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	<title>PMean &#187; Presenting research data</title>
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	<link>http://blog.pmean.com</link>
	<description>A blog about statistics, evidence-based medicine, and research ethics</description>
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		<title>Recommended: Bibliographies and citations (in R Markdown)</title>
		<link>http://blog.pmean.com/bibliographies-in-r-markdown/</link>
		<comments>http://blog.pmean.com/bibliographies-in-r-markdown/#comments</comments>
		<pubDate>Thu, 18 Apr 2019 13:22:35 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Presenting research data]]></category>
		<category><![CDATA[R software]]></category>
		<category><![CDATA[Writing research papers]]></category>

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		<title>Recommended: LaTeX/Mathematics</title>
		<link>http://blog.pmean.com/latex-mathematics/</link>
		<comments>http://blog.pmean.com/latex-mathematics/#comments</comments>
		<pubDate>Fri, 08 Mar 2019 21:29:07 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Presenting research data]]></category>
		<category><![CDATA[R software]]></category>
		<category><![CDATA[Writing research papers]]></category>

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		<title>Recommended: Convert PowerPoint Slides to xaringan (remark.js) Slides</title>
		<link>http://blog.pmean.com/convert-powerpoint/</link>
		<comments>http://blog.pmean.com/convert-powerpoint/#comments</comments>
		<pubDate>Sun, 30 Dec 2018 18:14:25 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Presenting research data]]></category>
		<category><![CDATA[R software]]></category>

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		<title>Recommended: Make PowerPoint Presentations with R Markdown</title>
		<link>http://blog.pmean.com/powerpoint-with-r-markdown/</link>
		<comments>http://blog.pmean.com/powerpoint-with-r-markdown/#comments</comments>
		<pubDate>Wed, 05 Dec 2018 19:00:51 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Presenting research data]]></category>
		<category><![CDATA[R software]]></category>

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		<title>PMean: Small group presentations using screen sharing tools</title>
		<link>http://blog.pmean.com/screen-sharing/</link>
		<comments>http://blog.pmean.com/screen-sharing/#comments</comments>
		<pubDate>Mon, 07 Nov 2016 23:53:39 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Statistics]]></category>
		<category><![CDATA[Presenting research data]]></category>

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		<description><![CDATA[I received a suggestion for the Kansas City R Users Group to use screen sharing tools. I am going to experiment with this a bit. Here are two tools worth trying. Screenleap is a web based system. The person presenting has to download a small software program but others can just joint via their web [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>I received a suggestion for the <a href="https://www.meetup.com/Kansas-City-R-Users-Group/">Kansas City R Users Group</a> to use screen sharing tools. I am going to experiment with this a bit. Here are two tools worth trying.<span id="more-977"></span></p>
<p><a href="http://www.screenleap.com/">Screenleap</a> is a web based system. The person presenting has to download a small software program but others can just joint via their web browser.</p>
<p>Skype has the ability to <a href="https://www.skype.com/en/features/group-calls/">make conference calls</a> and to <a href="https://www.skype.com/en/features/screen-sharing/">share your screen</a> during the conference call.</p>
<p>If I find out more about the pros and cons of these two systems, I will let you know.</p>
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		<title>PMean: Changing the font size in RStudio</title>
