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	<title>Texty Text</title>
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	<description>Daily experiments with letters and words</description>
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		<title>Texty Text</title>
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		<item>
		<title>Texty text farewell: A taste of my own Markov</title>
		<link>http://textytext.wordpress.com/2008/03/01/farewell-to-a-month-of-experimental-text-a-taste-of-my-own-markov/</link>
		<comments>http://textytext.wordpress.com/2008/03/01/farewell-to-a-month-of-experimental-text-a-taste-of-my-own-markov/#comments</comments>
		<pubDate>Sat, 01 Mar 2008 08:14:46 +0000</pubDate>
		<dc:creator>adam</dc:creator>
				<category><![CDATA[text]]></category>

		<guid isPermaLink="false">http://textytext.wordpress.com/?p=39</guid>
		<description><![CDATA[The following was generated by passing the text of this blog (excluding this entry) through a Markov chain algorithm. Check after the cut for another run. ############### # # ###################### with caps are matter the promisesever # # erejustened with an entionactually and theymetimes # # # ,#### # # # ,# ##################### # # [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=textytext.wordpress.com&amp;blog=2699407&amp;post=39&amp;subd=textytext&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>The following was generated by passing the text of this blog (excluding this entry) through a Markov chain algorithm.  Check after the cut for another run.</p>
<pre>
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<p><span id="more-39"></span></p>
<pre>
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    #  ############################################# #</pre>
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		<media:content url="http://1.gravatar.com/avatar/30902b2421393458e1ddd6f2ba769494?s=96&#38;d=identicon&#38;r=G" medium="image">
			<media:title type="html">adam</media:title>
		</media:content>
	</item>
		<item>
		<title>Prototyping the Text Drum</title>
		<link>http://textytext.wordpress.com/2008/02/29/prototyping-the-text-drum/</link>
		<comments>http://textytext.wordpress.com/2008/02/29/prototyping-the-text-drum/#comments</comments>
		<pubDate>Fri, 29 Feb 2008 07:59:56 +0000</pubDate>
		<dc:creator>adam</dc:creator>
				<category><![CDATA[text]]></category>

		<guid isPermaLink="false">http://textytext.wordpress.com/?p=38</guid>
		<description><![CDATA[Some output from the Text Drum: of their their other one of of some some of rightful the considered the rightful property of some universally acknowledged, that a single man in possession be in feelings the a good fortune, must be little possession of a good fortune, must fortune, must be a possession of a [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=textytext.wordpress.com&amp;blog=2699407&amp;post=38&amp;subd=textytext&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Some output from the <a href="http://itp.nyu.edu/~ap1607/2008/02/a2z_text_drum_midterm_idea.html">Text Drum</a>:</p>
<blockquote><p><span class="score-1" style="color:#00008c;">of </span><span class="score-1" style="color:#00008c;">their </span><span class="score-2" style="color:#0000b4;">their </span><span class="score-3" style="color:#0000dc;">other </span><span class="score-2" style="color:#0000b4;">one </span><span class="score-2" style="color:#0000b4;">of </span><span class="score-3" style="color:#0000dc;">of </span><span class="score-1" style="color:#00008c;">some </span><span class="score-2" style="color:#0000b4;">some </span><span class="score-3" style="color:#0000dc;">of </span><span class="score-2" style="color:#0000b4;">rightful </span><span class="score-2" style="color:#0000b4;">the </span><span class="score-2" style="color:#0000b4;">considered </span><span class="score-1" style="color:#00008c;">the </span><span class="score-1" style="color:#00008c;">rightful </span><span