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		<id>https://script.spoken-tutorial.org/index.php?action=history&amp;feed=atom&amp;title=R%2FC2%2FIntroduction-to-Data-Frames-in-R%2FEnglish-timed</id>
		<title>R/C2/Introduction-to-Data-Frames-in-R/English-timed - Revision history</title>
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		<updated>2026-05-13T07:16:50Z</updated>
		<subtitle>Revision history for this page on the wiki</subtitle>
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	<entry>
		<id>https://script.spoken-tutorial.org/index.php?title=R/C2/Introduction-to-Data-Frames-in-R/English-timed&amp;diff=51893&amp;oldid=prev</id>
		<title>Sakinashaikh at 06:33, 8 May 2020</title>
		<link rel="alternate" type="text/html" href="https://script.spoken-tutorial.org/index.php?title=R/C2/Introduction-to-Data-Frames-in-R/English-timed&amp;diff=51893&amp;oldid=prev"/>
				<updated>2020-05-08T06:33:55Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class='diff diff-contentalign-left'&gt;
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				&lt;td colspan='2' style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan='2' style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;Revision as of 06:33, 8 May 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 275:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 275:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|-&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|-&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;||06:58&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;||06:58&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color:black; 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;||We will now explain how to write this '''data fram'''e to a '''comma separated variable''' file or '''C S &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;#160; &amp;#160; &amp;#160; &lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; 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;||We will now explain how to write this '''data fram'''e to a '''comma separated variable''' file or '''C S V'''.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color:black; 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;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;#160; &lt;/del&gt;V'''.&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; 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;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|-&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|-&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Sakinashaikh</name></author>	</entry>

	<entry>
		<id>https://script.spoken-tutorial.org/index.php?title=R/C2/Introduction-to-Data-Frames-in-R/English-timed&amp;diff=51892&amp;oldid=prev</id>
		<title>Sakinashaikh at 06:33, 8 May 2020</title>
		<link rel="alternate" type="text/html" href="https://script.spoken-tutorial.org/index.php?title=R/C2/Introduction-to-Data-Frames-in-R/English-timed&amp;diff=51892&amp;oldid=prev"/>
				<updated>2020-05-08T06:33:11Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class='diff diff-contentalign-left'&gt;
				&lt;col class='diff-marker' /&gt;
				&lt;col class='diff-content' /&gt;
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				&lt;tr style='vertical-align: top;'&gt;
				&lt;td colspan='2' style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan='2' style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;Revision as of 06:33, 8 May 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 231:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 231:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|-&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|-&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;||05:48&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;||05:48&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color:black; 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;||Let us view '''captaincy&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;.&lt;/del&gt;''&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; 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;||Let us view '''captaincy&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;'&lt;/ins&gt;''&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|-&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|-&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Sakinashaikh</name></author>	</entry>

	<entry>
		<id>https://script.spoken-tutorial.org/index.php?title=R/C2/Introduction-to-Data-Frames-in-R/English-timed&amp;diff=51891&amp;oldid=prev</id>
		<title>Sakinashaikh at 06:30, 8 May 2020</title>
		<link rel="alternate" type="text/html" href="https://script.spoken-tutorial.org/index.php?title=R/C2/Introduction-to-Data-Frames-in-R/English-timed&amp;diff=51891&amp;oldid=prev"/>
				<updated>2020-05-08T06:30:37Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class='diff diff-contentalign-left'&gt;
				&lt;col class='diff-marker' /&gt;
				&lt;col class='diff-content' /&gt;
				&lt;col class='diff-marker' /&gt;
				&lt;col class='diff-content' /&gt;
				&lt;tr style='vertical-align: top;'&gt;
				&lt;td colspan='2' style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan='2' style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;Revision as of 06:30, 8 May 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 71:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 71:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;||I am using version '''3''' of '''R'''&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;||I am using version '''3''' of '''R'''&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;'''RStudio 0.97'''&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;'''RStudio 0.97'''&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color:black; 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;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt; &lt;/del&gt;and '''Mac OS X 10.7'''&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; 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;and '''Mac OS X 10.7'''&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|-&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|-&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 232:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 232:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;||05:48&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;||05:48&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;||Let us view '''captaincy.''&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;||Let us view '''captaincy.''&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color:black; 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;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;'&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; 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;&amp;#160;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|-&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|-&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;||05:51&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;||05:51&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Sakinashaikh</name></author>	</entry>

