Wolfram Data Repository

Immediate Computable Access to Curated Contributed Data

COVID-19 Hospital Resource Use Projections

Source Notebook

Projected hospital resource use based on COVID-19 deaths

Details

Data associated with a study presenting estimates of predicted health service utilization and deaths due to COVID-19 by day for 4 months for each state in the US.

Examples

Basic Examples

Retrieve the data for one state:

In[1]:=
ResourceData[ ResourceObject["COVID-19 Hospital Resource Use Projections"]][\!\(\* NamespaceBox["LinguisticAssistant", DynamicModuleBox[{Typeset`query$$ = "louisiana", Typeset`boxes$$ = TemplateBox[{"\"Louisiana, United States\"", RowBox[{"Entity", "[", RowBox[{"\"AdministrativeDivision\"", ",", RowBox[{"{", RowBox[{"\"Louisiana\"", ",", "\"UnitedStates\""}], "}"}]}], "]"}], "\"Entity[\\\"AdministrativeDivision\\\", {\\\"Louisiana\\\", \ \\\"UnitedStates\\\"}]\"", "\"administrative division\""}, "Entity"], Typeset`allassumptions$$ = {{ "type" -> "Clash", "word" -> "louisiana", "template" -> "Assuming \"${word}\" is ${desc1}. Use as \ ${desc2} instead", "count" -> "5", "Values" -> {{ "name" -> "USState", "desc" -> "a US state", "input" -> "*C.louisiana-_*USState-"}, { "name" -> "Word", "desc" -> "a word", "input" -> "*C.louisiana-_*Word-"}, { "name" -> "GivenName", "desc" -> "a given name", "input" -> "*C.louisiana-_*GivenName-"}, { "name" -> "City", "desc" -> "a city", "input" -> "*C.louisiana-_*City-"}, { "name" -> "Movie", "desc" -> "a movie", "input" -> "*C.louisiana-_*Movie-"}}}}, Typeset`assumptions$$ = {}, Typeset`open$$ = {1, 2}, Typeset`querystate$$ = { "Online" -> True, "Allowed" -> True, "mparse.jsp" -> 1.692342`6.680033126255685, "Messages" -> {}}}, DynamicBox[ToBoxes[ AlphaIntegration`LinguisticAssistantBoxes["", 4, Automatic, Dynamic[Typeset`query$$], Dynamic[Typeset`boxes$$], Dynamic[Typeset`allassumptions$$], Dynamic[Typeset`assumptions$$], Dynamic[Typeset`open$$], Dynamic[Typeset`querystate$$]], StandardForm], ImageSizeCache->{366., {7., 17.}}, TrackedSymbols:>{ Typeset`query$$, Typeset`boxes$$, Typeset`allassumptions$$, Typeset`assumptions$$, Typeset`open$$, Typeset`querystate$$}], DynamicModuleValues:>{}, UndoTrackedVariables:>{Typeset`open$$}], BaseStyle->{"Deploy"}, DeleteWithContents->True, Editable->False, SelectWithContents->True]\)][[;; 5]]
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Visualizations

Plot upper, lower, and mean estimates for total hospital bed usage for the United States:

In[2]:=
DateListPlot[ResourceData[ ResourceObject["COVID-19 Hospital Resource Use Projections"]][ Entity["Country", "UnitedStates"], {"AllBedsMean", "AllBedsLower", "AllBedsUpper"}], PlotRange -> All]
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Visualize total bed usage at projected peaks within each state:

In[3]:=
GeoRegionValuePlot[Max /@ KeySelect[ResourceData[ ResourceObject["COVID-19 Hospital Resource Use Projections"]], MemberQ[EntityList[ EntityClass["AdministrativeDivision", "AllUSStatesPlusDC"]], #] &][[All, "AllBedsMean"]], GeoRange -> EntityClass["AdministrativeDivision", "ContinentalUSStates"]]
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Generate an interactive data explorer:

In[4]:=
With[{rd = Normal@ResourceData[ ResourceObject["COVID-19 Hospital Resource Use Projections"]]}, Manipulate[ DateListPlot[rd[loc, prop], PlotRange -> All], {loc, Keys[rd]}, {prop, Keys[rd[[1]]]}]]
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Wolfram Research, "COVID-19 Hospital Resource Use Projections" from the Wolfram Data Repository (2020)  

License Information

CC-BY 4.0

Data Resource History

  • Date Created:

Source Metadata

  • Title: Forecasting COVID-19 impact on hospital bed-days, ICU-days, ventilator days and deaths by US state in the next 4 months
  • Creator: IHME COVID-19 health service utilization forecasting team
  • Publisher: MedRxiv
  • Date: 26 March 2020
  • Citation:
    • IHME COVID-19 health service utilization forecasting team. Forecasting COVID-19 impact on hospital bed-days, ICU-days, ventilator days and deaths by US state in the next 4 months. MedRxiv. 26 March 2020.

Data Downloads

Publisher Information

  • Prepared for the Wolfram Data Repository By: C. Alan Joyce
  • Publisher of Record: Wolfram Research