COVID-19: Is the curve flattening?
John Sinues
Introduction
Individuals across the globe are urged to slow the spread of COVID-19. Governments are implementing everything from mild shelter in place to extreme shoot them dead measures to control this global crisis.
All these efforts are in hopes of flattening the curve. According to this article, high peaks put a lot of pressure on health care systems which they struggle to respond to.
So what does this curve look like for my state of Virginia? I’ve seen a rising curve for the entire United States, but I’ve only seen the current number of cases for a particular day. I don’t know how this number compares to last week.
World O Meter and Bing’s Coronoavirus updates provide nice summaries, but neither of these web sites showed the trend of confirmed cases over time.
All I needed was the data. After countless searches, I stumbled upon the University of Virginia’s COVID-19 Surveillance Dashboard. It is a nice real-time dashboard that also allows one to download data. Upon inspection of the provided datasets, I found what I was looking for.
This personal project is my attempt to understand the COVID-19 curve and how the number of cases affects the shape of the curve.
Let’s get started.
| Name | Region | Last_Update | Confirmed | Deaths | Recovered |
|---|---|---|---|---|---|
| Ningxia | Mainland China | 2020-03-17 02:00:00 | 75 | 0 | 75 |
| Azerbaijan | Azerbaijan | 2020-06-04 03:00:00 | 6260 | 76 | 3665 |
| Poland | Poland | 2020-04-18 17:00:00 | 8742 | 347 | 981 |
| Guyana | Guyana | 2020-04-18 00:00:00 | 63 | 6 | 9 |
| Angola | Angola | 2020-05-01 03:00:00 | 27 | 2 | 7 |
| Nevada | USA | 2020-06-01 03:00:00 | 8628 | 417 | 6316 |
| Mauritius | Mauritius | 2020-05-29 03:00:00 | 334 | 10 | 322 |
| South Korea | South Korea | 2020-05-30 12:00:00 | 11441 | 269 | 10398 |
| Belgium | Belgium | 2020-02-18 15:00:00 | 1 | 0 | 1 |
| Jersey | Jersey | 2020-03-14 18:00:00 | 2 | 0 | 0 |
After loading the datafile, we find the dataset contains 30599 records, 215 areas of interests with information dated from 2020-01-22 12:00:00 and 2020-06-10 10:00:00.
Globally, there are 7253278 confirmed COVID-19 cases, 411279 deaths, and 3349900 who recovered.
What does the curve look like for the US as a whole? This is the graphic we see in mainstream media. Currently there are 1985454 confirmed cases in the United States.
Seeing the big picture can be overwhelming. Let’s break it down by regions.
Fast rising curves identify those hot spots and priority regions. But what about those states that don’t show a steep rising curve? Are they of concern?
The above graphs group states by regions. One state with a high number of cases could skew the graph for the region. To take this into account and to show the rate of change over time, let’s plot the information on a logarithmic scale.
Graphs with steep curves show states hit hardest by the COVID-19 virus.
What does the Virginia curve show?
Summary of U.S. Areas of Interest
| Name | group | Confirmed | Deaths | Recovered |
|---|---|---|---|---|
| Midwest | ||||
| Illinois | Midwest | 129212 | 6018 | 70558 |
| Michigan | Midwest | 64998 | 5943 | 42041 |
| Ohio | Midwest | 39163 | 2423 | 5090 |
| Indiana | Midwest | 38033 | 2339 | 2159 |
| Minnesota | Midwest | 28523 | 1228 | 24221 |
| Iowa | Midwest | 22236 | 628 | 13514 |
| Wisconsin | Midwest | 21308 | 661 | 14583 |
| Nebraska | Midwest | 15918 | 189 | 7598 |
| Missouri | Midwest | 15352 | 845 | 3511 |
| Kansas | Midwest | 10609 | 237 | 5578 |
| South Dakota | Midwest | 5523 | 68 | 4483 |
| North Dakota | Midwest | 2901 | 72 | 2450 |
| Northeast | ||||
| New York | Northeast | 384561 | 30458 | 47715 |
| New Jersey | Northeast | 164796 | 12303 | 3856 |
| Massachusetts | Northeast | 103889 | 7408 | 78108 |
| Pennsylvania | Northeast | 80870 | 6014 | 1369 |
| Connecticut | Northeast | 44179 | 4097 | 63 |
| Rhode Island | Northeast | 15691 | 808 | 1398 |
| Puerto Rico | Northeast | 5185 | 142 | 850 |
| New Hampshire | Northeast | 5132 | 294 | 3501 |
| Maine | Northeast | 2606 | 100 | 1992 |
| Vermont | Northeast | 1084 | 55 | 901 |
| US Virgin Islands | Northeast | 71 | 6 | 63 |
| South | ||||
| Texas | South | 78130 | 1867 | 51140 |
| Florida | South | 66000 | 2766 | 381 |
| Maryland | South | 58904 | 2811 | 4279 |
| Georgia | South | 53249 | 2285 | 340 |
| Virginia | South | 51738 | 1497 | 6677 |
| Louisiana | South | 43612 | 2957 | 33904 |
| North Carolina | South | 37228 | 1068 | 23653 |
| Tennessee | South | 27575 | 435 | 18017 |
| Alabama | South | 21422 | 729 | 11395 |
| Mississippi | South | 18123 | 847 | 11203 |
| South Carolina | South | 15228 | 568 | 5076 |
| Kentucky | South | 11708 | 477 | 3359 |
| Arkansas | South | 10080 | 161 | 6875 |
| Delaware | South | 10020 | 410 | 5888 |
| District of Columbia | South | 9474 | 495 | 1143 |
| Oklahoma | South | 7363 | 354 | 6080 |
| West Virginia | South | 2179 | 84 | 1482 |
| West | ||||
| California | West | 137060 | 4753 | 22258 |
| Colorado | West | 28354 | 1554 | 2404 |
| Arizona | West | 28296 | 1076 | 174 |
| Washington | West | 25048 | 1175 | 5156 |