	<entry>
		<id>https://script.spoken-tutorial.org/index.php?title=R/C2/Introduction-to-Data-Frames-in-R/English-timed&amp;diff=51890&amp;oldid=prev</id>
		<title>Sakinashaikh: Created page with &quot;  {|Border=1 !Time !Narration |- ||0:00 ||Welcome to the spoken tutorial on introduction to '''data frames''' in '''R'''.  |- ||00:05 ||I am Kannan Moudgalya.  |- ||00:07 ||In...&quot;</title>
		<link rel="alternate" type="text/html" href="https://script.spoken-tutorial.org/index.php?title=R/C2/Introduction-to-Data-Frames-in-R/English-timed&amp;diff=51890&amp;oldid=prev"/>
				<updated>2020-05-08T06:29:21Z</updated>
		
		<summary type="html">&lt;p&gt;Created page with &amp;quot;  {|Border=1 !Time !Narration |- ||0:00 ||Welcome to the spoken tutorial on introduction to &amp;#039;&amp;#039;&amp;#039;data frames&amp;#039;&amp;#039;&amp;#039; in &amp;#039;&amp;#039;&amp;#039;R&amp;#039;&amp;#039;&amp;#039;.  |- ||00:05 ||I am Kannan Moudgalya.  |- ||00:07 ||In...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&lt;br /&gt;
&lt;br /&gt;
{|Border=1&lt;br /&gt;
!Time&lt;br /&gt;
!Narration&lt;br /&gt;
|-&lt;br /&gt;
||0:00&lt;br /&gt;
||Welcome to the spoken tutorial on introduction to '''data frames''' in '''R'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:05&lt;br /&gt;
||I am Kannan Moudgalya.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:07&lt;br /&gt;
||In this tutorial, we will explain &lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:10&lt;br /&gt;
||how to create a '''data frame''' in '''R'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:13&lt;br /&gt;
||how to work with it&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:15&lt;br /&gt;
||how to save it into a file and&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:17&lt;br /&gt;
||how to read data from a file into a '''data frame'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:21&lt;br /&gt;
||We will also learn about the '''data sets''' that come with the '''R''' software&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:27&lt;br /&gt;
||To understand this tutorial,&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:29&lt;br /&gt;
||One needs to know elementary maths&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:32&lt;br /&gt;
||''for example, the meaning of mean, row and column''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:35&lt;br /&gt;
||One needs to know how to edit a text file and plotting&lt;br /&gt;
|-&lt;br /&gt;
||00:39&lt;br /&gt;
||No programming background is required, however&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:42&lt;br /&gt;
||Anyone with a simple exposure to '''statistics''' can understand this tutorial&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:46&lt;br /&gt;
||Please locate this tutorial on our web page, '''spoken hyphen tutorial dot org'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:53&lt;br /&gt;
||Prerequisite spoken tutorials, if any, will be mentioned in this page&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||00:57&lt;br /&gt;
||I am using version '''3''' of '''R'''&lt;br /&gt;
'''RStudio 0.97'''&lt;br /&gt;
 and '''Mac OS X 10.7'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||01:05&lt;br /&gt;
||But it should work in other versions and also other operating systems.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||01:12&lt;br /&gt;
||Let us switch to '''Rstudio'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||01:14&lt;br /&gt;
||Let us begin with the '''“c” command''' to create a '''vector'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||01:23&lt;br /&gt;
||Notice that I am using the '''assignment operator''', that is, '''less than''' followed by '''hyphen'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||01:31&lt;br /&gt;
||I will use the word '''get''' to denote this '''assignment'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||01:35&lt;br /&gt;
||This is the way to create a '''vector''' of three '''elements'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||01:38&lt;br /&gt;
||'''c''' stands for '''create''' or '''concatenate'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||01:42&lt;br /&gt;
||Although the '''equal to''' sign works most of the time, one usually uses this '''operator''' in '''R'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||01:49&lt;br /&gt;
||Let us view what the '''vector sample '''contains.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||01:56&lt;br /&gt;
||Let us now build a '''data set'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||01:58&lt;br /&gt;
||We will also call it as a '''data frame''' in this tutorial.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||02:03&lt;br /&gt;
||Let me create a '''vector''' of Indian Cricket Captains, old and new.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||02:10&lt;br /&gt;
||'''names gets c of Mahi, Sourav, Azhar, Sunny, Pataudi, Dravid'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||02:46&lt;br /&gt;
||Each name has to be entered in between '''double quotes'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||02:50&lt;br /&gt;
||Let us view what the variable '''names '''contains.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||02:57&lt;br /&gt;
||I will create a '''vector''' to store the number of matches they captained.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||03:15&lt;br /&gt;
