dataCovidBeds20200624

A data set of COVID-19 cases with 99 obs. of 11 variables.

datasets

Implements a discrete-event simulation model for a hospital resource planning problem.
The project is motivated by the challenges faced by health care institutions in the current COVID-19 pandemic.
It can be used by health departments to forecast demand for intensive care beds, ventilators, and staff resources.
Our modelling approach is inspired by "A novel modelling technique to predict resource requirements in critical care - a case study" (Lawton and McCooe 2019) and combines two powerful technologies:
(i) discrete event simulation using the 'simmer' package and
(ii) model-based optimization using 'SPOT'.
Ucar I, Smeets B, Azcorra A (2019) <doi:10.18637/jss.v090.i02>.
Bartz-Beielstein T, Lasarczyk C W G, Preuss M (2005) <doi:10.1109/CEC.2005.1554761>.
Lawton T, McCooe M (2019) <doi:10.7861/futurehosp.6-1-17>.

Thomas Bartz-Beielstein

babsim.hospital

Bartz & Bartz Simulation Hospital

Frederik Rehbach

Eva Bartz

Olaf Mersmann

Martin Zaefferer

dataCovidBeds20200624 function

A data frame with 32239 rows and 6 columns:<dl class="dl-horizontal">
 <dt>bed</dt><dd>int 2 2 3 3 3 3 3 3 4 4 ...</dd>
 <dt>intensiveBed</dt><dd>int 0 0 0 0 0 0 0 0 0 0 ...</dd>
 <dt>intensiveBedVentilation</dt><dd>int 0 0 0 0 0 0 0 0 0 0 ...</dd>
 <dt>Day</dt><dd>Date, format: '2020-03-03' '2020-03-04' '2020-03-05' '2020-03-06' ...</dd>
 <dt>Infected</dt><dd>num 5 0 0 0 0 0 0 7 2 5 ...</dd>
 <dt>Sick</dt><dd>num 5 5 5 5 5 5 5 12 14 19 ...</dd>
</dl>The variable <code>obk$Sick</code> was generated from the Infected data as follows:
<code>slide_dbl(obk$Infected, ~sum(.x), .before = (amntDaysSickness -1)) </code>
<code>amntDaysSickness</code> was set to 20.

Format

dataCovidBeds20200624 — dataCovidBeds20200624

A data frame with 32239 rows and 6 columns:<dl class='dl-horizontal'>
 <dt>bed</dt><dd>int 2 2 3 3 3 3 3 3 4 4 ...</dd>
 <dt>intensiveBed</dt><dd>int 0 0 0 0 0 0 0 0 0 0 ...</dd>
 <dt>intensiveBedVentilation</dt><dd>int 0 0 0 0 0 0 0 0 0 0 ...</dd>
 <dt>Day</dt><dd>Date, format: '2020-03-03' '2020-03-04' '2020-03-05' '2020-03-06' ...</dd>
 <dt>Infected</dt><dd>num 5 0 0 0 0 0 0 7 2 5 ...</dd>
 <dt>Sick</dt><dd>num 5 5 5 5 5 5 5 12 14 19 ...</dd>
</dl>The variable <code>obk$Sick</code> was generated from the Infected data as follows:
<code>slide_dbl(obk$Infected, ~sum(.x), .before = (amntDaysSickness -1)) </code>
<code>amntDaysSickness</code> was set to 20.

dataCovidBeds20200624: dataCovidBeds20200624

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