Coronavirus Disease (COVID-19) Testing Data

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The COVID Tracking Project收集了美国50个州、哥伦比亚特区和其他5个地区的信息，提供了关于新型冠状病毒SARS-CoV-2最全面的检测数据。该数据集包括每个州或地区报告的阳性、阴性结果、待测和总测试人数。

The COVID Tracking Project 收集了美国50个州、哥伦比亚特区及其他5个地区的信息，提供了关于新型冠状病毒SARS-CoV-2最为全面的检测数据。该数据集涵盖了各州或地区报告的阳性、阴性结果、待测样本数量以及总测试人数。

创建时间：

2020-04-16

原始信息汇总

COVID-19 Datasets on AWS Data Exchange

1. Coronavirus Disease (COVID-19) Testing Data | The COVID Tracking Project

Source: The COVID Tracking Project
Details: Collects testing data from 50 US states, DC, and 5 other US territories. Includes positive and negative results, pending tests, and total people tested.
Published: March 22, 2020

2. COVID-19 Open Research Dataset (CORD-19) | Allen Institute for AI

Source: Allen Institute for AI
Details: A free resource of over 44,000 scholarly articles, including over 29,000 with full text, about COVID-19 and the coronavirus family of viruses.
Published: March 22, 2020

3. USA Hospital Beds - COVID-19 | Definitive Healthcare

Source: Definitive Healthcare
Details: Provides intelligence on the numbers of licensed beds, staffed beds, ICU beds, and the bed utilization rate for US hospitals.
Published: March 26, 2020

4. Coronavirus (COVID-19) Data in the United States | The New York Times

Source: The New York Times
Details: Releases a series of data files with cumulative counts of coronavirus cases in the US, at the state and county level, over time.
Published: March 30, 2020

5. Chicago COVID-19 Update Data | City of Chicago

Source: Chicago Department of Public Health
Details: Tracks COVID-19 cases and deaths closely and uses data to guide its response.
Published: April 9, 2020

6. Hospitals Data | Homeland Infrastructure Foundation-Level Data (HIFLD)

Source: Homeland Infrastructure Foundation-Level Data (HIFLD)
Details: Contains locations and resources of Hospitals for 50 US states, Washington D.C., and US territories.
Published: April 10, 2020

7. San Francisco Bay Area COVID-19 Tracker

Source: Not specified
Details: Daily data of the total number of COVID-19 cases in the six San Francisco Bay Area counties under "shelter in place" orders.
Published: April 15, 2020

8. Provisional Death Counts for Coronavirus Disease (COVID-19) | NCHS

Source: National Center for Health Statistics (NCHS)
Details: Contains provisional counts for COVID-19 deaths in the United States, based on data submitted to NCHS.
Published: April 15, 2020

9. COVID-19 Prediction Models Counties & Hospitals | Yu Group (UC Berkeley)

Source: Yu Group at UC Berkeley
Details: Contains datasets for the Prediction and Severity Index models produced by Yu Group to forecast the severity of the COVID-19 epidemic.
Published: April 16, 2020

10. COVID-19 Apple Mobility Trends Reports

Source: Apple
Details: Contains COVID‑19 mobility trends in countries/regions and cities from Apple, showing a relative volume of directions requests compared to a baseline.
Published: April 18, 2020

11. COVID-19 - World Confirmed Cases, Deaths, and Testing

Source: Our World in Data
Details: An up-to-date data on confirmed cases, deaths, and testing, throughout the duration of the COVID-19 pandemic.
Published: April 19, 2020

12. Google COVID-19 Community Mobility Reports

Source: Google
Details: Charts movement trends over time by geography, across different categories of places such as retail and recreation, groceries and pharmacies, parks, transit stations, workplaces, and residential.
Published: April 19, 2020

13. Provisional Death Counts for COVID-19: Weekly State-Specific Data Updates by Select Demographic and Geographic Characteristics | CDC

Source: CDC
Details: Provides a weekly summary of deaths with COVID-19 by select geographic and demographic variables.
Published: April 20, 2020

14. COVIDcast (COVID-19) Epidemiological Data | Delphi Research Group (CMU)

Source: Delphi Research Group (CMU)
Details: Contains an archived collection of datasets from Carnegie Mellon University Delphi Research Groups COVID-19 Surveillance Streams Data (COVIDcast).
Published: April 20, 2020

15. Provisional COVID-19 Death Counts in United States by County | CDC, NCHS

Source: CDC, NCHS
Details: Contains the provisional count of deaths involving COVID-19 by United States county.
Published: April 22, 2020

16. Coronavirus (COVID-19) Cases and Deaths | World Health Organization, WHO

Source: World Health Organization (WHO)
Details: Updates daily, providing new cases, cumulative cases, new deaths, and cumulative death counts by country.
Published: April 22, 2020

17. Genomic Epidemiology of Novel Coronavirus (COVID-19) | Nextstrain

Source: Nextstrain
Details: Shows evolutionary relationships of hCoV-19 (or SARS-CoV-2) viruses from the ongoing novel coronavirus COVID-19 pandemic.
Published: April 29, 2020

18. Geographic Distribution of COVID-19 Cases Worldwide | ECDC

Source: ECDC
Details: Includes the European Centre for Disease Prevention and Controls (ECDC) dataset on the daily geographic distribution of COVID-19 cases worldwide.
Published: May 1, 2020

19. Provisional COVID-19 Death Counts by Week Ending Date and State | CDC / NCHS

Source: CDC / NCHS
Details: Contains the provisional count of deaths involving COVID-19 by week and State.
Published: May 1, 2020

