2D 组织学显微镜组织切片的图像。 [元]
Cell Image Library - This library is a public and easily accessible resource database of [...] [Meta] 细胞图像库 - 该库是一个公共且易于访问的资源数据库 [...] [ Meta]
Complete Genomics Public Data - A diverse data set of whole human genomes are freely [...] [Meta] 完整的基因组学公共数据 - 整个人类基因组的多样化数据集是免费的 [...] [ Meta]
CytoImageNet - A large-scale dataset of microscopy images. Contains 890,737 total grayscale [...] [Meta] CytoImageNet - 大型显微镜图像数据集。包含 890,737 总灰度 [...] [ Meta]
EBI ArrayExpress - ArrayExpress Archive of Functional Genomics Data stores data from high- [...] [Meta] EBI ArrayExpress - 功能基因组数据的 ArrayExpress 存档存储来自高 [...] [ Meta] 的数据
EBI Protein Data Bank in Europe - The Electron Microscopy Data Bank (EMDB) is a public [...] [Meta] 欧洲 EBI 蛋白质数据库 - 电子显微镜数据库 (EMDB) 是一个公共 [...] [ Meta]
ENCODE project - The Encyclopedia of DNA Elements (ENCODE) Consortium is an ongoing [...] [Meta] ENCODE 项目 - DNA 元素百科全书 (ENCODE) 联盟是一个正在进行的 [...] [ Meta]
Electron Microscopy Pilot Image Archive (EMPIAR) - EMPIAR, the Electron Microscopy Public [...] [Meta] 电子显微镜试点图像档案 (EMPIAR) - EMPIAR，电子显微镜公共 [...] [ Meta]
Ensembl Genomes [Meta] 整体基因组 [元]
Gene Expression Omnibus (GEO) - GEO is a public functional genomics data repository [...] [Meta] 基因表达综合 (GEO) - GEO 是一个公共功能基因组学数据存储库 [...] [Meta]
Gene Ontology (GO) - GO annotation files [Meta] Gene Ontology (GO) - GO 注释文件 [元]
Global Biotic Interactions (GloBI) [Meta] 全球生物相互作用 (GloBI) [元]
Harvard Medical School (HMS) LINCS Project - The Harvard Medical School (HMS) LINCS Center is [...] [Meta] 哈佛医学院 (HMS) LINCS 项目 - 哈佛医学院 (HMS) LINCS 中心 [...] [ Meta]
Human Genome Diversity Project - A group of scientists at Stanford University have [...] [Meta] 人类基因组多样性计划 - 斯坦福大学的一组科学家 [...] [ Meta]
Human Microbiome Project (HMP) - The HMP sequenced over 2000 reference genomes isolated from [...] [Meta] 人类微生物组计划 (HMP) - HMP 对从 [...] [ Meta] 中分离出的 2000 多个参考基因组进行了测序
ICOS PSP Benchmark - The ICOS PSP benchmarks repository contains an adjustable real-world [...] [Meta] ICOS PSP 基准 - ICOS PSP 基准存储库包含一个可调整的现实世界 [...] [ Meta]
International HapMap Project [Meta] 国际单体型图项目 [元]
Journal of Cell Biology DataViewer [Meta] 细胞生物学杂志数据查看器 [元]
KEGG - KEGG is a database resource for understanding high-level functions and utilities of [...] [Meta] KEGG - KEGG 是一种数据库资源，用于了解 [...] [ Meta] 的高级功能和实用程序
NCBI Proteins [Meta] NCBI 蛋白质 [ 元 ]
NCBI Taxonomy - The NCBI Taxonomy database is a curated set of names and classifications for [...] [Meta] NCBI 分类法 - NCBI 分类法数据库是一组精选的名称和分类 [...] [ Meta]
NCI Genomic Data Commons - The GDC Data Portal is a robust data-driven platform that allows [...] [Meta] NCI 基因组数据共享 - GDC 数据门户是一个强大的数据驱动平台，允许 [...] [ Meta]
NIH Microarray data [Meta] NIH 微阵列数据 [元]
OpenSNP genotypes data - openSNP allows customers of direct-to-customer genetic tests to [...] [Meta] OpenSNP 基因型数据 - openSNP 允许直接面向客户的基因测试客户 [...] [ Meta]
Palmer Penguins - The goal of palmerpenguins is to provide a great dataset for data [...] [Meta] Palmer Penguins - palmerpenguins 的目标是为数据提供一个很好的数据集 [...] [ Meta]
Pathguid - Protein-Protein Interactions Catalog [Meta] Pathguid - 蛋白质-蛋白质相互作用目录 [ Meta]
Protein Data Bank - This resource is powered by the Protein Data Bank archive-information [...] [Meta] 蛋白质数据库 - 该资源由蛋白质数据库档案信息提供支持 [...] [ Meta]
Psychiatric Genomics Consortium - The purpose of the Psychiatric Genomics Consortium (PGC) is [...] [Meta] 精神病学基因组学联盟 - 精神病学基因组学联盟 (PGC) 的目的是 [...] [ Meta]
PubChem Project - PubChem is the world's largest collection of freely accessible chemical [...] [Meta] PubChem 项目 - PubChem 是世界上最大的可免费获取的化学品集合 [...] [ Meta]
PubGene (now Coremine Medical) - COREMINE™ is a family of tools developed by the Norwegian [...] [Meta] PubGene（现为 Coremine Medical）- COREMINE™ 是由挪威 [...] [ Meta] 开发的一系列工具
Sanger Catalogue of Somatic Mutations in Cancer (COSMIC) - COSMIC, the Catalogue Of Somatic [...] [Meta] 桑格癌症体细胞突变目录 (COSMIC) - COSMIC，体细胞突变目录 [...] [ Meta]
Sanger Genomics of Drug Sensitivity in Cancer Project (GDSC) [Meta] 桑格癌症药物敏感性基因组学项目 (GDSC) [ Meta]
Sequence Read Archive(SRA) - The Sequence Read Archive (SRA) stores raw sequence data from [...] [Meta] 序列读取存档 (SRA) - 序列读取存档 (SRA) 存储来自 [...] [ Meta] 的原始序列数据
Serratus - Analysis of 7.1 million RNA/DNA sequencing datasets to discover the total [...] [Meta] Serratus - 分析 710 万个 RNA/DNA 测序数据集以发现总 [...] [ Meta]
Stanford Microarray Data (Retired NOW) [Meta] 斯坦福微阵列数据（现已退休）[元]
Stowers Institute Original Data Repository [Meta] 斯托尔斯研究所原始数据存储库[元]
Systems Science of Biological Dynamics (SSBD) Database - Systems Science of Biological [...] [Meta] 生物动力学系统科学 (SSBD) 数据库 - 生物系统科学 [...] [ Meta]
The Cancer Genome Atlas (TCGA), available via Broad GDAC [Meta] 癌症基因组图谱 (TCGA)，可通过 Broad GDAC [Meta] 获得
The Catalogue of Life - The Catalogue of Life is a quality-assured checklist of more than 1.8 [...] [Meta] 生命目录 - 生命目录是一份有质量保证的清单，包含超过 1.8 [...] [ Meta]
The Personal Genome Project - The Personal Genome Project, initiated in 2005, is a vision and [...] [Meta] 个人基因组计划 - 个人基因组计划于 2005 年启动，是一个愿景和 [...] [ Meta]
UCSC Public Data [Meta] UCSC 公共数据 [元]
UniGene [Meta] UniGene [元]
Universal Protein Resource (UnitProt) - The Universal Protein Resource (UniProt) is a [...] [Meta] 通用蛋白质资源 (UnitProt) - 通用蛋白质资源 (UniProt) 是一个 [...] [ Meta]
Rfam - The Rfam database is a collection of RNA families, each represented by multiple [...] [Meta] Rfam - Rfam 数据库是 RNA 家族的集合，每个家族由多个 [...] [ Meta] 表示

Chemistry 化学

[](https://github.com/awesomedata/awesome-public-datasets#chemistry)

Ionic Liquids Database - ILThermo [Meta] 离子液体数据库 - ILThemo [元]

Climate+Weather 气候+天气

[](https://github.com/awesomedata/awesome-public-datasets#climateweather)

Actuaries Climate Index [Meta] 精算师景气指数 [元]
Australian Weather [Meta] 澳大利亚天气 [元]
Aviation Weather Center - Consistent, timely and accurate weather information for the world [...] [Meta] 航空气象中心 - 为世界提供一致、及时和准确的天气信息 [...] [ Meta]
Brazilian Weather - Historical data (In Portuguese) - Data related to climate and weather [...] [Meta] 巴西天气 - 历史数据（葡萄牙语） - 与气候和天气相关的数据 [...] [ Meta]
Canadian Meteorological Centre [Meta] 加拿大气象中心[元]
Caravan - a dataset for large-sample hydrology - Caravan is an open community dataset of [...] [Meta] Caravan - 大样本水文学数据集 - Caravan 是 [...] [ Meta] 的开放社区数据集
Climate Data from UEA (updated monthly) [Meta] 来自东英吉利大学的气候数据（每月更新）[元]
Dutch Weather - The KNMI Data Center (KDC) portal provides access to KNMI data on weather, [...] [Meta] 荷兰天气 - KNMI 数据中心 (KDC) 门户提供对 KNMI 天气数据的访问，[...] [ Meta]
European Climate Assessment & Dataset [Meta] 欧洲气候评估和数据集 [元]
German Climate Data Center [Meta] 德国气候数据中心 [元]
Global Climate Data Since 1929 [Meta] 1929 年以来的全球气候数据 [元]
Charting The Global Climate Change News Narrative 2009-2020 - These four datasets represent [...] [Meta] 绘制 2009-2020 年全球气候变化新闻叙述图表 - 这四个数据集代表 [...] [ Meta]
NASA Global Imagery Browse Services [Meta] NASA 全球图像浏览服务 [元]
NOAA Bering Sea Climate [Meta] NOAA 白令海气候 [元]
NOAA Climate Datasets [Meta] NOAA 气候数据集 [元]
NOAA Realtime Weather Models [Meta] NOAA 实时天气模型 [元]
NOAA SURFRAD Meteorology and Radiation Datasets [Meta] NOAA SURFRAD 气象和辐射数据集 [元]
Open-Meteo - Open-Source Weather API - Open-source weather API with free access for non- [...] [Meta] Open-Meteo - 开源天气 API - 开源天气 API，可供非 [...] [ Meta] 免费访问
The World Bank Open Data Resources for Climate Change [Meta] 世界银行气候变化开放数据资源 [元]
UEA Climatic Research Unit [Meta] UEA气候研究单位[元]
WU Historical Weather Worldwide [Meta] WU 全球历史天气 [元]
Wahington Post Climate Change - To analyze warming temperatures in the United States, The [...] [Meta] 华盛顿邮报气候变化 - 为了分析美国气温升高，[...] [ Meta]
WorldClim - Global Climate Data [Meta] WorldClim - 全球气候数据 [元]

ComplexNetworks 复杂网络

[](https://github.com/awesomedata/awesome-public-datasets#complexnetworks)

AMiner Citation Network Dataset [Meta] AMiner 引文网络数据集 [元]
CrossRef DOI URLs [Meta] CrossRef DOI URL [元]
DBLP Citation dataset [Meta] DBLP 引文数据集 [元]
DIMACS Road Networks Collection [Meta] DIMACS 道路网络集合 [元]
NBER Patent Citations [Meta] NBER 专利引文 [元]
NIST complex networks data collection [Meta] NIST 复杂网络数据收集 [ Meta]
Network Repository with Interactive Exploratory Analysis Tools [Meta] 具有交互式探索性分析工具的网络存储库 [元]
Protein-protein interaction network [Meta] 蛋白质-蛋白质相互作用网络 [ Meta]
PyPI and Maven Dependency Network [Meta] PyPI 和 Maven 依赖网络 [元]
Scopus Citation Database [Meta] Scopus 引文数据库 [ 元 ]
Small Network Data [Meta] 小型网络数据[元]
Stanford GraphBase [Meta] 斯坦福 GraphBase [元]
Stanford Large Network Dataset Collection [Meta] 斯坦福大学大型网络数据集 [元]
Stanford Longitudinal Network Data Sources [Meta] 斯坦福纵向网络数据源 [元]
The Koblenz Network Collection [Meta] 科布伦茨网络集合 [元]
The Laboratory for Web Algorithmics (UNIMI) [Meta] 网络算法实验室 (UNIMI) [ Meta]
UCI Network Data Repository [Meta] UCI 网络数据存储库 [元]
UFL sparse matrix collection [Meta] UFL稀疏矩阵集合[元]
WSU Graph Database [Meta] WSU 图数据库 [元]
Community Resource for Archiving Wireless Data At Dartmouth - Contains datasets of pcap files [...] [Meta] 达特茅斯归档无线数据的社区资源 - 包含 pcap 文件数据集 [...] [ Meta]