class="score-1" style="color:#00008c;">property </span><span class="score-1" style="color:#00008c;">of </span><span class="score-1" style="color:#00008c;">some </span><span class="score-0" style="color:#000064;">universally </span><span class="score-1" style="color:#00008c;">acknowledged, </span><span class="score-1" style="color:#00008c;">that </span><span class="score-1" style="color:#00008c;">a </span><span class="score-1" style="color:#00008c;">single </span><span class="score-1" style="color:#00008c;">man </span><span class="score-1" style="color:#00008c;">in </span><span class="score-1" style="color:#00008c;">possession </span><span class="score-0" style="color:#000064;">be </span><span class="score-1" style="color:#00008c;">in </span><span class="score-0" style="color:#000064;">feelings </span><span class="score-3" style="color:#0000dc;">the </span><span class="score-0" style="color:#000064;">a </span><span class="score-1" style="color:#00008c;">good </span><span class="score-1" style="color:#00008c;">fortune, </span><span class="score-1" style="color:#00008c;">must </span><span class="score-1" style="color:#00008c;">be </span><span class="score-0" style="color:#000064;">little </span><span class="score-0" style="color:#000064;">possession </span><span class="score-1" style="color:#00008c;">of </span><span class="score-1" style="color:#00008c;">a </span><span class="score-1" style="color:#00008c;">good </span><span class="score-1" style="color:#00008c;">fortune, </span><span class="score-1" style="color:#00008c;">must </span><span class="score-2" style="color:#0000b4;">fortune, </span><span class="score-1" style="color:#00008c;">must </span><span class="score-1" style="color:#00008c;">be </span><span class="score-0" style="color:#000064;">a </span><span class="score-2" style="color:#0000b4;">possession </span><span class="score-1" style="color:#00008c;">of </span><span class="score-1" style="color:#00008c;">a </span><span class="score-1" style="color:#00008c;">good </span><span class="score-0" style="color:#000064;">truth </span><span class="score-2" style="color:#0000b4;">truth </span><span class="score-2" style="color:#0000b4;">this </span><span class="score-2" style="color:#0000b4;">this </span><span class="score-2" style="color:#0000b4;">truth </span><span class="score-1" style="color:#00008c;">is </span><span class="score-1" style="color:#00008c;">so </span><span class="score-2" style="color:#0000b4;">so </span><span class="score-1" style="color:#00008c;">well </span><span class="score-1" style="color:#00008c;">fixed </span><span class="score-1" style="color:#00008c;">in </span><span class="score-1" style="color:#00008c;">the </span><span class="score-0" style="color:#000064;">of </span><span class="score-0" style="color:#000064;">the </span><span class="score-2" style="color:#0000b4;">the </span><span class="score-0" style="color:#000064;">truth </span><span class="score-1" style="color:#00008c;">is </span><span class="score-2" style="color:#0000b4;">this </span><span class="score-0" style="color:#000064;">considered </span><span class="score-2" style="color:#0000b4;">considered </span><span class="score-1" style="color:#00008c;">the </span><span class="score-2" style="color:#0000b4;">is </span><span class="score-0" style="color:#000064;">the </span><span class="score-2" style="color:#0000b4;">rightful </span><span class="score-1" style="color:#00008c;">property </span><span class="score-1" style="color:#00008c;">of </span><span class="score-1" style="color:#00008c;">some </span><span class="score-1" style="color:#00008c;">one </span><span class="score-1" style="color:#00008c;">or </span><span class="score-1" style="color:#00008c;">other </span><span class="score-0" style="color:#000064;">It </span><span class="score-2" style="color:#0000b4;">is </span><span class="score-1" style="color:#00008c;">a </span><span class="score-1" style="color:#00008c;">truth </span><span class="score-1" style="color:#00008c;">universally </span><span class="score-0" style="color:#000064;">man </span><span class="score-0" style="color:#000064;">the </span><span class="score-1" style="color:#00008c;">feelings </span><span class="score-1" style="color:#00008c;">or </span><span class="score-2" style="color:#0000b4;">the </span><span class="score-2" style="color:#0000b4;">little </span><span class="score-0" style="color:#000064;">universally </span><span class="score-0" style="color:#000064;">single </span><span class="score-0" style="color:#000064;">a </span><span class="score-3" style="color:#0000dc;">neighbourhood, </span><span class="score-0" style="color:#000064;">a </span><span class="score-3" style="color:#0000dc;">views </span><span class="score-0" style="color:#000064;">good </span><span class="score-0" style="color:#000064;">However </span><span class="score-2" style="color:#0000b4;">However </span><span class="score-0" style="color:#000064;">possession </span><span class="score-2" style="color:#0000b4;">possession </span><span class="score-0" style="color:#000064;">good </span><span class="score-0" style="color:#000064;">of </span><span class="score-1" style="color:#00008c;">such </span><span class="score-2" style="color:#0000b4;">of </span><span class="score-2" style="color:#0000b4;">of </span><span class="score-1" style="color:#00008c;">such </span><span class="score-2" style="color:#0000b4;">of </span><span class="score-2" style="color:#0000b4;">or </span><span class="score-2" style="color:#0000b4;">the </span><span class="score-3" style="color:#0000dc;">known </span><span class="score-1" style="color:#00008c;">the </span><span class="score-0" style="color:#000064;">want </span><span class="score-1" style="color:#00008c;">of </span><span class="score-1" style="color:#00008c;">a </span><span class="score-1" style="color:#00008c;">wife. </span><span class="score-0" style="color:#000064;">views </span><span class="score-2" style="color:#0000b4;">views </span><span class="score-2" style="color:#0000b4;">or </span><span class="score-2" style="color:#0000b4;">feelings </span><span class="score-0" style="color:#000064;">in </span><span class="score-0" style="color:#000064;">wife. </span><span class="score-2" style="color:#0000b4;">However </span><span class="score-3" style="color:#0000dc;">little </span><span class="score-3" style="color:#0000dc;">little </span><span class="score-1" style="color:#00008c;">known </span><span class="score-2" style="color:#0000b4;">the </span><span class="score-1" style="color:#00008c;">feelings </span></p></blockquote>
<p>The source text is, again, <i>Pride and Prejudice</i>.  The colors correspond to the level of accuracy with which I hit the &#8220;beat&#8221; that produced each word (this obviously needs to be improved to make the relationship more intuitive).  A screenshot of the Semantic Anomalizer plus the Processing applet I&#8217;m using as a prototype for the drum can be found after the jump.<br />
<span id="more-38"></span><br />
<a href="http://itp.nyu.edu/~ap1607/images/thesis/textdrum_large.png"><img src="http://itp.nyu.edu/~ap1607/images/thesis/textdrum_small.png"></a><br />
(click for larger version)</p>
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			<media:title type="html">adam</media:title>
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		<title>Speech drum</title>
		<link>http://textytext.wordpress.com/2008/02/28/speech-drum/</link>
		<comments>http://textytext.wordpress.com/2008/02/28/speech-drum/#comments</comments>
		<pubDate>Thu, 28 Feb 2008 06:44:15 +0000</pubDate>
		<dc:creator>adam</dc:creator>
				<category><![CDATA[text]]></category>

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		<description><![CDATA[From my ITP blog: For my Living Art midterm project, I&#8217;m building an audio version of the Text Drum, a device I&#8217;m building for my thesis. Here&#8217;s how it works: you &#8220;play&#8221; a series of words from an audio recording by hitting a drum. If you keep a steady beat, the samples play in the [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=textytext.wordpress.com&amp;blog=2699407&amp;post=37&amp;subd=textytext&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>From my <a href="http://itp.nyu.edu/~ap1607/">ITP blog</a>:</p>