| Utah | West | 12559 | 127 | 4006 |
| Nevada | West | 10045 | 446 | 7381 |
| New Mexico | West | 9105 | 404 | 3699 |
| Oregon | West | 4988 | 169 | 1894 |
| Idaho | West | 3221 | 85 | 2509 |
| Wyoming | West | 970 | 17 | 789 |
| Hawaii | West | 682 | 17 | 621 |
| Alaska | West | 573 | 11 | 389 |
| Montana | West | 554 | 18 | 485 |
| Guam | West | 180 | 5 | 143 |
| Northern Mariana Islands | West | 30 | 2 | 16 |
| Name | # Confirmed Cases |
|---|---|
| New York | 384561 |
| New Jersey | 164796 |
| California | 137060 |
| Illinois | 129212 |
| Massachusetts | 103889 |
| Pennsylvania | 80870 |
| Texas | 78130 |
| Florida | 66000 |
| Michigan | 64998 |
| Maryland | 58904 |
| Name | Change In Number of Confirmed Cases From Yesterday |
|---|---|
| California | 3244 |
| Texas | 1667 |
| Florida | 1096 |
| Illinois | 797 |
| Georgia | 752 |
| North Carolina | 710 |
| New York | 668 |
| Arizona | 618 |
| Tennessee | 570 |
| Louisiana | 562 |
| Name | # Deaths |
|---|---|
| New York | 30458 |
| New Jersey | 12303 |
| Massachusetts | 7408 |
| Illinois | 6018 |
| Pennsylvania | 6014 |
| Michigan | 5943 |
| California | 4753 |
| Connecticut | 4097 |
| Louisiana | 2957 |
| Maryland | 2811 |
| Name | # Recoveries |
|---|---|
| Massachusetts | 78108 |
| Illinois | 70558 |
| Texas | 51140 |
| New York | 47715 |
| Michigan | 42041 |
| Louisiana | 33904 |
| Minnesota | 24221 |
| North Carolina | 23653 |
| California | 22258 |
| Tennessee | 18017 |
A former colleague and Old Dominion University professor, Dr. Chuck Cartledge, provided valuable feedback on my inital attempt on analyzing this information. He also referred me to this insightful How To Tell If We’re Beating COVID-19 video.
Three key points were discussed 1) use a logarithmic scale, 2) focus on change, not absolute numbers, and 3) don’t plot against time.
Taking this into account, let’s take a look at Virginia again.
The following graphs plot the total number of confirmed cases on the x-axis (Confirmed column) and the daily change of confirmed cases (delta_confirmed column) on the y-axis.
| Name | Last_Update | Confirmed | Deaths | Recovered | delta_confirmed | delta_deaths | delta_recovered |
|---|---|---|---|---|---|---|---|
| Virginia | 2020-03-08 01:00:00 | 1 | 0 | 0 | NA | NA | NA |
| Virginia | 2020-03-08 14:00:00 | 2 | 0 | 0 | 1 | 0 | 0 |
| Virginia | 2020-03-10 03:45:00 | 7 | 0 | 0 | 5 | 0 | 0 |
| Virginia | 2020-03-10 18:00:00 | 8 | 0 | 0 | 1 | 0 | 0 |
| Virginia | 2020-03-11 15:50:00 | 9 | 0 | 0 | 1 | 0 | 0 |
| Virginia | 2020-03-13 02:00:00 | 18 | 0 | 0 | 9 | 0 | 0 |
| Virginia | 2020-03-13 20:00:00 | 30 | 0 | 0 | 12 | 0 | 0 |
| Virginia | 2020-03-15 03:00:00 | 41 | 1 | 0 | 11 | 1 | 0 |
| Virginia | 2020-03-16 03:00:00 | 45 | 1 | 0 | 4 | 0 | 0 |
| Virginia | 2020-03-17 02:00:00 | 52 | 2 | 0 | 7 | 1 | 0 |
| Virginia | 2020-03-18 03:00:00 | 67 | 2 | 0 | 15 | 0 | 0 |
| Virginia | 2020-03-19 03:00:00 | 79 | 2 | 0 | 12 | 0 | 0 |
| Virginia | 2020-03-20 03:00:00 | 104 | 2 | 0 | 25 | 0 | 0 |
| Virginia | 2020-03-21 02:00:00 | 125 | 2 | 0 | 21 | 0 | 0 |
| Virginia | 2020-03-22 03:00:00 | 158 | 3 | 0 | 33 | 1 | 0 |
| Virginia | 2020-03-23 03:00:00 | 221 | 6 | 0 | 63 | 3 | 0 |
| Virginia | 2020-03-24 03:00:00 | 254 | 7 | 0 | 33 | 1 | 0 |
| Virginia | 2020-03-25 03:00:00 | 304 | 9 | 0 | 50 | 2 | 0 |
| Virginia | 2020-03-26 03:00:00 | 399 | 13 | 0 | 95 | 4 | 0 |
| Virginia | 2020-03-27 03:00:00 | 471 | 14 | 0 | 72 | 1 | 0 |
| Virginia | 2020-03-28 03:00:00 | 610 | 16 | 0 | 139 | 2 | 0 |
| Virginia | 2020-03-29 03:00:00 | 740 | 17 | 0 | 130 | 1 | 0 |
| Virginia | 2020-03-30 03:00:00 | 890 | 24 | 0 | 150 | 7 | 0 |
| Virginia | 2020-03-31 03:00:00 | 1020 | 25 | 0 | 130 | 1 | 0 |
| Virginia | 2020-04-01 03:00:00 | 1250 | 27 | 0 | 230 | 2 | 0 |
| Virginia | 2020-04-02 03:00:00 | 1486 | 35 | 0 | 236 | 8 | 0 |
| Virginia | 2020-04-03 03:00:00 | 1706 | 41 | 0 | 220 | 6 | 0 |
| Virginia | 2020-04-04 03:00:00 | 2012 | 47 | 0 | 306 | 6 | 0 |
| Virginia | 2020-04-05 03:00:00 | 2407 | 52 | 0 | 395 | 5 | 0 |
| Virginia | 2020-04-06 03:00:00 | 2640 | 52 | 0 | 233 | 0 | 0 |
| Virginia | 2020-04-07 03:00:00 | 2878 | 66 | 0 | 238 | 14 | 0 |
| Virginia | 2020-04-08 03:00:00 | 3335 | 66 | 2 | 457 | 0 | 2 |
| Virginia | 2020-04-09 03:00:00 | 3645 | 75 | 2 | 310 | 9 | 0 |
| Virginia | 2020-04-10 03:00:00 | 4042 | 109 | 2 | 397 | 34 | 0 |
| Virginia | 2020-04-11 03:00:00 | 4509 | 121 | 2 | 467 | 12 | 0 |
| Virginia | 2020-04-12 09:00:00 | 5077 | 130 | 2 | 568 | 9 | 0 |
| Virginia | 2020-04-13 03:00:00 | 5274 | 141 | 2 | 197 | 11 | 0 |
| Virginia | 2020-04-14 03:00:00 | 5747 | 149 | 2 | 473 | 8 | 0 |
| Virginia | 2020-04-15 03:00:00 | 6182 | 157 | 721 | 435 | 8 | 719 |
| Virginia | 2020-04-16 03:00:00 | 6500 | 195 | 721 | 318 | 38 | 0 |
| Virginia | 2020-04-17 03:00:00 | 6889 | 208 | 721 | 389 | 13 | 0 |
| Virginia | 2020-04-18 03:00:00 | 7491 | 231 | 721 | 602 | 23 | 0 |
| Virginia | 2020-04-19 03:00:00 | 8053 | 258 | 721 | 562 | 27 | 0 |
| Virginia | 2020-04-20 03:00:00 | 8542 | 277 | 721 | 489 | 19 | 0 |
| Virginia | 2020-04-21 03:00:00 | 8990 | 300 | 721 | 448 | 23 | 0 |
| Virginia | 2020-04-22 03:00:00 | 9630 | 324 | 721 | 640 | 24 | 0 |
