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    <title>Russia | Yuheng&#39;s Blog</title>
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      <title>COVID-19 in Russia</title>
      <link>/post/covid-19-in-russia/</link>
      <pubDate>Sun, 30 Aug 2020 00:00:00 +0000</pubDate>
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&lt;p&gt;The first post is about COVID19 in Russia.&lt;/p&gt;
&lt;div id=&#34;data-source&#34; class=&#34;section level2&#34;&gt;
&lt;h2&gt;Data source&lt;/h2&gt;
&lt;p&gt;The dataset used in this post is from &lt;a href=&#34;https://covid19.who.int/table&#34;&gt;World Health Organization (WHO)&lt;/a&gt;&lt;span class=&#34;citation&#34;&gt;(WHO 2020)&lt;/span&gt; and the data source is &lt;strong&gt;Russian Federal State Statistics Service&lt;/strong&gt;.&lt;/p&gt;
&lt;/div&gt;
&lt;div id=&#34;about-russia&#34; class=&#34;section level2&#34;&gt;
&lt;h2&gt;About Russia&lt;/h2&gt;
&lt;p&gt;WHO classifies COVID-19 transmission in Russia as &lt;em&gt;clusters of cases&lt;/em&gt;. WHO defines clusters of cases as “cases that are clustered in time, geographic location and or by common exposures”.&lt;/p&gt;
&lt;p&gt;Russia has 146,748,590 people. It has large country area but only a small proportion of the areas in which people are willing to live. This could be one of reasons of &lt;em&gt;clusters of cases&lt;/em&gt; in Russia. Fig&lt;a href=&#34;#fig:tab1&#34;&gt;1&lt;/a&gt; shows the COVID-19 cases reported in Russia since 31st, Jan 2020; we can see that the largest number of new cases was on 27th Apr (12559 new cases on this day).&lt;/p&gt;
&lt;div class=&#34;figure&#34; style=&#34;text-align: center&#34;&gt;&lt;span id=&#34;fig:tab1&#34;&gt;&lt;/span&gt;
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&lt;p class=&#34;caption&#34;&gt;
Figure 1: COVID-19 cases reported in Russia since 2020-01-31
&lt;/p&gt;
&lt;/div&gt;
&lt;p&gt;Table &lt;a href=&#34;#tab:sumtab&#34;&gt;1&lt;/a&gt; shows the statistic summary of four variables — new cases, cumulative cases, new deaths, and cumulative deaths. The max of cumulative cases and cumulative deaths means the latest numbers, while the max of new cases and new deaths shows the peaks for these two variables. This table is not informative enough. So, I draw a boxplot (Fig&lt;a href=&#34;#fig:boxplot&#34;&gt;2&lt;/a&gt;). The boxplot uses y-axis scales and transformations because when I put deaths and new cases in a same plot, the deaths can be hardly seen if they share same y-scale. The boxplot for new cases is left-skewed, which means newly reported cases are still high. In other words, Russia government is trying to control the virus spreading but does not succeed yet.&lt;/p&gt;
&lt;table class=&#34;table table-striped table-hover&#34; style=&#34;margin-left: auto; margin-right: auto;&#34;&gt;
&lt;caption&gt;
&lt;span id=&#34;tab:sumtab&#34;&gt;Table 1: &lt;/span&gt;Summary table
&lt;/caption&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th style=&#34;text-align:left;&#34;&gt;
vairble
&lt;/th&gt;
&lt;th style=&#34;text-align:left;&#34;&gt;
min
&lt;/th&gt;
&lt;th style=&#34;text-align:left;&#34;&gt;
Q1
&lt;/th&gt;
&lt;th style=&#34;text-align:left;&#34;&gt;
median
&lt;/th&gt;
&lt;th style=&#34;text-align:left;&#34;&gt;
mean
&lt;/th&gt;
&lt;th style=&#34;text-align:left;&#34;&gt;
Q3
&lt;/th&gt;
&lt;th style=&#34;text-align:left;&#34;&gt;
max
&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
new_cases
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
0.00
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
53.75