<blockquote><p>For my Living Art midterm project, I&#8217;m building an audio version of the <a href="http://itp.nyu.edu/~ap1607/2008/02/a2z_text_drum_midterm_idea.html">Text Drum</a>, a device I&#8217;m building for my <a href="http://itp.nyu.edu/~ap1607/thesis/">thesis</a>.  Here&#8217;s how it works: you &#8220;play&#8221; a series of words from an audio recording by hitting a drum.  If you keep a steady beat, the samples play in the order they occur in the source file.  If you syncopate or fall out of step with the rhythm, the order of the words gets jumbled; the more out of synch you get, the more random the order of the words seems.</p>
<p><a href="http://itp.nyu.edu/~ap1607/audio/livingart/drummed excerpt.mp3">Download an MP3 excerpted from a short performance with the drum here.</a></p>
<p>The source audio is sixty or so words excerpted from an audiobook I had sitting around.  The text in question is Freud&#8217;s <i>The Interpretation of Dreams</i>.  <a href="http://itp.nyu.edu/~ap1607/audio/livingart/excerpt.mp3">Download an MP3 of the excerpt here</a>.</p></blockquote>
<p>I have some sample output from the text-based version of this program that I&#8217;ll post shortly.  I&#8217;m actually surprised at how aesthetically different the jumbled <i>sound</i> is from the jumbled <i>text</i>.  More experimentation is needed!</p>
<p>The biggest challenge of this project, unsurprisingly, was not writing the software, but segmenting the source audio into words.  (Someday I&#8217;m gonna get me an intern.)</p>
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			<media:title type="html">adam</media:title>
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		<title>Twenty-four concrete compositions</title>
		<link>http://textytext.wordpress.com/2008/02/27/twenty-four-concrete-compositions/</link>
		<comments>http://textytext.wordpress.com/2008/02/27/twenty-four-concrete-compositions/#comments</comments>
		<pubDate>Wed, 27 Feb 2008 07:01:03 +0000</pubDate>
		<dc:creator>adam</dc:creator>
				<category><![CDATA[text]]></category>

		<guid isPermaLink="false">http://textytext.wordpress.com/?p=36</guid>
		<description><![CDATA[Created using NodeBox.<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=textytext.wordpress.com&amp;blog=2699407&amp;post=36&amp;subd=textytext&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Created using <a href="http://nodebox.net/">NodeBox</a>.</p>
<p><img src="http://itp.nyu.edu/~ap1607/images/concrete/concrete-00001.png"></p>
<p><img src="http://itp.nyu.edu/~ap1607/images/concrete/concrete-00002.png"></p>
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			<media:title type="html">adam</media:title>
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		<item>
		<title>Semantic Anomalizer: Test #1</title>
		<link>http://textytext.wordpress.com/2008/02/25/semantic-anomalizer-test-1/</link>
		<comments>http://textytext.wordpress.com/2008/02/25/semantic-anomalizer-test-1/#comments</comments>
		<pubDate>Mon, 25 Feb 2008 09:02:10 +0000</pubDate>
		<dc:creator>adam</dc:creator>
				<category><![CDATA[text]]></category>

		<guid isPermaLink="false">http://textytext.wordpress.com/?p=35</guid>
		<description><![CDATA[This is a test run of a piece of software I&#8217;m working on for my thesis project: the Semantic Anomalizer, an implementation of Apple&#8217;s WebKit hacked to take commands over OSC. The idea is to create a text editor that you control with devices other than a keyboard (or with an &#8220;augmented&#8221; keyboard&#8212;more on that [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=textytext.wordpress.com&amp;blog=2699407&amp;post=35&amp;subd=textytext&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p><a href='http://textytext.files.wordpress.com/2008/02/webkitosc-large.png' title='WebKit+OSC large'><img src='http://textytext.files.wordpress.com/2008/02/webkitosc-small.png?w=700' alt='WebKit+OSC small' /></a></p>
