├── _config.yml └── README.md /_config.yml: -------------------------------------------------------------------------------- 1 | theme: jekyll-theme-minimal -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | [![Contributor Covenant](https://img.shields.io/badge/Contributor%20Covenant-v2.0%20adopted-ff69b4.svg)](https://www.contributor-covenant.org/version/2/0/code_of_conduct/) 2 | 3 | # covid19-r 4 | 5 | This repo links to a collection of analyses on and representations of COVID19 data in R. Inclusion on the list does not mean the analysis was verified by me or that I endorse the findings. It should also be noted that some of the analysis / data might be out of date, so these should not be viewed, by default, as current findings. 6 | 7 | I'm collecting them as they get posted online so that I can come back to them later to develop educational examples based on theses data. I should also note that one should think about using these as class examples thoroughly -- the situation is affecting all of us (and our students) greatly and it's possible some students are personally affected by the pandemic. 8 | 9 | Subheadings are in flux as of now, as more analyses get added I might recategorize them. 10 | 11 | If you have examples to add, please open an issue or make a pull request. 12 | 13 | ## Blog posts 14 | 15 | - [Simulating COVID-19 interventions with R](https://rviews.rstudio.com/2020/03/19/simulating-covid-19-interventions-with-r/) 16 | - [Analysing COVID-19 (2019-nCoV) outbreak data with R - part 1](https://timchurches.github.io/blog/posts/2020-02-18-analysing-covid-19-2019-ncov-outbreak-data-with-r-part-1/) 17 | - [Analysing COVID-19 (2019-nCoV) outbreak data with R - part 2](https://timchurches.github.io/blog/posts/2020-03-01-analysing-covid-19-2019-ncov-outbreak-data-with-r-part-2/) 18 | - [Modelling the effects of public health interventions on COVID-19 transmission using R - part 1](https://timchurches.github.io/blog/posts/2020-03-10-modelling-the-effects-of-public-health-interventions-on-covid-19-transmission-part-1/) 19 | - [Modelling the effects of public health interventions on COVID-19 transmission using R - part 2](https://timchurches.github.io/blog/posts/2020-03-18-modelling-the-effects-of-public-health-interventions-on-covid-19-transmission-part-2/) 20 | - [COVID-19: The Case of Germany](https://blog.ephorie.de/covid-19-the-case-of-germany) 21 | - [Map Visualization of COVID-19 Across the World with R](https://datascienceplus.com/map-visualization-of-covid19-across-world) 22 | - [COVID-19 cumulative observed case fatality rate over time](http://freerangestats.info/blog/2020/03/17/covid19-cfr) 23 | - [Impact of a country's age breakdown on COVID-19 case fatality rate](http://freerangestats.info/blog/2020/03/21/covid19-cfr-demographics) 24 | - [COVID-19 Tracker: Days since N](https://mentalbreaks.rbind.io/posts/covid-19-tracker/) 25 | - [COVID-19 Has Become a Partisan Issue (How to Make Dumbbell Plots in R](https://connorrothschild.github.io/covid/) 26 | - [Get Your Epidemiology from Epidemiologists](https://kieranhealy.org/blog/archives/2020/03/21/covid-19-tracking/) 27 | - [Flatten the COVID-19 curve](https://staff.math.su.se/hoehle/blog/2020/03/16/flatteningthecurve.html) 28 | - [A Beginner’s Guide to Creating a Corona “Dashboard”](https://medium.com/@jonas.schroeder1991/a-beginners-guide-to-creating-a-corona-dashboard-3553b01d8d44) 29 | - [Infectious diseases and nonlinear differential equations](https://fabiandablander.com/r/Nonlinear-Infection.html) 30 | - [COVID-19: The Case of Spain](https://diarium.usal.es/jose/2020/03/20/covid-19-the-case-of-spain/) 31 | - [Epidemic modelling of COVID-19 in the UK using