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Last active July 8, 2020 18:00
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Texas COVID-19 death counts, NYTimes vs. TX DSHS
We can make this file beautiful and searchable if this error is corrected: No commas found in this CSV file in line 0.
Date """Texas"" Label" Moving Average of New Fatalities (copy) New Fatalities
3/4/2020 Texas 0
3/4/2020 Texas 0
3/5/2020 Texas 0
3/5/2020 Texas 0
3/6/2020 Texas 0
3/6/2020 Texas 0
3/7/2020 Texas 0
3/7/2020 Texas 0
3/8/2020 Texas 0
3/8/2020 Texas 0
3/9/2020 Texas 0
3/9/2020 Texas 0
3/10/2020 Texas 0
3/10/2020 Texas 0
3/11/2020 Texas 0
3/11/2020 Texas 0
3/12/2020 Texas 0
3/12/2020 Texas 0
3/13/2020 Texas 0
3/13/2020 Texas 0
3/14/2020 Texas 0
3/14/2020 Texas 0
3/15/2020 Texas 0
3/15/2020 Texas 0
3/16/2020 Texas 0
3/16/2020 Texas 0
3/17/2020 Texas 1
3/17/2020 Texas 0.333333333
3/18/2020 Texas 1
3/18/2020 Texas 0.666666667
3/19/2020 Texas 1
3/19/2020 Texas 1
3/20/2020 Texas 2
3/20/2020 Texas 1.333333333
3/21/2020 Texas 0
3/21/2020 Texas 1
3/22/2020 Texas 0
3/22/2020 Texas 0.666666667
3/23/2020 Texas 3
3/23/2020 Texas 1
3/24/2020 Texas 2
3/24/2020 Texas 1.666666667
3/25/2020 Texas 2
3/25/2020 Texas 2.333333333
3/26/2020 Texas 6
3/26/2020 Texas 3.333333333
3/27/2020 Texas 5
3/27/2020 Texas 4.333333333
3/28/2020 Texas 4
3/28/2020 Texas 5
3/29/2020 Texas 7
3/29/2020 Texas 5.333333333
3/30/2020 Texas 4
3/30/2020 Texas 5
3/31/2020 Texas 3
3/31/2020 Texas 4.666666667
4/1/2020 Texas 17
4/1/2020 Texas 8
4/2/2020 Texas 11
4/2/2020 Texas 10.333333333
4/3/2020 Texas 18
4/3/2020 Texas 15.333333333
4/4/2020 Texas 17
4/4/2020 Texas 15.333333333
4/5/2020 Texas 22
4/5/2020 Texas 19
4/6/2020 Texas 14
4/6/2020 Texas 17.666666667
4/7/2020 Texas 14
4/7/2020 Texas 16.666666667
4/8/2020 Texas 23
4/8/2020 Texas 17
4/9/2020 Texas 22
4/9/2020 Texas 19.666666667
4/10/2020 Texas 27
4/10/2020 Texas 24
4/11/2020 Texas 28
4/11/2020 Texas 25.666666667
4/12/2020 Texas 17
4/12/2020 Texas 24
4/13/2020 Texas 16
4/13/2020 Texas 20.333333333
4/14/2020 Texas 31
4/14/2020 Texas 21.333333333
4/15/2020 Texas 46
4/15/2020 Texas 31
4/16/2020 Texas 29
4/16/2020 Texas 35.333333333
4/17/2020 Texas 35
4/17/2020 Texas 36.666666667
4/18/2020 Texas 25
4/18/2020 Texas 29.666666667
4/19/2020 Texas 24
4/19/2020 Texas 28
4/20/2020 Texas 18
4/20/2020 Texas 22.333333333
4/21/2020 Texas 22
4/21/2020 Texas 21.333333333
4/22/2020 Texas 26
4/22/2020 Texas 22
4/23/2020 Texas 18
4/23/2020 Texas 22
4/24/2020 Texas 32
4/24/2020 Texas 25.333333333
4/25/2020 Texas 30
4/25/2020 Texas 26.666666667
4/26/2020 Texas 25
4/26/2020 Texas 29
4/27/2020 Texas 15
4/27/2020 Texas 23.333333333
4/28/2020 Texas 27
4/28/2020 Texas 22.333333333
4/29/2020 Texas 42
4/29/2020 Texas 28
4/30/2020 Texas 50
4/30/2020 Texas 39.666666667
5/1/2020 Texas 34
5/1/2020 Texas 42
5/2/2020 Texas 31
5/2/2020 Texas 38.333333333
5/3/2020 Texas 20
5/3/2020 Texas 28.333333333
5/4/2020 Texas 17
5/4/2020 Texas 22.666666667
5/5/2020 Texas 22
5/5/2020 Texas 19.666666667
5/6/2020 Texas 42
5/6/2020 Texas 27
5/7/2020 Texas 25
5/7/2020 Texas 29.666666667
5/8/2020 Texas 31
5/8/2020 Texas 32.666666667
5/9/2020 Texas 45
5/9/2020 Texas 33.666666667
5/10/2020 Texas 39
5/10/2020 Texas 38.333333333
5/11/2020 Texas 12
5/11/2020 Texas 32
5/12/2020 Texas 33
5/12/2020 Texas 28
5/13/2020 Texas 25
