man uac19
NAME
uac19 - Report COVID-19 csv files from owid or nytimes
SYNOPSIS
uac19 [-options]
DESCRIPTION
The uac19 command reports COVID-19 csv files downloaded from any of:
1. owid (ourworldindata.org) contains only international data; or
2. nytimes (github.com/nytimes) contains US states and counties.
See acknowledgments at bottom.
Export the COVID19 environment variable to pre-set options.
This program uses the old (1995) pre-Linux uak parser, options and values must
always be specified distinctly (space separated).
The csv files may be set with:
-use file-type
owid[-covid-data.csv]
us-c[ounties.csv]
us-s[tates.csv]
This option will automatically initiate a curl to download the data. Typi-
cally data should only be downloaded once a day. See the etc/Countries file
for download locations. Default directory is $HOME/Downloads.
-Directory directory
Specify directory for -use.
-file filename
Specify a [directory/]file: owid-covid-data.csv, us-counties.csv, or us-
states.csv.
OPTIONS
-base etcdir
Location of files interpreting the csv files. Three files are provided:
Countries: International and US States
Counties: US State counties/localities
Co-Remap: Name remapping
That Countries file contains the [inter]national standard 2 and 3 character
country/state codes, a four character non-standard region/sub-region code,
and population to facilitate data selection. The populations in the file
came mostly from worldpopulationreview.com scraped early May 2020 and sup-
plemented from Wikipedia for some missing values. Effective v4.8 (11/2021)
the owid population, life expectancy, median age, age 65, and age 70 were
added to Countries. These owid values were static for all days. The owid
population takes precedence when available.
The Counties file uses 2 character state codes for name and '-c', but speci-
fies 'USA' for country code for state total entries. For us-counties.csv,
specify '-c us' for a report similar to us-states.csv.
Default install to /usr/local/etc. Some folk may choose a non-default
install. If -base is not specified and the file is not found in
/usr/local/etc, the program will check the directory of the csv files (if
specified), then $HOME/etc, then /proc/PID/exe (backtrack from /bin|/src to
/etc).
-verbose
Toggle flag for additional output.
+verbose
Toggle very verbose, includes file opens and any debugging information.
-quiet
Flag for less output. This will turn off blank line between locations.
-all
Show output for all days (default is last day), this does respect -every.
-every integer
Report every value days. To see a weekly summary use '-e 7'.
-i integer
Report value days, default is 1. To see a week of days use '-i 7'. To see
last five weeks use '-i 5 -e 7". Any value besides 1 sets the rank column
to rank for the location not by location Use 0 to show last date with the
rank for the location.
-I or -roll integer
Specify rolling -every. E.g., '-e 14 -I 7 -i 5" will report 5 weeks of 14
day totals.
-top
Using -i show top days confirmed cases and toggles year column.
+top
Using -i show current then top days confirmed cases and toggles year col-
umn.
-Top
Using -i show top days deaths; respect +top for current then top.
-First integer
Specify first numeric day to use, '-F 61' is 2020-03-01 (owid).
-Last integer
Specify last numeric day to use, '-L 93' is 2020-04-01 (owid).
-sort
Sort locations by ascending confirmed cases, unless a different sort type
requested.
-Sort
Sort locations by descending confirmed cases, unless a different sort type
requested.
+sort column
Specify which column to sort ascending if not confirmed cases. See '+col-
umns' below for sortable column labels, names, and aliases.
+Sort column
Specify which column to sort descending if not confirmed cases. See '+col-
umns' below for sortable column labels, names, and aliases.
-Reverse
Order days from oldest to newest (default is newest to oldest).
-region list
A comma delimited list of 2 or 4 character region/sub-region codes. Defined
regions are:
AF Africa
AS Asia
EU Europe
NA North America
SA South America
US United States
WO World Other
Default is null and case does not matter. The owid data includes aggregates
by continent and income levels and are identified as 'WO'.
-country list
A comma delimited list of 3 character country codes. For us-counties.csv
states are identified as 'USA' and counties by their 2 character state code.