an SIR model](https://tjwilding.wordpress.com/2020/03/20/epidemic-modelling-of-covid-19-in-the-uk-using-an-sir-model/) 32 | - [Modeling Pandemics (2)](https://freakonometrics.hypotheses.org/60543) 33 | - [Don’t speculate, simulate!](https://timchurches.github.io/blog/posts/2020-03-20-dont-speculate-simulate/) 34 | - [Coronavirus model using R — Colombia](https://medium.com/@daniel.pena.chaves/simple-coronavirus-model-using-r-cf6b1bc93949) 35 | - [Epidemiology: How contagious is Novel Coronavirus (2019-nCoV)?](https://blog.ephorie.de/epidemiology-how-contagious-is-novel-coronavirus-2019-ncov) 36 | - [A COVID Small Multiple](https://kieranhealy.org/blog/archives/2020/03/27/a-covid-small-multiple/) 37 | - [Merge Covid-19 Data with Governmental Interventions Data](https://joachim-gassen.github.io/2020/03/merge-covid-19-data-with-governmental-interventions-data/) 38 | - [COVID-19 Data and Prediction for Michigan](https://iamnagdev.com/2020/03/26/covid-19-data-and-prediction-for-michigan/) 39 | - [Tidying the new Johns Hopkins Covid-19 time-series datasets](https://joachim-gassen.github.io/2020/03/tidying-the-new-johns-hopkins-covid-19-datasests/) 40 | - [Covid deaths graphs -- a walk-through (part 1)](https://calumdavey.github.io/Covid-Deaths/) 41 | - [Covid deaths graphs -- school closure (part 2) 42 | ](https://calumdavey.github.io/Covid-Deaths-schools/) 43 | - [Covid deaths graphs -- lockdown (part 3)](https://calumdavey.github.io/Covid-Deaths-lockdown/) 44 | - [Coverage of COVID research by the A&I databases](https://rpubs.com/alexeilutay/covid_coverage) 45 | - [Top 25 R resources on Novel COVID-19 Coronavirus](https://www.statsandr.com/blog/top-r-resources-on-covid-19-coronavirus) 46 | - [How to create a simple Coronavirus dashboard specific to your country in R](https://www.statsandr.com/blog/how-to-create-a-simple-coronavirus-dashboard-specific-to-your-country-in-r/) 47 | - [COVID-19 in Belgium](https://www.statsandr.com/blog/covid-19-in-belgium/) 48 | - [Why log ratios are useful for tracking COVID-19](https://robjhyndman.com/hyndsight/logratios-covid19/) 49 | - [Another "flatten the COVID-19 curve" simulation... in R](https://allthiswasfield.blogspot.com/2020/04/another-flatten-covid-19-curve.html) 50 | - [The COVID-19 Initial Unemployment Claims Spike in Context](http://svmiller.com/blog/2020/03/the-covid19-initial-claims-spike-in-context-r/) 51 | - [Facts About Coronavirus Disease 2019 (COVID-19) in 5 Charts created with R and ggplot2](https://novyden.blogspot.com/2020/03/facts-about-coronavirus-disease-2019.html) 52 | - [Making Of: A Free API For COVID-19 Data](https://www.statworx.com/de/blog/making-of-a-free-api-for-covid-19-data/) 53 | - [COVID-19 decease animation map](http://r.iresmi.net/2020/04/01/covid-19-decease-animation-map/) 54 | - [Merge Covid-19 Data with Governmental Interventions Data](https://joachim-gassen.github.io/2020/03/merge-covid-19-data-with-governmental-interventions-data/) 55 | 56 | ## Shiny apps / dashboards 57 | 58 | - [COVID-19 tracker](https://vac-lshtm.shinyapps.io/ncov_tracker/) [[Code]](https://github.com/eparker12/nCoV_tracker) 59 | - [Coronavirus (COVID-19) Across The World](https://dash.datascienceplus.com/covid19/) 60 | - [Coronavirus COVID-19 Global Cases](http://www.paulamoraga.com/coronavirus/) 61 | - [Utah.gov Coronavirus Dashboard](https://coronavirus.utah.gov/latest/) (Access seems restricted outside of the US) 62 | - [Visualisation of Covid-19 case data for the Island of Ireland 63 | ](https://github.com/mathsnuig/coronaviz) [[Code]](https://github.com/mathsnuig/coronaviz) 64 | - [COVID-19 Cases in Ontario](https://gregrousell.shinyapps.io/COVID-19/) 65 | - [Observatório COVID-19 