| Virginia | 2020-04-23 03:00:00 | 10266 | 349 | 721 | 636 | 25 | 0 |
| Virginia | 2020-04-24 03:00:00 | 10998 | 373 | 721 | 732 | 24 | 0 |
| Virginia | 2020-04-25 03:00:00 | 11594 | 411 | 721 | 596 | 38 | 0 |
| Virginia | 2020-04-26 03:00:00 | 12366 | 437 | 721 | 772 | 26 | 0 |
| Virginia | 2020-04-27 03:00:00 | 12970 | 449 | 721 | 604 | 12 | 0 |
| Virginia | 2020-04-28 03:00:00 | 13538 | 460 | 721 | 568 | 11 | 0 |
| Virginia | 2020-04-29 03:00:00 | 14339 | 492 | 721 | 801 | 32 | 0 |
| Virginia | 2020-04-30 03:00:00 | 14962 | 522 | 721 | 623 | 30 | 0 |
| Virginia | 2020-05-01 03:00:00 | 15847 | 552 | 721 | 885 | 30 | 0 |
| Virginia | 2020-05-02 03:00:00 | 16902 | 581 | 721 | 1055 | 29 | 0 |
| Virginia | 2020-05-03 03:00:00 | 17738 | 617 | 721 | 836 | 36 | 0 |
| Virginia | 2020-05-04 03:00:00 | 18672 | 660 | 721 | 934 | 43 | 0 |
| Virginia | 2020-05-05 03:00:00 | 19493 | 684 | 721 | 821 | 24 | 0 |
| Virginia | 2020-05-06 03:00:00 | 20257 | 713 | 721 | 764 | 29 | 0 |
| Virginia | 2020-05-07 11:00:00 | 20257 | 713 | 2734 | 0 | 0 | 2013 |
| Virginia | 2020-05-08 03:00:00 | 21570 | 769 | 2825 | 1313 | 56 | 91 |
| Virginia | 2020-05-09 03:00:00 | 22342 | 812 | 2997 | 772 | 43 | 172 |
| Virginia | 2020-05-10 03:00:00 | 23196 | 827 | 3124 | 854 | 15 | 127 |
| Virginia | 2020-05-11 03:00:00 | 24081 | 839 | 3201 | 885 | 12 | 77 |
| Virginia | 2020-05-12 03:00:00 | 25070 | 850 | 3273 | 989 | 11 | 72 |
| Virginia | 2020-05-13 03:00:00 | 25800 | 892 | 3400 | 730 | 42 | 127 |
| Virginia | 2020-05-14 03:00:00 | 26746 | 928 | 3554 | 946 | 36 | 154 |
| Virginia | 2020-05-15 03:00:00 | 27813 | 956 | 3554 | 1067 | 28 | 0 |
| Virginia | 2020-05-16 03:00:00 | 28672 | 978 | 3805 | 859 | 22 | 251 |
| Virginia | 2020-05-17 03:00:00 | 29683 | 1003 | 3909 | 1011 | 25 | 104 |
| Virginia | 2020-05-18 03:00:00 | 30388 | 1010 | 3993 | 705 | 7 | 84 |
| Virginia | 2020-05-19 03:00:00 | 31140 | 1015 | 4107 | 752 | 5 | 114 |
| Virginia | 2020-05-20 03:00:00 | 32145 | 1042 | 4271 | 1005 | 27 | 164 |
| Virginia | 2020-05-21 03:00:00 | 32908 | 1075 | 4523 | 763 | 33 | 252 |
| Virginia | 2020-05-22 03:00:00 | 34137 | 1100 | 4778 | 1229 | 25 | 255 |
| Virginia | 2020-05-23 03:00:00 | 34950 | 1136 | 4963 | 813 | 36 | 185 |
| Virginia | 2020-05-24 03:00:00 | 35749 | 1159 | 5047 | 799 | 23 | 84 |
| Virginia | 2020-05-25 03:00:00 | 36244 | 1171 | 5102 | 495 | 12 | 55 |
| Virginia | 2020-05-26 03:00:00 | 37727 | 1208 | 5145 | 1483 | 37 | 43 |
| Virginia | 2020-05-27 03:00:00 | 39342 | 1236 | 5227 | 1615 | 28 | 82 |
| Virginia | 2020-05-28 03:00:00 | 40249 | 1281 | 5227 | 907 | 45 | 0 |
| Virginia | 2020-05-29 03:00:00 | 41401 | 1338 | 5472 | 1152 | 57 | 245 |
| Virginia | 2020-05-30 03:00:00 | 42533 | 1358 | 5472 | 1132 | 20 | 0 |
| Virginia | 2020-05-31 03:00:00 | 43611 | 1370 | 5745 | 1078 | 12 | 273 |
| Virginia | 2020-06-01 03:00:00 | 44607 | 1375 | 5868 | 996 | 5 | 123 |
| Virginia | 2020-06-02 03:00:00 | 45398 | 1392 | 5868 | 791 | 17 | 0 |
| Virginia | 2020-06-03 03:00:00 | 46239 | 1407 | 6011 | 841 | 15 | 143 |
| Virginia | 2020-06-04 03:00:00 | 46905 | 1428 | 6165 | 666 | 21 | 154 |
| Virginia | 2020-06-05 03:00:00 | 47856 | 1445 | 6284 | 951 | 17 | 119 |
| Virginia | 2020-06-06 12:00:00 | 48532 | 1454 | 6392 | 676 | 9 | 108 |
| Virginia | 2020-06-07 03:00:00 | 49397 | 1461 | 6382 | 865 | 7 | -10 |
| Virginia | 2020-06-08 03:00:00 | 49397 | 1461 | 6382 | 0 | 0 | 0 |
| Virginia | 2020-06-09 03:00:00 | 51251 | 1478 | 6557 | 1854 | 17 | 175 |
| Virginia | 2020-06-10 03:00:00 | 51738 | 1497 | 6677 | 487 | 19 | 120 |
| Virginia | 2020-06-10 03:00:00 | 51738 | 1497 | 6677 | 0 | 0 | 0 |
What if we plotted the number of fatalities? The fatalities graphs plot the total number of deaths on the x-axis (Deaths column) and the daily change of deaths (delta_deaths column) on the y-axis.
In the video, the creator highlighted two countries exhibiting recovery curves: South Korea and China.
The video also showed Japan having a slight uptick (5:49 of the video). What does the data reveal? (Note: On 07 April 2020, Japan declares a state of emergency.)
How does the United States compare with these countries?
Finally, today (April 5, 2020), I heard that things in Italy are starting look favorable. What does the data say?
End Notes.
Minutes before first publishing this report on 03 April 2020, an article entitled Preparing For the Peak appeared in my email. What a coincidence.
I’ve received questions regarding the validity and source of the data used in this report. The source of the data is from the COVID-19 Surveillance Dashboard. They aggregated the data from numerous reliable sources.
Additional plots. Check out plots from one of these other 65 areas of interest. [If the link fails to render, right-click on it and open in a new window].
Every attempt was made to convey valid and accurate results based upon the data provided.
Stay well and be safe.
Report generated: 2020-07-10 17:30:22
---
title: "COVID-19:  Is the curve flattening?"
author: "John Sinues"
output: html_notebook
---


```{r clearall, echo=FALSE, warning=FALSE, message=FALSE, results=FALSE}
rm(list = ls())
```