Default is null and case does not matter.
-name list
A comma delimited list of 2 character country codes. Default is "US,WO" if
neither region, country, name, nor location is specified. The China prov-
inces all use their province codes. US states their state code, e.g., '-n
ak,wa' for Alaska and Washington. For us-counties.csv state codes are used.
-location list
A comma delimited list of location names (country, province, state, or
county). Default is null and case does not matter. There is an implied
wildcard at end (try Miss). Append '!' at end to avoid implied wildcard. A
'*' wildcard can be used and a '?' can be used for a space, like 'New?York'.
The region, country, name, and location filters are all 'or' matched when
Countries are used. For Counties, the region, county, name are 'or' matched
then 'and' matched with location since there are many duplicate county names
between states.
Specified locations will be reported regardless of -minimum, -deaths, -per-
cent, +minimum, -Population, or -Y values.
+locations list
Use when neither -r, -c, -n, nor -l using other numeric filters to ensure
specified locations are reported.
+columns string | list
Specify which columns to display:
Label Name Default Sort Aliases
----- ---- ------- ----
2 Day no
y YY- no Year
1 Date yes on
r Region no yes
c Confirmed yes on yes sort
i Increase yes on yes More
p Inc.% yes on yes Percent
d Deaths yes on yes
E Died+ yes on yes
W D/C% no yes DpC
X DpMil no yes
m Million no yes population
L LifEx no yes
Y Pct.Co no yes PctCo
k I/100k no yes IpK, I100k
V Vac. no yes Vaccinated
F FullV no
B Boost no
e Days yes on every
v na,cou no yes verbose, NaCo
3 Indx no yes Index
R Rank no
D RnkD no
l Location yes on yes
! flag yes on bang
String may also contain:
a include all (except Day, Indx, Rank, Rnkd)
A include all
- remove following
+ include (default)
0 reset default
The 'LifeEx', 'Vac.', 'FullV', and 'Boost' columns are only available with
owid data.
If a list is specified, comma separate the column names and use a '-' to
disable columns. If only one item is specified, before processing as a
string will first check if a 3+ character column name or alias match is
found. Various options automatically include columns. Use '+c 2' or '+c
-dE' respectively. The '!' (flag) will place an asterisk after any Increase
exceeding previous period and replace the '+' with Died with an asterisk
when deaths exceed the previous period.
-minimum integer | -confirmed integer
Minimum confirmed cases to report on last day. Default is 500.
+more integer | -More integer | -increase integer
Minimum increase in confirmed case to report on last day. Default is -1, to
reset use '+m .".
-deaths integer
Minimum deaths to report on last day. Default is 50.
+deaths integer
Minimum increase in deaths to report on last day.
-percent float
Minimum percentage increase to report. Default is 0% on last day. Note,
the minimum, deaths, and percent filters are 'and' matched.
-Population float | -millions float | -population float
Specify minimum population to report (in millions). Adds two columns: popu-
lation in millions and percent of population confirmed.
+W float | -d/c float
Minimum dead/confirmed percent to report on last day.
-X float | -dpm float
Specify minimum dead per million of population. Adds a column.
-Y float | -pctco float
Specify minimum percentage of population confirmed. Adds two columns: popu-
lation in millions and percent of population confirmed.
-k float | | -ipk float
Specify minimum increase per 100k population to report.
+k float | | +ipk float
Specify maximum increase per 100k population to report.
+page integer
Specify page size. Report will pause, use:
"0" or simple return for next line;
"." or " " for next page;
"a" for remainder of report;
"q" or "e' to terminate report;
"x" to terminate program;
"-*" or "-*" will terminate report and parse options.
-j
Toggle whether [sub-]region totals are displayed. Enabled by default when
-region specified.
-J
Toggle whether only [sub-]regtion totals are displayed.
+j
Toggle whether totals are displayed.
-0
Zero -minimum, +minimum, -deaths, +deaths values. Unset -percent, -Popula-
tion, -W, -X, and -Y values.