BR ](https://covid19br.github.io/) 66 | - [Coronavirus dashboard](https://ramikrispin.github.io/coronavirus_dashboard/) 67 | - [Covid-19](https://thereseanders.shinyapps.io/covid19/) [Code linked in app] 68 | - [CoronaDash](https://petolau.shinyapps.io/coronadash/) 69 | - [Coronavirus COVID-19 : Répartition des cas infectés en Tunisie](https://mounabelaid.shinyapps.io/coronavirus/) 70 | - [COVID-19 Tracker](https://mentalbreaks.shinyapps.io/covid19/) 71 | - [Thailand: COVID-19 Growth Dashboard](https://paulapivat.shinyapps.io/covidgrowth/) 72 | - [Covid-19: country comparison](https://scitilab.shinyapps.io/Covid19/) 73 | - [Covid-19 Italy](https://alessiopassalacqua.github.io/covid19_italy/) 74 | - [Government of Alberta COVID-19 dashboard](https://covid19stats.alberta.ca/) 75 | - [Covid-19 Turkey](https://rpydaneogrendim.shinyapps.io/covid19turkey/) 76 | - [Tableau de bord de suivi de l’épidémie de coronavirus en France](https://veille-coronavirus.fr/) 77 | - [Modeling COVID-19 Spread vs Healthcare Capacity](https://alhill.shinyapps.io/COVID19seir/) - [[Twitter thread]](https://twitter.com/alison_l_hill/status/1239072817678823425?s=20) [[Code]](https://github.com/alsnhll/SEIR_COVID19) 78 | - [Covid-19 in United States](https://tarko.shinyapps.io/covid/) 79 | - [COVID-19 in India](https://rstudio-pubs-static.s3.amazonaws.com/583827_1958ebf6748d4835864082bd95a631e0.html) 80 | - [The math behind flatten the curve](https://ahurford.shinyapps.io/flatten-the-curve/) [[Code]](https://github.com/ahurford/flatten-the-curve) 81 | - [Flatten the Curve](https://tinu.shinyapps.io/Flatten_the_Curve/) 82 | - [Tracking COVID-19](https://dartthrowingchimp.shinyapps.io/covid19-app/) 83 | - [#explainCovid19 challenge](https://medium.com/@ModelOriented/explaincovid19-challenge-2453b255a908) 84 | - [COVID-19: Modeling the Flattening of the Curve](http://smaldino.com/wp/covid-19-modeling-the-flattening-of-the-curve/) 85 | - [An R Package to Explore the Novel Coronavirus](https://towardsdatascience.com/an-r-package-to-explore-the-novel-coronavirus-590055738ad6) 86 | - [COVID-19 call-to-arms](https://timchurches.github.io/blog/posts/2020-03-06-covid-19-call-to-arms/) 87 | - [COVID-19 State Tracker Dashboard](https://ausmeyer.shinyapps.io/covid_states/) 88 | - [COVID-19 Explorer](https://ethan-tenison.shinyapps.io/covid-19/) 89 | - [Analisis descriptivo de contagio por Coronavirus](https://analyticsrlun.shinyapps.io/Shiny-AnalyticsRLUN/) 90 | - [Datos COVID-19 (SARS-CoV-2)](https://baguadoramirez.shinyapps.io/covid/) 91 | - [Covid19-Cases](https://monty.shinyapps.io/rcoronavirus/) 92 | - [US Coronavirus Tracker](https://rdwinkelman.shinyapps.io/US_COVID_Explorer/) 93 | - [Covid-19 cases](https://mpalanco.shinyapps.io/coronavirus_shiny/) 94 | - [COVID-19 Schweiz - Open Source Version](https://chschoenenberger.shinyapps.io/covid19_dashboard_ch/) [[Code]](https://github.com/chschoenenberger/covid19_dashboard_ch) 95 | - [COVID-19 Dashboard](https://billpetti.shinyapps.io/covid_19_country_state_dashboard/) 96 | - [Examining COVID-19 data](https://ebsmonash.shinyapps.io/covid19/) 97 | - [Plotting when covid-19 growth trend slows](https://jeanimal.shinyapps.io/covid_log_log_diff/) 98 | - [Coronavirus Tracker](https://shiny.john-coene.com/coronavirus/) [[Code]](https://github.com/JohnCoene/coronavirus) 99 | - [Monitoring COVID-19 evolution in Italy](http://achab94.shinyapps.io/covid-19/) 100 | - [COVID-19 Global Meter](https://shivam-panchal.shinyapps.io/coronavirus/) 101 | - [CoVid-19 in Italia](https://www.pangeadds.eu/demos/CoVid19/) 102 | - [Number of confirmed Covid-19 cases](https://abbaskesh.shinyapps.io/covidgithub/) 103 | - [Modeling COVID-19 Spread