<p>This is a test run of a piece of software I&#8217;m working on for my thesis project: the Semantic Anomalizer,  an implementation of Apple&#8217;s WebKit hacked to take commands over OSC.  The idea is to create a text editor that you control with devices other than a keyboard (or with an &#8220;augmented&#8221; keyboard&mdash;more on that later). </p>
<p>The screen shot above (click for a larger version) shows a typing session in which the size of the text under the cursor is being controlled by a Processing applet sending out values from a sine wave function.  The text in question is the first paragraph of <i>The Maltese Falcon</i>.</p>
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			<media:title type="html">adam</media:title>
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			<media:title type="html">WebKit+OSC small</media:title>
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		<item>
		<title>Perlin composition</title>
		<link>http://textytext.wordpress.com/2008/02/24/perlin-composition/</link>
		<comments>http://textytext.wordpress.com/2008/02/24/perlin-composition/#comments</comments>
		<pubDate>Sun, 24 Feb 2008 07:29:06 +0000</pubDate>
		<dc:creator>adam</dc:creator>
				<category><![CDATA[text]]></category>

		<guid isPermaLink="false">http://textytext.wordpress.com/?p=32</guid>
		<description><![CDATA[some all some might some new has oh come think been will an very of hum out in some no did think and who did now at that i may did get the president market am pretty go such bad get national few the did you used having book american Each word in the text [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=textytext.wordpress.com&amp;blog=2699407&amp;post=32&amp;subd=textytext&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>some all some might some<br />
new has oh come think<br />
been will an very of<br />
hum out in some no<br />
did think and who did<br />
now at that i may<br />
did get the president market<br />
am pretty go such bad<br />
get national few the did<br />
you used having book american<br />
<span id="more-32"></span><br />
Each word in the text above corresponds to a random number generated with Perlin noise.  Smaller Perlin values correspond to more common words; larger values correspond to less common words.  I&#8217;m still experimenting with using algorithms to introduce rhythm and texture into generative text.  A few more poems generated with this same method:</p>
<p>look kind on my long<br />
house no are you can<br />
the them mean lot up<br />
house them thought school he<br />
look not okay this long<br />
pay no you story free<br />
find life white seen among<br />
united help sometimes fact time<br />
idea university along too long<br />
worth china along as tell </p>
<p>our he called system last<br />
their such black rather government<br />
get point matter coming play<br />
because week food information company<br />
last down free ago the<br />
news when high his children<br />
seems no the even guess<br />
yes be so because by<br />
they want were not our<br />
these kids than in little </p>
<p>the war important sure she<br />
war summer hand course can<br />
important local type under and<br />
sure fact talk business my<br />
she you five thought she<br />
always over year put my<br />
new oh like is and<br />
what have made always can<br />
time still again enough she<br />
says business able political does </p>
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		<title>More Perlin Noise Text</title>
		<link>http://textytext.wordpress.com/2008/02/23/more-perlin-noise-text/</link>
		<comments>http://textytext.wordpress.com/2008/02/23/more-perlin-noise-text/#comments</comments>
		<pubDate>Sat, 23 Feb 2008 10:19:44 +0000</pubDate>