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
5224.00
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
4647.86
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
7743.50
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
12559.00
&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
Cumulative cases
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
6
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
438
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
267443
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
355441
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
695871
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
985346
&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
new_deaths
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
0.00
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
0.00
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
91.50
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
80.31
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
135.75
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
232.00
&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
Cumulative deaths
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
0
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
0
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
2478
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
5310
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
10537
&lt;/td&gt;
&lt;td style=&#34;text-align:left;&#34;&gt;
17025
&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;
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&lt;p class=&#34;caption&#34;&gt;
Figure 2: Boxplot for four cumulative cases, cumulative deaths, new cases, and new deaths
&lt;/p&gt;
&lt;/div&gt;
&lt;p&gt;Fig&lt;a href=&#34;#fig:lineplot&#34;&gt;3&lt;/a&gt; supports my conclusion above. Some pitfalls in the red line indicates the test results were not reported at these days.&lt;/p&gt;
&lt;div class=&#34;figure&#34; style=&#34;text-align: center&#34;&gt;&lt;span id=&#34;fig:lineplot&#34;&gt;&lt;/span&gt;
&lt;img src=&#34;/post/2020-08-30-covid-19-in-russia.en_files/figure-html/lineplot-1.png&#34; alt=&#34;Line plot illustrates the new cases and new death trend in Russia since 2020-01-31&#34; width=&#34;672&#34; /&gt;
&lt;p class=&#34;caption&#34;&gt;
Figure 3: Line plot illustrates the new cases and new death trend in Russia since 2020-01-31
&lt;/p&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;div id=&#34;my-viewpoint&#34; class=&#34;section level2&#34;&gt;
&lt;h2&gt;My viewpoint&lt;/h2&gt;
&lt;p&gt;The bad situation in Russia will continue affecting its economy in at least next six months. Russia’s economy is vulnerable and Russia government wants eagerly to do their best for reopen their markets. Russia president, Putin, even allowed the coronavirus vaccine to skip crucial trials (i.e. testing in a larger number of humans to confirm its effectiveness) and claimed one of his daughters had been jabbed &lt;span class=&#34;citation&#34;&gt;(Cockburn 2020)&lt;/span&gt;. All these actions are becuase Russia cannot wait any longer. However, the bad news is covid-19 is mutated along time &lt;span class=&#34;citation&#34;&gt;(Groch and Mannix 2020)&lt;/span&gt;. We don’t know whether the vaccine will be still effective in future, even in next month.&lt;/p&gt;
&lt;/div&gt;
&lt;div id=&#34;acknowledgements&#34; class=&#34;section level2&#34;&gt;
&lt;h2&gt;Acknowledgements&lt;/h2&gt;
&lt;p&gt;The packages used for producing this post are:&lt;/p&gt;