vs Healthcare Capacity](https://shinyapps-recent.appspot.com/detail.html?id=220830001) 104 | - [Canadian COVID Dashboard](https://art-bd.shinyapps.io/covid19canada/) 105 | - [COVID-19 Outbreak](https://thibautfabacher.shinyapps.io/covid-19/) 106 | - [Coronavirus 10-day forecast](http://covid19.science.unimelb.edu.au/) 107 | - [Reporting, epidemic growth, and reproduction numbers for the 2019-nCoV epidemic: understanding control](https://art-bd.shinyapps.io/nCov_control/) 108 | - [COVID-19 in LAC](https://robertmitchellv.com/projects-covid-19-lac.html) 109 | - [Material Design Corona/COVID-19 Dashboard](https://sebastianwolf.shinyapps.io/Corona-Shiny/) 110 | - [Coronavirus in Belgium](https://www.antoinesoetewey.com/files/coronavirus-dashboard.html) [[Code]](https://github.com/AntoineSoetewey/coronavirus_dashboard) 111 | - [Visualization of Covid-19 Cases](https://nicohahn.shinyapps.io/covid19/) [[Code]](https://github.com/nicoFhahn/covid_shiny) [[Narrative]](https://community.rstudio.com/t/visualization-of-covid-19-cases-2020-shiny-contest-submission/57211) 112 | - [COVID-19 Live Report](https://behroozh.shinyapps.io/COVID19/) [[Code]](https://rstudio.cloud/project/1029711) [[Narrative]](https://community.rstudio.com/t/covid-19-live-report-2020-shiny-contest-submission/57061) 113 | - [COVID-19 in derivatives](https://pernaletec.shinyapps.io/covid_derivative_db/) [[Code]](https://github.com/pernaletec/covid19_derivatives) [[Narrative]](https://community.rstudio.com/t/covid-19-in-derivatives-2020-shiny-contest-submission/56796) 114 | - [COVID-19 Data Visualization Platform](https://shubhrampandey.shinyapps.io/coronaVirusViz/) [[Code]](https://github.com/shubhrampandey/coronaVirus-dataViz) [[Narrative]](https://community.rstudio.com/t/covid-19-data-visualization-platform-2020-shiny-contest-submission/56992) 115 | - [COVID-19 Acute and Intensive Care Resource Tool](https://caic-rt.shinyapps.io/CAIC-RT/) [[Code]](https://github.com/mattwarkentin/CAIC-RT) [[Narrative]](https://community.rstudio.com/t/covid-19-acute-and-intensive-care-resource-tool-2020-shiny-contest-submission/58448) 116 | - [COVID-19 Global Meter](https://shivam-panchal.shinyapps.io/coronavirus/) [[Narrative]](https://community.rstudio.com/t/covid-19-global-meter-2020-shiny-contest-submission/58312) 117 | - [covid-19 monitor](https://trafforddatalab.shinyapps.io/covid-19/) [[Code]](https://github.com/traffordDataLab/covid-19) [[Narrative]](https://community.rstudio.com/t/covid-19-monitor-2020-shiny-contest-submission/58047) 118 | - [Painel Covid-19](https://caique.shinyapps.io/COVID-Panel/) [[Code]](https://github.com/caiqueth/Covid19-Panel) [[Narrative]](https://community.rstudio.com/t/painel-covid-19-2020-shiny-contest-submission/59803) 119 | - [Covid-19 Dashboard by HBAP Team Shiny](https://jeff-renz.shinyapps.io/HBAPShiny2020/) [[Narrative]](https://community.rstudio.com/t/covid-19-dashboard-by-hbap-team-shiny-2020-shiny-contest-submission/59768) 120 | - [Covid-O-Meter](https://alhenry.shinyapps.io/covid-o-meter/) [[Code]](https://github.com/alhenry/covid-o-meter) [[Narrative]](https://community.rstudio.com/t/covid-o-meter-2020-shiny-contest-submission/59612) 121 | - [NZ COVID-19 Dashboard](https://nzcoviddashboard.esr.cri.nz/) 122 | - [COVID Trials](https://covid-trials.com/) 123 | - [CovidMetrika Brasil](https://mhbarbian.shinyapps.io/CovidMetrika/) 124 | - [COVID-19 India Analysis](https://srinathkr.shinyapps.io/COVID19-India/) 125 | - [COVID-19 Event Risk Assessment Planning Tool](https://covid19risk.biosci.gatech.edu/) 126 | - [Predict Pandemic](https://predictpandemic.org/) 127 | - [Covid 19 Situation in Balkan Countries](https://endriraco.shinyapps.io/BalkanCovidSituation/) 128 | 129 | ## Videos 130 | 131 | - [Playlist of COVID-19 related R tutorials](https://www.youtube.com/playlist?list=PLuak_bGvcWZPsLGEBv5LM1MxpdZuaBB0Q) by CradleToGraveR 132 | - [Cleaning and exploring the COVID-19 Open Research Dataset](https://www.youtube.com/watch?v=-5HYdBq_PTM) by David Robinson 133 | 134 | ## Packages 135 | 136 | Most of these are data only packages, but sone omly feature functions for creating visualisations and dashboard from the data in the package. 