5/13/2020 Texas 23.333333333
5/14/2020 Texas 58
5/14/2020 Texas 38.666666667
5/15/2020 Texas 56
5/15/2020 Texas 46.333333333
5/16/2020 Texas 33
5/16/2020 Texas 49
5/17/2020 Texas 31
5/17/2020 Texas 40
5/18/2020 Texas 11
5/18/2020 Texas 25
5/19/2020 Texas 22
5/19/2020 Texas 21.333333333
5/20/2020 Texas 50
5/20/2020 Texas 27.666666667
5/21/2020 Texas 21
5/21/2020 Texas 31
5/22/2020 Texas 40
5/22/2020 Texas 37
5/23/2020 Texas 26
5/23/2020 Texas 29
5/24/2020 Texas 13
5/24/2020 Texas 26.333333333
5/25/2020 Texas 8
5/25/2020 Texas 15.666666667
5/26/2020 Texas 9
5/26/2020 Texas 10
5/27/2020 Texas 26
5/27/2020 Texas 14.333333333
5/28/2020 Texas 39
5/28/2020 Texas 24.666666667
5/29/2020 Texas 25
5/29/2020 Texas 30
5/30/2020 Texas 22
5/30/2020 Texas 28.666666667
5/31/2020 Texas 24
5/31/2020 Texas 23.666666667
6/1/2020 Texas 6
6/1/2020 Texas 17.333333333
6/2/2020 Texas 20
6/2/2020 Texas 16.666666667
6/3/2020 Texas 36
6/3/2020 Texas 20.666666667
6/4/2020 Texas 33
6/4/2020 Texas 29.666666667
6/5/2020 Texas 21
6/5/2020 Texas 30
6/6/2020 Texas 31
6/6/2020 Texas 28.333333333
6/7/2020 Texas 11
6/7/2020 Texas 21
6/8/2020 Texas 6
6/8/2020 Texas 16
6/9/2020 Texas 17
6/9/2020 Texas 11.333333333
6/10/2020 Texas 32
6/10/2020 Texas 18.333333333
6/11/2020 Texas 35
6/11/2020 Texas 28
6/12/2020 Texas 19
6/12/2020 Texas 28.666666667
6/13/2020 Texas 18
6/13/2020 Texas 24
6/14/2020 Texas 19
6/14/2020 Texas 18.666666667
6/15/2020 Texas 7
6/15/2020 Texas 14.666666667
6/16/2020 Texas 46
6/16/2020 Texas 24
6/17/2020 Texas 33
6/17/2020 Texas 28.666666667
6/18/2020 Texas 43
6/18/2020 Texas 40.666666667
6/19/2020 Texas 35
6/19/2020 Texas 37
6/20/2020 Texas 25
6/20/2020 Texas 34.333333333
6/21/2020 Texas 17
6/21/2020 Texas 25.666666667
6/22/2020 Texas 10
6/22/2020 Texas 17.333333333
6/23/2020 Texas 28
6/23/2020 Texas 18.333333333
6/24/2020 Texas 29
6/24/2020 Texas 22.333333333
6/25/2020 Texas 47
6/25/2020 Texas 34.666666667
6/26/2020 Texas 28
6/26/2020 Texas 34.666666667
6/27/2020 Texas 42
6/27/2020 Texas 39
6/28/2020 Texas 27
6/28/2020 Texas 32.333333333
6/29/2020 Texas 10
6/29/2020 Texas 26.333333333
6/30/2020 Texas 21
6/30/2020 Texas 19.333333333
7/1/2020 Texas 57
7/1/2020 Texas 29.333333333
7/2/2020 Texas 44
7/2/2020 Texas 40.666666667
7/3/2020 Texas 50
7/3/2020 Texas 50.333333333
7/4/2020 Texas 33
7/4/2020 Texas 42.333333333
7/5/2020 Texas 29
7/5/2020 Texas 37.333333333
7/6/2020 Texas 18
7/6/2020 Texas 26.666666667
7/7/2020 Texas 60
7/7/2020 Texas 35.666666667
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Comparing NYTimes and Texas DSHS death counts"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"library(ggplot2)\n",
"options(repr.plot.width = 5, repr.plot.height = 5, repr.plot.res = 200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### NYTimes data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"nyt_url = 'https://github.com/nytimes/covid-19-data/archive/18ba8a64b41ce2b3a7c4bf640a8a4ff271f6c04a.zip'\n",
"download.file(nyt_url, destfile = 'nytimes.zip')\n",
"unzip('nytimes.zip', files = 'covid-19-data-18ba8a64b41ce2b3a7c4bf640a8a4ff271f6c04a/us-states.csv',\n",
" junkpaths = TRUE)\n",
"nyt = read.csv('us-states.csv')\n",
"nyt$date = as.Date(as.character(nyt$date), format = '%Y-%m-%d')\n",
"nyt = subset(nyt, state == 'Texas')\n",