		<link>http://blog.pmean.com/font-size-in-rstudio/</link>
		<comments>http://blog.pmean.com/font-size-in-rstudio/#comments</comments>
		<pubDate>Mon, 08 Aug 2016 18:44:14 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Statistics]]></category>
		<category><![CDATA[Presenting research data]]></category>
		<category><![CDATA[R software]]></category>

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		<description><![CDATA[Suppose you&#8217;re giving a talk and using R Studio. You want to make the fonts a bit larger so your audience can read them. It&#8217;s easy to do, once you know where to look. Go to the menu in RStudio and click on Tools and then Global Options. Select the Appearance tab on the left. [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>Suppose you&#8217;re giving a talk and using R Studio. You want to make the fonts a bit larger so your audience can read them. It&#8217;s easy to do, once you know where to look.<span id="more-869"></span></p>
<p>Go to the menu in RStudio and click on Tools and then Global Options. Select the Appearance tab on the left. Again buried in the middle of things is the font size.</p>
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" /></p>
<p>Change this to 14 or 16 to start with and see what it looks like. This changes the font size in both the editor window and the console.</p>
<p>You may also want to change the margins. You can&#8217;t do this directly in RStudio, but you can run the function options(width=60) to narrow from the default of 80 columns to 60. If things don&#8217;t fit well, try options(width=40).</p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/font-size-in-rstudio/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>PMean: Changing the font size in R</title>
		<link>http://blog.pmean.com/font-size-in-r/</link>
		<comments>http://blog.pmean.com/font-size-in-r/#comments</comments>
		<pubDate>Mon, 08 Aug 2016 18:34:30 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Statistics]]></category>
		<category><![CDATA[Presenting research data]]></category>
		<category><![CDATA[R software]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=867</guid>
		<description><![CDATA[This is one of those obvious things that&#8217;s not obvious when you need it most. Suppose I&#8217;m doing a demo of R for a group like our wonderful Kansas City R Users Group. I want to have a readable sized font. Here&#8217;s how you do it. Go to the menu and select Edit and Gui [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>This is one of those obvious things that&#8217;s not obvious when you need it most. Suppose I&#8217;m doing a demo of R for a group like our wonderful <a href="http://www.meetup.com/Kansas-City-R-Users-Group/">Kansas City R Users Group</a>. I want to have a readable sized font. Here&#8217;s how you do it.<span id="more-867"></span></p>
<p>Go to the menu and select Edit and Gui Preferences. You&#8217;ll see this dialog box.</p>
<p><img alt="" src="data:image/png;base64,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" /></p>
<p>Buried in the middle of everything is a font size. Try a value of 14 or 16 to start. You may need to change the width of your output from the default of 80 to a lower value like 60 or 40. You can do this in the same dialog box (Console columns field) or you can run the function options(width=60) or options(width=40).</p>
<p>If you are cutting and pasting code from notepad into R, then there is an easy way to increase the font size in notepad. Click on FORMAT then FONT and you will see the following dialog box.</p>
<p><img alt="" 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" /></p>
<p>Increase the font size to 18 or 24 and everyone will see what you are doing much better.</p>
<p>This page has moved to <a href="http://new.pmean.com/font-size-in-r/">a new website</a>.</p>