# Introduction
Individuals across the globe are urged to slow the spread of COVID-19.  Governments are implementing everything from mild **shelter in place** to extreme [*shoot them dead*](https://www.voanews.com/science-health/coronavirus-outbreak/philippine-president-says-those-violating-anti-virus-measures) measures to control this global crisis.

All these efforts are in hopes of flattening the curve.  According to this [article]((https://www.biospace.com/article/flattening-the-curve-covid-19/)), high peaks put a lot of pressure on health care systems which they struggle to respond to.

So what does this curve look like for my state of Virginia?  I've seen a rising curve for the entire United States, but I've only seen the current number of cases for a particular day.  I don't know how this number compares to last week.

[World O Meter](https://www.worldometers.info/coronavirus/) and [Bing's Coronoavirus updates](https://www.bing.com/search?q=Coronavirus+updates) provide nice summaries, but neither of these web sites showed the trend of confirmed cases over time.

All I needed was the data.  After countless searches, I stumbled upon the University of Virginia's [COVID-19 Surveillance Dashboard](https://nssac.bii.virginia.edu/covid-19/dashboard/).  It is a nice real-time dashboard that also allows one to download data.  Upon inspection of the provided datasets, I found what I was looking for.  

This personal project is my attempt to understand the COVID-19 curve and how the number of cases affects the shape of the curve.

### Let's get started.

```{r get_files, echo=FALSE, warning=FALSE, message=FALSE, results=FALSE}
library(tidyverse)
library(lubridate)
library(ggthemes)
library(knitr)
library(kableExtra)

options(scipen=10000) # remove scientific notation from graphs

filename <- "nssac-ncov-data-country-state"
src_file <- paste0("https://nssac.bii.virginia.edu/covid-19/dashboard/data/"
                   , filename
                   , ".zip")

# Make a temporary file (tf) and a temporary folder (tdir)
tf <- tempfile(tmpdir = tdir <- tempdir())

## Download the zip file 
download.file(src_file, tf)

## Unzip it in the temp folder
csv_files <- unzip(tf, exdir = tdir)

files_to_import <- list.files(paste0(tdir,"/", filename), pattern = ".csv", full.names = TRUE)


# apply map_df() to iterate read_csv over files
data <- files_to_import %>% map_dfr(read_csv, col_types = "ccciii")
colnames(data) <- c("Name", "Region", "Last_Update", "Confirmed", "Deaths", "Recovered")
data$Last_Update <- ymd_hms(data$Last_Update)

```

```{r, echo = FALSE, results = 'asis'}
showTable <- function(theData, tableCaption, theFootnote=NULL) {
  if (missing(tableCaption)) {
    theCaption <- "Current Number of Infections"
  } else {
    theCaption <- tableCaption
  }
  kable(theData, caption = theCaption) %>%
    kable_styling(bootstrap_options = c("striped", "hover"), full_width = F) %>%
    scroll_box(height = "500px") %>%
    footnote(general = theFootnote)
    
}

```


```{r, echo = FALSE, results = 'asis'}
set.seed(757)

showTable(sample_n(data, 10), "Sample Data From Imported Files")

```

```{r data_prep, echo=FALSE, warning=FALSE, message=FALSE, results=FALSE}
# calculate case  type change from previous day
data <- data %>% group_by(Name, Region) %>%
  arrange(Region, Name, Last_Update) %>%
  mutate(delta_confirmed = Confirmed - lag(Confirmed)) %>%
  mutate(delta_deaths = Deaths - lag(Deaths)) %>%
  mutate(delta_recovered = Recovered - lag(Recovered))

# shorten name
data$Name[data$Name == "United States Virgin Islands"] <- "US Virgin Islands"

min_dt <- min(data$Last_Update, na.rm=TRUE)
max_dt <- max(data$Last_Update, na.rm=TRUE)

```
\  
\  
\  

After loading the datafile, we find the dataset contains **`r nrow(data)`** records, **`r length(unique(data$Region))`** areas of interests with information dated from **`r min_dt[[1]]`** and **`r max_dt[[1]]`**.

Globally, there are **`r sum(data %>%  slice(c(1:n())-1) %>% ungroup() %>% select(delta_confirmed), na.rm=TRUE)`** confirmed COVID-19 cases, **`r sum(data %>%  slice(c(1:n())-1) %>% ungroup() %>% select(delta_deaths), na.rm=TRUE)`** deaths, and **`r sum(data %>%  slice(c(1:n())-1) %>% ungroup() %>% select(delta_recovered), na.rm=TRUE)`** who recovered.


```{r us_data, echo = FALSE, warning=FALSE, message=FALSE}
df.us <- data %>% 
  filter(Region == "USA") %>% 
  select(Name, Last_Update, Confirmed, Deaths, Recovered) %>%
  gather(case_type, value, Confirmed:Recovered)

```

```{r, echo = FALSE, warning=FALSE, message=FALSE, fig.align='center', fig.width=10, fig.height=8}
plotRegions <- function(theData, plotLog, reportTitle, facetWrap) {
  p <- ggplot(theData,
              aes(x=Last_Update, y=value, color = factor(Name))) + 
    geom_point(aes(color = case_type)) +
    labs(title = reportTitle
         , x = "Date Reported"
         , y = "# Cases"
         , color = "Case Type"
         , caption = paste0("Created ", Sys.time())) +
    scale_color_fivethirtyeight() + 
    theme_fivethirtyeight() +
    theme(axis.text.x = element_text(angle=90))

  if (facetWrap == "Y") {
    p <- p + facet_wrap(vars(Name))
  }
  
  if (grepl(pattern="^log[0-9]{1,2}$", plotLog)) {
    p <- p + scale_y_continuous(trans=plotLog)
  }

  p  
}

```



```{r, echo = FALSE}
Northeast <- c("Connecticut", "Maine", "Massachusetts", "New Hampshire", "Rhode Island"
               , "Vermont", "New Jersey", "New York", "Pennsylvania", "Puerto Rico"
               , "US Virgin Islands")
Midwest <- c("Illinois", "Indiana", "Michigan", "Ohio", "Wisconsin"
             , "Iowa", "Kansas", "Minnesota", "Missouri", "Nebraska"
             , "North Dakota", "South Dakota")
South <- c("Delaware", "Florida", "Georgia", "Maryland", "North Carolina"
           , "South Carolina", "Virginia", "District of Columbia", "West Virginia", "Alabama"
           , "Kentucky", "Mississippi", "Tennessee", "Arkansas", "Louisiana"
           , "Oklahoma", "Texas")
West <- c("Arizona", "Colorado", "Idaho", "Montana", "Nevada"
          , "New Mexico", "Utah", "Wyoming", "Alaska", "California"
          , "Hawaii", "Oregon", "Washington", "Northern Mariana Islands", "Guam")

```

***

\  
\  

#### What does the curve look like for the US as a whole?  This is the graphic we see in mainstream media.  Currently there are `r sum((data %>% filter(Name %in% c(Northeast, Midwest, South, West)))[7], na.rm = TRUE)` confirmed cases in the United States.

```{r, echo = FALSE, warning=FALSE, fig.align='center', fig.width=10, fig.height=8}
plotRegions(df.us %>%
              filter(Name %in% c(Midwest, South, West, Northeast)) %>% 
              ungroup() %>%
              select(Last_Update, case_type,value) %>%
              group_by(Last_Update, case_type) %>%
              summarise(value=sum(value, na.rm = TRUE))
            , "N", "COVID-19 Cases - Entire US Region", "N")

```
\  
\  
\  
\ 
\  
\ 

#### Seeing the big picture can be overwhelming.  Let's break it down by regions.

```{r, echo = FALSE, fig.align='center', fig.width=10, fig.height=8}
plotRegions(df.us %>% filter(Name %in% Northeast), "N", "COVID-19 Cases - Northest Region", "Y")
plotRegions(df.us %>% filter(Name %in% Midwest), "N", "COVID-19 Cases - Midwest Region", "Y")
plotRegions(df.us %>% filter(Name %in% South), "N", "COVID-19 Cases - South Region", "Y")
plotRegions(df.us %>% filter(Name %in% West), "N", "COVID-19 Cases - West Region", "Y")

```
\  
\  
\  
\ 
\  
\ 

##### Fast rising curves identify those *hot spots* and priority regions.  But what about those states that don't show a steep rising curve?  Are they of concern?

##### The above graphs group states by regions.  One state with a high number of cases could skew the graph for the region.  To take this into account and to show the rate of change over time, let's plot the information on a logarithmic scale.