ComputerNetworks 计算机网络

[](https://github.com/awesomedata/awesome-public-datasets#computernetworks)

3.5B Web Pages from CommonCrawl 2012 [Meta] 来自 CommonCrawl 2012 的 3.5B 网页 [元]
53.5B Web clicks of 100K users in Indiana Univ. [Meta] 印第安纳大学 10 万用户的网络点击量为 53.5B [元]
CAIDA Internet Datasets [Meta] CAIDA 互联网数据集 [元]
CRAWDAD Wireless datasets from Dartmouth Univ. [Meta] 来自达特茅斯大学的 CRAWDAD 无线数据集。 [元]
ClueWeb09 - 1B web pages [Meta] ClueWeb09 - 1B 网页 [元]
ClueWeb12 - 733M web pages [Meta] ClueWeb12 - 733M 网页 [元]
CommonCrawl Web Data over 7 years [Meta] CommonCrawl 网络数据超过 7 年 [元]
Shopper Intent Prediction from Clickstream E‑Commerce Data with Minimal Browsing Information [Meta] 使用最少的浏览信息根据点击流电子商务数据预测购物者意图 [元]
Criteo click-through data [Meta] Criteo 点击数据 [元]
Internet-Wide Scan Data Repository [Meta] 互联网范围的扫描数据存储库 [元]
MIRAGE-2019 - MIRAGE-2019 is a human-generated dataset for mobile traffic analysis with [...] [Meta] MIRAGE-2019 - MIRAGE-2019 是一个人工生成的数据集，用于移动流量分析 [...] [ Meta]
OONI: Open Observatory of Network Interference - Internet censorship data [Meta] OONI：网络干扰开放观察站 - 互联网审查数据 [元]
Open Mobile Data by MobiPerf [Meta] 通过 MobiPerf 打开移动数据 [元]
The Peer-to-Peer Trace Archive - Real-world measurements play a key role in studying the [...] [Meta] 点对点跟踪存档 - 现实世界的测量在研究 [...] [ Meta] 中发挥着关键作用
Rapid7 Sonar Internet Scans [Meta] Rapid7 声纳互联网扫描 [元]
UCSD Network Telescope, IPv4 /8 net [Meta] UCSD 网络望远镜，IPv4 /8 网络 [元]

CyberSecurity 网络安全

[](https://github.com/awesomedata/awesome-public-datasets#cybersecurity)

CCCS-CIC-AndMal-2020 - The dataset includes 200K benign and 200K malware samples totalling to [...] [Meta] CCCS-CIC-AndMal-2020 - 该数据集包括 200K 个良性样本和 200K 个恶意样本，总计 [...] [ Meta]
Traffic and Log Data Captured During a Cyber Defense Exercise - This dataset was acquired [...] [Meta] 在网络防御演习期间捕获的流量和日志数据 - 该数据集是获取的 [...] [ Meta]

DataChallenges 数据挑战

[](https://github.com/awesomedata/awesome-public-datasets#datachallenges)

AIcrowd Competitions [Meta] AIcrowd 竞赛 [元]
Bruteforce Database [Meta] 暴力数据库 [元]
Challenges in Machine Learning [Meta] 机器学习的挑战 [元]
CrowdANALYTIX dataX [Meta] CrowdANALYTIX dataX [元]
D4D Challenge of Orange [Meta] 橙色的D4D挑战[元]
DrivenData Competitions for Social Good [Meta] 社会公益驱动数据竞赛 [元]
ICWSM Data Challenge (since 2009) [Meta] ICWSM 数据挑战（自 2009 年起）[元]
KDD Cup by Tencent 2012 [Meta] 腾讯 KDD 杯 2012 [ Meta]
Kaggle Competition Data [Meta] Kaggle 竞赛数据 [元]
Localytics Data Visualization Challenge [Meta] Localytics 数据可视化挑战 [元]
Netflix Prize [Meta] Netflix 奖 [元]
Space Apps Challenge [Meta] 太空应用挑战 [元]
Telecom Italia Big Data Challenge [Meta] 意大利电信大数据挑战赛 [元]
TravisTorrent Dataset - MSR'2017 Mining Challenge [Meta] TravisTorrent 数据集 - MSR'2017 挖矿挑战赛 [元]
TunedIT - Data mining & machine learning data sets, algorithms, challenges [Meta] TunedIT - 数据挖掘和机器学习数据集、算法、挑战 [元]
Yelp Dataset Challenge - The Yelp dataset is a subset of our businesses, reviews, and user [...] [Meta] Yelp 数据集挑战 - Yelp 数据集是我们的业务、评论和用户的子集[...] [元]

EarthScience 地球科学

[](https://github.com/awesomedata/awesome-public-datasets#earthscience)

38-Cloud (Cloud Detection) - Contains 38 Landsat 8 scene images and their manually extracted [...] [Meta] 38-Cloud（云检测）- 包含 38 张 Landsat 8 场景图像及其手动提取的 [...] [ Meta]
AQUASTAT - Global water resources and uses [Meta] AQUASTAT - 全球水资源和利用 [ Meta]
BODC - marine data of ~22K vars [Meta] BODC - 约 22K vars 的海洋数据 [ Meta]
EOSDIS - NASA's earth observing system data [Meta] EOSDIS - NASA 的地球观测系统数据 [ Meta]
Earth Models [Meta] 地球模型 [元]
Global Wind Atlas - The Global Wind Atlas is a free, web-based application developed to help [...] [Meta] Global Wind Atlas - Global Wind Atlas 是一款免费的基于 Web 的应用程序，旨在帮助 [...] [ Meta]
Integrated Marine Observing System (IMOS) - roughly 30TB of ocean measurements [Meta] 综合海洋观测系统 (IMOS) - 大约 30TB 的海洋测量结果 [元]
Marinexplore - Open Oceanographic Data [Meta] Marineexplore - 开放海洋学数据 [ 元 ]
Alabama Real-Time Coastal Observing System [Meta] 阿拉巴马州实时海岸观测系统 [元]
National Estuarine Research Reserves System-Wide Monitoring Program - long-term estuarine [...] [Meta] 国家河口研究保护区全系统监测计划 - 长期河口 [...] [ Meta]
Oil and Gas Authority Open Data - The dataset covers 12,500 offshore wellbores, 5,000 seismic [...] [Meta] 石油和天然气管理局开放数据 - 数据集涵盖 12,500 个海上井眼、5,000 个地震 [...] [ Meta]
Smithsonian Institution Global Volcano and Eruption Database [Meta] 史密森学会全球火山和喷发数据库 [元]
USGS Earthquake Archives [Meta] 美国地质勘探局地震档案 [元]
Wellhead Protection Area (protection zone) prediction using breakthrough curves - This [...] [Meta] 使用突破曲线进行井口保护区（保护区）预测 - 此 [...] [ Meta]

Economics 经济学

[](https://github.com/awesomedata/awesome-public-datasets#economics)

Asian Productivity Organization (APO) - The AEPM provides a graphic dashboard view of [...] [Meta] 亚洲生产力组织 (APO) - AEPM 提供 [...] [ Meta] 的图形仪表板视图
ASEAN Stats - The ASEANstatsDataPortal was first launched in June 2018. The Portal is [...] [Meta] 东盟统计 -ASEANstatsDataPortal 于 2018 年 6 月首次推出。该门户 [...] [ Meta]
American Economic Association (AEA) [Meta] 美国经济协会 (AEA) [元]
Asian KLEMS - Asia KLEMS is an Asian regional research consortium to promote building [...] [Meta] 亚洲 KLEMS - 亚洲 KLEMS 是一个亚洲区域研究联盟，旨在促进建立 [...] [ Meta]
Harvard Atlas of Economic Complexity - A database for people to explore global trade flows [...] [Meta] 哈佛经济复杂性地图集 - 供人们探索全球贸易流动的数据库 [...] [ Meta]
BIS Financial Database - The files contain the same data as in the BIS Statistics Explorer [...] [Meta] BIS 金融数据库 - 这些文件包含与 BIS 统计资源管理器中相同的数据 [...] [ Meta]
Barro-Lee Education Attainment - Barro-Lee Educational Attainment Data from 1950 to 2010. [...] [Meta] Barro-Lee 教育程度 - 1950 年至 2010 年的 Barro-Lee 教育程度数据。[...] [ Meta]
CEPII Database - A database of the world economy, through its country and region profiles, in [...] [Meta] CEPII 数据库 - 世界经济数据库，通过其国家和地区概况，在 [...] [ Meta]
EUKLEMS - EU KLEMS is an industry level, growth and productivity research project. EU KLEMS [...] [Meta] EUKLEMS - EU KLEMS 是一个行业水平、增长和生产力研究项目。 EU KLEMS [...] [ 元]
Economic Freedom of the World Data [Meta] 世界经济自由度数据 [元]
Historical National Accounts - The datahub on Comparative Historical National Accounts [...] [Meta] 历史国民账户 - 比较历史国民账户数据中心 [...] [ Meta]
Historical MacroEconomic Statistics [Meta] 历史宏观经济统计[元]
INFORUM - Interindustry Forecasting at the University of Maryland [Meta] INFORUM - 马里兰大学的行业间预测 [ Meta]
DBnomics – the world's economic database - Aggregates hundreds of millions of time series [...] [Meta] DBnomics – 世界经济数据库 – 聚合数亿个时间序列 [...] [ Meta]
International Trade Statistics [Meta] 国际贸易统计 [元]
Internet Product Code Database [Meta] 互联网产品代码数据库 [元]
Joint External Debt Data Hub [Meta] 联合外债数据中心 [元]
Jon Haveman International Trade Data Links [Meta] 乔恩·哈夫曼国际贸易数据链接 [元]
Latin America KLEMS - LAKLEMS is a technical cooperation project financed by the Inter- [...] [Meta] 拉丁美洲 KLEMS - LAKLEMS 是一个由 Inter-[...] [ Meta] 资助的技术合作项目
Long-Term Productivity Database - The Long-Term Productivity database was created as a [...] [Meta] 长期生产力数据库 - 长期生产力数据库是作为 [...] [ 元] 创建的
Maddison Project Database - The Maddison Project Database provides information on comparative [...] [Meta] Maddison 项目数据库 - Maddison 项目数据库提供有关比较 [...] [ Meta] 的信息
National Transfer Accounts - The goal of the National Transfer Accounts (NTA) project is to [...] [Meta] 国民转移账户 - 国民转移账户 (NTA) 项目的目标是 [...] [ Meta]
OpenCorporates Database of Companies in the World [Meta] OpenCorporates 全球公司数据库 [元]
Our World in Data [Meta] 我们的数据世界 [元]
Penn World Table - PWT version 10.0 is a database with information on relative levels of [...] [Meta] Penn 世界表 - PWT 版本 10.0 是一个数据库，其中包含 [...] [ Meta] 相对水平的信息
SciencesPo World Trade Gravity Datasets [Meta] SciencesPo 世界贸易重力数据集 [元]
The Atlas of Economic Complexity [Meta] 经济复杂性图集 [元]
The Center for International Data [Meta] 国际数据中心 [元]
The Observatory of Economic Complexity [Meta] 经济复杂性观察站 [Meta]
UN Commodity Trade Statistics [Meta] 联合国商品贸易统计 [元]
UN Human Development Reports [Meta] 联合国人类发展报告 [元]
World Input-Output Database - World Input-Output Tables and underlying data, covering 43 [...] [Meta] 世界投入产出数据库 - 世界投入产出表及基础数据，涵盖43个[...] [元]
World KLEMS - Analytical KLEMS-type data sets for a broad set of countries around the world. [...] [Meta] World KLEMS - 适用于世界各地众多国家/地区的分析 KLEMS 类型数据集。 [...] [元]

Education 教育

[](https://github.com/awesomedata/awesome-public-datasets#education)

College Scorecard Data [Meta] 大学记分卡数据 [元]
New York State Education Department Data - The New York State Education Department (NYSED) is [...] [Meta] 纽约州教育部数据 - 纽约州教育部 (NYSED) [...] [元]
Program for International Student Assessement (PISA) - Contains 15-year-old students' [...] [Meta] 国际学生评估计划 (PISA) - 包含 15 岁学生的 [...] [ Meta]
Student Data from Free Code Camp [Meta] 来自免费编程营的学生数据 [元]

Energy 活力

[](https://github.com/awesomedata/awesome-public-datasets#energy)

