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20 changes: 11 additions & 9 deletions README.md
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# COVIDcast PNAS Papers: Source Code, Data, Text

Source code for Delphi's PNAS papers on our COVIDcast effort, published in the
special issue "Beyond Cases and Deaths: The Benefits of Auxiliary Data Streams
in Tracking the COVID-19 Pandemic". Each directory contains the text, figures,
and code used to produce each paper:
Source code for Delphi's papers on our COVIDcast effort, published in the
*Proceedings of the National Academy of Sciences* special issue "Beyond Cases
and Deaths: The Benefits of Auxiliary Data Streams in Tracking the COVID-19
Pandemic" (vol. 118 no. 51, December 2021). Each directory contains the text,
figures, and code used to produce each paper:

* **forecast:** Text and code for "Can Auxiliary Indicators Improve COVID-19
Forecasting and Hotspot Prediction?", by Daniel J. McDonald, Jacob Bien, Alden
Expand All @@ -26,11 +27,12 @@ and code used to produce each paper:
Elena Tuzhilina, Ana Karina Van Nortwick, Valérie Ventura, Larry Wasserman,
Benjamin Weaver, Jeremy C. Weiss, Spencer Whitman, Kristin Williams, Roni
Rosenfeld, and Ryan J. Tibshirani.
* **survey:** Text and code for "Continuous Real-Time Measurement of COVID-19
Symptoms, Risks, Protective Behaviors, Testing and Vaccination", by Joshua
A. Salomon, Alex Reinhart, Alyssa Bilinski, Eu Jing Chua, Wichada La
Motte-Kerr, Minttu M. Rönn, Marissa Reitsma, Katherine Ann Morris, Sarah
LaRocca, Tamar Farag, Frauke Kreuter, Roni Rosenfeld, and Ryan J. Tibshirani.
* **survey:** Text and code for "The US COVID-19 Trends and Impact Survey:
Continuous real-time measurement of COVID-19 symptoms, risks, protective
behaviors, testing, and vaccination", by Joshua A. Salomon, Alex Reinhart,
Alyssa Bilinski, Eu Jing Chua, Wichada La Motte-Kerr, Minttu M. Rönn, Marissa
Reitsma, Katherine Ann Morris, Sarah LaRocca, Tamar Farag, Frauke Kreuter,
Roni Rosenfeld, and Ryan J. Tibshirani.
* **perspective:** Text for "Epidemic Tracking and Forecasting: Lessons Learned
from a Tumultuous Year", by Roni Rosenfeld and Ryan J. Tibshirani.

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11 changes: 6 additions & 5 deletions forecast/README.md
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# Can Auxiliary Indicators Improve COVID-19 Forecasting and Hotspot Prediction?

This directory contains code, data, and text for "Can Auxiliary Indicators
Improve COVID-19 Forecasting and Hotspot Prediction?".
Improve COVID-19 Forecasting and Hotspot Prediction?". The final published
version is available at <https://doi.org/10.1073/pnas.2111453118>.

The LaTeX source of the paper is presented in `paper/` in PNAS's standard LaTeX
template. This can be rendered using a standard LaTeX distribution. The main
Expand All @@ -11,7 +12,7 @@ code in `paper/supplement.Rmd`, a standard Rmarkdown file.
The entire analysis can be rerun using the workflow in the `code/` directory and
described more fully in that `code/README.md`. However, this is likely to
require around a week of CPU time. For this reason, we have also made
intermediate data available in Dataverse at https://doi.org/10.5683/SP3/UW4VTC
. Downloading these `.RDS` files to `forecast/data/` will allow the Supplemental
Information and the paper to be recompiled with minimal additional effort.

intermediate data available in Dataverse at
<https://doi.org/10.5683/SP3/UW4VTC>. Downloading these `.RDS` files to
`forecast/data/` will allow the Supplemental Information and the paper to be
recompiled with minimal additional effort.
3 changes: 2 additions & 1 deletion indicators/README.md
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# An Open Repository of Real-Time COVID-19 Indicators

This directory contains code, data, and text for "An Open Repository of
Real-Time COVID-19 Indicators".
Real-Time COVID-19 Indicators". The final published version is available at
<https://doi.org/10.1073/pnas.2111452118>.

All figures in the paper are generated using `code/indicator-paper-figures.Rmd`,
a standard R Markdown file. It contains instructions on the packages required to
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11 changes: 8 additions & 3 deletions survey/README.md
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# Continuous Real-Time Measurement of COVID-19 Symptoms, Risks, Protective Behaviors, Testing and Vaccination
# The US COVID-19 Trends and Impact Survey: Continuous real-time measurement of COVID-19 symptoms, risks, protective behaviors, testing, and vaccination

This directory contains code and text for "Continuous Real-Time Measurement of
COVID-19 Symptoms, Risks, Protective Behaviors, Testing and Vaccination".
This directory contains code and text for "The US COVID-19 Trends and Impact
Survey: Continuous real-time measurement of COVID-19 symptoms, risks, protective
behaviors, testing, and vaccination". The final published version is available
at <https://doi.org/10.1073/pnas.2111454118>.

Tables and figures for the paper are generated by two files:
`code/paper-tables.Rmd`, which generates most tables and figures, and
Expand All @@ -14,3 +16,6 @@ Information on how to request access is [available on our documentation
website](https://cmu-delphi.github.io/delphi-epidata/symptom-survey/data-access.html).
The code also uses auxiliary data, such as Census information, which is included
here; comments in the code indicate the source of each data file used.

A preprint PDF is included in `paper/` along with the rendered versions of all
figures.

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