||One can see that all the '''variables''' got entered in the '''workspace.''' &lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||03:21&lt;br /&gt;
||Now, let us put these together and create a '''data frame''' as I do now.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||03:44&lt;br /&gt;
||It is '''data dot frame'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||03:50&lt;br /&gt;
||Let us understand what the command '''data frame '''does.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||03:55&lt;br /&gt;
||To do this, let us '''View brackets captaincy'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||04:02&lt;br /&gt;
||The contents of the '''data frame''' appear nicely in the window above.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||04:09&lt;br /&gt;
||What will happen if you just type '''captaincy''', without the '''View command'''?&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||04:14&lt;br /&gt;
||Would you want to try it now?&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||04:16&lt;br /&gt;
||In '''statistics''', one works with such '''data sets'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||04:19&lt;br /&gt;
||Remember, the '''commands''' and '''variables''' in '''R''' are case sensitive.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||04:24&lt;br /&gt;
||The '''View command''' begins with a '''capital V'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||04:29&lt;br /&gt;
||It is easy to access the parts of a '''data frame'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||04:32&lt;br /&gt;
||For example, this is how I will get the names in the '''captaincy data frame'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||04:39&lt;br /&gt;
||Let us similarly get the number of matches won.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||04:45&lt;br /&gt;
||Let us find the ratio of matches won.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||04:54&lt;br /&gt;
||When we divide a '''vector''' by another, '''R''' carries out component-wise division.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||04:59&lt;br /&gt;
||Let us include this ratio also in the '''captaincy data frame'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||05:04&lt;br /&gt;
||'''captaincy dollar victory''' gets '''ratio'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||05:13&lt;br /&gt;
||What is in '''ratio''' gets transferred to '''victory''', a variable in the '''data frame captaincy'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||05:19&lt;br /&gt;
||We can check that ratio is included in captaincy by the '''View command'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||05:26&lt;br /&gt;
||We can see that the '''ratio''' is included in victory.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||05:31&lt;br /&gt;
||Let us reduce the number of digits displayed in the ratio to 2.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||05:35&lt;br /&gt;
||We do this with the '''command options within brackets digits=2'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||05:48&lt;br /&gt;
||Let us view '''captaincy.''&lt;br /&gt;
'&lt;br /&gt;
|-&lt;br /&gt;
||05:51&lt;br /&gt;
||We can see that it has been reduced to two digits.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||05:56&lt;br /&gt;
||Let us see the number of matches played by all the captains.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||06:03&lt;br /&gt;
||Let us find the '''mean''' of these matches.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||06:07&lt;br /&gt;
||By direct calculation, we find that '''mean''' does exactly what it should.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||06:16&lt;br /&gt;
||These two are equal.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||06:18&lt;br /&gt;
||Let us now get some plots with this '''data frame'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||06:22&lt;br /&gt;
||Let us plot the ratio of victories vs. the year of captaincy.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||06:32&lt;br /&gt;
||Remember that the '''x''' axis variable has to be listed first in the '''plot''' command.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||06:40&lt;br /&gt;
||Let us plot the number of matches captained versus the names of the captains.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||06:50&lt;br /&gt;
||Drag this a little bit. The graph expands. Put it back.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||06:58&lt;br /&gt;
||We will now explain how to write this '''data fram'''e to a '''comma separated variable''' file or '''C S       &lt;br /&gt;
  V'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||07:06&lt;br /&gt;
||We will use the command '''write.csv''', as we do now.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||07:15&lt;br /&gt;
||Let me move this to the right. &lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||07:23&lt;br /&gt;
||This writes the '''captaincy data frame''' into the file '''NewCaptaincy.csv'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||07:29&lt;br /&gt;
||Let me open this file using my favourite text editor, '''emacs'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||07:34&lt;br /&gt;
||You may use any other text editor, such as '''notepad''' or '''vi''' or '''gedit'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||07:40&lt;br /&gt;
||Please do not, however, use '''Microsoft office''' or '''LibreOffice Writer''' for this purpose.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||07:46&lt;br /&gt;
||Because, you may not be able to load these files into '''R'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||07:50&lt;br /&gt;
||Let us now see what the file '''NewCaptaincy.csv''' contains.&lt;br /&gt;
|-&lt;br /&gt;
||07:56&lt;br /&gt;
||This '''csv''' file contains everything that we created.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||08:00&lt;br /&gt;
||It also contains row numbers in every row, at the beginning.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||08:06&lt;br /&gt;
||How will you get rid of these row numbers?&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||08:09&lt;br /&gt;
||Add an additional flag called '''row dot names equals FALSE'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||08:32&lt;br /&gt;