AMPds - The Almanac of Minutely Power dataset [Meta] AMPds - 分钟功率年鉴数据集 [元]
BLUEd - Building-Level fUlly labeled Electricity Disaggregation dataset [Meta] BLUEd - 建筑级完全标记的电力分解数据集 [元]
COMBED [Meta] COMBED [元]
DBFC - Direct Borohydride Fuel Cell (DBFC) Dataset [Meta] DBFC - 直接硼氢化物燃料电池 (DBFC) 数据集 [元]
DEL - Domestic Electrical Load study datsets for South Africa (1994 - 2014) [Meta] DEL - 南非国内电力负荷研究数据集（1994 - 2014）[元]
ECO - The ECO data set is a comprehensive data set for non-intrusive load monitoring and [...] [Meta] ECO - ECO 数据集是一个用于非侵入式负载监控和 [...] [ Meta] 的综合数据集
EIA [Meta] 这个[元]
Global Power Plant Database - The Global Power Plant Database is a comprehensive, open source [...] [Meta] 全球发电厂数据库 - 全球发电厂数据库是一个全面的开源 [...] [ Meta]
HES - Household Electricity Study, UK [Meta] HES - 英国家庭电力研究 [ Meta]
HFED [Meta] HFED [元]
MORED: a Moroccan Buildings’ Electricity Consumption Dataset - Since spring of 2019, a data [...] [Meta] 更多：摩洛哥建筑用电量数据集 - 自 2019 年春季以来，数据 [...] [ Meta]
Marktstammdatenregister - The German Marktstammdatenregister (MaStR) is a database of all [...] [Meta] Marktstammdatenregister - 德国 Marktstammdatenregister (MaStR) 是所有 [...] [ Meta] 的数据库
PEM1 - Proton Exchange Membrane (PEM) Fuel Cell Dataset [Meta] PEM1 - 质子交换膜 (PEM) 燃料电池数据集 [元]
PLAID - The Plug Load Appliance Identification Dataset [Meta] PLAID - 即插即用设备识别数据集 [元]
The Public Utility Data Liberation Project (PUDL) - PUDL makes US energy data easier to [...] [Meta] 公共事业数据解放项目 (PUDL) - PUDL 使美国能源数据更容易 [...] [ Meta]
REDD [Meta] REDD [元]
SYND - A synthetic energy dataset for non-intrusive load monitoring - With SynD, we present a [...] [Meta] SYND - 用于非侵入式负载监控的合成能源数据集 - 通过 SynD，我们提出了 [...] [ Meta]
Smart Meter Data Portal - The Smart Meter Data Portal is part of the National Science [...] [Meta] 智能电表数据门户 - 智能电表数据门户是国家科学 [...] [ Meta] 的一部分
Tracebase [Meta] 跟踪库 [元]
Ukraine Energy Centre Datasets [Meta] 乌克兰能源中心数据集 [元]
UK-DALE - UK Domestic Appliance-Level Electricity [Meta] UK-DALE - 英国家用电器级电力 [元]
WHITED [Meta] 白色 [元]
iAWE [Meta] iAWE [元]

Entertainment 娱乐

[](https://github.com/awesomedata/awesome-public-datasets#entertainment)

Top Streamers on Twitch - This contains data of Top 1000 Streamers from past year. [Meta] Twitch 上的热门主播 - 这包含去年前 1000 位主播的数据。 [元]

Finance 金融

[](https://github.com/awesomedata/awesome-public-datasets#finance)

BIS Statistics - BIS statistics, compiled in cooperation with central banks and other [...] [Meta] BIS 统计数据 - BIS 统计数据，与中央银行和其他 [...] [ Meta] 合作编制
Blockmodo Coin Registry - A registry of JSON formatted information files that is primarily [...] [Meta] Blockmodo Coin 注册表 - JSON 格式信息文件的注册表，主要是 [...] [ Meta]
CBOE Futures Exchange [Meta] CBOE 期货交易所 [元]
Complete FAANG Stock data - This data set contains all the stock data of FAANG companies from [...] [Meta] 完整的 FAANG 股票数据 - 该数据集包含来自 [...] [ Meta] 的 FAANG 公司的所有股票数据
Google Finance [Meta] Google 财经 [元]
Google Trends [Meta] Google 趋势 [元]
NASDAQ [Meta] 纳斯达克 [元]
NYSE Market Data [Meta] 纽约证券交易所市场数据 [元]
OANDA [Meta] OANDA [元]
OSU Financial data [Meta] OSU 财务数据 [元]
Quandl [Meta] Quandl [元]
SEC EDGAR - EDGAR, the Electronic Data Gathering, Analysis, and Retrieval system, is the [...] [Meta] SEC EDGAR - EDGAR，电子数据收集、分析和检索系统，是 [...] [ Meta]
St Louis Federal [Meta] 圣路易斯联邦 [元]
Yahoo Finance [Meta] 雅虎财经 [元]

GIS 地理信息系统

[](https://github.com/awesomedata/awesome-public-datasets#gis)

Awesome 3D Semantic City Models - Collection of open 3D semantic city and region models. [Meta] Awesome 3D Semantic City Models - 开放 3D 语义城市和区域模型的集合。 [元]
ArcGIS Open Data portal [Meta] ArcGIS 开放数据门户 [元]
Cambridge, MA, US, GIS data on GitHub [Meta] 美国马萨诸塞州剑桥，GitHub 上的 GIS 数据 [元]
Database of all continents, countries, States/Subdivisions/Provinces and Cities - Database [...] [Meta] 所有大陆、国家、州/分区/省和城市的数据库 - 数据库 [...] [ Meta]
Factual Global Location Data [Meta] 事实全球位置数据 [元]
IEEE Geoscience and Remote Sensing Society DASE Website [Meta] IEEE地球科学与遥感协会DASE网站[元]
Geo Maps - High Quality GeoJSON maps programmatically generated [Meta] 地理地图 - 以编程方式生成的高质量 GeoJSON 地图 [元]
Geo Spatial Data from ASU [Meta] 来自 ASU 的地理空间数据 [元]
Geo Wiki Project - Citizen-driven Environmental Monitoring [Meta] Geo Wiki 项目 - 公民驱动的环境监测 [元]
GeoFabrik - OSM data extracted to a variety of formats and areas [Meta] GeoFabrik - 提取到各种格式和区域的 OSM 数据 [元]
GeoNames Worldwide [Meta] 全球地名 [元]
Global Administrative Areas Database (GADM) - Geospatial data organized by country. Includes [...] [Meta] 全球行政区域数据库 (GADM) - 按国家/地区组织的地理空间数据。包括 [...] [ 元 ]
Homeland Infrastructure Foundation-Level Data [Meta] 国土基础设施基础级数据 [元]
Landsat 8 on AWS [Meta] AWS 上的 Landsat 8 [元]
List of all countries in all languages [Meta] 所有语言的所有国家/地区列表 [元]
National Weather Service GIS Data Portal [Meta] 国家气象局 GIS 数据门户 [元]
Natural Earth - vectors and rasters of the world [Meta] 自然地球 - 世界矢量和栅格 [ Meta]
OpenAddresses [Meta] OpenAddresses [元]
OpenStreetMap (OSM) [Meta] OpenStreetMap (OSM) [元]
Pleiades - Gazetteer and graph of ancient places [Meta] Pleiades - 地名词典和古代地点图 [ Meta]
Reverse Geocoder using OSM data [Meta] 使用 OSM 数据进行反向地理编码 [元]
Robin Wilson - Free GIS Datasets [Meta] Robin Wilson - 免费 GIS 数据集 [元]
Shadow Accrual Maps - The repository contains the accumulated shadow information for New York [...] [Meta] Shadow Accrual Maps - 存储库包含纽约累积的影子信息 [...] [ Meta]
TIGER/Line - U.S. boundaries and roads [Meta] TIGER/Line - 美国边界和道路[元]
TZ Timezones shapefile [Meta] TZ 时区 shapefile [ 元]
TwoFishes - Foursquare's coarse geocoder [Meta] TwoFishes - Foursquare 的粗略地理编码器 [ Meta]
UN Environmental Data [Meta] 联合国环境数据 [元]
World boundaries from the U.S. Department of State [Meta] 美国国务院的世界边界 [元]
World countries in multiple formats [Meta] 多种格式的世界国家 [ Meta]

Government 政府

[](https://github.com/awesomedata/awesome-public-datasets#government)