&lt;p&gt;tidyverse &lt;span class=&#34;citation&#34;&gt;(Wickham et al. 2019)&lt;/span&gt;, janitor &lt;span class=&#34;citation&#34;&gt;(Firke 2020)&lt;/span&gt;, plotly &lt;span class=&#34;citation&#34;&gt;(Sievert 2020)&lt;/span&gt;, DT &lt;span class=&#34;citation&#34;&gt;(Xie, Cheng, and Tan 2020)&lt;/span&gt;, knitr &lt;span class=&#34;citation&#34;&gt;(Xie 2014)&lt;/span&gt;, kableExtra &lt;span class=&#34;citation&#34;&gt;(Zhu 2019)&lt;/span&gt;, readr &lt;span class=&#34;citation&#34;&gt;(Wickham, Hester, and Francois 2018)&lt;/span&gt;&lt;/p&gt;
&lt;/div&gt;
&lt;div id=&#34;references&#34; class=&#34;section level2 unnumbered&#34;&gt;
&lt;h2&gt;References&lt;/h2&gt;
&lt;div id=&#34;refs&#34; class=&#34;references&#34;&gt;
&lt;div id=&#34;ref-abcnews&#34;&gt;
&lt;p&gt;Cockburn, Paige. 2020. “Why Development of Russia’s Covid-19 Vaccine Is ’Reckless’.” &lt;em&gt;ABC News&lt;/em&gt;. ABC News. &lt;a href=&#34;https://www.abc.net.au/news/2020-08-13/australian-experts-react-to-sputnik-vaccine-news-reckless/12552028&#34;&gt;https://www.abc.net.au/news/2020-08-13/australian-experts-react-to-sputnik-vaccine-news-reckless/12552028&lt;/a&gt;.&lt;/p&gt;
&lt;/div&gt;
&lt;div id=&#34;ref-janitor&#34;&gt;
&lt;p&gt;Firke, Sam. 2020. &lt;em&gt;Janitor: Simple Tools for Examining and Cleaning Dirty Data&lt;/em&gt;. &lt;a href=&#34;https://CRAN.R-project.org/package=janitor&#34;&gt;https://CRAN.R-project.org/package=janitor&lt;/a&gt;.&lt;/p&gt;
&lt;/div&gt;
&lt;div id=&#34;ref-groch&#34;&gt;
&lt;p&gt;Groch, Sherryn, and Liam Mannix. 2020. “The Same Coronavirus Strain Turned up in an Australian and a Tiger. How?” &lt;em&gt;The Sydney Morning Herald&lt;/em&gt;. The Sydney Morning Herald. &lt;a href=&#34;https://www.smh.com.au/national/the-same-coronavirus-strain-turned-up-in-an-australian-and-a-tiger-how-20200622-p554wq.html&#34;&gt;https://www.smh.com.au/national/the-same-coronavirus-strain-turned-up-in-an-australian-and-a-tiger-how-20200622-p554wq.html&lt;/a&gt;.&lt;/p&gt;
&lt;/div&gt;
&lt;div id=&#34;ref-plotly&#34;&gt;
&lt;p&gt;Sievert, Carson. 2020. &lt;em&gt;Interactive Web-Based Data Visualization with R, Plotly, and Shiny&lt;/em&gt;. Chapman; Hall/CRC. &lt;a href=&#34;https://plotly-r.com&#34;&gt;https://plotly-r.com&lt;/a&gt;.&lt;/p&gt;
&lt;/div&gt;
&lt;div id=&#34;ref-who&#34;&gt;
&lt;p&gt;WHO. 2020. “WHO Coronavirus Disease (Covid-19) Dashboard,” August. &lt;a href=&#34;https://covid19.who.int/table&#34;&gt;https://covid19.who.int/table&lt;/a&gt;.&lt;/p&gt;
&lt;/div&gt;
&lt;div id=&#34;ref-tidyverse&#34;&gt;
&lt;p&gt;Wickham, Hadley, Mara Averick, Jennifer Bryan, Winston Chang, Lucy D’Agostino McGowan, Romain FranC’ois, Garrett Grolemund, et al. 2019. “Welcome to the tidyverse.” &lt;em&gt;Journal of Open Source Software&lt;/em&gt; 4 (43): 1686. &lt;a href=&#34;https://doi.org/10.21105/joss.01686&#34;&gt;https://doi.org/10.21105/joss.01686&lt;/a&gt;.&lt;/p&gt;
&lt;/div&gt;
&lt;div id=&#34;ref-readr&#34;&gt;
&lt;p&gt;Wickham, Hadley, Jim Hester, and Romain Francois. 2018. &lt;em&gt;Readr: Read Rectangular Text Data&lt;/em&gt;. &lt;a href=&#34;https://CRAN.R-project.org/package=readr&#34;&gt;https://CRAN.R-project.org/package=readr&lt;/a&gt;.&lt;/p&gt;
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&lt;p&gt;Zhu, Hao. 2019. &lt;em&gt;KableExtra: Construct Complex Table with ’Kable’ and Pipe Syntax&lt;/em&gt;. &lt;a href=&#34;https://CRAN.R-project.org/package=kableExtra&#34;&gt;https://CRAN.R-project.org/package=kableExtra&lt;/a&gt;.&lt;/p&gt;
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&lt;/div&gt;
&lt;/div&gt;
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