TIBCO Logo .st0{fill:#FFFFFF;} Home COVID-19 (Coronavirus) Visual Analysis Hub Supporting the community, sharing insights Information on the Coronavirus pandemic is changing in real time. To support worldwide communities in managing the effects of the virus, we set up this information hub, including live interactive visual data science analyses, as well as blogs and partner contributions. Our goal is to understand community outbreaks and healthcare resources in real time and assess the local effects of non-pharmaceutical interventions. From this page, you can download a Spotfire Starter Template, curated data, and analytics scripts for building your own customized COVID-19 application. OPEN THE SPOTFIRE COVID-19 APP TIBCO4Good: Applying data-centric approaches to solving critical global issues. #TIBCO4GOOD™ GET INVOLVED NOW COVID-19 Spotfire Application This interactive application has visual analytics that show the current outbreak status, growth trajectories, rate of spread, effects of interventions, and healthcare resources. Use it to see global patterns and interactively drill into your local region. This video shows highlights of the TIBCO Spotfire® COVID-19 application: OPEN APPLICATION Meeting the challenge of this pandemic calls us all to be deliberate and thoughtful, and so, too, does the data you’ll find through this app. For those who are not interested in exploring the data, key takeaways are in the Summary and Community Actions sections at the end of this blog. COVID-19 Application Gallery UNDERSTAND GLOBAL AND REGIONAL PATTERNS Visualize current status of confirmed cases, deaths, and rates of change at the country, state, province, and US county level. Learn More GROWTH TRAJECTORIES Explore the latest growth trajectories for confirmed cases and deaths in countries, states, and provinces. Learn More OUTBREAK HOTSPOTS Visualize US confirmed case and death hotspots for any local region in the United States. Learn More PREDICT INTERVENTION EFFECTS Explore Effective Reproduction Number (Re) trends by country, state, or province. This leading indicator calculates the impact intervention effects have on transmission. Learn More BUSINESS REOPENING EVALUATION Use informative metrics on transmission, testing rate, population mobility, and more to improve business decision making at a US county level. Learn More HEALTHCARE RESOURCES Enter a location in the United States to find hospital resources and tests near you. Learn More Blogs and Webinars COVID-19 Variants & Vaccines: A Visual Analytics Perspective Webinar: Before, During and After COVID-19: Analytics for Health Leader FedScoop Radio - New Data Aggregation and Analysis Tools Aid Crisis Response Webinar - Emerging Trends and Data about SARS-CoV-2 Epidemiology and Genetics from a Data Analytics Perspective with TIBCO's Data Science Team and Partner Perkin-Elmer Webinar - Visual Data Science : An Analytics Primer in the Back to Work Landscape with TIBCO's Data Science Team Webinar - Enabling Macro and Micro Insights into the COVID-19 Pandemic Through the Power of Visual Analytics: Practical Insight with TIBCO's Data Science Team, Partner Perkin-Elmer & CAS, a division of the ACS Webinar - Harnessing the Power of Visual Analytics & Data Science in Health Trends with TIBCO's Data Science Team and Partner Perkin-Elmer Webinar - Data Science & Driving Fast, Predictive Insights into Health Trends with TIBCO's Data Science Team Blog - COVID-19: Improving COVID-19 Hospital Operations with Analytics Blog - COVID-19: Returning to Normal and Our Economy in the Time of COVID-19 Blog - COVID-19: A Visual Data Science Analysis and Review (Part 1) » Blog - COVID-19: Update and Methodologies (Part 2) » Blog - COVID-19: A Primer for Analytics in the Back-to-Work Landscape (Part 3) » TIBCO Partners and Customers collaborating on COVID-19 work These TIBCO customers and partners are providing resources and working on COVID-19 issues using TIBCO Software. Their aim is to accelerate development of solutions by sharing insights and resources. If you would like to join this effort and share your resources here please get in touch! Syntellis Previously Kaufman Hall Software, over decades Syntellis has provided powerful, easy-to-use financial planning solutions to empower healthcare, higher education, and financial institutions to transform their visions into reality. Syntellis & Kaufman Hall offer expert insights and in-the-trenches accounts of how the COVID-19 pandemic is playing out and how organizations can respond. Learn more. Accencio Accencio, in collaboration with data and technology partners including TIBCO, is engaged in a multiphase project to provide information, visualizations, and analysis relevant to COVID-19 researchers. Get more details on the Accencio TIBCO Community wiki page. Washington University WashU Genetics is undertaking a variety of approaches to combating COVID-19, including bioinformatics apps developed with TIBCO SpotfireⓇ software. One app uses functional genomics tools to explore how human (host) genetic variation affects the ability for the virus to enter the cell and the cell’s ability to trigger an immune response. Another Spotfire app examines units within the viral genome (known as “domains”). A dataset capable of exploring the COVID-19 genome and domains is available by request from WashU. Learn more. Arria Natural Language Generation (NLG) TIBCO Spotfire + Arria NLG instantly converts multiple data streams into visuals and expertly written narrative analysis. Go to Arria site for information on how to add Arria NLG to Spotfire. Change Healthcare TIBCO and Change Healthcare, one of the largest independent healthcare technology companies in the United States, help providers, payers, and pharmacies better use their health IT data. See the Change Healthcare COVID-19 Web Site and TIBCO press release for information on this relationship. Latest Datanami article. Definitive Healthcare Definitive Healthcare provides comprehensive, up-to-date, and integrated data on hospitals, physicians, and other healthcare providers. View the Definitive Healthcare Covid-19 capacity predictor. PerkinElmer PerkinElmer is a strategic partner that provides the next generation of scientific research and development applications to the marketplace. Get more information on their COVID-19 projects on the TIBCO Community COVID-19 HQ page. Build your own COVID-19 application with the Spotfire starter template By providing access to a variety of useful datasets that are refreshed daily, the downloadable Spotfire® template allows users and partners to quickly get started with COVID-19 analysis: Johns Hopkins University CSSE public data on global Coronavirus cases, deaths, and recoveries in countries, provinces, and US counties US Census Bureau data on US state and county populations Disease Virulence data on several viruses aggregated from multiple sources The template includes R scripts and data workflows that download and clean the latest public data. Download the Spotfire COVID-19 starter template Sign up for a free TIBCO Cloud™ Spotfire® trial More details on downloading the Spotfire Analyst client for the full authoring experience Watch video tips for working with the template Data sources used: Johns Hopkins: Coronavirus Resource Center » ECDC: Daily updates from Europe » Our World in Data: Coronavirus Testing – Source Data » World Health Organization: Coronavirus situation reports » CDC: Healthcare guidelines and reference data Complete list of data sources used in the Live Spotfire App is maintained in the Release Notes of the Live Spotfire App itself. Acknowledgements: Built with contributions from many TIBCO Colleagues. Special thanks to the members of the TIBCO Data Science team who are working on these analyses using Spotfire software (visual analytics, R, Python): Neil Kanungo, Peter Shaw, and Prem Shah supported by Vinoth Manamala, Eric Hsu, David Katz, Colin Gray, Ian Pestell, Andrew Berridge, Heleen Snelting, Mike Alperin, and Dan Rope. 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