Trò chơi câu lạc bộ tình yêuSince the beginning of the COVID-19 crisis, California has had to face facts and make hard decisions. Defeating COVID-19 will require collaboration between state government, local governments, research universities, technologists, citizen scientists, and other members of the public. 

Trò chơi câu lạc bộ tình yêuCalifornia has collected a wide range of data to inform its response to COVID-19, and developed tools to help process and analyze that data. These data and tools are available for researchers, scientists, and technologists.

They’re available as a downloadable set, and in new models and dashboards.

Data models

Trò chơi câu lạc bộ tình yêuThe California COVID-19 Assessment Tool (CalCat) is a model to inform state and local response. You can find nowcasts, forecasts, and scenarios. 

See the curve:

Data dashboards

Statewide case statistics and demographics 

This includes positive cases, deaths, and testing results.

The impact on hospitals in the state of California 

Trò chơi câu lạc bộ tình yêuThis includes suspected and positive hospitalized patients by county, including ICU patients.

Personal Protection Equipment (PPE) distribution

Trò chơi câu lạc bộ tình yêuPersonal Protection Equipment (PPE) distributed by California Governor’s Logistics Task Force. PPE products include N-95 respirators, procedure masks, gowns, face shields and gloves.

Bed surges

The ability to respond to patients that need beds in facilities such as hospitals, arenas, and other alternative care facilities.

The impact on our homeless population

Trò chơi câu lạc bộ tình yêuThe impact of Project Roomkey and other measures to help homeless Californians. This includes room acquisition, room occupancy, and trailer distribution.


The COVID-19 database is available for you in two ways:

  1. Access the database directly from in ready-to-query SQL format. If you are not a Snowflake customer, .
  2. Access the data through the .

Data dictionaries

The COVID-19 datasets contain the following information. Some of these data dictionaries map back to the data dashboards above.


Emailò chơi câu lạc bộ tình yêu with any questions about these datasets.