"nyt$NYT_deaths = c(0, diff(nyt$deaths))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### DSHS data\n",
"\n",
"The link to this dataset came from https://tabexternal.dshs.texas.gov/t/THD/views/COVIDExternalQC/COVIDTrends and it expires quickly, so I'm including this data in the gist and the code won't attempt to download it."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"if (!file.exists('Texas County Fatalities per Day_crosstab.csv')) {\n",
" dshs_url = 'https://tabexternal.dshs.texas.gov/vizql/t/THD/w/COVIDExternalQC/v/COVIDTrends/tempfile/sessions/FA15A8B9FE0544BEB61EEEB06AD70D5B-1:0/?key=3698583142&keepfile=yes&attachment=yes'\n",
" download.file(dshs_url,\n",
" destfile = 'Texas County Fatalities per Day_crosstab.csv')\n",
"}\n",
"dshs = read.csv('Texas County Fatalities per Day_crosstab.csv', sep = '\\t',\n",
" check.names = FALSE, fileEncoding = 'UTF-16')\n",
"dshs$Date = as.Date(as.character(dshs$Date), format = '%m/%d/%Y')\n",
"dshs = subset(dshs, !is.na(`New Fatalities`))\n",
"dshs$DSHS_deaths = dshs$`New Fatalities`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Deaths by date"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"`geom_smooth()` using formula 'y ~ x'\n",
"\n"
]
},
{
"data": {
"image/png": 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hkZGevXrxdC1KxZU34ZkPy4c4aGhspIevDgwffff9+LK7+aVOaQqPrBB/5FcPep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k53A4xNGhTU1NMhlZj5enhZZ/J/EKySM7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\n/w/sNkTdA9+kWAAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 500,
"width": 500
},
"text/plain": {
"height": 500,
"width": 500
}
},
"output_type": "display_data"
}
],
"source": [
"deaths = merge(nyt, dshs, by.x = 'date', by.y = 'Date')\n",
"ggplot(deaths, aes(DSHS_deaths, NYT_deaths)) +\n",
" geom_point() +\n",
" geom_smooth(method = 'lm') +\n",
" ggtitle('TX COVID-19 Deaths, TX DSHS vs NYTimes')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It looks like the NYTimes dataset spreads out the deaths compared to the DSHS dataset-- the low values are not as low and the high values aren't as high. Based on the graph below we can see that much of this is due to the NYTimes reporting more deaths on Monday and Tuesday, and fewer from Wednesday to Sunday, compared to DSHS. I'm not sure what explains this pattern."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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VOInbe33Xab8J9WZzoL9AnJt+8t5hnr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\ngdPSOdD+1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vqKrpoPgAAADABRJ3gK5r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\nJCLS04/VUQEAuAT19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pkf3NN9/ctGlT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\nApVKlZOTExQUZJg8xgK9AfpBb4AeysvLra2te3sK4eLiYm1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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 500,
"width": 500
},
"text/plain": {
"height": 500,
"width": 500
}
},
"output_type": "display_data"
}
],
"source": [
"long_deaths = reshape(deaths[, c('date', 'NYT_deaths', 'DSHS_deaths')],\n",
" timevar = 'source',\n",
" varying = c('NYT_deaths', 'DSHS_deaths'),\n",
" v.names = 'deaths', direction='long')\n",
"long_deaths$dow = as.integer(format(long_deaths$date, '%w'))\n",
"long_deaths$source = c('NYT', 'DSHS')[long_deaths$source]\n",