> Graphs with steep curves show states hit hardest by the COVID-19 virus.

```{r, echo = FALSE, warning=FALSE}
createLabel <- function(countryName, logBase, caseType=NULL) {
  if (missing(caseType)) {
    label <- paste0("COVID-19 Cases - ", countryName)
  } else {
    label <- paste0("COVID-19 ", caseType, " - ", countryName)
  }

  # only base logs of 2 and 10 are supported; not sure how to
  # take the Log[n] w/in the bquote() function
  if (missing(logBase)) {
    # no log label
    bquote(.(label[1]))
  } else if (logBase == "log2") {
    bquote(.(label[1]) ~ (Log[2]))
  } else if (logBase == "log10") {
    bquote(.(label[1]) ~ (Log[10]))
  } else if (grepl(pattern="^log[0-9]{1,2}$", logBase)) {
    bquote(.(label[1]) ~ (Log))
  }
}

```

```{r, echo = FALSE, warning=FALSE, fig.align='center', fig.width=10, fig.height=8}
plotRegions(df.us %>% filter(Name %in% Northeast), "log10", createLabel("Northest Region"), "Y")
plotRegions(df.us %>% filter(Name %in% Midwest), "log10",  createLabel("Midwest Region"), "Y")
plotRegions(df.us %>% filter(Name %in% South), "log10",  createLabel("South Region"), "Y")
plotRegions(df.us %>% filter(Name %in% West), "log10",  createLabel("West Region"), "Y")

```
\  
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\  
\ 
\  
\ 

##### What does the Virginia curve show?

```{r, echo=FALSE, warning=FALSE, message=FALSE, fig.align='center', fig.width=10, fig.height=8}
df.temp <- df.us %>% filter(Name == "Virginia")

plotRegions(df.temp, "N", createLabel("Virginia"), "N")
plotRegions(df.temp, "log10", createLabel("Virginia", "log10"), "N")

```
***
\  
\  
\  
\ 
\  
\ 

#### Summary of U.S. Areas of Interest

```{r tab_us_regions, echo = FALSE, warning=FALSE, message=FALSE}
get_us_region <- function(theData, region, caseType, label) {
  theData %>% 
    filter(Name %in% c(region) & case_type %in% caseType) %>%
    group_by(Name, case_type) %>%
    arrange(Last_Update) %>%
    slice(c(n())) %>%
    mutate(group = label) %>%
    ungroup() %>%
    select(Name, group, case_type, value)
}

df.temp <- get_us_region(df.us, Midwest, c('Confirmed', 'Deaths', 'Recovered'), 'Midwest')
df.temp <- bind_rows(df.temp, get_us_region(df.us, South, c('Confirmed', 'Deaths', 'Recovered'), 'South'))
df.temp <- bind_rows(df.temp, get_us_region(df.us, West, c('Confirmed', 'Deaths', 'Recovered'), 'West'))
df.temp <- bind_rows(df.temp, get_us_region(df.us, Northeast, c('Confirmed', 'Deaths', 'Recovered'), 'Northeast'))
df.temp <- df.temp %>% 
  spread(case_type, value) %>%
  arrange(group, -Confirmed)

get_region_count <- function(thedata, thegroup) {
  nrow(thedata %>% filter(group %in% thegroup))
}


kable(df.temp
      , caption = "Summary of US Areas of Interest") %>%
  kable_styling(bootstrap_options = c("striped", "hover"), full_width = F) %>%
  pack_rows("Midwest"
            , 1
            , get_region_count(df.temp, c("Midwest"))) %>%
  pack_rows("Northeast"
            , get_region_count(df.temp, c("Midwest")) + 1
            , get_region_count(df.temp, c("Midwest", "Northeast"))) %>%
  pack_rows("South"
            , get_region_count(df.temp, c("Midwest", "Northeast")) + 1
            , get_region_count(df.temp, c("Midwest", "Northeast", "South"))) %>%
  pack_rows("West"
            , get_region_count(df.temp, c("Midwest", "Northeast", "South")) + 1
            , get_region_count(df.temp, c("Midwest", "Northeast", "South", "West"))) %>%
  scroll_box(height = "400px") %>%
  footnote(general = "There appears to be a discrepancy to how recoveries are recorded by state.  Based upon Bing's COVID-19 stats, some of the recoveries are correct whereas others are not.")

```
***

```{r, echo = FALSE, warning=FALSE, message=FALSE}
showTable(df.us %>%
            filter(case_type == "Confirmed" & Name %in% c(Midwest, South, West, Northeast)) %>%
            group_by(Region, Name) %>%
            arrange(Region, Name, Last_Update) %>%
            slice(c(n())) %>%
            ungroup() %>%
            select(Name, value) %>%
            arrange(-value) %>%
            top_n(10) %>%
            rename(c('# Confirmed Cases' = 'value'))
          , "States With Most Confirmed Cases")

showTable(data %>%
            filter(Name %in% c(Midwest, South, West, Northeast)) %>%
            group_by(Region, Name) %>%
            arrange(Region, Name, Last_Update) %>%
            slice(c(n()-1)) %>%
            ungroup() %>%
            select(Name, delta_confirmed) %>%
            arrange(-delta_confirmed) %>%
            top_n(10) %>%
            rename(c('Change In Number of Confirmed Cases From Yesterday' = 'delta_confirmed'))
          , "States With The Largest Daily Change of Confirmed Cases")

showTable(df.us %>%
            filter(case_type == "Deaths" & Name %in% c(Midwest, South, West, Northeast)) %>%
            group_by(Region, Name) %>%
            arrange(Region, Name, Last_Update) %>%
            slice(c(n())) %>%
            ungroup() %>%
            select(Name, value) %>%
            arrange(-value) %>%
            top_n(10) %>%
            rename(c('# Deaths' = 'value'))
          , "States With Most Deaths")

showTable(df.us %>%
            filter(case_type == "Recovered" & Name %in% c(Midwest, South, West, Northeast)) %>%
            group_by(Region, Name) %>%
            arrange(Region, Name, Last_Update) %>%
            slice(c(n())) %>%
            ungroup() %>%
            select(Name, value) %>%
            arrange(-value) %>%
            top_n(10) %>%
            rename(c('# Recoveries' = 'value'))
          , "States With Most Recovered Cases"
          , "Discrepancies found in how recoveries are recorded by state.")

```
***

```{r, echo = FALSE, warning=FALSE, message=FALSE, eval=FALSE, include=FALSE}
showTable(data %>%
            arrange(Region, Last_Update) %>%
            ungroup() %>%
            group_by(Region) %>%
            summarise(delta_confirmed=sum(delta_confirmed, na.rm = TRUE)) %>%
            select(Name, delta_confirmed) %>%
            slice(c(n())) %>%
            arrange(-delta_confirmed) %>%
            top_n(50) %>%
            rename(c('# Confirmed Cases' = 'delta_confirmed'))
          , "Regions With Largest Number of Confirmed Cases")

```

\  
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\ 
\  
\ 

***

A former colleague and Old Dominion University professor, Dr. Chuck Cartledge, provided valuable feedback on my inital attempt on analyzing this information.  He also referred me to this insightful [How To Tell If We're Beating COVID-19 video](https://www.youtube.com/watch?v=54XLXg4fYsc).  

Three key points were discussed 1) use a logarithmic scale, 2) focus on change, not absolute numbers, and 3) don't plot against time.  

Taking this into account, let's take a look at Virginia again.