]]></content:encoded>
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		</item>
		<item>
		<title>PMean: Equations using MathType</title>
		<link>http://blog.pmean.com/using-mathtype/</link>
		<comments>http://blog.pmean.com/using-mathtype/#comments</comments>
		<pubDate>Sun, 12 Apr 2015 16:07:19 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Statistics]]></category>
		<category><![CDATA[Presenting research data]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=427</guid>
		<description><![CDATA[I&#8217;m ordinarily not a big fan of commercial software, but one product that I would have a hard time living without is MathType. It produces mathematical equations with ease and the appearance is almost always perfect. It&#8217;s hard to do this, especially with equations have lots of superscripts and subscripts. You get the size or [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>I&#8217;m ordinarily not a big fan of commercial software, but one product that I would have a hard time living without is MathType. It produces mathematical equations with ease and the appearance is almost always perfect. It&#8217;s hard to do this, especially with equations have lots of superscripts and subscripts. You get the size or spacing wrong and all of a sudden things look really ugly and it is hard to fix. TeX is a very good product, too, but I have grown so used to MathType that it is really hard to make the switch.  I had to upgrade MathType recently to version 6.9 and I wanted to experiment with MathType equations on my blog. Here are some examples.<span id="more-427"></span></p>
<p>Here&#8217;s a simple equation related to something called the power prior.</p>
<p><img alt="" src="data:image/png;base64,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" /></p>
<p>This is the default option, which saves the file at 96 dots per inch (dpi). The letters are a bit fuzzy.</p>
<p><img alt="" src="data:image/gif;base64,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" /></p>
<p>Here&#8217;s the same equation where the default file is saved at 120 dpi. It&#8217;s a bit cleaner, but seems a bit out of proportion with the regular text.</p>
<p><img alt="" src="data:image/gif;base64,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" /></p>
<p>The default options under &#8220;Other&#8221; is 300 dpi and it looks sharp and crisp, but way too large.</p>
<p><img alt="" src="data:image/gif;base64,R0lGODlhFQJJAPAAAP///wAAACwAAAAAFQJJAAAC/4SPqcvtD6OctNqLs968+w+G4kiW5omm6sq27gvH8kzX9o3n+s73/g8MCofEovGITCqXzKbzCY1Kp9Sq9YrNarfcrvcLDovH5LL5jE6r1+y2+w2Py+f0uv2Oz+v3/L7/DxgoOEhYaHiImIgRwAjQqIgSAOkg+VUpdinx6JjJ1Lnx+RM6ebC5Ndpl+mCqqoS6+JoTS9pqNXt6q1p7dGuxK0sa8RvViwuh61Tsq/wyHFzKzBuNNaybyTg94wyanbLNgP1tIF5GLg2Lrdnt8mtd+j5kjhAeK79izwmdG03fny6F74S/fxTwbSLYwNnAheuOoTr47xoRg5cQJggokN+nb/8YLY7zuASjCXqwlinYJi5cQpUjdj2S1Mhiw3saT74S2VJeLZAXu/H8COWnDJYVhC7YqbCYUZIheEZ8eTGIUZtH2+Fsas6qwwxLZ96Y2iwgWGgrVynlOHZCWnhsfazVCu7qh7dwKflE6dXGWhV7Pyr7mVRtyr5mmXXKOzJr3aqIuf29OUss2sZD5YIgzOmxXbOCz1r2WzSqKMWbV1LmSq4aXnTCPmtz3QFzWtX1PHduvFcikNmQe9cgWthu5GxjYccAToMwctPCOat7/Hn5qrY8pDNubvr0ssG+nZt83sQ6DOXFaXt3CB2xeOa7y3ePe5VhP/jgsZcumtp4dt2Ov0r/7tVVbZ3hF51+rcmHGWgHBmcfOgi6xN15ZW03YCSsZBabgRfIFuF9Ey5YUII2aYfeg+u4J+F1qJk4ynr6MJgiiDKW0ApMcrlI0zQ4YthgXBXeNpeIG7J4IlgBllgSUGQhiR6MHtYHJQlIWYYjkTvO898+tQ3343PqCYnfkkpmOJmT8OlY0TUAGklkaxR2KYJTVE5lZW5ZHmjiVlHiGaSGVI2ZT59a5llYTWIGymSPI6rz5p6XQTinn3ACaeaies7IpwdXcsCKmo/itWWmGkBEqaI9rUlgiCTyqCKZq5ZK4HChXtqkql9K+iFsVSY1KDdYwkofe26qSqyUVt36qqPA/7bK7JOmCodsWL9+KuuzIzZE6rJ/CksrppVqah64uNY65GrW9jTptysm6yOg4nJ5LpYidWqruod2S26+WD0Epj7s6ltvvPmlmx217Hi676wfJjrktF7ay+qwynJrcLDvltjmxA+fyxvBZ1bMAr0JQ8xbRwhrK6+zMVIc76jH4kZnnbat7KJQpGl87cghnwyyxVUF3CiiG7N8r8Te+hwnpK5tamxkBVur08yiXpyjwz03a/XUcF5YqLoUeXwq0uUyBul2/xKN7sfP2pPfmseaXbXVLbatcNpAw0oQqPCelOTRlvI9Tn/oRjQPdQwf7PTTKjvSMM7+JmR4194glHcoFf8NvXDhcN+d2ZUxH4Ua2BHb/bbigaZzsmJno1102DESJ7Xa7QoNcNOHzbdthyrDrtFGTPltN+1hav04JaJd2xtwyB1W7HiAHUmryZifqtDxwO+LfIvWtyy0yYbmjDL1M/H6oNHCd06b77cHD21YVh5+JrZbsmg+d2crPbu7skNb5LiS7wzArIEuSOwznSv6FaKDFXB/1Vkf/BLjP4gZK4Ct256vBCi2A65OfxZaINZ24I7rJW2D3MMKBTmoOQJi8INJQKBgFLjCv7nFgbWjUQTx1UGaeBCFoYuh655ww/NlZIc/nCERj4g9vQTxhiH8mQl9+CJiMJGEtCuTVGhYwxHI4sCFjNIhBg3UxBJOZIowrGARjQjFlE2OiiuzYQuYxw4L5i8oGwxi4FLYRhDKcXFJA2EdSZitN6bJfFL0oiDNmEZZDHJ4iWkgNSLHF0huawp2bIYkkaiDy32nkY68AhfHRkiAsBFxXTRCgvxUyQQ+w3hZSGUPRqlEGl1xleDggiszSQb9wHKTtLyjLXf5FTPoqgjAFCYYipkcNOCml8xspjOfCc1oSnOa1KymNa+JzWxqc5vc7KY3vwnOcIpznOQspznPic4+FAAAIf8LTWF0aFR5cGUwMDH/BQEABglEU01UNgAAE1dpbkFsbEJhc2ljQ29kZVBhZ2VzABEFVGltZXMgTmV3IFJvbWFuABEDU3ltYm9sABEFQ291cmllciBOZXcAEQRNVCBFeHRyYQASAAghL0WPRC9BUPQQD0dfQVDyHx5BUPQVD0EA9EX0JfSPQl9BAPQQD0NfQQD0j0X0Kl9I9I9BAPQQD0D0j0F/SPQQD0EqX0RfRfRfRfRfQQ8MAQABAAECAgICAAIAAQEBAAMAAQAEAAAKAQACBITAA3ADAAEDAAEAAgSEuANxAgCCfAACAINEAAMAGwAACwEAAgCIMAAAAQEACgIAgiwAAgCDYQADABsAsAALAQACAIgwAAABAQAACgIAligAAgCWKQAAAgSGPQA9AgCDTAADAAEDAAEAAgSEuANxAgCCfAACAIJEAAMAGwAACwEAAgCIMAAAAQEAAAoCAJYoAAIAlikAAAMAHAAACwEBAQACAINhAAMAGwAADAEAAgCIMAAAAQEAAAAKAgSEwANwAwAbAAALAQACAIgwAAABAQAKAwABAwABAAIEhLgDcQACAJYoAAIAlikAAAAAACH/C01hdGhUeXBlMDAz/zw/eG1sIHZlcnNpb249IjEuMCI/PjwhLS0gTWF0aFR5cGVAVHJhbnNsYXRvckA1QDVATWF0aE1MMiAoQ2xpcGJvYXJkKS50ZGxATWF0aE1MIDIuMCAoQ2xpcGJvYXJkKUAgLS0+PG1hdGggZGlzcGxheT0nYmxvY2snIHhtbG5zPSdodHRwOi8vd3d3LnczLm9yZy8xOTk4L01hdGgvTWF0aE1MJz48bXJvdz48bWk+JiN4MDNDMDs8L21pPjxtcm93Pjxtbz4oPC9tbz48bXJvdz48bWk+JiN4MDNCODs8L21pPjxtbz4mI3gwMDdDOzwvbW8+PG1zdWI+PG1pPv9EPC9taT48bW4+MDwvbW4+PC9tc3ViPjxtbz4sPC9tbz48bXN1Yj48bWk+YTwvbWk+PG1uPjA8L21uPjwvbXN1Yj48L21yb3c+PG1vPik8L21vPjwvbXJvdz48bW8+PTwvbW8+PG1pPkw8L21pPjxtc3VwPjxtcm93Pjxtcm93Pjxtbz4oPC9tbz48bXJvdz48bWk+JiN4MDNCODs8L21pPjxtbz4mI3gwMDdDOzwvbW8+PG1zdWI+PG1pPkQ8L21pPjxtbj4wPC9tbj48L21zdWI+PC9tcm93Pjxtbz4pPC9tbz48L21yb3c+PC9tcm93Pjxtcm93Pjxtc3ViPjyqbWk+YTwvbWk+PG1uPjA8L21uPjwvbXN1Yj48L21yb3c+PC9tc3VwPjxtc3ViPjxtaT4mI3gwM0MwOzwvbWk+PG1uPjA8L21uPjwvbXN1Yj48bXJvdz48bW8+KDwvbW8+PG1pPiYjeDAzQjg7PC9taT48bW8+KTwvbW8+PC9tcm93PjwvbXJvdz48L21hdGg+PCEtLSBNYXRoVHlwZUBFbmRANUA1QCAtLT4AIf8LTWF0aFR5cGUwMDIGFwAAAAAAADs=" /></p>
<p>One final choice is 240 dpi (see above). Again, way too big. This choice actually, though, works well for PowerPoint where the font sizes are so much larger.</p>
<p>&nbsp;</p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/using-mathtype/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Recommended: Data doesn&#8217;t speak for itself</title>
		<link>http://blog.pmean.com/data-doesnt-speak/</link>
		<comments>http://blog.pmean.com/data-doesnt-speak/#comments</comments>
		<pubDate>Thu, 01 May 2014 15:59:12 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Graphical display]]></category>
		<category><![CDATA[Presenting research data]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=250</guid>
		<description><![CDATA[This blog post explains that you can&#8217;t just put a graph up on a screen and immediately expect people to understand it. You need to provide critical context to help your audience. Thomas C. Redman. Data Doesn’t Speak for Itself. Harvard Business Review. April 29, 2014. Available at: http://blogs.hbr.org/2014/04/data-doesnt-speak-for-itself/]]></description>
				<content:encoded><![CDATA[<p>This blog post explains that you can&#8217;t just put a graph up on a screen and immediately expect people to understand it. You need to provide critical context to help your audience.<span id="more-250"></span></p>
<p>Thomas C. Redman. Data Doesn’t Speak for Itself. Harvard Business Review. April 29, 2014. Available at: <a href="http://blogs.hbr.org/2014/04/data-doesnt-speak-for-itself/">http://blogs.hbr.org/2014/04/data-doesnt-speak-for-itself/</a></p>
<p><img alt="" 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" 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