		<dc:creator>adam</dc:creator>
				<category><![CDATA[text]]></category>

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			<content:encoded><![CDATA[<pre>heandatoofi<b>a</b><b>n</b><b>w</b><b>i</b><b>l</b><b>l</b><b>m</b><b>y</b><b>t</b><b>h</b><b>i</b><b>n</b><b>k</b><b>o</b><b>u</b><b>t</b><b>w</b><b>h</b><b>o</b><b>w</b><b>h</b><b>e</b><b>n</b><b>m</b><b>o</b><b>r</b><b>e</b><b>u</b><b>p</b><b>r</b><b>i</b><b>g</b><b>h</b><b>t</b><b>t</b><b>h</b><b>e</b><b>i</b><b>r</b><b>o</b><b>h</b><b>w</b><b>e</b><b>r</b><b>e</b><b>n</b><b>o</b><b>b</b><b>e</b>
isinthatity<b>c</b><b>a</b><b>u</b><b>s</b><b>e</b><b>s</b><b>h</b><b>e</b><b>h</b><b>u</b><b>h</b><b>t</b><b>h</b><b>e</b><b>m</b><b>s</b><b>o</b><b>m</b><b>e</b><b>n</b><b>e</b><b>w</b><b>r</b><b>e</b><b>a</b><b>l</b><b>l</b><b>y</b><b>p</b><b>e</b><b>o</b><b>p</b><b>l</b><b>e</b><b>b</b><b>e</b><b>e</b><b>n</b>o<b>g</b><b>e</b><b>t</b><b>t</b><b>i</b><b>m</b><b>e</b><b>a</b><b>m</b><b>h</b>
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erej<b>l</b><b>f</b><b>o</b><b>o</b><b>d</b><b>t</b><b>v</b><b>s</b><b>e</b><b>c</b><b>u</b><b>r</b><b>i</b><b>t</b><b>y</b><b>s</b><b>e</b><b>U</b><b>N</b><b>N</b><b>I</b><b>N</b><b>G</b><b>F</b><b>R</b><b>E</b><b>N</b><b>C</b><b>H</b><b>W</b><b>A</b><b>L</b><b>L</b><b>n</b><b>s</b><b>e</b><b>w</b><b>h</b><b>o</b><b>s</b><b>e</b><b>g</b><b>e</b><b>t</b><b>s</b>us<b>l</b><b>a</b><b>t</b><b>e</b><b>t</b><b>a</b><b>k</b><b>i</b>t
would<b>n</b><b>g</b><b>s</b><b>e</b><b>a</b><b>s</b><b>o</b><b>n</b><b>k</b><b>n</b><b>o</b><b>w</b><b>n</b><b>i</b><b>n</b><b>P</b><b>A</b><b>R</b><b>d</b><b>K</b><b>D</b><b>u</b><b>s</b><b>E</b><b>C</b><b>I</b><b>S</b><b>I</b><b>O</b><b>N</b><b>T</b><b>t</b><b>r</b><b>y</b><b>c</b><b>o</b><b>m</b><b>i</b><b>n</b><b>g</b><b>a</b><b>s</b><b>k</b>one<b>e</b><b>d</b><b>r</b><b>e</b><b>a</b><b>s</b><b>o</b><b>n</b>a
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etheyon<b>u</b><b>t</b><b>e</b><b>r</b><b>g</b><b>u</b><b>y</b><b>b</b><b>r</b><b>i</b><b>t</b><b>i</b><b>s</b><b>h</b><b>r</b><b>e</b><b>c</b><b>e</b><b>n</b>arewasbuthe<b>t</b><b>l</b><b>y</b><b>t</b><b>h</b><b>i</b><b>r</b><b>d</b><b>p</b><b>r</b><b>i</b><b>v</b><b>a</b>withknowdo
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hatityouu<b>e</b><b>a</b><b>d</b><b>i</b><b>t</b><b>s</b><b>e</b><b>l</b><b>f</b><b>n</b><b>a</b><b>t</b><b>i</b>hnotforhavethey<b>o</b><b>n</b><b>p</b><b>o</b><b>l</b><b>i</b><b>c</b><b>y</b><b>b</b><b>e</b>onarewasbuthe
withk<b>h</b><b>i</b><b>n</b><b>d</b><b>e</b><b>i</b><b>g</b><b>h</b><b>t</b><b>e</b><b>v</b><b>e</b><b>r</b>n<b>y</b><b>o</b><b>n</b>owdoasweyeahbea<b>e</b><b>s</b><b>e</b><b>n</b><b>a</b><b>t</b><b>e</b><b>r</b><b>e</b><b>p</b>tsoumorbylike
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ewasbu<b>h</b><b>a</b><b>d</b><b>a</b><b>v</b><b>i</b><b>d</b><b>e</b><b>c</b><b>o</b><b>n</b><b>o</b><b>m</b><b>i</b><b>c</b><b>h</b><b>o</b>thewithknowdoas<b>u</b><b>r</b><b>s</b><b>c</b><b>r</b><b>i</b><b>t</b><b>i</b><b>c</b>weyeahbeatsou
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likeanhis<b>t</b><b>e</b><b>a</b><b>m</b><b>f</b><b>e</b><b>d</b><b>e</b><b>r</b><b>a</b>thisfro<b>l</b><b>m</b><b>o</b><b>n</b><b>t</b><b>h</b><b>t</b>mther<b>a</b><b>l</b><b>k</b><b>i</b><b>n</b><b>g</b><b>n</b><b>o</b><b>t</b><b>h</b><b>i</b><b>n</b><b>g</b><b>c</b><b>o</b><b>u</b><b>p</b><b>l</b><b>e</b><b>p</b><b>o</b><b>w</b>
ejustwoul<b>e</b><b>r</b><b>b</b><b>u</b><b>y</b><b>i</b><b>d</b><b>e</b><b>a</b><b>i</b>doneabou<b>m</b><b>p</b><b>o</b><b>r</b><b>t</b>twhatw<b>a</b><b>n</b><b>t</b><b>f</b><b>o</b><b>r</b><b>m</b><b>e</b><b>r</b><b>s</b><b>a</b><b>y</b><b>i</b><b>n</b><b>g</b><b>i</b><b>n</b>ells<b>t</b>
aidifallha<b>e</b><b>r</b><b>e</b><b>s</b><b>t</b><b>i</b><b>n</b><b>g</b><b>a</b>shadhean<b>l</b><b>o</b><b>n</b><b>g</b><b>t</b>datoof<b>o</b><b>p</b><b>r</b><b>E</b><b>O</b><b>e</b><b>m</b><b>e</b><b>m</b><b>b</b><b>e</b><b>r</b><b>w</b><b>a</b><b>t</b><b>e</b><b>r</b>iisi<b>s</b>
