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		<title><![CDATA[Last articles - STHDA : Gallery]]></title>
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			<title><![CDATA[Data Analytic Process: The Tidy Way]]></title>
			<link>https://www.sthda.com/english/articles/20-gallery/66-data-analytic-process-the-tidy-way/</link>
			<guid>https://www.sthda.com/english/articles/20-gallery/66-data-analytic-process-the-tidy-way/</guid>
			<description><![CDATA[In <strong>tidy analysis</strong>, the data should be rectangular:<br />
<br />
- Each variable forms a column.<br />
- Each observation forms a row.<br />
- Each type of observational unit forms a table.<br />
<br />
The images below illustrate the <strong>data analytic process</strong>.<br />
<br />
<br />
- Process as defined by Hadley Wickham&amp;#8217;s book <a href="https://www.sthda.com/english/english/web/5-bookadvisor/11-r-for-data-science/">R for Data Science</a>:<br />
<br />
<img src="https://www.sthda.com/english/english/upload/tidy_analysis_r_for_data_science.png" alt="" /><br />
<br />
<br />
- Another example is in the book <a href="https://leanpub.com/artofdatascience">The Art of Data Science</a>:<br />
<br />
<br />
<img src="https://www.sthda.com/english/english/upload/tidy_analysis_the_art_of_data_science.jpg" alt="" /><br />
<br />
<br />]]></description>
			<pubDate>Sat, 12 Aug 2017 01:28:00 +0200</pubDate>
			
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			<title><![CDATA[Difference Between Type I and Type II Errors]]></title>
			<link>https://www.sthda.com/english/articles/20-gallery/64-difference-between-type-i-and-type-ii-errors/</link>
			<guid>https://www.sthda.com/english/articles/20-gallery/64-difference-between-type-i-and-type-ii-errors/</guid>
			<description><![CDATA[The image below illustrates the difference between <strong>type I</strong> and <strong>type II </strong>error in statistics.<br />
<br />
- Type I: "I falsely think hypothesis is true" (one false)<br />
- Type II: "I falsely think hypothesis is false" (two falses)<br />
<br />
<br />
<img src="https://www.sthda.com/english/english/upload/type_i_and_type_ii_error.jpg" alt="" /><br />
<br />
Source:  <a href="https://effectsizefaq.com/2010/05/31/i-always-get-confused-about-type-i-and-ii-errors-can-you-show-me-something-to-help-me-remember-the-difference/">https://effectsizefaq.com/2010/05/31/i-always-get-confused-about-type-i-and-ii-errors-can-you-show-me-something-to-help-me-remember-the-difference/</a>]]></description>
			<pubDate>Fri, 11 Aug 2017 14:01:00 +0200</pubDate>
			
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