"deaths_dow = aggregate(deaths ~ source + dow, FUN = sum, data = long_deaths)\n",
"# add proper day of the week labels\n",
"dow_names = weekdays(seq(as.Date('2020-07-05'), as.Date('2020-07-11'), by = 'day'))\n",
"levels(deaths_dow$dow) = dow_names\n",
"ggplot(deaths_dow, aes(dow, deaths, color = source)) +\n",
" geom_line() +\n",
" scale_x_continuous(breaks = 0:6, labels = dow_names) +\n",
" ylim(0, NA) +\n",
" ggtitle('TX COVID-19 Deaths by Day of the Week') +\n",
" theme(axis.text.x = element_text(vjust = 0.5, hjust = 0, angle = -90))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Deaths by week"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"`geom_smooth()` using formula 'y ~ x'\n",
"\n"
]
},
{
"data": {
"image/png": 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OLk5NSrV6/OnTvze/Fr0qTJw4cP+SXd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\nw7D3J5TPHF7BvwsiOwAARQjuAAC2gWJqv1rq/sWxaLVGaFmSS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FLvZ8EpHAJC7SWH1PtZ4dOX3N1fdHvybjt79uz8+fOvv/56JbUPGzbs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\nR45ERkZed911/i4QXTVv3jwhxMcff/zmm28qd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LHDN7Y9ObXr67h7Pjm1x733zF/+8pe2FWbamzNnzpEjR5SvOzy+9MiRI8qVbE/Z2dme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\nAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 500,
"width": 500
},
"text/plain": {
"height": 500,
"width": 500
}
},
"output_type": "display_data"
}
],
"source": [
"nyt_week = aggregate(NYT_deaths ~ cut(date, 'week'), FUN = sum, data = deaths)\n",
"dshs_week = aggregate(DSHS_deaths ~ cut(date, 'week'), FUN = sum, data = deaths)\n",
"deaths_week = merge(nyt_week, dshs_week, by = 'cut(date, \"week\")')\n",
"names(deaths_week)[1] = 'date'\n",
"ggplot(deaths_week, aes(DSHS_deaths, NYT_deaths)) +\n",
" geom_point() +\n",
" geom_smooth(method = 'lm') +\n",
" ggtitle('TX COVID-19 Deaths, TX DSHS vs NYTimes', 'Aggregated by Week')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We would expect aggregated weekly deaths to match more closely if the datasets are both accurate, and we see that here. The outlier near (75, 150) is the current week, which does not yet have complete data:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<caption>A data.frame: 1 × 3</caption>\n",
"<thead>\n",
"\t<tr><th></th><th scope=col>date</th><th scope=col>NYT_deaths</th><th scope=col>DSHS_deaths</th></tr>\n",
"\t<tr><th></th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>19</th><td>2020-07-06</td><td>150</td><td>78</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"A data.frame: 1 × 3\n",
"\\begin{tabular}{r|lll}\n",
" & date & NYT\\_deaths & DSHS\\_deaths\\\\\n",
" & <fct> & <dbl> & <int>\\\\\n",
"\\hline\n",
"\t19 & 2020-07-06 & 150 & 78\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A data.frame: 1 × 3\n",
"\n",
"| <!--/--> | date &lt;fct&gt; | NYT_deaths &lt;dbl&gt; | DSHS_deaths &lt;int&gt; |\n",
"|---|---|---|---|\n",
"| 19 | 2020-07-06 | 150 | 78 |\n",
"\n"
],
"text/plain": [
" date NYT_deaths DSHS_deaths\n",
"19 2020-07-06 150 78 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tail(deaths_week, 1)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "4.0.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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