-x
Invoke interactive mode to change options and continue reporting. The
-Reverse, -quiet, and sort flags are on|off toggles. Exit program with a
null response, exit, x , or quit.
OPTIONS / COMMANDS (interactive mode)
+0
Reset everything to defaults except '-n US,WO'.
! command
Invoke a shell command.
append file
Specify file to append current report.
write file
Specify file to write current report.
columns
Display column settings.
demographics
Display demographic information for selected locations.
The following columns are displayed:
Confirmed Deaths DpMil Million Pct.Co I/100k Location
and owid data includes:
LifEx Med. Age65 Age70 Vac. FullV Boost
sort
Force a resort.
regions rrss
Display regions and/or sub-regions.
If no rr[ss] specified, lists all regions.
If just rr will display sub-regions for rr.
If rrss will specify all locations for sub-region.
Use "rr*" to display all locations for a region.
If '-v' or 'R', displays location codes and population (millions).
maps
Display location names remapped from current *.csv name.
If 'M' display remaps from all *.csv names.
void
Display locations which had confirmed which were voided.
zero
Display locations with no confirmed cases.
If 'Z' show all locations including confirmed cases.
population
Display locations with unknown population.
If 'P' show all locations including population.
-help | help
Produce a terse message showing settings.
-? | -Help | Help
Display a detailed usage description. Use -verbos for additional informa-
tion.
X | exit | quit
Exit program. Null response also exits.
EXAMPLES
A us-states download reporting current and 5 worst fortnights for 3 states:
# uac19 -use us-s -l new?york,wash,calif -i 6 -e 14 +top +c Rank
YY-Date Confirmed Increase Inc.% Deaths Died+ Days Rank Location
------- --------- -------- ----- ------ ----- ---- ---- --------
21-11-26 5060365 63379 1.3% 74327 1126* 14.0 25 CALIFORNIA
21-01-08 2640221 575458* 27.9% 29228 5264* 14.0 1 CALIFORNIA
20-12-25 2064763 536526* 35.1% 23964 3110* 14.0 2 CALIFORNIA
21-01-22 3141404 501183 19.0% 36326 7098* 14.0 3 CALIFORNIA
20-12-11 1528237 335148* 28.1% 20854 1754* 14.0 4 CALIFORNIA
21-02-05 3395797 254393 8.1% 43631 7305* 14.0 5 CALIFORNIA
21-11-26 2706059 90510* 3.5% 56861 422 14.0 13 NEW YORK
21-01-22 1309660 207958* 18.9% 41530 2684* 14.0 1 NEW YORK
21-01-08 1101702 192579* 21.2% 38846 2107* 14.0 2 NEW YORK
21-02-05 1459066 149406 11.4% 44012 2482 14.0 3 NEW YORK
20-12-25 909123 149358* 19.7% 36739 1756* 14.0 4 NEW YORK
20-04-17 233293 129604* 125.0% 16473 12757* 14.0 5 NEW YORK
21-11-26 770886 18140 2.4% 9256 277 14.0 18 WASHINGTON
21-09-03 577569 47475* 9.0% 6749 348* 14.0 1 WASHINGTON
21-09-17 623254 45685 7.9% 7256 507* 14.0 2 WASHINGTON
21-10-01 663560 40306 6.5% 7824 568* 14.0 3 WASHINGTON
21-08-20 530094 40134* 8.2% 6401 192* 14.0 4 WASHINGTON
20-12-11 204484 39254* 23.8% 3097 269* 14.0 5 WASHINGTON
An initial owid download and default report:
# uac19 -use owid
Date Confirmed Increase Inc.% Deaths Died+ Days Location
---- --------- -------- ----- ------ ----- ---- --------
11-26 260658768 594299 0.2% 5189402 6953 1.0 World
11-26 48177907 51333* 0.1% 776349 552* 1.0 United States
Establish file for following examples and report US for last 15 days and its rank,
confirmed and deaths (note, US reporting on weekends and holidays is marginal):