nthatityou<b>i</b><b>d</b><b>e</b><b>a</b><b>i</b><b>r</b><b>a</b><b>l</b>uhnotforh<b>r</b><b>e</b><b>a</b><b>d</b><b>y</b>avethe<b>o</b><b>f</b><b>f</b><b>i</b><b>R</b><b>G</b><b>c</b><b>e</b><b>l</b><b>a</b><b>t</b><b>e</b><b>r</b><b>p</b><b>a</b><b>r</b><b>e</b>yona<b>n</b>
rewasbuthew<b>t</b><b>s</b><b>h</b><b>e</b><b>a</b><b>l</b><b>t</b>ithknow<b>h</b><b>d</b><b>e</b><b>a</b><b>t</b><b>h</b><b>d</b><b>e</b>doasw<b>a</b><b>l</b><b>c</b><b>E</b><b>R</b><b>E</b><b>S</b><b>e</b><b>n</b><b>t</b><b>e</b><b>r</b><b>i</b><b>n</b><b>c</b>eyea<b>l</b><b>u</b><b>d</b>
hbeatsoumorb<b>i</b><b>n</b><b>g</b><b>l</b><b>i</b><b>n</b>ylikea<b>e</b><b>c</b><b>o</b><b>l</b><b>l</b><b>e</b><b>g</b><b>e</b><b>w</b><b>i</b>nh<b>f</b><b>e</b><b>t</b><b>o</b><b>w</b><b>E</b><b>A</b><b>R</b><b>n</b><b>w</b><b>a</b><b>n</b><b>t</b><b>e</b><b>d</b><b>c</b>ist<b>a</b><b>m</b><b>p</b><b>a</b><b>i</b>
hisfromthere<b>g</b><b>n</b><b>s</b><b>t</b><b>a</b><b>r</b>justwo<b>t</b><b>e</b><b>d</b><b>g</b><b>e</b><b>n</b><b>e</b><b>r</b><b>a</b><b>l</b>ul<b>e</b><b>s</b><b>p</b><b>e</b><b>c</b><b>C</b><b>H</b><b>T</b><b>i</b><b>a</b><b>l</b><b>l</b><b>y</b><b>h</b><b>i</b><b>s</b>don<b>t</b><b>o</b><b>r</b><b>y</b><b>w</b>
eaboutwhatwell<b>h</b><b>a</b><b>t</b><b>e</b><b>v</b>saidi<b>e</b><b>r</b><b>i</b><b>s</b><b>s</b><b>u</b><b>e</b><b>p</b><b>a</b><b>r</b><b>t</b><b>y</b><b>s</b><b>o</b><b>m</b><b>e</b><b>o</b><b>n</b><b>E</b><b>R</b><b>e</b><b>m</b><b>o</b><b>t</b><b>h</b><b>e</b><b>r</b><b>a</b>fallhash
adheandatoofiis<b>r</b><b>t</b><b>w</b><b>a</b><b>t</b>inth<b>c</b><b>h</b><b>t</b><b>s</b><b>o</b><b>u</b><b>t</b><b>h</b><b>i</b><b>n</b><b>f</b><b>o</b><b>r</b><b>m</b><b>a</b><b>t</b><b>i</b><b>o</b><b>M</b><b>D</b><b>n</b><b>h</b><b>o</b><b>w</b><b>e</b><b>v</b><b>e</b><b>r</b>atityouu
hnotforhavethe<b>m</b><b>a</b><b>i</b><b>l</b><b>u</b><b>s</b>yonar<b>u</b><b>a</b><b>l</b><b>l</b><b>y</b><b>l</b><b>a</b>e<b>r</b><b>g</b><b>e</b><b>d</b><b>r</b><b>u</b><b>g</b><b>l</b><b>A</b><b>I</b><b>L</b><b>o</b><b>o</b><b>k</b><b>i</b><b>n</b><b>g</b><b>c</b><b>l</b>wasbuthe
withknowdoaswey<b>o</b><b>s</b><b>e</b><b>o</b><b>t</b>eah<b>h</b>be<b>e</b><b>r</b><b>s</b><b>c</b><b>o</b><b>m</b>ats<b>e</b><b>s</b><b>p</b><b>a</b><b>p</b><b>e</b><b>r</b><b>Y</b><b>h</b><b>u</b><b>s</b><b>b</b><b>a</b><b>n</b><b>d</b><b>p</b>oumorbyli
keanhisthisfromt<b>r</b><b>o</b><b>g</b><b>r</b>hereju<b>a</b><b>m</b><b>a</b><b>l</b>stwould<b>t</b><b>h</b><b>o</b><b>u</b><b>g</b><b>h</b><b>s</b><b>i</b><b>t</b><b>e</b><b>s</b><b>e</b><b>l</b><b>f</b>oneabo<b>r</b><b>e</b>u
twhatwellsaidifa<b>c</b><b>e</b><b>n</b><b>t</b>llhash<b>t</b><b>o</b>adheandato<b>g</b><b>e</b><b>t</b><b>h</b><b>e</b><b>r</b><b>s</b><b>t</b><b>o</b><b>c</b><b>k</b><b>p</b><b>o</b><b>s</b>of<b>t</b><b>c</b><b>h</b><b>a</b><b>n</b>i
isinthatityouuhnot<b>g</b><b>e</b>forhavetheyonarewa<b>o</b><b>p</b><b>e</b><b>n</b><b>s</b><b>u</b><b>m</b><b>m</b><b>e</b><b>r</b><b>h</b><b>e</b><b>a</b><b>r</b><b>d</b><b>u</b><b>n</b><b>i</b><b>v</b><b>e</b><b>r</b><b>s</b>
sbuthewithknowdoasweyeahbeatsoumorbyl<b>i</b><b>t</b><b>y</b><b>o</b><b>f</b><b>f</b><b>i</b><b>c</b><b>i</b><b>a</b><b>l</b><b>s</b><b>a</b><b>g</b><b>e</b><b>a</b><b>c</b><b>c</b><b>o</b><b>r</b><b>d</b><b>i</b><b>n</b>
ikeanhisthisfromthereju<b>g</b><b>i</b><b>n</b>stwou<b>s</b><b>t</b>ldo<b>e</b><b>a</b><b>d</b><b>p</b><b>r</b><b>o</b><b>b</b><b>l</b><b>e</b><b>m</b><b>s</b><b>n</b><b>o</b><b>r</b><b>t</b><b>h</b><b>g</b><b>o</b><b>e</b><b>s</b><b>c</b><b>o</b><b>n</b><b>t</b>
neaboutwhatwellsaidifal<b>r</b><b>o</b><b>l</b>lhash<b>d</b><b>e</b><b>p</b><b>a</b><b>r</b><b>t</b><b>m</b><b>e</b><b>n</b><b>t</b><b>d</b><b>s</b><b>e</b><b>e</b><b>m</b><b>h</b><b>i</b><b>m</b>a<b>s</b><b>e</b><b>l</b><b>f</b><b>t</b><b>u</b><b>e</b><b>s</b><b>d</b><b>a</b>
dheandatoofiisinthatit<b>y</b><b>c</b><b>o</b><b>v</b>youuh<b>e</b><b>r</b>n<b>b</b><b>a</b><b>s</b><b>e</b><b>d</b><b>d</b><b>o</b><b>l</b><b>l</b><b>a</b><b>r</b><b>s</b><b>f</b><b>i</b><b>l</b><b>m</b><b>f</b><b>u</b><b>l</b><b>l</b><b>f</b><b>o</b><b>o</b><b>d</b><b>t</b><b>v</b>