Alberta, Province of Canada [Meta] 加拿大艾伯塔省 [元]
Antwerp, Belgium [Meta] 比利时安特卫普 [元]
Argentina (non official) [Meta] 阿根廷（非官方）[元]
Datos Argentina - Portal de datos abiertos de la República Argentina. Encontrá datos públicos [...] [Meta] 数据阿根廷 - 阿根廷共和国的开放数据门户。查找公共数据 [...] [ 元]
Austin, TX, US [Meta] 美国德克萨斯州奥斯汀 [元]
Australia (abs.gov.au) [Meta] 澳大利亚 (abs.gov.au) [元]
Australia (data.gov.au) [Meta] 澳大利亚 (data.gov.au) [元]
Austria (data.gv.at) [Meta] 奥地利 (data.gv.at) [元]
Baton Rouge, LA, US [Meta] 美国路易斯安那州巴吞鲁日 [元]
Beersheba, Israel - Open Data Portal (Smart7 OpenData) [Meta] 以色列贝尔谢巴 - 开放数据门户 (Smart7 OpenData) [元]
Belgium [Meta] 比利时 [元]
City of Berkeley Open Data [Meta] 伯克利市开放数据 [元]
Brazil [Meta] 巴西 [元]
Buenos Aires, Argentina [Meta] 阿根廷布宜诺斯艾利斯 [元]
Calgary, AB, Canada [Meta] 加拿大艾伯塔省卡尔加里 [元]
Cambridge, MA, US [Meta] 美国马萨诸塞州剑桥 [元]
Canada [Meta] 加拿大 [元]
Chicago [Meta] 芝加哥 [元]
Chile [Meta] 智利 [元]
China [Meta] 中国[元]
Dallas Open Data [Meta] 达拉斯开放数据 [元]
DataBC - data from the Province of British Columbia [Meta] DataBC - 来自不列颠哥伦比亚省的数据 [元]
Debt to the Penny - The Debt to the Penny dataset provides information about the total [...] [Meta] Debt to the Penny - Debt to the Penny 数据集提供了有关总 [...] [ Meta] 的信息
Denver Open Data [Meta] 丹佛开放数据 [元]
Durham, NC Open Data [Meta] 北卡罗来纳州达勒姆开放数据 [元]
Edmonton, AB, Canada [Meta] 加拿大艾伯塔省埃德蒙顿 [元]
England LGInform [Meta] 英格兰 LGInform [ 元]
EuroStat [Meta] 欧盟统计局 [元]
EveryPolitician - Ongoing project collating and sharing data on every politician. [Meta] EveryPolitician - 正在进行的项目，整理和共享每个政治家的数据。 [元]
Federal Committee on Statistical Methodology (FCSM) (formerly FedStats) [Meta] 联邦统计方法委员会 (FCSM)（前身为 FedStats）[元]
Finland [Meta] 芬兰 [元]
France [Meta] 法国[元]
Fredericton, NB, Canada [Meta] 加拿大 NB 弗雷德里克顿 [元]
Gatineau, QC, Canada [Meta] 加蒂诺，QC，加拿大 [元]
Germany [Meta] 德国 [元]
Ghent, Belgium [Meta] 比利时根特 [元]
Glasgow, Scotland, UK [Meta] 英国苏格兰格拉斯哥 [元]
Greece [Meta] 希腊 [元]
Guardian world governments [Meta] 守护世界政府 [ Meta]
Halifax, NS, Canada [Meta] 加拿大新斯科舍省哈利法克斯 [元]
Helsinki Region, Finland [Meta] 芬兰赫尔辛基地区 [元]
Hong Kong, China [Meta] 中国香港 [元]
Houston, TX, US [Meta] 美国德克萨斯州休斯顿 [元]
Indian Government Data [Meta] 印度政府数据 [元]
Indonesian Data Portal [Meta] 印度尼西亚数据门户 [元]
Iowa - Welcome to the State of Iowa's data portal. Please explore data about Iowa and your [...] [Meta] 爱荷华州 - 欢迎来到爱荷华州的数据门户。请探索有关爱荷华州和您的[...] [元]的数据
Ireland's Open Data Portal [Meta] 爱尔兰的开放数据门户 [元]
Israel's Open Data Portal [Meta] 以色列的开放数据门户 [元]
Istanbul Municipality Open Data Portal [Meta] 伊斯坦布尔市开放数据门户 [元]
Italy - Il Portale dati.gov.it è il catalogo nazionale dei metadati relativi ai dati [...] [Meta] 意大利 - Dati.gov.it 门户是与数据相关的元数据国家目录 [...] [ Meta]
Jail deaths in America - The U.S. government does not release jail by jail mortality data, [...] [Meta] 美国监狱死亡人数 - 美国政府不会根据监狱死亡率数据发布监狱情况，[...] [ Meta]
Japan [Meta] 日本 [元]
Laval, QC, Canada [Meta] 加拿大魁北克省拉瓦尔 [元]
Lexington, KY [Meta] 肯塔基州列克星敦 [元]
London Datastore, UK [Meta] 英国伦敦数据存储 [元]
London, ON, Canada [Meta] 加拿大安大略省伦敦 [元]
Los Angeles Open Data [Meta] 洛杉矶开放数据 [元]
Luxembourg - Luxembourgish Open Data Portal [Meta] 卢森堡 - 卢森堡开放数据门户 [元]
MassGIS, Massachusetts, U.S. [Meta] MassGIS，美国马萨诸塞州 [元]
Metropolitan Transportation Commission (MTC), California, US [Meta] 美国加利福尼亚州大都会交通委员会 (MTC) [元]
Mexico [Meta] 墨西哥 [元]
Mississauga, ON, Canada [Meta] 加拿大安大略省米西索加 [元]
Moldova [Meta] 摩尔多瓦 [元]
Moncton, NB, Canada [Meta] 加拿大新布伦特省蒙克顿 [元]
Montreal, QC, Canada [Meta] 加拿大魁北克省蒙特利尔 [元]
Mountain View, California, US (GIS) [Meta] 美国加利福尼亚州山景城 (GIS) [元]
NYC Open Data [Meta] 纽约市开放数据 [元]
NYC betanyc [Meta] 纽约 betanyc [元]
Netherlands [Meta] 荷兰 [元]
New York Department of Sanitation Monthly Tonnage - DSNY Monthly Tonnage Data provides [...] [Meta] 纽约卫生局每月吨位 - DSNY 每月吨位数据提供 [...] [ 元]
New Zealand [Meta] 新西兰[元]
OECD [Meta] 经合组织 [元]
Oakland, California, US [Meta] 美国加利福尼亚州奥克兰 [元]
Oklahoma [Meta] 俄克拉荷马州 [元]
Open Data for Africa [Meta] 非洲开放数据 [元]
Open Government Data (OGD) Platform India [Meta] 印度开放政府数据 (OGD) 平台 [元]
OpenDataSoft's list of 1,600 open data [Meta] OpenDataSoft 的 1,600 个开放数据列表 [ Meta]
Oregon [Meta] 俄勒冈州 [元]
Ottawa, ON, Canada [Meta] 加拿大安大略省渥太华 [元]
Palo Alto, California, US [Meta] 美国加利福尼亚州帕洛阿尔托 [元]
OpenDataPhilly - OpenDataPhilly is a catalog of open data in the Philadelphia region. In [...] [Meta] OpenDataPhilly - OpenDataPhilly 是费城地区开放数据的目录。在[...][元]
Portland, Oregon [Meta] 俄勒冈州波特兰 [元]
Portugal - Pordata organization [Meta] 葡萄牙 - Pordata 组织 [ Meta]
Puerto Rico Government [Meta] 波多黎各政府 [元]
Quebec City, QC, Canada [Meta] 加拿大魁北克市 [元]
Quebec Province of Canada [Meta] 加拿大魁北克省 [元]
Regina SK, Canada [Meta] Regina SK，加拿大 [元]
Rio de Janeiro, Brazil [Meta] 巴西里约热内卢 [元]
Romania [Meta] 罗马尼亚 [元]
Russia [Meta] 俄罗斯 [元]
San Diego, CA [Meta] 加利福尼亚州圣地亚哥 [元]
San Antonio, TX - Community Information Now - CI:Now is a nonprofit serving Bexar (San [...] [Meta] 德克萨斯州圣安东尼奥 - Community Information Now - CI:Now 是一家为 Bexar 服务的非营利组织（圣 [...] [ Meta]
San Francisco Data sets [Meta] 旧金山数据集 [元]
San Jose, California, US [Meta] 美国加利福尼亚州圣何塞 [元]
San Mateo County, California, US [Meta] 美国加利福尼亚州圣马特奥县 [元]
Saskatchewan, Province of Canada [Meta] 加拿大萨斯喀彻温省 [元]
Seattle [Meta] 西雅图 [元]
Singapore Government Data [Meta] 新加坡政府数据 [元]
South Africa Trade Statistics [Meta] 南非贸易统计 [元]
South Africa [Meta] 南非 [元]
State of Utah, US [Meta] 美国犹他州 [元]
Switzerland [Meta] 瑞士 [元]
Taiwan gov [Meta] 台湾政府[元]
Taiwan [Meta] 台湾[元]
Tel-Aviv Open Data [Meta] 特拉维夫开放数据 [元]
Texas Open Data [Meta] 德克萨斯州开放数据 [元]
The World Bank [Meta] 世界银行 [元]
Toronto, ON, Canada [Meta] 加拿大安大略省多伦多 [元]
Tunisia [Meta] 突尼斯[元]
U.K. Government Data [Meta] 英国政府数据 [元]
U.S. American Community Survey [Meta] 美国社区调查[元]
U.S. CDC Public Health datasets [Meta] 美国 CDC 公共卫生数据集 [元]
U.S. Census Bureau [Meta] 美国人口普查局 [元]
U.S. Department of Housing and Urban Development (HUD) [Meta] 美国住房和城市发展部 (HUD) [元]
U.S. Federal Government Agencies [Meta] 美国联邦政府机构 [元]
U.S. Federal Government Data Catalog [Meta] 美国联邦政府数据目录 [元]
U.S. Food and Drug Administration (FDA) [Meta] 美国食品和药物管理局 (FDA) [元]
U.S. National Center for Education Statistics (NCES) [Meta] 美国国家教育统计中心 (NCES) [元]
U.S. Open Government [Meta] 美国开放政府 [元]
UK 2011 Census Open Atlas Project [Meta] 英国 2011 年人口普查开放地图集项目 [ 元]
US Counties - This is a repository of various data, broken down by US county. While most of [...] [Meta] 美国县 - 这是各种数据的存储库，按美国县细分。虽然大多数[...] [元]
U.S. Patent and Trademark Office (USPTO) Bulk Data Products [Meta] 美国专利商标局 (USPTO) 批量数据产品 [元]
Uganda Bureau of Statistics [Meta] 乌干达统计局 [元]
Ukraine [Meta] 乌克兰 [元]
United Nations [Meta] 联合国 [元]
Uruguay [Meta] 乌拉圭 [元]
Valley Transportation Authority (VTA), California, US [Meta] 美国加利福尼亚州山谷交通管理局 (VTA) [元]
Vancouver, BC Open Data Catalog [Meta] 温哥华，不列颠哥伦比亚省开放数据目录 [元]
Victoria, BC, Canada [Meta] 加拿大不列颠哥伦比亚省维多利亚 [元]
Vienna, Austria [Meta] 奥地利维也纳 [元]
Statistics from the General Statistics Office of Vietnam - Data in different categories are [...] [Meta] 越南统计总局的统计数据 - 不同类别的数据[...] [元]
U.S. Congressional Research Service (CRS) Reports [Meta] 美国国会研究服务 (CRS) 报告 [元]

Healthcare 卫生保健

[](https://github.com/awesomedata/awesome-public-datasets#healthcare)

AWS COVID-19 Datasets - We're working with organizations who make COVID-19-related data [...] [Meta] AWS COVID-19 数据集 - 我们正在与制作 COVID-19 相关数据的组织合作 [...] [ Meta]
COVID-19 Case Surveillance Public Use Data - The COVID-19 case surveillance system database [...] [Meta] COVID-19 病例监测公共使用数据 - COVID-19 病例监测系统数据库 [...] [元]
Covid-19 non-processed data of Ecuador - It's a project which provides non-processed datasets [...] [Meta] 厄瓜多尔的 Covid-19 未处理数据 - 这是一个提供未处理数据集的项目 [...] [ Meta]
2019 Novel Coronavirus COVID-19 Data Repository by Johns Hopkins CSSE - This is the data [...] [Meta] 约翰霍普金斯大学 CSSE 的 2019 年新型冠状病毒 COVID-19 数据存储库 - 这是数据 [...] [ Meta]
Coronavirus (Covid-19) Data in the United States - The New York Times is releasing a series [...] [Meta] 美国冠状病毒 (Covid-19) 数据 - 《纽约时报》正在发布一系列 [...] [ Meta]
COVID-19 Reported Patient Impact and Hospital Capacity by Facility - The following dataset [...] [Meta] COVID-19 按设施报告的患者影响和医院容量 - 以下数据集 [...] [ 元]
Composition of Foods Raw, Processed, Prepared USDA National Nutrient Database for Standard [...] [Meta] 生食、加工食品、预制食品的成分美国农业部国家营养数据库标准 [...] [ Meta]
The COVID Tracking Project - The COVID Tracking Project collects and publishes the most [...] [Meta] COVID 跟踪项目 - COVID 跟踪项目收集并发布了最 [...] [ 元]
EHDP Large Health Data Sets [Meta] EHDP 大型健康数据集 [元]
GDC - GDC supports several cancer genome programs for CCG, TCGA, TARGET etc. [Meta] GDC - GDC 支持 CCG、TCGA、TARGET 等多种癌症基因组计划。 [ Meta]
Gapminder World demographic databases [Meta] Gapminder 世界人口数据库 [ Meta]
MeSH, the vocabulary thesaurus used for indexing articles for PubMed [Meta] MeSH，用于为 PubMed 索引文章的词汇同义词库 [Meta]
MeDAL - A large medical text dataset curated for abbreviation disambiguation - Medical [...] [Meta] MeDAL - 一个大型医学文本数据集，用于缩写消歧 - 医学 [...] [ Meta]
Medicare Coverage Database (MCD), U.S. [Meta] 医疗保险覆盖数据库 (MCD)，美国 [元]
Medicare Data Engine of medicare.gov Data [Meta] medicare.gov 数据的医疗保险数据引擎 [元]
Medicare Data File [Meta] 医疗保险数据文件 [元]
Nightingale Open Science [Meta] 南丁格尔开放科学 [元]
Number of Ebola Cases and Deaths in Affected Countries (2014) [Meta] 受影响国家的埃博拉病例和死亡人数（2014 年）[元]
Open-ODS (structure of the UK NHS) [Meta] Open-ODS（英国 NHS 的结构）[元]
OpenPaymentsData, Healthcare financial relationship data [Meta] OpenPaymentsData，医疗保健财务关系数据 [元]
PhysioBank Databases - A large and growing archive of physiological data. [Meta] PhysioBank 数据库 - 一个庞大且不断增长的生理数据档案。 [元]
The Cancer Imaging Archive (TCIA) [Meta] 癌症影像档案 (TCIA) [ Meta]
The Cancer Genome Atlas project (TCGA) [Meta] 癌症基因组图谱计划 (TCGA) [ Meta]
World Health Organization Global Health Observatory [Meta] 世界卫生组织全球卫生观察站[元]
Yahoo Knowledge Graph COVID-19 Datasets - The Yahoo Knowledge Graph team at Verizon Media is [...] [Meta] 雅虎知识图谱 COVID-19 数据集 - Verizon Media 的雅虎知识图谱团队 [...] [ Meta]
Informatics for Integrating Biology and the Bedside [Meta] 整合生物学和床边的信息学 [元]

ImageProcessing 图像处理

[](https://github.com/awesomedata/awesome-public-datasets#imageprocessing)