> The following graphs plot the total number of confirmed cases on the x-axis (*Confirmed* column) and the daily change of confirmed cases (*delta_confirmed* column) on the y-axis.

```{r, echo = FALSE, warning=FALSE, message=FALSE, fig.align='center'}
plotDelta <- function(theData, reportTitle, plotLog, caseType) {
  
  if (caseType == "Recovered") {
    p <- ggplot(theData,
                aes(Recovered, delta_recovered))
  } else if (caseType == "Deaths") {
    p <- ggplot(theData,
                aes(Deaths, delta_deaths))
  } else {
    p <- ggplot(theData,
                aes(Confirmed, delta_confirmed))
  }

  p <- p +
    geom_point() +
    stat_smooth() +
    labs(title = reportTitle
         , x = paste0("Total Number Of ", caseType)
         , y = paste0("Previous Days Total Number Of ", caseType)
         , caption = paste0("Created ", Sys.time())) +
    scale_color_fivethirtyeight() + 
    theme_fivethirtyeight()

  if (grepl(pattern="^log[0-9]{1,2}$", plotLog)) {
    p <- p + scale_y_continuous(trans=plotLog)
  }
  
  p
}

```


```{r, echo = FALSE, warning=FALSE, message=FALSE}
df.temp <- data %>% 
  filter(Region == "USA" & Name == "Virginia") %>% 
  group_by(Name) %>%
  select(Name, Last_Update, Confirmed, Deaths, Recovered
         , delta_confirmed, delta_deaths, delta_recovered) %>%
  arrange(Last_Update)

showTable(df.temp,"Virginia COVID-19 Data")

plotDelta(df.temp
          , createLabel(df.temp$Name
                           , "log10"
                           , paste0("(", sum(df.temp$delta_confirmed, na.rm = TRUE), " Confirmed Cases)"))
          , "Y"
          , "Confirmed")

```
\  
\  
\  
\ 
\  
\ 

> What if we plotted the number of fatalities?  The fatalities graphs plot the total number of deaths on the x-axis (*Deaths* column) and the daily change of deaths (*delta_deaths* column) on the y-axis.

```{r, echo = FALSE, warning=FALSE, message=FALSE}
plotDelta(df.temp
          , createLabel(df.temp$Name
                           , "log10"
                           , paste0("(", sum(df.temp$delta_deaths, na.rm = TRUE), " Deaths)"))
          , "log10"
          , "Deaths")

```
\  
\  
\  
\ 
\  
\ 

In the video, the creator highlighted two countries exhibiting recovery curves:  South Korea and China.

```{r china_south_korea_plot, echo = FALSE, warning=FALSE, message=FALSE}

df.temp <- data %>% 
  filter(Region == "South Korea") %>% 
  group_by(Region) %>%
  select(Name, Last_Update, Confirmed, Deaths, Recovered
         , delta_confirmed, delta_deaths, delta_recovered) %>%
  arrange(Last_Update)

plotDelta(df.temp
          , createLabel(df.temp$Name
                           , "log10"
                           , paste0("(", sum(df.temp$delta_confirmed, na.rm = TRUE), " Confirmed Cases)"))
          , "Y"
          , "Confirmed")
plotDelta(df.temp
          , createLabel(df.temp$Name
                           , "log10"
                           , paste0("(", sum(df.temp$delta_deaths, na.rm = TRUE), " Deaths)"))
          , "log10"
          , "Deaths")


df.temp <- data %>% 
  filter(Region == "Mainland China") %>% 
  group_by(Region) %>%
  select(Name, Last_Update, Confirmed, Deaths, Recovered
         , delta_confirmed, delta_deaths, delta_recovered) %>%
  arrange(Last_Update)

plotDelta(df.temp
          , createLabel("Mainland China"
                           , "log10"
                           , paste0("(", sum(df.temp$delta_confirmed, na.rm = TRUE), " Confirmed Cases)"))
          , "Y"
          , "Confirmed")
plotDelta(df.temp
          , createLabel("Mainland China"
                           , "log10"
                           , paste0("(", sum(df.temp$delta_deaths, na.rm = TRUE), " Deaths)"))
          , "log10"
          , "Deaths")

```
\  
\  
\  
\ 
\  
\ 

The video also showed Japan having a slight uptick (5:49 of the video).  What does the data reveal?  (Note:  On 07 April 2020, Japan declares a [state of emergency](https://apnews.com/6e506c4f105670b8fa8eb5531aadf2c1).)

```{r japan_plot, echo = FALSE, warning=FALSE, message=FALSE}
df.temp <- data %>% 
  filter(Region == "Japan") %>% 
  group_by(Region) %>%
  select(Name, Last_Update, Confirmed, Deaths, Recovered
         , delta_confirmed, delta_deaths, delta_recovered) %>%
  arrange(Last_Update)

plotDelta(df.temp
          , createLabel(df.temp$Name
                           , "log10"
                           , paste0("(", sum(df.temp$delta_confirmed, na.rm = TRUE), " Confirmed Cases)"))
          , "Y"
          , "Confirmed")
plotDelta(df.temp
          , createLabel(df.temp$Name
                           , "log10"
                           , paste0("(", sum(df.temp$delta_deaths, na.rm = TRUE), " Deaths)"))
          , "log10"
          , "Deaths")


```
\  
\  
\  
\ 
\  
\ 

How does the United States compare with these countries?

```{r, echo = FALSE, warning=FALSE, message=FALSE}
df.temp <- data %>% 
  filter(Region == "USA") %>% 
  group_by(Region) %>%
  select(Name, Last_Update, Confirmed, Deaths, Recovered
         , delta_confirmed, delta_deaths, delta_recovered) %>%
  arrange(Last_Update)

plotDelta(df.temp
          , createLabel("USA"
                           , "log10"
                           , paste0("(", sum(df.temp$delta_confirmed, na.rm = TRUE), " Confirmed Cases)"))
          , "Y"
          , "Confirmed")
plotDelta(df.temp
          , createLabel("USA"
                           , "log10"
                           , paste0("(", sum(df.temp$delta_deaths, na.rm = TRUE), " Deaths)"))
          , "log10"
          , "Deaths")

```
\  
\  
\  
\ 
\  
\ 

Finally, today (April 5, 2020), I heard that things in Italy are starting look [favorable](https://www.cbsnews.com/live/video/20200405162054-update-on-italys-coronavirus-outbreak/).  What does the data say?

```{r, echo = FALSE, warning=FALSE, message=FALSE}
df.temp <- data %>% 
  filter(Region == "Italy") %>% 
  group_by(Region) %>%
  select(Name, Last_Update, Confirmed, Deaths, Recovered
         , delta_confirmed, delta_deaths, delta_recovered) %>%
  arrange(Last_Update)

plotDelta(df.temp
          , createLabel(df.temp$Name
                           , "log10"
                           , paste0("(", sum(df.temp$delta_confirmed, na.rm = TRUE), " Confirmed Cases)"))
          , "Y"
          , "Confirmed")
plotDelta(df.temp
          , createLabel(df.temp$Name
                           , "log10"
                           , paste0("(", sum(df.temp$delta_deaths, na.rm = TRUE), " Deaths)"))
          , "log10"
          , "Deaths")
plotDelta(df.temp
          , createLabel(df.temp$Name
                           , "log10"
                           , paste0("(", sum(df.temp$delta_recovered, na.rm = TRUE), " Recovered)"))
          , "log10"
          , "Recoveries")