# export COVID19="-f $HOME/Downloads/owid-covid-data.csv
# uac19 -n us -i 15 +c bang,rank,rnkd,-inc.
Date Confirmed Increase Deaths Died+ Days Rank RnkD Location
---- --------- -------- ------ ----- ---- ---- ---- --------
11-26 48177907 51333* 776349 552* 1.0 326 455 United States
11-25 48126574 34522 775797 394 1.0 437 522 United States
11-24 48092052 111272* 775403 1633* 1.0 147 170 United States
11-23 47980780 92609 773770 1426* 1.0 174 206 United States
11-22 47888171 157580* 772344 1226* 1.0 94 237 United States
11-21 47730591 28719 771118 105 1.0 482 608 United States
11-20 47701872 41493 771013 322 1.0 395 550 United States
11-19 47660379 129060* 770691 1996* 1.0 124 118 United States
11-18 47531319 109578 768695 1262 1.0 153 229 United States
11-17 47421741 111404* 767433 1622* 1.0 145 172 United States
11-16 47310337 87586 765811 1278* 1.0 180 226 United States
11-15 47222751 138787* 764533 1271* 1.0 116 228 United States
11-14 47083964 30161 763262 120 1.0 468 603 United States
11-13 47053803 40833 763142 452 1.0 397 500 United States
11-12 47012970 146251* 762690 2484* 1.0 107 69 United States
North America (northern) last two weeks, then prompt for changes:
# uac19 -r nana -e 14 -i 1 -x
Date Confirmed Increase Inc.% Deaths Died+ Days Location
---- --------- -------- ----- ------ ----- ---- --------
11-26 1790579 36857* 2.1% 29671 309 14.0 Canada
11-26 3879836 41528* 1.1% 293614 2984* 14.0 Mexico
11-26 48177907 1164937* 2.5% 776349 13659 14.0 United States
Options? # US progression (28 days) since start of pandemic:
Options? -r . -n us -all -e 28 +c !RD # add ranks
Date Confirmed Increase Inc.% Deaths Died+ Days Rank RnkD Location
---- --------- -------- ----- ------ ----- ---- ---- ---- --------
11-26 48177907 2233410 4.9% 776349 29912 28.0 8 11 United States
10-29 45944497 2288586 5.2% 746437 44754 28.0 7 6 United States
10-01 43655911 3689350 9.2% 701683 53861* 28.0 5 4 United States
09-03 39966561 4173209* 11.7% 647822 31522* 28.0 3 10 United States
08-06 35793352 1874073* 5.5% 616300 9745* 28.0 9 21 United States
07-09 33919279 392611 1.2% 606555 7649 28.0 22 22 United States
06-11 33526668 553067 1.7% 598906 14450 28.0 21 20 United States
05-14 32973601 1323536 4.2% 584456 18994 28.0 14 18 United States
04-16 31650065 1848961* 6.2% 565462 25052 28.0 10 15 United States
03-19 29801104 1690340 6.0% 540410 43331 28.0 13 7 United States
02-19 28110764 3143742 12.6% 497079 76273 28.0 6 2 United States
01-22 24967022 6026526* 31.8% 420806 85156* 28.0 1 1 United States
12-25 18940496 5708994* 43.1% 335650 68544* 28.0 2 3 United States
11-27 13231502 4152200* 45.7% 267106 36522* 28.0 4 9 United States
10-30 9079302 1743795* 23.8% 230584 21947* 28.0 12 16 United States
10-02 7335507 1131510 18.2% 208637 21131 28.0 17 17 United States
09-04 6203997 1258140 25.4% 187506 26408 28.0 15 14 United States
08-07 4945857 1753441* 54.9% 161098 26794* 28.0 11 12 United States
07-10 3192416 1145449* 56.0% 134304 16949 28.0 16 19 United States
06-12 2046967 594022 40.9% 117355 26493 28.0 20 13 United States
05-15 1452945 737520* 103.1% 90862 51855* 28.0 18 5 United States
04-17 715425 695395* 3471.8% 39007 38635* 28.0 19 8 United States
03-20 20030 20014* *.* 372 372* 28.0 23 23 United States
02-21 16 14 700.0% 0 0 28.0 24 24 United States
01-24 2 1 100.0% 0 0 2.0 25 24 United States
Options? -help
# export="-f /home/kcarlson/Downloads/owid-covid-data.csv"
# Days: 676 First=0 Last=676 Columns=1cipdEeRDl!
# uac19 -m 500 -d 50 -e 28 -a -x
# -n us
Options? # Europe >2m cases, sort died+
Options? -n . -r eu -j -m 2000000 -i 1 +s died +c Rnkd,-inc.