10k US Adult Faces Database [Meta] 10k 美国成人面孔数据库 [ Meta]
2GB of Photos of Cats [Meta] 2GB 猫的照片 [元]
Audience Unfiltered faces for gender and age classification [Meta] 受众未过滤的性别和年龄分类面孔 [元]
Affective Image Classification [Meta] 情感图像分类[元]
Airborne Object Detection and Tracking - The Airborne Object Tracking (AOT) dataset is a [...] [Meta] 机载物体检测和跟踪 - 机载物体跟踪 (AOT) 数据集是一个 [...] [ Meta]
Animals with attributes [Meta] 具有属性 [元] 的动物
CADDY Underwater Stereo-Vision Dataset of divers' hand gestures - Contains 10K stereo pair [...] [Meta] CADDY 潜水员手势水下立体视觉数据集 - 包含 10K 立体对 [...] [ Meta]
Cytology Dataset – CCAgT: Images of Cervical Cells with AgNOR Stain Technique - Contains 9339 [...] [Meta] 细胞学数据集 – CCAgT：采用 AgNOR 染色技术的宫颈细胞图像 - 包含 9339 [...] [ Meta]
Caltech Pedestrian Detection Benchmark [Meta] 加州理工学院行人检测基准 [元]
Chars74K dataset - Character Recognition in Natural Images (both English and Kannada are available) [Meta] Chars74K数据集-自然图像中的字符识别（英语和卡纳达语均可用）[Meta]
Cube++ - 4890 raw 18-megapixel images, each containing a SpyderCube color target in their [...] [Meta] Cube++ - 4890 个原始 18 兆像素图像，每个图像在其 [...] [ Meta] 中包含一个 SpyderCube 颜色目标
Densely Annotated Video Driving Data Set - This data set consists of 28 video sequences of [...] [Meta] 密集注释视频驾驶数据集 - 该数据集由 28 个视频序列组成 [...] [ Meta]
Danbooru Tagged Anime Illustration Dataset - A large-scale anime image database with 3.33m+ [...] [Meta] Danbooru Tagged 动漫插画数据集 - 拥有 3.33m+ 的大型动漫图像数据库 [...] [ Meta]
DukeMTMC Data Set - DukeMTMC aims to accelerate advances in multi-target multi-camera [...] [Meta] DukeMTMC 数据集 - DukeMTMC 旨在加速多目标多相机领域的进步 [...] [ Meta]
ETH Entomological Collection (ETHEC) Fine Grained Butterfly (Lepidoptra) Images [Meta] ETH 昆虫学收藏 (ETHEC) 细粒蝴蝶 (鳞翅类) 图像 [元]
Face Recognition Benchmark [Meta] 人脸识别基准[元]
Flickr: 32 Class Brand Logos [Meta] Flickr：32 类品牌徽标 [元]
GDXray - X-ray images for X-ray testing and Computer Vision [Meta] GDXray - 用于 X 射线测试和计算机视觉的 X 射线图像 [元]
HumanEva Dataset - The HumanEva-I dataset contains 7 calibrated video sequences (4 grayscale [...] [Meta] HumanEva 数据集 - HumanEva-I 数据集包含 7 个校准视频序列（4 个灰度 [...] [ Meta]
ImageNet (in WordNet hierarchy) [Meta] ImageNet（在 WordNet 层次结构中）[元]
Indoor Scene Recognition [Meta] 室内场景识别[元]
International Affective Picture System, UFL [Meta] 国际情感图片系统，UFL [元]
KITTI Vision Benchmark Suite [Meta] KITTI 视觉基准套件 [元]
Labeled Information Library of Alexandria - Biology and Conservation - Contains over 10 [...] [Meta] 亚历山大标记信息图书馆 - 生物学和保护 - 包含超过 10 [...] [ 元]
MNIST database of handwritten digits, near 1 million examples [Meta] MNIST 手写数字数据库，近 100 万个示例 [ Meta]
Multi-View Region of Interest Prediction Dataset for Autonomous Driving - Contains 16 driving [...] [Meta] 自动驾驶多视图感兴趣区域预测数据集 - 包含 16 个驾驶 [...] [ Meta]
Massive Visual Memory Stimuli, MIT [Meta] 大量视觉记忆刺激，麻省理工学院 [元]
Newspaper Navigator - This dataset consists of extracted visual content for 16,358,041 [...] [Meta] Newspaper Navigator - 该数据集包含 16,358,041 个提取的视觉内容 [...] [ Meta]
Open Images From Google - Pictures with segmentation masks for 2.8 million object instances [...] [Meta] Open Images From Google - 带有 280 万个对象实例分割掩码的图片 [...] [ Meta]
RuFa - Contains images of text written in one of two Arabic fonts (Ruqaa and Nastaliq [...] [Meta] RuFa - 包含以两种阿拉伯字体之一编写的文本图像（Ruqaa 和 Nastaliq [...] [ Meta]
SUN database, MIT [Meta] SUN 数据库，MIT [元]
SVIRO Synthetic Vehicle Interior Rear Seat Occupancy - 25.000 synthetic scenery's across ten [...] [Meta] SVIRO 合成车辆内部后座占用 - 10 个区域中的 25.000 个合成场景 [...] [ Meta]
Several Shape-from-Silhouette Datasets [Meta] 几个形状轮廓数据集 [元]
Stanford Dogs Dataset [Meta] 斯坦福狗数据集 [元]
The Action Similarity Labeling (ASLAN) Challenge [Meta] 动作相似性标签 (ASLAN) 挑战 [元]
The Oxford-IIIT Pet Dataset [Meta] Oxford-IIIT 宠物数据集 [元]
Violent-Flows - Crowd Violence / Non-violence Database and benchmark [Meta] Violent-Flows - 人群暴力/非暴力数据库和基准 [ Meta]
Visual genome [Meta] 视觉基因组 [元]
YouTube Faces Database [Meta] YouTube 面孔数据库 [元]

MachineLearning 机器学习

[](https://github.com/awesomedata/awesome-public-datasets#machinelearning)

All-Age-Faces Dataset - Contains 13'322 Asian face images distributed across all ages (from 2 [...] [Meta] All-Age-Faces Dataset - 包含分布在所有年龄段的 13'322 个亚洲人脸图像（来自 2 [...] [ Meta]
Audi Autonomous Driving Dataset - We have published the Audi Autonomous Driving Dataset [...] [Meta] 奥迪自动驾驶数据集 - 我们发布了奥迪自动驾驶数据集 [...] [ Meta]
B3FD - Facial age (and gender) estimation dataset with 375k images - The B3FD dataset is a [...] [Meta] B3FD - 包含 375k 图像的面部年龄（和性别）估计数据集 - B3FD 数据集是一个 [...] [ Meta]
Context-aware data sets from five domains [Meta] 来自五个领域的上下文感知数据集 [元]
Delve Datasets for classification and regression [Meta] 深入研究数据集进行分类和回归 [元]
Discogs Monthly Data [Meta] Discogs 每月数据 [元]
Fluorescent Neuronal Cells - By releasing this dataset, we aim at providing a new testbed for [...] [Meta] 荧光神经元细胞 - 通过发布此数据集，我们的目标是为 [...] [ Meta] 提供一个新的测试平台
Free Music Archive [Meta] 免费音乐档案 [元]
IMDb Database [Meta] IMDb 数据库 [ 元 ]
Iranis - A Large-scale Dataset of Farsi/Arabic License Plate Characters [Meta] Iranis - 波斯语/阿拉伯语车牌字符的大型数据集 [元]
Keel Repository for classification, regression and time series [Meta] 用于分类、回归和时间序列的 Keel 存储库 [Meta]
LLVIP - This dataset contains 30976 images, or 15488 pairs, most of which were taken at very [...] [Meta] LLVIP - 该数据集包含 30976 张图像或 15488 对，其中大部分是在非常[...] [元]
Labeled Faces in the Wild (LFW) [Meta] 野外标记面孔 (LFW) [ 元]
Lending Club Loan Data [Meta] Lending Club 贷款数据 [元]
Machine Learning Data Set Repository [Meta] 机器学习数据集存储库 [元]
Million Song Dataset [Meta] 百万歌曲数据集 [元]
More Song Datasets [Meta] 更多歌曲数据集[元]
MovieLens Data Sets [Meta] MovieLens 数据集 [ 元]
New Yorker caption contest ratings [Meta] 《纽约客》字幕竞赛评分 [元]
RDataMining - "R and Data Mining" ebook data [Meta] RDataMining - 《R 与数据挖掘》电子书数据 [元]
Registered Meteorites on Earth [Meta] 地球上已登记的陨石 [元]
Restaurants Health Score Data in San Francisco [Meta] 旧金山的餐厅健康评分数据 [元]
TikTok Dataset - More than 300 dance videos that capture a single person performing dance [...] [Meta] TikTok 数据集 - 超过 300 个捕捉单个人表演舞蹈的舞蹈视频 [...] [ Meta]
UCI Machine Learning Repository [Meta] UCI 机器学习存储库 [元]
Yahoo! Ratings and Classification Data [Meta] 雅虎！评级和分类数据 [元]
YouTube-BoundingBoxes [Meta] YouTube-BoundingBoxes [元]
Youtube 8m [Meta] YouTube 8m [元]
eBay Online Auctions (2012) [Meta] eBay 在线拍卖 (2012) [ 元]

Museums 博物馆

[](https://github.com/awesomedata/awesome-public-datasets#museums)

Canada Science and Technology Museums Corporation's Open Data [Meta] 加拿大科技博物馆公司的开放数据 [元]
Cooper-Hewitt's Collection Database [Meta] Cooper-Hewitt 的馆藏数据库 [ 元 ]
Metropolitan Museum of Art Collection API [Meta] 大都会艺术博物馆藏品 API [元]
Minneapolis Institute of Arts metadata [Meta] 明尼阿波利斯艺术学院元数据 [ 元 ]
Natural History Museum (London) Data Portal [Meta] 自然历史博物馆（伦敦）数据门户 [元]
Rijksmuseum Historical Art Collection [Meta] 国家博物馆历史艺术收藏[元]
Tate Collection metadata [Meta] 泰特美术馆元数据 [元]
The Getty vocabularies [Meta] Getty 词汇表 [元]

NaturalLanguage 自然语言

[](https://github.com/awesomedata/awesome-public-datasets#naturallanguage)

Automatic Keyphrase Extraction [Meta] 自动关键短语提取 [元]
The Big Bad NLP Database [Meta] 大坏NLP数据库[元]
Blizzard Challenge Speech - The speech + text data comes from professional audiobooks [...] [Meta] 暴雪挑战赛演讲 - 演讲+文字数据来自专业有声读物 [...] [ Meta]
Blogger Corpus [Meta] 博客语料库 [元]
CLiPS Stylometry Investigation Corpus [Meta] CLiPS 风格测量调查语料库 [元]
ClueWeb09 FACC [Meta] ClueWeb09 FACC [元]
ClueWeb12 FACC [Meta] ClueWeb12 FACC [元]
DBpedia - Structured data from Wikipedia [Meta] DBpedia - 来自维基百科的结构化数据 [元]
Dirty Words - With millions of images in our library and billions of user-submitted keywords, [...] [Meta] 脏话 - 我们的库中有数百万张图像和数十亿个用户提交的关键字，[...] [ Meta]
Flickr Personal Taxonomies [Meta] Flickr 个人分类法 [元]
Freebase of people, places, and things [Meta] 人物、地点和事物的自由库 [元]
German Political Speeches Corpus - Collection of political speeches from the German [...] [Meta] 德国政治演讲语料库 - 德国政治演讲集 [...] [ Meta]
Google Books Ngrams (2.2TB) [Meta] Google 图书 Ngram (2.2TB) [ 元]
Google MC-AFP - Generated based on the public available Gigaword dataset using Paragraph Vectors [Meta] Google MC-AFP - 使用段落向量 [元] 根据公共可用的 Gigaword 数据集生成
Google Web 5gram (1TB, 2006) [Meta] Google Web 5gram（1TB，2006）[元]
Gutenberg eBooks List [Meta] 古腾堡电子书列表 [元]
Hansards text chunks of Canadian Parliament [Meta] 加拿大议会的议事录文本块 [元]
LJ Speech - Speech dataset consisting of 13,100 short audio clips of a single speaker reading [...] [Meta] LJ Speech - 语音数据集，由单个说话者朗读的 13,100 个短音频片段组成 [...] [ Meta]
M-AILabs Speech - The M-AILABS Speech Dataset is the first large dataset that we are [...] [Meta] M-AILabs 语音 - M-AILABS 语音数据集是我们[...] [元]的第一个大型数据集
Microsoft MAchine Reading COmprehension Dataset (or MS MARCO) [Meta] Microsoft 机器阅读理解数据集（或 MS MARCO）[元]
Machine Comprehension Test (MCTest) of text from Microsoft Research [Meta] Microsoft Research [元] 文本的机器理解测试 (MCTest)
Machine Translation of European languages [Meta] 欧洲语言机器翻译[元]
Making Sense of Microposts 2013 - Concept Extraction [Meta] 理解微帖子 2013 - 概念提取 [元]
Making Sense of Microposts 2016 - Named Entity rEcognition and Linking [Meta] 理解微博 2016 - 命名实体识别和链接 [元]
Multi-Domain Sentiment Dataset (version 2.0) [Meta] 多领域情感数据集（2.0版）[元]
No Language Left Behind (NLLB - 200vo) - Dataset based on Meta's metadata for mined bitext. [...] [Meta] No Language Left Behind (NLLB - 200vo) - 基于 Meta 元数据的挖掘双文本数据集。 [...] [元]
Noisy speech database for training speech enhancement algorithms and TTS models - Clean and [...] [Meta] 用于训练语音增强算法和 TTS 模型的噪声语音数据库 - Clean 和 [...] [ Meta]
Open Multilingual Wordnet [Meta] 打开多语言 Wordnet [元]
POS/NER/Chunk annotated data [Meta] POS/NER/Chunk 注释数据 [ Meta]
Personae Corpus [Meta] 人物语料库 [元]
SMS Spam Collection in English [Meta] 英文短信垃圾邮件收集 [元]
SaudiNewsNet Collection of Saudi Newspaper Articles (Arabic, 30K articles) [Meta] SaudiNewsNet 沙特报纸文章合集（阿拉伯文，3 万篇文章）[ 元]
Stanford Question Answering Dataset (SQuAD) [Meta] 斯坦福问答数据集 (SQuAD) [元]
USENET postings corpus of 2005~2011 [Meta] 2005~2011年USENET帖子语料库[元]
Universal Dependencies [Meta] 通用依赖关系 [元]
Webhose - News/Blogs in multiple languages [Meta] Webhose - 多种语言的新闻/博客 [元]
Wikidata - Wikipedia databases [Meta] Wikidata - 维基百科数据库 [元]
Wikipedia Links data - 40 Million Entities in Context [Meta] 维基百科链接数据 - 上下文中的 4000 万个实体 [元]
WordNet databases and tools [Meta] WordNet 数据库和工具 [ Meta]
Wordbank - Open, de-identified database of vocabulary development from 84,138 children and [...] [Meta] Wordbank - 开放的、去识别化的词汇发展数据库，包含 84,138 名儿童和 [...] [ Meta]
WorldTree Corpus of Explanation Graphs for Elementary Science Questions - a corpus of [...] [Meta] WorldTree 基础科学问题解释图语料库 - [...] [ Meta] 的语料库