137 | 138 | - 📦 [coronavirus](https://github.com/RamiKrispin/coronavirus) 139 | - 📦 [nCoV2019.data](https://github.com/qingyuanzhao/2019-nCov-Data) 140 | - 📦 [covidR](https://github.com/CaRdiffR/covidR-api) 141 | - 📦 [coronabr](https://liibre.github.io/coronabr/index.html) 142 | - 📦 [covid19br](https://paternogbc.github.io/covid19br/index.html) 143 | - 📦 [coronabr](https://liibre.github.io/coronabr/index.html) 144 | - 📦 [covid19italy](https://github.com/RamiKrispin/covid19Italy) 145 | - 📦 [covid19nytimes](https://github.com/Covid19R/covid19nytimes) 146 | - 📦 [covid19at](https://github.com/joph/Covid19-Austria) 147 | - 📦 [ncovmap](https://github.com/yiluheihei/ncovmap) - data of China and global world, China map, Province map of china 148 | World map, maps of Italy, Japan, Korea and Iran 149 | - 📦 [nCov2019](https://guangchuangyu.github.io/nCov2019/) 150 | - 📦 [covid19us](https://github.com/aedobbyn/covid19us) 151 | - 📦 [covid19germany](https://github.com/nevrome/covid19germany) 152 | - 📦 [tidycovid19](https://github.com/joachim-gassen/tidycovid19) 153 | - 📦 [COVID19analytics](https://github.com/rOpenStats/COVID19analytics) 154 | - 📦 [COVID19](https://covid19datahub.io/articles/r.html) 155 | 156 | ## Data 157 | 158 | These are not necessarily R specific resources, but they're mostly what the analyses in R rely on and/or are stored in a format that is easily digestable by R. 159 | 160 | - [COVID-19 data API updated daily](https://analythium.github.io/covid-19/) with a simple [plotting interface](https://analythium.github.io/covid-19/) (based on JHU repo) 161 | - NY data: https://github.com/car325/nytc19 162 | - NY Times data: https://github.com/nytimes/covid-19-data 163 | - Australia data: https://github.com/covid-19-au 164 | - NZ data: https://github.com/nzherald/nz-covid19-data 165 | - French data: 166 | - https://github.com/opencovid19-fr/data 167 | - https://github.com/lperez31/coronavirus-france-dataset 168 | - Italy data: https://github.com/pcm-dpc/COVID-19 169 | - US data from NYTimes: https://github.com/nytimes/covid-19-data 170 | - Infotorch COVID-19 Australia Data API: https://github.com/infotorch/covid19-australia-api 171 | - TO DO: SFBart said they'll be posting ridership numbers each day (https://twitter.com/SFBART/status/1239904439542005760?s=20), need to track down how to compile. Also see [here](https://www.bart.gov/news/articles/2020/news20200225). 172 | - [European Centre for Disease Prevention and Control](https://www.ecdc.europa.eu/en/publications-data/download-todays-data-geographic-distribution-covid-19-cases-worldwide) 173 | 174 | ## Journal articles 175 | 176 | - [Adjusted age-specific case fatality ratio during the COVID-19 epidemic in Hubei, China, January and February 2020](https://www.medrxiv.org/content/10.1101/2020.03.04.20031104v2) [[Data & Code]](https://github.com/jriou/covid_adjusted_cfr) [[Tweet]](https://twitter.com/konstantinoudis/status/1244888431232253952?s=20) 177 | - [Overview from MIDAS network](https://github.com/midas-network/COVID-19/wiki/Documents) 178 | - [Initial evidence on COVID-19 and crime in the United States](https://github.com/mpjashby/covid19-crime) 179 | - [Police calls for service