Date Confirmed Increase Deaths Died+ Days Rank RnkD Location
---- --------- -------- ------ ----- ---- ---- ---- --------
11-26 5131012 119864* 87955 587 28.0 1 20 Spain
11-26 2596521 440711* 19666 843* 28.0 2 9 Netherlands
11-26 7654128 399349* 119818 1228* 28.0 3 16 France
11-26 4982022 219459* 133537 1500* 28.0 4 15 Italy
11-26 2089857 337771* 32643 1938* 28.0 5 8 Czechia
11-26 10125945 1104244 145036 4221* 28.0 6 9 United Kingdom
11-26 5735837 1144573* 100783 5082* 28.0 7 8 Germany
11-26 3461066 452772* 82607 5732* 28.0 8 8 Poland
11-26 3565644 553274* 89307 18166* 28.0 9 1 Ukraine
11-26 9337575 1038725* 265134 33203* 28.0 10 1 Russia
Options? # World sort descending >2000 dead/million, population >4 million
Options? -r . -m . -dpm 2000 +S dpm -pop 4 +c -died,pop
Date Confirmed Increase Deaths DpMil Pct.Co Days Rank RnkD Location
---- --------- -------- ------ ----- ------ ---- ---- ---- --------
11-26 2231175 31299* 201026 6026.1 6.688 28.0 1 21 Peru
11-26 687410 89211 27996 4059.4 9.967 28.0 2 1 Bulgaria
11-26 1068888 205469* 33866 3515.2 11.095 28.0 3 5 Hungary
11-26 2089857 337771* 32643 3043.8 19.487 28.0 4 8 Czechia
11-26 1773845 145344 55989 2927.1 9.274 28.0 5 2 Romania
11-26 22067630 274229 613957 2869.0 10.312 28.0 6 21 Brazil
11-26 38876619 534665 1180103 2717.5 8.952 28.0 7 21 South America
11-26 594475 131993* 10644 2607.8 14.565 28.0 8 2 Croatia
11-26 1131206 244009* 14177 2596.2 20.715 28.0 9 6 Slovakia
11-26 5324039 36592* 116505 2554.6 11.674 28.0 10 19 Argentina
11-26 5060557 61509* 128343 2503.5 9.871 28.0 11 18 Colombia
11-26 48177907 2233410 776349 2332.0 14.472 28.0 12 11 United States
11-26 1701633 340983* 26840 2307.4 14.628 28.0 13 10 Belgium
11-26 462605 1661* 16367 2267.0 6.408 28.0 14 16 Paraguay
11-26 3879836 77549 293614 2254.0 2.978 28.0 15 19 Mexico
11-26 361828 25968 9022 2242.0 8.992 28.0 16 1 Moldova
11-26 4982022 219459* 133537 2212.1 8.253 28.0 17 15 Italy
11-26 3461066 452772* 82607 2185.5 9.157 28.0 18 8 Poland
11-26 10125945 1104244 145036 2126.4 14.846 28.0 19 9 United Kingdom
11-26 716988 4670 25362 2124.9 6.007 28.0 20 16 Tunisia
11-26 3565644 553274* 89307 2054.6 8.203 28.0 21 1 Ukraine
Options? quit
Following examples report all locations with a population over 1/2 million with at
least 14.0% (owid) and 16.0% (us) of the population as confirmed cases and sorts
descending on highest percentage of confirmed cases.