Neuroscience 神经科学

[](https://github.com/awesomedata/awesome-public-datasets#neuroscience)

Allen Institute Datasets [Meta] 艾伦研究所数据集 [元]
Brain Catalogue [Meta] 大脑目录 [元]
Brainomics [Meta] 脑组学 [元]
CodeNeuro Datasets [Meta] CodeNeuro 数据集 [元]
Collaborative Research in Computational Neuroscience (CRCNS) [Meta] 计算神经科学合作研究 (CRCNS) [元]
FCP-INDI [Meta] FCP-INDI [元]
Human Connectome Project [Meta] 人类连接组项目 [元]
NDAR [Meta] NDAR [元]
NIMH Data Archive [Meta] NIMH 数据存档 [ 元 ]
NeuroData [Meta] 神经数据 [元]
NeuroMorpho - NeuroMorpho.Org is a centrally curated inventory of digitally reconstructed [...] [Meta] NeuroMorpho - NeuroMorpho.Org 是一个集中策划的数字重建清单 [...] [ Meta]
Neuroelectro [Meta] 神经电[元]
OASIS [Meta] 绿洲 [元]
OpenNEURO [Meta] OpenNEURO [元]
OpenfMRI [Meta] OpenfMRI [元]
Study Forrest [Meta] 研究福雷斯特 [元]
The Nencki-Symfonia EEG/ERP dataset - A high-density electroencephalography (EEG) dataset [...] [Meta] Nencki-Symfonia EEG/ERP 数据集 - 高密度脑电图 (EEG) 数据集 [...] [ Meta]

Physics 物理

[](https://github.com/awesomedata/awesome-public-datasets#physics)

CERN Open Data Portal [Meta] CERN 开放数据门户 [元]
Crystallography Open Database [Meta] 晶体学开放数据库[元]
IceCube - South Pole Neutrino Observatory [Meta] IceCube - 南极中微子观测站 [元]
Ligo Open Science Center (LOSC) - Gravitational wave data from the LIGO Hanford and [...] [Meta] Ligo 开放科学中心 (LOSC) - 来自 LIGO Hanford 和 [...] [ Meta] 的引力波数据
NASA Exoplanet Archive [Meta] NASA 系外行星档案 [元]
NSSDC (NASA) data of 550 space spacecraft [Meta] NSSDC（NASA）550艘太空飞船数据[元]
Quantum simulations of an electron in a two dimensional potential well - The data was [...] [Meta] 二维势阱中电子的量子模拟 - 数据是 [...] [ Meta]
Sloan Digital Sky Survey (SDSS) - Mapping the Universe [Meta] 斯隆数字巡天 (SDSS) - 绘制宇宙图 [元]

ProstateCancer 前列腺癌

[](https://github.com/awesomedata/awesome-public-datasets#prostatecancer)

EOPC-DE-Early-Onset-Prostate-Cancer-Germany - Early Onset Prostate Cancer - Germany. [...] [Meta] EOPC-DE-早发前列腺癌-德国 - 早发前列腺癌 - 德国。 [...] [元]
GENIE - Data from the Genomics Evidence Neoplasia Information Exchange (GENIE) project of the [...] [Meta] GENIE - 来自 [...] [Meta] 的基因组学证据肿瘤信息交换 (GENIE) 项目的数据
Genomic-Hallmarks-Prostate-Adenocarcinoma-CPC-GENE - Comprehensive genomic profiling of 477 [...] [Meta] 基因组标志-前列腺-腺癌-CPC-GENE - 477 [...] [Meta] 的全面基因组分析
MSK-IMPACT-Clinical-Sequencing-Cohort-MSKCC-Prostate-Cancer - Targeted sequencing of clinical [...] [Meta] MSK-IMPACT-Clinical-Sequencing-Cohort-MSKCC-Prostate-Cancer - 临床 [...] [Meta] 的靶向测序
Metastatic-Prostate-Adenocarcinoma-MCTP - Comprehensive profiling of 61 prostate cancer [...] [Meta] 转移性前列腺腺癌 - MCTP - 61 种前列腺癌的综合分析 [...] [ Meta]
Metastatic-Prostate-Cancer-SU2CPCF-Dream-Team - Comprehensive analysis of 150 metastatic [...] [Meta] 转移性前列腺癌-SU2CPCF-Dream-Team - 150个转移性癌症的综合分析[...] [ Meta]
NPCR-2001-2015 - Database from CDC's National Program of Cancer Registries (NPCR). The [...] [Meta] NPCR-2001-2015 - 来自 CDC 国家癌症登记计划 (NPCR) 的数据库。 [...] [元]
NPCR-2005-2015 - Database from CDC's National Program of Cancer Registries (NPCR). The [...] [Meta] NPCR-2005-2015 - 来自 CDC 国家癌症登记计划 (NPCR) 的数据库。 [...] [元]
NaF-Prostate - NaF Prostate is a collection of F-18 NaF positron emission tomography/computed [...] [Meta] NaF-Prostate - NaF Prostate 是 F-18 NaF 正电子发射断层扫描/计算 [...] [ Meta] 的集合
Neuroendocrine-Prostate-Cancer - Whole exome and RNA Seq data of castration resistant [...] [Meta] 神经内分泌前列腺癌 - 去势抵抗的全外显子组和 RNA 测序数据 [...] [ Meta]
PLCO-Prostate-Diagnostic-Procedures - The Prostate Diagnostic Procedures dataset (95,837 [...] [Meta] PLCO-Prostate-Diagnostic-Procedures - 前列腺诊断程序数据集（95,837 [...] [元]
PLCO-Prostate-Medical-Complications - The Prostate Medical Complications dataset (3,350 [...] [Meta] PLCO-Prostate-Medical-Complications - 前列腺医疗并发症数据集（3,350 [...] [元]
PLCO-Prostate-Screening-Abnormalities - The Prostate Screening Abnormalities dataset (10,527 [...] [Meta] PLCO-Prostate-Screening-Abnormalities - 前列腺筛查异常数据集（10,527 [...] [ Meta]
PLCO-Prostate-Screening - The Prostate Screening dataset (177,315 records, 35,875 subjects, [...] [Meta] PLCO-Prostate-Screening - 前列腺筛查数据集（177,315 条记录，35,875 名受试者，[...] [ Meta]
PLCO-Prostate-Treatments - The Prostate Treatments dataset (13,409 records, 7,614 subjects, [...] [Meta] PLCO-Prostate-Treatments - 前列腺治疗数据集（13,409 条记录，7,614 名受试者，[...] [ Meta]
PLCO-Prostate - The Prostate dataset is a comprehensive dataset that contains nearly all the [...] [Meta] PLCO-Prostate - 前列腺数据集是一个综合数据集，包含几乎所有[...] [元]
PRAD-CA-Prostate-Adenocarcinoma-Canada - Prostate Adenocarcinoma - Canada. Collected by the [...] [Meta] PRAD-CA-前列腺腺癌-加拿大 - 前列腺腺癌 - 加拿大。由 [...] [ Meta] 收集
PRAD-FR-Prostate-Adenocarcinoma-France - Prostate Adenocarcinoma - France. Collected by ten [...] [Meta] PRAD-FR-前列腺腺癌-法国 - 前列腺腺癌 - 法国。由十个[...] [元]收集
PRAD-UK-Prostate-Adenocarcinoma-United-Kingdom - Prostate Adenocarcinoma - United Kingdom. [...] [Meta] PRAD-UK-前列腺腺癌-英国 - 前列腺腺癌 - 英国。 [...] [元]
PROSTATEx-Challenge - Retrospective set of prostate MR studies. All studies included [...] [Meta] PROSTATEx-Challenge - 前列腺 MR 研究的回顾性研究。所有研究都包括 [...] [ Meta]
Prostate-3T - The Prostate-3T project provided imaging data to TCIA as part of an ISBI [...] [Meta] Prostate-3T - Prostate-3T 项目向 TCIA 提供成像数据，作为 ISBI [...] [ Meta] 的一部分
Prostate-Adenocarcinoma-Broad-Cornell-2012 - Comprehensive profiling of 112 prostate cancer [...] [Meta] 前列腺-腺癌-Broad-Cornell-2012 - 112 种前列腺癌的综合分析 [...] [ Meta]
Prostate-Adenocarcinoma-Broad-Cornell-2013 - Comprehensive profiling of 57 prostate cancer [...] [Meta] 前列腺腺癌-Broad-Cornell-2013 - 57 种前列腺癌的综合分析 [...] [ Meta]
Prostate-Adenocarcinoma-CNA-study-MSKCC - Copy-number profiling of 103 primary prostate [...] [Meta] 前列腺-腺癌-CNA-研究-MSKCC - 103 个原发性前列腺的拷贝数分析 [...] [ Meta]
Prostate-Adenocarcinoma-Fred-Hutchinson-CRC - Comprehensive profiling of prostate cancer [...] [Meta] 前列腺-腺癌-Fred-Hutchinson-CRC - 前列腺癌的综合分析 [...] [ Meta]
Prostate Adenocarcinoma (MSKCC/DFCI) - Whole Exome Sequencing of 1013 prostate cancer samples. [Meta] 前列腺腺癌 (MSKCC/DFCI) - 1013 个前列腺癌样本的全外显子组测序。 [元]
Prostate-Adenocarcinoma-MSKCC - MSKCC Prostate Oncogenome Project. 181 primary, 37 metastatic [...] [Meta] 前列腺-腺癌-MSKCC - MSKCC 前列腺肿瘤基因组项目。 181 个原发性，37 个转移性 [...] [ Meta]
Prostate-Adenocarcinoma-Organoids-MSKCC - Exome profiling of prostate cancer samples and [...] [Meta] 前列腺-腺癌-类器官-MSKCC - 前列腺癌样本的外显子组分析和 [...] [ Meta]
Prostate-Adenocarcinoma-Sun-Lab - Whole-genome and Transcriptome Sequencing of 65 Prostate [...] [Meta] 前列腺腺癌-Sun-Lab - 65 个前列腺的全基因组和转录组测序 [...] [ Meta]
Prostate-Adenocarcinoma-TCGA-PanCancer-Atlas - Comprehensive TCGA PanCanAtlas data from 11k [...] [Meta] 前列腺-腺癌-TCGA-PanCancer-Atlas - 来自 11k [...] [Meta] 的综合 TCGA PanCanAtlas 数据
Prostate-Adenocarcinoma-TCGA - Integrated profiling of 333 primary prostate adenocarcinoma samples. [Meta] 前列腺-腺癌-TCGA - 333 个原发性前列腺腺癌样本的综合分析。 [元]
Prostate-Diagnosis - PCa T1- and T2-weighted magnetic resonance images (MRIs) were acquired [...] [Meta] 前列腺诊断 - 采集 PCa T1 和 T2 加权磁共振图像 (MRI) [...] [ Meta]
Prostate-Fused-MRI-Pathology - The Prostate Fused-MRI-Pathology collection is a combination [...] [Meta] 前列腺融合 MRI 病理学 - 前列腺融合 MRI 病理学集合是 [...] [ Meta] 的组合
Prostate-MRI - The Prostate-MRI collection of prostate Magnetic Resonance Images (MRIs) was [...] [Meta] 前列腺 MRI - 前列腺磁共振图像 (MRI) 的前列腺 MRI 集合是 [...] [ Meta]
Prostate-R - The R package 'ElemStatLearn' contains a prostate cancer dataset from Stamey et [...] [Meta] Prostate-R - R 包“ElemStatLearn”包含来自 Stamey 等人的前列腺癌数据集 [...] [ Meta]
QIN-PROSTATE-Repeatability - The QIN-PROSTATE-Repeatability dataset is a dataset with [...] [Meta] QIN-PROSTATE-Repeatability - QIN-PROSTATE-Repeatability 数据集是一个具有 [...] [ Meta] 的数据集
QIN-PROSTATE - The QIN PROSTATE collection of the Quantitative Imaging Network (QIN) contains [...] [Meta] QIN-PROSTATE - 定量成像网络 (QIN) 的 QIN PROSTATE 集合包含 [...] [ Meta]
SEER-YR1973_2015.SEER9 - The SEER November 2017 Research Data files from nine SEER registries [...] [Meta] SEER-YR1973_2015.SEER9 - 来自九个 SEER 注册机构的 SEER 2017 年 11 月研究数据文件 [...] [ Meta]
SEER-YR1992_2015.SJ_LA_RG_AK - The SEER November 2017 Research Data files from the San Jose- [...] [Meta] SEER-YR1992_2015.SJ_LA_RG_AK - 来自圣何塞的 SEER 2017 年 11 月研究数据文件 - [...] [ Meta]
SEER-YR2000_2015.CA_KY_LO_NJ_GA - The SEER November 2017 Research Data files from the Greater [...] [Meta] SEER-YR2000_2015.CA_KY_LO_NJ_GA - 来自大[...] [元]的 SEER 2017 年 11 月研究数据文件
SEER-YR2000_2015.CA_KY_LO_NJ_GA - The July - December 2005 diagnoses for Louisiana from their [...] [Meta] SEER-YR2000_2015.CA_KY_LO_NJ_GA - 路易斯安那州 2005 年 7 月至 12 月的诊断，来自他们的 [...] [ Meta]
TCGA-PRAD-US - TCGA Prostate Adenocarcinoma (499 samples). [Meta] TCGA-PRAD-US - TCGA 前列腺腺癌（499 个样本）。 [元]