20. Provisional COVID-19 Death Counts by Place of Death and State | CDC / NCHS

Source: CDC / NCHS
Details: Contains the provisional count of deaths involving COVID-19 by place of death and State.
Published: April 29, 2020

21. Provisional COVID-19 Death Counts by Sex, Age, and State | CDC / NCHS

Source: CDC / NCHS
Details: Contains the provisional count of deaths involving COVID-19 by Sex, Age and State.
Published: May 1, 2020

22. Excess Deaths Associated with COVID-19 | CDC / NCHS

Source: CDC / NCHS
Details: Contains estimations for excess deaths in association with COVID-19.
Published: May 1, 2020

23. COVID-19 United States Reopen and Shut Down Status by State | NY Times

Source: NY Times
Details: Offers a state-by-state overview of the current level of reopen and/or shut down as a result of the COVID-19 pandemic.
Published: May 4, 2020

24. NYC Coronavirus (COVID-19) Data | New York City Department of Health

Source: NYC Department of Health and Mental Hygiene (DOHMH)
Details: Contains data assembled by the NYC DOHMHs COVID-19 Response team, providing insight into the current state of the COVID-19 epidemic in New York City.
Published: May 6, 2020

25. Clinical Studies Related To COVID-19 | ClinicalTrials.gov (US NLM)

Source: ClinicalTrials.gov (US NLM)
Details: Contains daily updating list of clinical studies related to COVID-19.
Published: May 6, 2020

26. HRSA Provider Relief Fund – General Allocation | CDC / HRSA

Source: CDC / HRSA
Details: Represents the list of providers who received a payment from the General Distribution of the Provider Relief Fund and who have attested payments and agreed to the Terms and Conditions.
Published: May 11, 2020

27. Provider Relief Fund COVID-19 High-Impact Payments | CDC / HRSA

Source: CDC / HRSA
Details: Includes details on payments allocated to 395 hospitals which accounted for 71 percent of COVID-19 inpatient admissions reported to HHS.
Published: May 11, 2020

28. COVID-19 Deaths | Race and Hispanic Origin Group and Age, by State | CDC

Source: CDC
Details: Contains counts for deaths involving COVID-19, pneumonia, and influenza reported to National Center for Health Statistics (NCHS) by race, age, and state.
Published: May 11, 2020

29. Conditions Contributing to Deaths involving COVID-19, by Age, U.S. | CDC

Source: CDC
Details: Shows health conditions and contributing causes mentioned in conjunction with deaths involving COVID-19.
Published: May 11, 2020

30. COVID-19 Deutschland | Robert Koch-Institut (RKI) | COVID-19 Germany

Source: Robert Koch Institute (RKI)
Details: Updates daily with details regarding the current number of COVID-19 cases in Germany. Dataset is in German.
Published: May 13, 2020

搜集汇总

数据集介绍

构建方式

该数据集由The COVID Tracking Project构建，涵盖了美国50个州、哥伦比亚特区以及5个其他美国领土的COVID-19检测数据。数据收集工作始于2020年3月22日，内容包括各州或地区报告的阳性、阴性、待检测结果以及总检测人数。数据来源主要为各州和地方政府的公开报告，确保了数据的广泛性和权威性。

特点

该数据集的特点在于其全面性和实时性。它不仅涵盖了广泛的地区，还提供了详细的检测结果分类，包括阳性、阴性及待检测数据。此外，数据集定期更新，反映了COVID-19疫情在不同地区的动态变化，为研究人员和政策制定者提供了宝贵的参考依据。

使用方法

该数据集可通过AWS Data Exchange平台订阅获取，用户可以利用AWS的云工具和服务进行数据分析和处理。数据集适用于流行病学研究、公共卫生政策制定以及疫情趋势预测等领域。用户可以通过GitHub仓库访问相关代码和文档，进一步了解数据的使用方法和应用场景。

背景与挑战

背景概述

在COVID-19全球大流行的背景下，Coronavirus Disease (COVID-19) Testing Data数据集应运而生，旨在为研究人员和机构提供全面的新冠病毒检测数据。该数据集由The COVID Tracking Project于2020年3月22日发布，涵盖了美国50个州、哥伦比亚特区以及5个其他美国领土的检测数据，包括阳性、阴性、待定检测结果以及各州或地区报告的总检测人数。该数据集的发布为全球研究社区提供了宝贵的数据资源，助力于疫情的监测、预测和防控策略的制定。

当前挑战

该数据集在解决COVID-19检测数据领域问题时面临多重挑战。首先，数据的实时性和准确性至关重要，但由于各州和地区报告标准不一，数据整合和标准化成为一大难题。其次，数据更新频率高，如何确保数据的及时性和一致性是构建过程中的主要挑战。此外，数据隐私和安全问题也不容忽视，如何在数据共享与隐私保护之间找到平衡点，是该数据集持续优化的重要方向。

常用场景

经典使用场景

在COVID-19大流行期间，Coronavirus Disease (COVID-19) Testing Data数据集被广泛应用于流行病学研究，特别是在追踪病毒传播动态和评估公共卫生干预措施的效果方面。研究人员利用该数据集中的测试结果数据，分析不同地区的感染率、检测覆盖率和病毒传播趋势，从而为政策制定者提供科学依据。

衍生相关工作

基于该数据集，许多经典研究工作得以展开。例如，研究人员开发了基于机器学习的疫情预测模型，利用测试数据预测未来的感染高峰。此外，该数据集还被用于评估不同检测策略的效果，推动了检测技术的改进和优化。这些衍生工作不仅深化了对COVID-19传播机制的理解，也为未来的流行病防控提供了宝贵的经验。

数据集最近研究