# uac19 -n . -0 -P .5 -Y 14.0 +S pctco +c mil,dpc,dpm,ran,-per,die,inc,ev
Date Confirmed Deaths D/C% DpMil Million Pct.Co Rank Location
---- --------- ------ ---- ----- ------- ------ ---- --------
11-26 156268 2281 1.5% 3631.9 628k 24.881 1 Montenegro
11-26 831248 11810 1.4% 2967.5 4.0 20.887 2 Georgia
11-26 1131206 14177 1.3% 2596.2 5.5 20.715 3 Slovakia
11-26 413664 5142 1.2% 2473.6 2.1 19.900 4 Slovenia
11-26 2089857 32643 1.6% 3043.8 10.7 19.487 5 Czechia
11-26 1246508 11484 0.9% 1671.2 6.9 18.140 6 Serbia
11-26 464562 6644 1.4% 2470.0 2.7 17.271 7 Lithuania
11-26 91274 248 0.3% 456.2 544k 16.790 8 Maldives
11-26 220514 1781 0.8% 1344.0 1.3 16.640 9 Estonia
11-26 277536 1394 0.5% 797.3 1.7 15.875 10 Bahrain
11-26 2596521 19666 0.8% 1145.2 17.2 15.120 11 Netherlands
11-26 10125945 145036 1.4% 2126.4 68.2 14.846 12 United Kingdom
11-26 131951 591 0.4% 659.6 896k 14.727 13 Cyprus
11-26 1701633 26840 1.6% 2307.4 11.6 14.628 14 Belgium
11-26 594475 10644 1.8% 2607.8 4.1 14.565 15 Croatia
11-26 48177907 776349 1.6% 2332.0 332.9 14.472 16 United States
11-26 1341541 8182 0.6% 880.6 9.3 14.439 17 Israel
# uac19 -n . -0 -P .5 -Y 16.0 +S pctco +c mil,dpc,dpm,ran,-per,die,inc,ev \
-f ~/Downloads/us-states.csv
Date Confirmed Deaths D/C% DpMil Million Pct.Co Rank Location
---- --------- ------ ---- ----- ------- ------ ---- --------
11-26 160762 1912 1.2% 2510.1 762k 21.105 1 NORTH DAKOTA
11-26 149116 853 0.6% 1162.1 734k 20.315 2 ALASKA
11-26 110264 1347 1.2% 2375.6 567k 19.446 3 WYOMING
11-26 1280475 16826 1.3% 2439.4 6.9 18.564 4 TENNESSEE
11-26 164292 2320 1.4% 2569.1 903k 18.193 5 SOUTH DAKOTA
11-26 592258 3487 0.6% 1062.4 3.3 18.045 6 UTAH
11-26 188561 2915 1.5% 2760.0 1.1 17.853 7 RHODE ISLAND
11-26 915671 14186 1.5% 2722.8 5.2 17.575 8 SOUTH CAROLINA
11-26 190210 2632 1.4% 2421.9 1.1 17.503 9 MONTANA
11-26 782745 10894 1.4% 2421.1 4.5 17.396 10 KENTUCKY
11-26 526706 8652 1.6% 2847.0 3.0 17.332 11 ARKANSAS
11-26 844594 16115 1.9% 3283.0 4.9 17.206 12 ALABAMA
11-26 512632 10262 2.0% 3433.0 3.0 17.149 13 MISSISSIPPI
11-26 1258919 22177 1.8% 3005.6 7.4 17.062 14 ARIZONA
11-26 3684332 61147 1.7% 2780.3 22.0 16.752 15 FLORIDA
11-26 662220 10879 1.6% 2750.8 4.0 16.745 16 OKLAHOMA
11-26 305552 3892 1.3% 2131.3 1.8 16.732 17 IDAHO
11-26 769051 14777 1.9% 3181.1 4.6 16.556 18 LOUISIANA
11-26 968415 9944 1.0% 1699.3 5.9 16.549 19 WISCONSIN
11-26 520318 7354 1.4% 2312.7 3.2 16.363 20 IOWA
11-26 290909 4817 1.7% 2709.1 1.8 16.361 21 WEST VIRGINIA
11-26 1088095 17386 1.6% 2577.5 6.7 16.131 22 INDIANA
From a previously downloaded file, three counties of interest to author reporting
increase per 100k population.