Psychology+Cognition 心理学+认知

[](https://github.com/awesomedata/awesome-public-datasets#psychologycognition)

OSU Cognitive Modeling Repository Datasets [Meta] OSU 认知建模存储库数据集 [元]
Open Cognitive Science Data - Publicly available behavioral datasets from across cognitive [...] [Meta] 开放认知科学数据 - 来自认知领域的公开行为数据集 [...] [元]

PublicDomains 公共领域

[](https://github.com/awesomedata/awesome-public-datasets#publicdomains)

Ably Open Realtime Data [Meta] 巧妙地开放实时数据 [元]
Amazon [Meta] 亚马逊 [元]
Archive.org Datasets [Meta] Archive.org 数据集 [元]
Archive-it from Internet Archive [Meta] 将其从互联网档案馆存档 [元]
CMU JASA data archive [Meta] CMU 服务数据存档 [ 元 ]
CMU StatLab collections [Meta] CMU StatLab 集合 [元]
Data.World [Meta] 数据世界 [元]
Data360 [Meta] Data360 [元]
Enigma Public [Meta] Enigma 公共 [ 元]
Google [Meta] 谷歌[元]
Grand Comics Database - The Grand Comics Database (GCD) is a nonprofit, internet-based [...] [Meta] Grand Comics Database - Grand Comics Database (GCD) 是一个非营利性的、基于互联网的 [...] [ Meta]
Infochimps [Meta] Infochimps [元]
KDNuggets Data Collections [Meta] KDNuggets 数据收集 [ 元 ]
Microsoft Azure Data Market Free DataSets [Meta] Microsoft Azure 数据市场免费数据集 [元]
Microsoft Data Science for Research [Meta] Microsoft 数据科学研究 [元]
Microsoft Research Open Data [Meta] 微软研究院开放数据 [元]
Open Library Data Dumps [Meta] 开放库数据转储 [元]
Reddit Datasets [Meta] Reddit 数据集 [ 元]
RevolutionAnalytics Collection [Meta] RevolutionAnalytics 集合 [元]
Sample R data sets [Meta] 示例 R 数据集 [元]
Stack Overflow Annual Developer Survey - Annual developer surverys full data sets from 2011 [...] [Meta] Stack Overflow 年度开发者调查 - 年度开发者调查 2011 年以来的完整数据集 [...] [ Meta]
StatSci.org [Meta] StatSci.org [元]
Stats4Stem R data sets (archived) [Meta] Stats4Stem R 数据集（已存档）[ Meta]
The Washington Post List [Meta] 华盛顿邮报列表 [元]
UCLA SOCR data collection [Meta] 加州大学洛杉矶分校 SOCR 数据收集 [元]
UFO Reports [Meta] UFO 报告 [元]
Wikileaks 911 pager intercepts [Meta] 维基解密 911 寻呼机拦截 [元]
Yahoo Webscope [Meta] 雅虎 Webscope [元]

SearchEngines 搜索引擎

[](https://github.com/awesomedata/awesome-public-datasets#searchengines)

Academic Torrents of data sharing from UMB [Meta] UMB 数据共享的学术洪流 [ Meta]
Base dos Dados - Data Basis: Open Data Repository for Brazil [Meta] Base dos Dados - 数据基础：巴西开放数据存储库 [元]
Datahub.io [Meta] Datahub.io [元]
Domains Project - Sorted list of Internet domains [Meta] 域名项目 - 互联网域名排序列表 [元]
Harvard Dataverse Network of scientific data [Meta] 科学数据的Harvard Dataverse网络[元]
ICPSR (UMICH) [Meta] ICPSR (UMICH) [元]
Institute of Education Sciences [Meta] 教育科学研究所[元]
National Technical Reports Library [Meta] 国家技术报告库[元]
Open Data Certificates (beta) [Meta] 开放数据证书（测试版）[元]
OpenDataNetwork - A search engine of all Socrata powered data portals [Meta] OpenDataNetwork - 所有 Socrata 支持的数据门户的搜索引擎 [ Meta]
Statista.com - statistics and Studies [Meta] Statista.com - 统计和研究 [元]
Zenodo - An open dependable home for the long-tail of science [Meta] Zenodo - 科学长尾的开放可靠之家 [ Meta]

SocialNetworks 社交网络

[](https://github.com/awesomedata/awesome-public-datasets#socialnetworks)

2021 Portuguese Elections Twitter Dataset - 57M+ tweets, 1M+ users - This dataset contains [...] [Meta] 2021 年葡萄牙选举 Twitter 数据集 - 5700 万条以上推文，100 万以上用户 - 该数据集包含 [...] [ 元]
72 hours #gamergate Twitter Scrape [Meta] 72 小时 #gamergate Twitter 抓取 [元]
CMU Enron Email of 150 users [Meta] CMU Enron 150 位用户的电子邮件 [元]
Cheng-Caverlee-Lee September 2009 - January 2010 Twitter Scrape [Meta] Cheng-Caverlee-Lee 2009 年 9 月 - 2010 年 1 月 Twitter 抓取 [元]
China Biographical Database - The China Biographical Database is a freely accessible [...] [Meta] 中国传记数据库 - 中国传记数据库是一个可免费访问的 [...] [ Meta]
Clubhouse Dataset [Meta] 俱乐部会所数据集 [元]
A Twitter Dataset of 40+ million tweets related to COVID-19 - Due to the relevance of the [...] [Meta] Twitter 数据集，包含 40 多万条与 COVID-19 相关的推文 - 由于 [...] [ Meta] 的相关性
43k+ Donald Trump Twitter Screenshots - This archive contains screenshots of 43,475 Donald [...] [Meta] 43k+ 唐纳德·特朗普 Twitter 屏幕截图 - 此存档包含 43,475 个唐纳德·特朗普的屏幕截图 [...] [ Meta]
EDRM Enron EMail of 151 users, hosted on S3 [Meta] 151 位用户的 EDRM 安然电子邮件，托管在 S3 上 [元]
Facebook Data Scrape (2005) [Meta] Facebook 数据抓取 (2005) [ 元]
Facebook Social Connectedness Index - We use an anonymized snapshot of all active Facebook [...] [Meta] Facebook 社交联系指数 - 我们使用所有活跃 Facebook 的匿名快照 [...] [ Meta]
Facebook Social Networks from LAW (since 2007) [Meta] LAW 的 Facebook 社交网络（自 2007 年起）[ Meta]
Foursquare from UMN/Sarwat (2013) [Meta] Foursquare 来自 UMN/Sarwat (2013) [元]
GitHub Collaboration Archive [Meta] GitHub 协作存档 [元]
Google Scholar citation relations [Meta] Google Scholar 引用关系 [元]
High-Resolution Contact Networks from Wearable Sensors [Meta] 来自可穿戴传感器的高分辨率接触网络 [元]
Indie Map: social graph and crawl of top IndieWeb sites [Meta] 独立地图：顶级独立网站的社交图和抓取 [元]
Mobile Social Networks from UMASS [Meta] 来自 UMASS 的移动社交网络 [Meta]
Network Twitter Data [Meta] 网络 Twitter 数据 [元]
Reddit Comments [Meta] Reddit 评论 [元]
Skytrax' Air Travel Reviews Dataset [Meta] Skytrax 的航空旅行评论数据集 [元]
Social Twitter Data [Meta] 社交 Twitter 数据 [元]
SourceForge.net Research Data [Meta] SourceForge.net 研究数据 [元]
The Reddit COVID dataset - This dataset attempts to capture the full extent of COVID-19 [...] [Meta] Reddit COVID 数据集 - 该数据集试图捕获 COVID-19 的全部范围 [...] [ Meta]
Twitch Top Streamer's Data [Meta] Twitch 顶级主播的数据 [元]
Twitter Data for Online Reputation Management [Meta] 用于在线声誉管理的 Twitter 数据 [元]
Twitter Data for Sentiment Analysis [Meta] 用于情感分析的 Twitter 数据 [元]
Twitter Graph of entire Twitter site [Meta] 整个 Twitter 网站的 Twitter 图 [元]
Twitter Scrape Calufa May 2011 [Meta] Twitter 抓取 Calufa 2011 年 5 月 [元]
UNIMI/LAW Social Network Datasets [Meta] UNIMI/LAW 社交网络数据集 [元]
United States Congress Twitter Data - Daily datasets with tweets of 1100+ accounts associated [...] [Meta] 美国国会 Twitter 数据 - 包含 1100 多个关联帐户推文的每日数据集 [...] [ Meta]
Yahoo! Graph and Social Data [Meta] 雅虎！图和社交数据[元]
Youtube Video Social Graph in 2007,2008 [Meta] 2007,2008 年 Youtube 视频社交图谱 [ Meta]

SocialSciences 社会科学

[](https://github.com/awesomedata/awesome-public-datasets#socialsciences)