during the coronavirus pandemic](https://github.com/mpjashby/covid19-calls) 180 | - [Data mining and analysis of scientific research data records on Covid-19 mortality, immunity, and vaccine development - In the first wave of the Covid-19 pandemic](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7335244/) 181 | - [COVID-19: Forecasting short term hospital needs in France](https://www.medrxiv.org/content/10.1101/2020.03.16.20036939v1.full.pdf) 182 | - [Understanding the Public Discussion About the Centers for Disease Control and Prevention During the COVID-19 Pandemic Using Twitter Data: Text Mining Analysis Study](https://www.jmir.org/2021/2/e25108) 183 | 184 | ## Reports 185 | 186 | - [Reports by the Imperial College COVID-19 Response Team](https://www.imperial.ac.uk/mrc-global-infectious-disease-analysis/covid-19/covid-19-reports/) - Some of the analysis and the visualisations appear to be done in R 187 | 188 | ## Educational activities 189 | 190 | - [Visualizing COVID-19](https://rpruim.github.io/ds303/S20/hw/covid-19/covid-19.html) by Randy Prium 191 | 192 | ## Misc. 193 | 194 | - [Maps made from the Johns Hopkins Coronavirus Data](https://github.com/jonhersh/Hopkins_Maps) 195 | - [Discussion of resources on rOpenSci forum](https://discuss.ropensci.org/t/openvirus-tools-and-resources-for-covid-19-knowledge/1998) 196 | - [U.S. COVID-19 Data Explorer](https://rdwinkelman.shinyapps.io/US_COVID_Explorer/) 197 | - [Peru calculations](https://github.com/jmcastagnetto/covid-19-data-cleanup/blob/peru/peru-calculations.R) 198 | - [#COVID19 testing by US state](https://github.com/aaronolsen/aaronolsen.github.io/tree/master/corona) 199 | - [COVID-19 Resource Gallery](https://mirai-solutions.ch/covid-19-gallery/) 200 | - [US COVID-19 Trends](https://www.uscovidtrends.com/) 201 | - [Coronavirus Global Cases leaflet map](http://mesquitadata.com/corona.html) 202 | - How Iceland is predicting COVID-19 cases: [Hierarchical Logistic Growth Curves](https://rpubs.com/bgautijonsson/HierarchicalLogisticGrowthCurves) 203 | - [Mapping COVID-19 in Missouri](https://slu-opengis.github.io/covid_daily_viz/) [[Repo]](https://github.com/slu-openGIS/covid_daily_viz) 204 | - [Florida COVID19 Data parsed from Florida DOH Dashboard and PDF reports](https://github.com/gadenbuie/covid19-florida) 205 | - [Seattle Children's Hospital - Novel Coronavirus COVID-19 Daily Update of Confirmed Cases and Deaths](http://www.schdatascience.org/) (I believe the plots are made with R and plotly) 206 | - [PHE's COVID-19 case data by IMD](https://github.com/VictimOfMaths/Experiments/blob/master/COVID19IMD.R) 207 | - [Positive COVID-19 cases in NYC by zip code](https://github.com/natalieoshea/covid-nyc) 208 | - [Exploring the Temporal Evolution of COVID-19 Cases in the Ohio Counties](https://rpubs.com/rdwinkelman/covid19_ohio_gifs) 209 | - [Pandemia COVID-19](https://jaferezrubio.netlify.app/pandemic_covid_spain.html) 210 | - [data Science Project Guide](https://lukas-jue.github.io/data-science-covid-guide/) 211 | 212 | ## Analysing COVID data responsibly 213 | 214 | These are not #rstats specific, but important to digest before diving into the data. 215 | 216 | - [Ten Considerations Before You Create Another Chart About COVID-19](https://medium.com/nightingale/ten-considerations-before-you-create-another-chart-about-covid-19-27d3bd691be8) 217 | 218 | ----- 219 | 220 | Please note that this project is released with a [Contributor Code of 221 | Conduct](https://www.contributor-covenant.org/version/2/0/code_of_conduct/). By participating 222 | in this project you agree to abide by its terms. 223 | --------------------------------------------------------------------------------