# uac19 -f ./us-counties.csv -c ak,pa,wa -l fairb,centre,walla -e 14 -i 10 +c
ipk,-die,-inc.
Date Confirmed Increase Deaths I/100k Days Location
---- --------- -------- ------ ------ ---- --------
11-26 16937 556 107 574.1 14.0 Fairbanks
11-12 16381 861 104 889.0 14.0 Fairbanks
10-29 15520 1017 88 1050.1 14.0 Fairbanks
10-15 14503 1504 72 1552.9 14.0 Fairbanks
10-01 12999 2203* 66 2274.7* 14.0 Fairbanks
09-17 10796 1498* 51 1546.7* 14.0 Fairbanks
09-03 9298 688* 50 710.4* 14.0 Fairbanks
08-20 8610 311* 45 321.1* 14.0 Fairbanks
08-06 8299 213* 45 219.9* 14.0 Fairbanks
07-23 8086 74* 44 76.4* 14.0 Fairbanks
11-26 22540 1351* 258 832.0* 14.0 Centre
11-12 21189 576* 248 354.7* 14.0 Centre
10-29 20613 515 244 317.1 14.0 Centre
10-15 20098 709 241 436.6 14.0 Centre
10-01 19389 763 235 469.9 14.0 Centre
09-17 18626 812* 232 500.0* 14.0 Centre
09-03 17814 438* 231 269.7* 14.0 Centre
08-20 17376 240* 230 147.8* 14.0 Centre
08-06 17136 140* 228 86.2* 14.0 Centre
07-23 16996 60* 228 36.9* 14.0 Centre
11-26 9341 151 113 248.5 14.0 Walla Walla
11-12 9190 212 110 348.9 14.0 Walla Walla
10-29 8978 271 103 446.0 14.0 Walla Walla
10-15 8707 333 99 548.1 14.0 Walla Walla
10-01 8374 483 92 794.9 14.0 Walla Walla
09-17 7891 588* 84 967.7* 14.0 Walla Walla
09-03 7303 547* 78 900.3* 14.0 Walla Walla
08-20 6756 448* 77 737.3* 14.0 Walla Walla
08-06 6308 355* 75 584.3* 14.0 Walla Walla
07-23 5953 273* 72 449.3* 14.0 Walla Walla
Options? demographics
Date Confirmed Deaths DpMil Million Pct.Co I/100k Location
---- --------- ------ ----- ------- ------ ------ --------
11-26 16937 107 1104.8 97k 17.488 574.1 Fairbanks
11-26 22540 258 1588.8 162k 13.881 832.0 Centre
11-26 9341 113 1859.8 61k 15.374 248.5 Walla Walla
Options? quit
ACKNOWLEDGEMENTS
Written by a retired, long-term employee of the University of Alaska utilizing pub-
lic domain software (FSF/GPL) developed there. Ongoing maintenance via SourceForge
by Denali Sun Consulting.
Suggestions or bug reports can be directed to denalisun907@gmail.com.
Reference:
1. https://ourworldindata.org/coronavirus-source-data
The owid-covid-data.csv file contains international but not US states.
2. https://github.com/nytimes/covid-19-data
https://www.nytimes.com/interactive/2020/us/coronavirus-us-cases.html
The ua-states.csv contains US states.
The ua-counties.csv contains US counties, etc.
Copyright 2020 by the New York Times Company, also 'CC BY-NC'.
Population:
A. https://worldpopulationreview.com/
For countries and US states, scraped early May 2020.
The owid population takes precedence v4.9 11/2021.
B. https://www.wikipedia.org/
For missing values from 'A', scraped early May 2020.
C. https://www.census.gov/
Annual Estimates of the Resident Population for US Counties,
2010-04-01 to 2019-07-01 (CO-EST2019-ANNRES)
Source: U.S. Census Bureau, Population Division, March 2020
All data sources provide public data 'as is' to be used only for non-commercial
purposes. Reference the sites for license details.