ACLED (Armed Conflict Location & Event Data Project) [Meta] ACLED（武装冲突地点和事件数据项目）[元]
Authoritarian Ruling Elites Database - The Authoritarian Ruling Elites Database (ARED) is a [...] [Meta] 威权统治精英数据库 - 威权统治精英数据库 (ARED) 是一个 [...] [ 元]
Canadian Legal Information Institute [Meta] 加拿大法律信息研究所[元]
Center for Systemic Peace Datasets - Conflict Trends, Polities, State Fragility, etc [Meta] 系统和平数据集中心 - 冲突趋势、政治、国家脆弱性等 [元]
Correlates of War Project [Meta] 战争项目的相关性 [元]
Cryptome Conspiracy Theory Items [Meta] Cryptome 阴谋论物品 [ 元 ]
Datacards [Meta] 数据卡 [元]
European Social Survey [Meta] 欧洲社会调查[元]
FBI Hate Crime 2013 - aggregated data [Meta] FBI 仇恨犯罪 2013 - 汇总数据 [元]
Fragile States Index [Meta] 脆弱国家指数 [元]
GDELT Global Events Database [Meta] GDELT 全球事件数据库 [元]
General Social Survey (GSS) since 1972 [Meta] 1972 年以来的综合社会调查 (GSS) [元]
German Social Survey [Meta] 德国社会调查 [元]
Global Religious Futures Project [Meta] 全球宗教未来项目 [元]
Gun Violence Data - A comprehensive, accessible database that contains records of over 260k [...] [Meta] 枪支暴力数据 - 一个全面、可访问的数据库，包含超过 26 万条记录 [...] [ Meta]
Humanitarian Data Exchange [Meta] 人道主义数据交换 [元]
INFORM Index for Risk Management [Meta] INFORM 风险管理索引 [元]
Institute for Demographic Studies [Meta] 人口研究所[元]
International Networks Archive [Meta] 国际网络档案 [元]
International Social Survey Program ISSP [Meta] 国际社会调查计划 ISSP [元]
International Studies Compendium Project [Meta] 国际研究纲要项目[元]
James McGuire Cross National Data [Meta] James McGuire 跨国家数据 [元]
MIT Reality Mining Dataset [Meta] 麻省理工学院现实挖掘数据集 [元]
MacroData Guide by Norsk samfunnsvitenskapelig datatjeneste [Meta] 挪威社会科学数据服务的 MacroData 指南 [ Meta]
Mass Mobilization Data Project - The Mass Mobilization (MM) data are an effort to understand [...] [Meta] 大规模动员数据项目 - 大规模动员 (MM) 数据是为了理解 [...] [ Meta]
Microsoft Academic Knowledge Graph - The Microsoft Academic Knowledge Graph is a large RDF [...] [Meta] Microsoft 学术知识图 - Microsoft 学术知识图是一个大型 RDF [...] [ Meta]
Minnesota Population Center [Meta] 明尼苏达州人口中心 [元]
Notre Dame Global Adaptation Index (ND-GAIN) [Meta] 圣母大学全球适应指数 (ND-GAIN) [元]
Open Crime and Policing Data in England, Wales and Northern Ireland [Meta] 英格兰、威尔士和北爱尔兰的开放犯罪和警务数据 [元]
OpenSanctions - A global database of persons and companies of political, criminal, or [...] [Meta] OpenSanctions - 政治、犯罪或[...] [元]个人和公司的全球数据库
Paul Hensel General International Data Page [Meta] Paul Hensel 一般国际数据页面 [元]
PewResearch Internet Survey Project [Meta] PewResearch 互联网调查项目 [元]
PewResearch Society Data Collection [Meta] 皮尤研究协会数据收集 [元]
Political Polarity Data [Meta] 政治极性数据 [元]
StackExchange Data Explorer [Meta] StackExchange 数据浏览器 [元]
Terrorism Research and Analysis Consortium [Meta] 恐怖主义研究与分析联盟 [元]
Texas Inmates Executed Since 1984 [Meta] 德克萨斯州囚犯自 1984 年起被处决 [元]
Titanic Survival Data Set [Meta] 泰坦尼克号生存数据集 [元]
UCB's Archive of Social Science Data (D-Lab) [Meta] UCB 社会科学数据档案 (D-Lab) [ 元]
UCLA Social Sciences Data Archive [Meta] 加州大学洛杉矶分校社会科学数据档案 [元]
UN Civil Society Database [Meta] 联合国民间社会数据库 [元]
UPJOHN for Labor Employment Research [Meta] UPJOHN 劳工就业研究 [元]
Universities Worldwide [Meta] 全球大学 [元]
Uppsala Conflict Data Program [Meta] 乌普萨拉冲突数据计划 [元]
World Bank Open Data [Meta] 世界银行开放数据 [元]
World Inequality Database - The World Inequality Database (WID.world) aims to provide open [...] [Meta] 世界不平等数据库 - 世界不平等数据库 (WID.world) 旨在提供开放的 [...] [ Meta]
WorldPop project - Worldwide human population distributions [Meta] WorldPop 项目 - 全球人口分布 [ Meta]

Software 软件

[](https://github.com/awesomedata/awesome-public-datasets#software)

FLOSSmole data about free, libre, and open source software development [Meta] 关于免费、自由和开源软件开发的 FLOSSmole 数据 [元]
GHTorrent - Scalable, queryable, offline mirror of data offered through the GitHub REST API. [Meta] GHTorrent - 通过 GitHub REST API 提供的可扩展、可查询、离线数据镜像。 [元]
Libraries.io Open Source Repository and Dependency Metadata [Meta] Libraries.io 开源存储库和依赖元数据 [元]
Public Git Archive - a Big Code dataset for all – dataset of 182,014 top-bookmarked Git [...] [Meta] 公共 Git 档案 - 所有人的大代码数据集 - 182,014 个顶级书签的 Git 数据集 [...] [ Meta]
Code duplicates - 2k Java file and 600 Java function pairs labeled as similar or different by [...] [Meta] 代码重复 - 2k Java 文件和 600 个 Java 函数对，被 [...] [ Meta] 标记为相似或不同
Commit messages - 1.3 billion GitHub commit messages till March 2019 [Meta] 提交消息 - 截至 2019 年 3 月，共有 13 亿条 GitHub 提交消息 [元]
Pull Request review comments - 25.3 million GitHub PR review comments since January 2015 till [...] [Meta] Pull Request 审核评论 - 自 2015 年 1 月起至 [...] [ Meta] 已有 2530 万条 GitHub PR 审核评论
Source Code Identifiers - 41.7 million distinct splittable identifiers collected from 182,014 [...] [Meta] 源代码标识符 - 从 182,014 个 [...] [ Meta] 中收集了 4170 万个不同的可拆分标识符

Sports 运动的

[](https://github.com/awesomedata/awesome-public-datasets#sports)

American Ninja Warrior Obstacles - Contains every obstacle in the history of American Ninja [...] [Meta] 美国忍者武士障碍 - 包含美国忍者历史上的所有障碍 [...] [ Meta]
Betfair Historical Exchange Data [Meta] Betfair 历史交易数据 [元]
Cricsheet Matches (cricket) [Meta] Cricsheet 比赛（板球）[ Meta]
Equity in Athletics - The Equity in Athletics Data Analysis Cutting Tool is brought to you by [...] [Meta] 田径公平性 - 田径公平性数据分析切割工具由 [...] [ Meta] 为您带来
Ergast Formula 1, from 1950 up to date (API) [Meta] Ergast Formula 1，从 1950 年至今 (API) [ Meta]
Football/Soccer resources (data and APIs) [Meta] 足球资源（数据和 API）[元]
Lahman's Baseball Database [Meta] 拉赫曼的棒球数据库 [元]
NFL play-by-play data - NFL play-by-play data sourced from: [...] [Meta] NFL 逐场比赛数据 - NFL 逐场比赛数据来源于：[...] [ Meta]
Pinhooker: Thoroughbred Bloodstock Sale Data [Meta] Pinhooker：纯种纯种马销售数据 [元]
Pro Kabadi season 1 to 7 - Pro Kabadi League is a professional-level Kabaddi league in India. [...] [Meta] 职业卡巴迪赛季 1 至 7 - 职业卡巴迪联赛是印度的职业级别卡巴迪联赛。 [...] [元]
Retrosheet Baseball Statistics [Meta] 回顾表棒球统计数据 [元]
Tennis database of rankings, results, and stats for ATP [Meta] ATP 排名、结果和统计数据的网球数据库 [元]
Tennis database of rankings, results, and stats for WTA [Meta] WTA 排名、结果和统计数据的网球数据库 [元]
Transfermarkt Datasets - Clean, structured and automatically updated football (soccer) data [...] [Meta] Transfermarkt 数据集 - 干净、结构化且自动更新的足球数据 [...] [ Meta]
USA Soccer Teams and Locations - USA soccer teams and locations. MLS, NWSL, and USL [...] [Meta] 美国足球队和地点 - 美国足球队和地点。 MLS、NWSL 和 USL [...] [ 元]

TimeSeries 时间序列

[](https://github.com/awesomedata/awesome-public-datasets#timeseries)

3W dataset - To the best of its authors' knowledge, this is the first realistic and public [...] [Meta] 3W 数据集 - 据作者所知，这是第一个现实且公开的 [...] [ Meta]
Databanks International Cross National Time Series Data Archive [Meta] 国际数据库跨国家时间序列数据档案 [元]
Hard Drive Failure Rates [Meta] 硬盘故障率 [元]
Heart Rate Time Series from MIT [Meta] 麻省理工学院的心率时间序列 [元]
Time Series Data Library (TSDL) from MU [Meta] 来自 MU 的时间序列数据库 (TSDL) [元]
Turing Change Point Dataset - Contains 42 annotated time series collected for the development [...] [Meta] 图灵变化点数据集 - 包含为开发而收集的 42 个带注释的时间序列 [...] [ Meta]
UC Riverside Time Series Dataset [Meta] 加州大学河滨分校时间序列数据集 [元]

Transportation 运输

[](https://github.com/awesomedata/awesome-public-datasets#transportation)

Airlines OD Data 1987-2008 [Meta] 1987-2008 年航空公司 OD 数据 [元]
Ford GoBike Data (formerly Bay Area Bike Share Data) [Meta] 福特 GoBike 数据（以前称为湾区自行车共享数据）[ Meta ]
Bike Share Systems (BSS) collection [Meta] 自行车共享系统 (BSS) 集合 [元]
Dutch Traffic Information [Meta] 荷兰交通信息 [元]
GeoLife GPS Trajectory from Microsoft Research [Meta] 来自微软研究院的 GeoLife GPS 轨迹 [元]
German train system by Deutsche Bahn [Meta] 德国铁路公司的德国火车系统 [ Meta]
Hubway Million Rides in MA [Meta] Hubway 在马萨诸塞州的百万次骑行 [元]
Melbourne Pedestrian Counting - This dataset contains hourly pedestrian counts since 2009 [...] [Meta] 墨尔本行人计数 - 该数据集包含自 2009 年以来每小时的行人计数 [...] [ Meta]
Montreal BIXI Bike Share [Meta] 蒙特利尔 BIXI 共享单车 [元]
NYC Taxi Trip Data 2009- [Meta] 2009 年纽约市出租车行程数据 - [ 元]
NYC Taxi Trip Data 2013 (FOIA/FOILed) [Meta] 2013 年纽约市出租车行程数据 (FOIA/FOILed) [元]
NYC Uber trip data April 2014 to September 2014 [Meta] 纽约市 Uber 行程数据 2014 年 4 月至 2014 年 9 月 [元]
Open Traffic collection [Meta] 开放流量收集[元]
OpenFlights - airport, airline and route data [Meta] OpenFlights - 机场、航空公司和航线数据 [元]
Philadelphia Bike Share Stations (JSON) [Meta] 费城自行车共享站 (JSON) [元]
Plane Crash Database, since 1920 [Meta] 飞机失事数据库，自 1920 年以来 [ Meta]
RITA Airline On-Time Performance data [Meta] RITA 航空公司准点率数据 [元]
RITA/BTS transport data collection (TranStat) [Meta] RITA/BTS 运输数据收集 (TranStat) [ Meta]
Renfe (Spanish National Railway Network) dataset [Meta] Renfe（西班牙国家铁路网）数据集 [元]
Toronto Bike Share Stations (JSON and GBFS files) [Meta] 多伦多自行车共享站（JSON 和 GBFS 文件）[ Meta]
Transport for London (TFL) [Meta] 伦敦交通 (TFL) [元]
Travel Tracker Survey (TTS) for Chicago [Meta] 芝加哥旅行追踪调查 (TTS) [元]
U.S. Bureau of Transportation Statistics (BTS) [Meta] 美国交通统计局 (BTS) [元]
U.S. Domestic Flights 1990 to 2009 [Meta] 1990 年至 2009 年美国国内航班 [元]
U.S. Freight Analysis Framework since 2007 [Meta] 2007年以来的美国货运分析框架 [Meta]
U.S. National Highway Traffic Safety Administration - Fatalities since 1975 - Contains CSV [...] [Meta] 美国国家公路交通安全管理局 - 自 1975 年以来的死亡人数 - 包含 CSV [...] [ 元]

eSports 电子竞技

[](https://github.com/awesomedata/awesome-public-datasets#esports)

CS:GO Competitive Matchmaking Data - In this data set we have data about the CSGO matchmaking [...] [Meta] CS:GO 竞技对接会数据 - 在此数据集中，我们有有关 CSGO 对接会的数据 [...] [ Meta]
FIFA-2021 Complete Player Dataset [Meta] FIFA-2021 完整球员数据集 [元]
OpenDota data dump [Meta] OpenDota 数据转储 [元]

[Complementary Collections

补充系列](https://github.com/awesomedata/awesome-public-datasets#id810)

[](https://github.com/awesomedata/awesome-public-datasets#complementary-collections)

[Data Packaged Core Datasets
数据打包核心数据集](https://github.com/datasets/)
OpenDataMonitor: An overview of available open data resources in Europe
OpenDataMonitor：欧洲可用开放数据资源概述
Quora: Where can I find large datasets open to the public?
Quora：在哪里可以找到向公众开放的大型数据集？
RS.io: 100+ Interesting Data Sets for Statistics
RS.io：100 多个有趣的统计数据集
CVonline: Image Databases
CVonline：图像数据库
InnoTrek: Leveraging open data to understand urban lives
InnoTrek：利用开放数据了解城市生活
CV Papers: CV Datasets on the web
简历论文：网络上的简历数据集

Special thanks to 特别感谢

[Complementary Collections

mmlu-high_school_psychology-neg 这个dataset 适用于哪些模型，如何使用？

在具有 Intel GPU 的 Windows 上安装 IPEX-LLM

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