```


```{r plot_us_regions, echo = FALSE, warning=FALSE, message=FALSE}

# save US regions to files

for (val in c(Midwest, South, West, Northeast)) {
  df.temp <- data %>% 
    filter(Region == "USA" & Name == val) %>% 
    group_by(Name) %>%
    select(Name, Last_Update, Confirmed, Deaths, Recovered
           , delta_confirmed, delta_deaths, delta_recovered) %>%
    arrange(Last_Update)
  
  p <- plotDelta(df.temp
            , createLabel(df.temp$Name
                          , "log10"
                          , paste0("(", sum(df.temp$delta_confirmed, na.rm = TRUE), " Confirmed Cases)"))
            , "Y"
            , "Confirmed")
  ggsave(filename=paste0("./images/", df.temp$Name, "_confirmed.png"), device="png", plot=p)
  
  p <- plotDelta(df.temp
            , createLabel(df.temp$Name
                          , "log10"
                          , paste0("(", sum(df.temp$delta_deaths, na.rm = TRUE), " Deaths)"))
            , "log10"
            , "Deaths")
  ggsave(filename=paste0("./images/", df.temp$Name, "_deaths.png"), device="png", plot=p)
}

```

```{r plot_happy_regions, echo = FALSE, warning=FALSE, message=FALSE}

# plot selected regions (top 10 happiest countries)

for (val in c("Finland", "Denmark", "Switzerland", "Iceland", "Norway"
            , "Netherlands", "Sweden", "New Zealand", "Austria", "Luxembourg")) {
  df.temp <- data %>% 
    filter(Region == val) %>% 
    group_by(Region) %>%
    select(Name, Last_Update, Confirmed, Deaths, Recovered
           , delta_confirmed, delta_deaths, delta_recovered) %>%
    arrange(Last_Update)
  
  p <- plotDelta(df.temp
            , createLabel(df.temp$Name
                          , "log10"
                          , paste0("(", sum(df.temp$delta_confirmed, na.rm = TRUE), " Confirmed Cases)"))
            , "Y"
            , "Confirmed")
  ggsave(filename=paste0("./images/", df.temp$Name, "_confirmed.png"), device="png", plot=p)
  
  p <- plotDelta(df.temp
            , createLabel(df.temp$Name
                          , "log10"
                          , paste0("(", sum(df.temp$delta_deaths, na.rm = TRUE), " Deaths)"))
            , "log10"
            , "Deaths")
  ggsave(filename=paste0("./images/", df.temp$Name, "_deaths.png"), device="png", plot=p)
}

```

### End Notes.
Minutes before first publishing this report on 03 April 2020, an article entitled [Preparing For the Peak](https://www.13newsnow.com/article/news/health/coronavirus/heres-when-covid-19-could-peak-in-the-dmv/291-4e19c59b-0373-420c-a523-a205a7d60abe) appeared in my email.  What a coincidence.

I've received questions regarding the validity and source of the data used in this report.  The source of the data is from the [COVID-19 Surveillance Dashboard](https://nssac.github.io/covid-19/dashboard/#faq).  They aggregated the data from numerous reliable sources.

**Additional plots.**  Check out plots from one of these other [`r length(unique(gsub("(_confirmed|_deaths)", "", list.files(path = "./images", pattern="\\.png"))))`  areas of interest](https://www.dropbox.com/sh/k4qg9nw5ywfk4gy/AACxAZ_IdmkP-o03OAcd-qwfa?dl=0). [If the link fails to render, right-click on it and open in a new window].

\ 
\  
\ 

```
Every attempt was made to convey valid and accurate results based upon the data provided.

Stay well and be safe.

