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	<title>Understanding Skewness - Revision history</title>
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	<updated>2026-09-25T00:12:50Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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	<entry>
		<id>http://practicalstats.labanca.net/index.php?title=Understanding_Skewness&amp;diff=477&amp;oldid=prev</id>
		<title>Mwalker at 19:39, 11 May 2022</title>
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		<updated>2022-05-11T19:39:17Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 19:39, 11 May 2022&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Line 1:&lt;/td&gt;
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&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[File:&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;Example&lt;/del&gt;.&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;jpg&lt;/del&gt;]]&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[File:&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;skewnessexample&lt;/ins&gt;.&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;png&lt;/ins&gt;]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;A perfectly symmetrical data set&amp;#039;&amp;#039;&amp;#039; will have a skewness of 0. Therefore, the normal distribution has a skewness of 0.&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;A perfectly symmetrical data set&amp;#039;&amp;#039;&amp;#039; will have a skewness of 0. Therefore, the normal distribution has a skewness of 0.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
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		<author><name>Mwalker</name></author>
		
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	<entry>
		<id>http://practicalstats.labanca.net/index.php?title=Understanding_Skewness&amp;diff=475&amp;oldid=prev</id>
		<title>Mwalker: Created page with &quot;File:Example.jpg  &#039;&#039;&#039;A perfectly symmetrical data set&#039;&#039;&#039; will have a skewness of 0. Therefore, the normal distribution has a skewness of 0.  -0.5 &lt; skewness &lt; 0.5, the dat...&quot;</title>
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		<updated>2022-05-11T19:38:03Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;&lt;a href=&quot;/index.php?title=File:Example.jpg&amp;amp;action=edit&amp;amp;redlink=1&quot; class=&quot;new&quot; title=&quot;File:Example.jpg (page does not exist)&quot;&gt;File:Example.jpg&lt;/a&gt;  &amp;#039;&amp;#039;&amp;#039;A perfectly symmetrical data set&amp;#039;&amp;#039;&amp;#039; will have a skewness of 0. Therefore, the normal distribution has a skewness of 0.  -0.5 &amp;lt; skewness &amp;lt; 0.5, the dat...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;[[File:Example.jpg]]&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;A perfectly symmetrical data set&amp;#039;&amp;#039;&amp;#039; will have a skewness of 0. Therefore, the normal distribution has a skewness of 0.&lt;br /&gt;
&lt;br /&gt;
-0.5 &amp;lt; skewness &amp;lt; 0.5, the data are fairly symmetrical.&lt;br /&gt;
&lt;br /&gt;
-1 &amp;lt; skewness &amp;lt; — 0.5 or 0.5 &amp;lt; skewness &amp;lt; 1, the data are moderately skewed&lt;br /&gt;
&lt;br /&gt;
- 1 &amp;lt; skewness or skewness &amp;lt; -1, the data are highly skewed&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Kurtosis&amp;#039;&amp;#039;&amp;#039; describes how peaked the curve is. First, it sees whether the data are heavy-tailed (fat) or light-tailed relative to a normal distribution(the tallness of the central peak). It also measures the amount of probability in the tails (the sharpness of the central peak) (Sapountzi, 2018).&lt;br /&gt;
&lt;br /&gt;
Reference:&lt;br /&gt;
Sapountzi, A. (2018). Descriptive Statistics/Tell me the Summary of What Happened. &lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;contributed by Marigrace Walker&amp;#039;&amp;#039;&lt;/div&gt;</summary>
		<author><name>Mwalker</name></author>
		
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