||Let us read the new version of this file in emacs.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||08:40&lt;br /&gt;
||In '''emacs''', I just have to refresh it.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||08:46&lt;br /&gt;
||In other editors, you may have to re-open the file.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||08:50&lt;br /&gt;
||We see that the row numbers no longer appear.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||08:53&lt;br /&gt;
||Let us make a small change in this '''csv''' file and read it.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||08:57&lt;br /&gt;
||Let us change '''Mahi''' to '''Dhoni''' and save the file.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||09:09&lt;br /&gt;
||Let us click '''Import Dataset'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||09:19&lt;br /&gt;
||There are two options:&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||09:21&lt;br /&gt;
||from the text file and from the web.&lt;br /&gt;
 &lt;br /&gt;
|-&lt;br /&gt;
||09:25&lt;br /&gt;
||Reading from a local file is a fool-proof method.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||09:28&lt;br /&gt;
||It works even if '''Internet''' is not available. &lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||09:31&lt;br /&gt;
||All one has to do is to download the required files ahead of time.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||09:36&lt;br /&gt;
||Let us click the '''File''' option.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||09:40&lt;br /&gt;
||Let us select '''NewCaptaincy.'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||09:47&lt;br /&gt;
||In order to see this, let's maximise this, let's '''Import''' this, let manimise this.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||09:57&lt;br /&gt;
||You will not have this problem, of course, because, you will be using the whole screen.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||10:03&lt;br /&gt;
||For this tutorial, I am using only a small portion of the screen.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||10:08&lt;br /&gt;
||And that’s why we have had this problem.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||10:11&lt;br /&gt;
||The appearance of a data frame called '''NewCaptaincy''' here, and also here, shows that it has been          read.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||10:20&lt;br /&gt;
||It also has '''Dhoni''' as the name.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||10:23&lt;br /&gt;
||The row numbers have also disappeared.&lt;br /&gt;
|-&lt;br /&gt;
||10:26&lt;br /&gt;
||It is also possible to read '''excel '''and '''ods''' files into '''R'''.&lt;br /&gt;
 &lt;br /&gt;
|-&lt;br /&gt;
||10:31&lt;br /&gt;
||This involves a little more work and hence not covered in this tutorial.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||10:35&lt;br /&gt;
||It is easy to export '''excel''' and '''ods''' files into '''csv''' format.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||10:40&lt;br /&gt;
||So, for now, please use the '''csv''' route to import '''excel''' or '''ods''' files.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||10:47&lt;br /&gt;
||Let us take up the final topic for this tutorial.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||10:50&lt;br /&gt;
||'''R''' comes with several '''data frames'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||10:54&lt;br /&gt;
||To access them, issue the command '''data brackets'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:03&lt;br /&gt;
||'''R''' shows a list of available '''data frames'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:07&lt;br /&gt;
||We can carry out all sorts of calculations on these '''data sets'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:12&lt;br /&gt;
||We will just view one '''data set''', called '''C O 2'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:18&lt;br /&gt;
||We will conclude this tutorial here.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:20&lt;br /&gt;
||In this tutorial, we learnt the following:&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:23&lt;br /&gt;
|| We created '''vectors'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:25&lt;br /&gt;
||We put the '''vectors''' into a '''data frame'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:27&lt;br /&gt;
||We operated on the '''data frame'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:29&lt;br /&gt;
||We saved the '''data frame''' into a file&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:32&lt;br /&gt;
||Imported the file into '''R'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:34&lt;br /&gt;
||Examined the '''data frames''' that came with '''R'''&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:38&lt;br /&gt;
||We now suggest an assignment.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:40&lt;br /&gt;
||Find out how to calculate '''median''' using the '''help''' button.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:48&lt;br /&gt;
||Repeat the above using web search.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:51&lt;br /&gt;
||Calculate the '''mean''' and '''median''' of the '''data frame C O 2'''.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||11:57&lt;br /&gt;
||Take '''R'''’s help for all the commands shown in this tutorial.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||12:03&lt;br /&gt;
||Import a '''data set''' from the Internet directly or through a file.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||12:08&lt;br /&gt;
||This video summarises the Spoken Tutorial project.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||12:13&lt;br /&gt;
||If you do not have good bandwidth, you may download and watch it.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||12:17&lt;br /&gt;
||We conduct workshops using Spoken Tutorials; give Certificates.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||12:22&lt;br /&gt;
||Please contact us.&lt;br /&gt;
&lt;br /&gt;
|-&lt;br /&gt;
||12:24&lt;br /&gt;
||The Spoken Tutorial project is funded by  MHRD, Govt. of India&lt;br /&gt;
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||12:30&lt;br /&gt;
||Thanks for joining, goodbye.&lt;/div&gt;</summary>
		<author><name>Sakinashaikh</name></author>	</entry>

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