```

\ 
\  
\ 

###### Report generated:  `r Sys.time()`


```{r scratchpad, echo = FALSE, warning=FALSE, message=FALSE, eval=FALSE}

#  filter(Name %in% c(Midwest, South, West, Northeast) & case_type == 'Confirmed') %>%

data <- mutate_at(data, vars('Name', 'group'), as.factor)

# Set a number of 'empty bar' to add at the end of each group
empty_bar <- 4
to_add <- data.frame( matrix(NA, empty_bar*nlevels(data$group), ncol(data)) )
colnames(to_add) <- colnames(data)
to_add$group <- rep(levels(data$group), each=empty_bar)
data <- rbind(data, to_add)
data <- data %>% arrange(group)
data$id <- seq(1, nrow(data))
 
# Get the name and the y position of each label
label_data <- data
number_of_bar <- nrow(label_data)
angle <- 90 - 360 * (label_data$id-0.5) /number_of_bar     # I substract 0.5 because the letter must have the angle of the center of the bars. Not extreme right(1) or extreme left (0)
label_data$hjust <- ifelse( angle < -90, 1, 0)
label_data$angle <- ifelse(angle < -90, angle+180, angle)
 
# Make the plot
p <- ggplot(data, aes(x=as.factor(id), y=value, fill=group)) +       # Note that id is a factor. If x is numeric, there is some space between the first bar
  geom_bar(stat="identity", alpha=0.5) +
  ylim(-100,120) +
  theme_minimal() +
  theme(
    legend.position = "none",
    axis.text = element_blank(),
    axis.title = element_blank(),
    panel.grid = element_blank(),
    plot.margin = unit(rep(-1,4), "cm") 
  ) +
  coord_polar() + 
  geom_text(data=label_data, aes(x=id, y=value+10, label=Name, hjust=hjust), color="black", fontface="bold",alpha=0.6, size=2.5, angle= label_data$angle, inherit.aes = FALSE ) 
 
p


# -------------

# Create dataset
data <- data.frame(
  individual=paste( "Mister ", seq(1,60), sep=""),
  group=c( rep('A', 10), rep('B', 30), rep('C', 14), rep('D', 6)) ,
  value=sample( seq(10,100), 60, replace=T)
)
 
# Set a number of 'empty bar' to add at the end of each group
empty_bar <- 4
to_add <- data.frame( matrix(NA, empty_bar*nlevels(data$group), ncol(data)) )
colnames(to_add) <- colnames(data)
to_add$group <- rep(levels(data$group), each=empty_bar)
data <- rbind(data, to_add)
data <- data %>% arrange(group)
data$id <- seq(1, nrow(data))
 
# Get the name and the y position of each label
label_data <- data
number_of_bar <- nrow(label_data)
angle <- 90 - 360 * (label_data$id-0.5) /number_of_bar     # I substract 0.5 because the letter must have the angle of the center of the bars. Not extreme right(1) or extreme left (0)
label_data$hjust <- ifelse( angle < -90, 1, 0)
label_data$angle <- ifelse(angle < -90, angle+180, angle)
 
# Make the plot
p <- ggplot(data, aes(x=as.factor(id), y=value, fill=group)) +       # Note that id is a factor. If x is numeric, there is some space between the first bar
  geom_bar(stat="identity", alpha=0.5) +
  ylim(-100,120) +
  theme_minimal() +
  theme(
    legend.position = "none",
    axis.text = element_blank(),
    axis.title = element_blank(),
    panel.grid = element_blank(),
    plot.margin = unit(rep(-1,4), "cm") 
  ) +
  coord_polar() + 
  geom_text(data=label_data, aes(x=id, y=value+10, label=individual, hjust=hjust), color="black", fontface="bold",alpha=0.6, size=2.5, angle= label_data$angle, inherit.aes = FALSE ) 
 
p
)


myDf <- data %>% filter(Name == "Virginia") %>% arrange(Last_Update) %>% ungroup() %>% select(Confirmed)
myDf <- DataCombine::slide(myDf, "Confirmed", NewVar = "xLag1", slideBy = -1)

myDF <- data %>%
            filter(Name %in% c(Northeast)) %>%
            group_by(Region, Name) %>%
            arrange(Region, Name, Last_Update) %>%
            ungroup() %>%
            select(Name, Last_Update, delta_confirmed) %>%
            arrange(Name, Last_Update) %>%
            rename(Date=Last_Update, Change=delta_confirmed)

myDF$row_num <- seq.int(nrow(myDF))  

getAIO_start_idx <- function(df, name) {
  df %>% filter(Name == name) %>% slice(1) %>% pull(row_num)
}

getAIO_end_idx <- function(df, name) {
  df %>% filter(Name == name) %>% slice(n()) %>% pull(row_num)
}

kable(myDF %>% select(Date, Change)
      , caption = "Confirmed Cases Trend For Northeast Region") %>%
  kable_styling(bootstrap_options = c("striped", "hover"), full_width = F) %>%
  pack_rows("Connecticut"
            , getAIO_start_idx(myDF, "Connecticut")
            , getAIO_end_idx(myDF, "Connecticut")
            ) %>%
  pack_rows("Maine"
            , getAIO_start_idx(myDF, "Maine")
            , getAIO_end_idx(myDF, "Maine")
            ) %>%
  pack_rows("Massachusetts"
            , getAIO_start_idx(myDF, "Massachusetts")
            , getAIO_end_idx(myDF, "Massachusetts")
            ) %>%
  pack_rows("New Hampshire"
            , getAIO_start_idx(myDF, "New Hampshire")
            , getAIO_end_idx(myDF, "New Hampshire")
            ) %>%
  pack_rows("Rhode Island"
            , getAIO_start_idx(myDF, "Rhode Island")
            , getAIO_end_idx(myDF, "Rhode Island")
            ) %>%
  pack_rows("Vermont"
            , getAIO_start_idx(myDF, "Vermont")
            , getAIO_end_idx(myDF, "Vermont")
            ) %>%
  pack_rows("New Jersey"
            , getAIO_start_idx(myDF, "New Jersey")
            , getAIO_end_idx(myDF, "New Jersey")
            ) %>%
  pack_rows("New York"
            , getAIO_start_idx(myDF, "New York")
            , getAIO_end_idx(myDF, "New York")
            ) %>%
  pack_rows("Pennsylvania"
            , getAIO_start_idx(myDF, "Pennsylvania")
            , getAIO_end_idx(myDF, "Pennsylvania")
            ) %>%
  pack_rows("Puerto Rico"
            , getAIO_start_idx(myDF, "Puerto Rico")
            , getAIO_end_idx(myDF, "Puerto Rico")
            ) %>%
  pack_rows("US Virgin Islands"
            , getAIO_start_idx(myDF, "US Virgin Islands")
            , getAIO_end_idx(myDF, "US Virgin Islands")
            ) %>%
  scroll_box(height = "400px")


myDF.1 <- myDF %>% filter(Name %in% c(Midwest))
myDF.1 <- myDF %>% filter(Name %in% c(South))
myDF.1 <- myDF %>% filter(Name %in% c(West))
myDF.1 <- myDF %>% filter(Name %in% c(Northeast))

kable(myDF %>% select(Last_Update, delta_confirmed)
      , caption = "Trend of Confirmed Cases For US Areas of Interest") %>%
  kable_styling(bootstrap_options = c("striped", "hover"), full_width = F) %>%
  pack_rows("Alabama"
            , getAIO_start_idx(myDF, "Alabama")
            , getAIO_end_idx(myDF, "Alabama")
            ) %>%
  pack_rows("Alaska"
            , getAIO_start_idx(myDF, "Alaska")
            , getAIO_end_idx(myDF, "Alaska")
            ) %>%
  pack_rows("Arizona"
            , getAIO_start_idx(myDF, "Arizona")
            , getAIO_end_idx(myDF, "Arizona")
            ) %>%
  pack_rows("Arkansas"
            , getAIO_start_idx(myDF, "Arkansas")
            , getAIO_end_idx(myDF, "Arkansas")
            ) %>%
  pack_rows("California"
            , getAIO_start_idx(myDF, "California")
            , getAIO_end_idx(myDF, "California")
            ) %>%
  pack_rows("Colorado"
            , getAIO_start_idx(myDF, "Colorado")
            , getAIO_end_idx(myDF, "Colorado")
            ) %>%
  pack_rows("Connecticut"
            , getAIO_start_idx(myDF, "Connecticut")
            , getAIO_end_idx(myDF, "Connecticut")
            ) %>%
  pack_rows("Delaware"
            , getAIO_start_idx(myDF, "Delaware")
            , getAIO_end_idx(myDF, "Delaware")
            ) %>%
  pack_rows("District of Columbia"
            , getAIO_start_idx(myDF, "District of Columbia")
            , getAIO_end_idx(myDF, "District of Columbia")
            ) %>%
  pack_rows("Florida"
            , getAIO_start_idx(myDF, "Florida")
            , getAIO_end_idx(myDF, "Florida")
            ) %>%
  pack_rows("Georgia"
            , getAIO_start_idx(myDF, "Georgia")
            , getAIO_end_idx(myDF, "Georgia")
            ) %>%
  pack_rows("Guam"
            , getAIO_start_idx(myDF, "Guam")
            , getAIO_end_idx(myDF, "Guam")
            ) %>%
  pack_rows("Hawaii"
            , getAIO_start_idx(myDF, "Hawaii")
            , getAIO_end_idx(myDF, "Hawaii")
            ) %>%
  pack_rows("Idaho"
            , getAIO_start_idx(myDF, "Idaho")
            , getAIO_end_idx(myDF, "Idaho")
            ) %>%
  pack_rows("Illinois"
            , getAIO_start_idx(myDF, "Illinois")
            , getAIO_end_idx(myDF, "Illinois")
            ) %>%
  pack_rows("Indiana"
            , getAIO_start_idx(myDF, "Indiana")
            , getAIO_end_idx(myDF, "Indiana")
            ) %>%
  pack_rows("Iowa"
            , getAIO_start_idx(myDF, "Iowa")
            , getAIO_end_idx(myDF, "Iowa")
            ) %>%
  pack_rows("Kansas"
            , getAIO_start_idx(myDF, "Kansas")
            , getAIO_end_idx(myDF, "Kansas")
            ) %>%
  pack_rows("Kentucky"
            , getAIO_start_idx(myDF, "Kentucky")
            , getAIO_end_idx(myDF, "Kentucky")
            ) %>%
  pack_rows("Louisiana"
            , getAIO_start_idx(myDF, "Louisiana")
            , getAIO_end_idx(myDF, "Louisiana")
            ) %>%
  pack_rows("Maine"
            , getAIO_start_idx(myDF, "Maine")
            , getAIO_end_idx(myDF, "Maine")
            ) %>%
  pack_rows("Maryland"
            , getAIO_start_idx(myDF, "Maryland")
            , getAIO_end_idx(myDF, "Maryland")
            ) %>%
  pack_rows("Massachusetts"
            , getAIO_start_idx(myDF, "Massachusetts")
            , getAIO_end_idx(myDF, "Massachusetts")
            ) %>%
  pack_rows("Michigan"
            , getAIO_start_idx(myDF, "Michigan")
            , getAIO_end_idx(myDF, "Michigan")
            ) %>%
  scroll_box(height = "400px") %>%
  footnote(general = "TBD")

```