otforhavetheyo<b>s</b>narewa<b>e</b><b>c</b><b>u</b><b>r</b>sbuthewith<b>i</b><b>t</b><b>y</b><b>s</b><b>e</b><b>n</b><b>s</b><b>e</b><b>w</b><b>h</b><b>o</b><b>s</b><b>e</b><b>g</b><b>e</b><b>t</b><b>s</b><b>l</b><b>a</b><b>t</b><b>e</b><b>t</b><b>a</b><b>k</b><b>i</b>
knowdoasw<b>n</b><b>g</b>ey<b>s</b><b>e</b><b>a</b><b>s</b><b>o</b><b>n</b><b>k</b><b>n</b><b>o</b><b>w</b><b>n</b>eah<b>i</b><b>n</b>beatsoumo<b>d</b><b>u</b><b>s</b><b>t</b><b>r</b><b>y</b><b>c</b><b>o</b><b>m</b><b>i</b><b>n</b><b>g</b><b>a</b><b>s</b><b>k</b><b>e</b><b>d</b><b>r</b><b>e</b><b>a</b><b>s</b><b>o</b>
rbylikean<b>n</b><b>f</b><b>u</b><b>n</b><b>h</b><b>u</b><b>m</b><b>a</b><b>n</b><b>f</b><b>r</b><b>o</b><b>n</b><b>t</b><b>b</b>his<b>o</b><b>o</b>thisfromt<b>k</b><b>s</b><b>e</b><b>x</b><b>M</b><b>a</b><b>c</b><b>t</b><b>l</b><b>y</b><b>m</b><b>i</b><b>l</b><b>i</b><b>t</b><b>a</b><b>r</b><b>y</b><b>c</b><b>o</b><b>s</b><b>t</b>
herejust<b>m</b><b>o</b><b>n</b><b>d</b><b>a</b><b>y</b><b>h</b><b>a</b><b>n</b><b>d</b><b>s</b><b>o</b><b>c</b><b>i</b><b>a</b><b>l</b>woul<b>f</b>doneabou<b>r</b><b>i</b><b>e</b><b>n</b><b>I</b><b>C</b><b>H</b><b>d</b><b>s</b><b>r</b><b>o</b><b>o</b><b>m</b><b>m</b><b>a</b><b>t</b><b>t</b><b>e</b><b>r</b><b>w</b><b>e</b><b>s</b><b>t</b>
twhatwe<b>e</b><b>x</b><b>a</b><b>m</b><b>p</b><b>l</b><b>e</b><b>s</b><b>u</b><b>p</b><b>p</b><b>o</b><b>r</b><b>t</b><b>t</b><b>u</b><b>r</b>lls<b>n</b><b>c</b><b>u</b>aidifal<b>t</b><b>l</b><b>o</b><b>c</b><b>A</b><b>E</b><b>L</b><b>a</b><b>l</b><b>g</b><b>i</b><b>v</b><b>e</b><b>n</b><b>l</b><b>o</b><b>s</b><b>t</b><b>w</b><b>o</b><b>m</b><b>a</b><b>n</b>
lhashad<b>t</b><b>y</b><b>p</b><b>e</b><b>p</b><b>l</b><b>a</b><b>n</b><b>w</b><b>e</b><b>e</b><b>k</b><b>s</b><b>e</b><b>v</b><b>e</b><b>r</b>hea<b>y</b><b>b</b><b>o</b><b>d</b>ndatoof<b>y</b><b>p</b><b>a</b><b>R</b><b>A</b><b>C</b><b>g</b><b>e</b><b>p</b><b>r</b><b>e</b><b>s</b><b>s</b><b>b</b><b>i</b><b>l</b><b>l</b><b>i</b><b>o</b><b>n</b><b>h</b><b>u</b>
iisintha<b>n</b><b>d</b><b>r</b><b>e</b><b>d</b><b>c</b><b>o</b><b>m</b><b>p</b><b>u</b><b>t</b><b>e</b><b>r</b><b>g</b><b>u</b><b>y</b>tit<b>b</b><b>r</b><b>i</b>youuhnot<b>t</b><b>i</b><b>s</b><b>E</b><b>S</b><b>O</b><b>h</b><b>r</b><b>e</b><b>c</b><b>e</b><b>n</b><b>t</b><b>l</b><b>y</b><b>t</b><b>h</b><b>i</b><b>r</b><b>d</b><b>p</b><b>r</b>
forhaveth<b>i</b><b>v</b><b>a</b><b>t</b><b>e</b><b>o</b><b>n</b><b>e</b><b>s</b>e<b>s</b><b>e</b><b>v</b><b>e</b><b>n</b><b>r</b><b>e</b>yonarewasbut<b>p</b><b>o</b><b>r</b><b>O</b><b>N</b><b>S</b><b>t</b><b>i</b><b>n</b><b>t</b><b>e</b><b>r</b><b>e</b><b>s</b><b>t</b><b>c</b><b>o</b><b>n</b><b>g</b>h<b>r</b><b>e</b>
ewithknowdoa<b>s</b><b>s</b><b>t</b><b>h</b><b>e</b><b>m</b><b>s</b><b>e</b><b>l</b><b>v</b><b>e</b><b>s</b><b>i</b><b>n</b>sweyeahbeat<b>t</b><b>e</b><b>r</b><b>n</b><b>P</b><b>A</b><b>C</b><b>E</b><b>a</b><b>t</b><b>i</b><b>o</b><b>n</b><b>a</b><b>l</b><b>a</b><b>n</b><b>y</b>soum<b>w</b>
orbylikeanhi<b>a</b><b>y</b><b>o</b><b>r</b><b>d</b><b>e</b>sthisf<b>r</b><b>s</b>romtherejus<b>o</b><b>m</b><b>e</b><b>b</b><b>C</b><b>O</b><b>M</b><b>M</b><b>o</b><b>d</b><b>y</b><b>t</b><b>w</b><b>e</b><b>n</b><b>t</b><b>y</b>twould
oneaboutwhat<b>h</b><b>e</b><b>a</b><b>d</b><b>i</b>wellsa<b>t</b><b>s</b><b>e</b>idifallhash<b>l</b><b>f</b><b>n</b><b>a</b><b>t</b><b>I</b><b>T</b><b>i</b><b>o</b><b>n</b><b>p</b><b>o</b><b>l</b><b>i</b><b>c</b><b>y</b>a<b>b</b>dhe<b>e</b><b>h</b>
andatoofiisi<b>i</b><b>n</b><b>d</b><b>e</b><b>i</b>nthatityouuhn<b>g</b><b>h</b><b>t</b><b>e</b>otf<b>v</b><b>e</b><b>r</b><b>y</b><b>o</b><b>n</b><b>e</b><b>s</b><b>e</b><b>n</b><b>a</b><b>t</b><b>e</b><b>r</b><b>e</b>orhave<b>p</b><b>u</b>
theyonarewas<b>b</b><b>l</b><b>i</b><b>c</b><b>a</b>buthewithknow<b>n</b><b>a</b><b>r</b><b>t</b><b>i</b>do<b>c</b><b>l</b><b>e</b><b>m</b><b>e</b><b>d</b><b>i</b><b>a</b><b>a</b><b>n</b><b>s</b><b>w</b><b>e</b><b>r</b><b>c</b>asweye<b>r</b><b>e</b>
ahbeatsoumorb<b>d</b><b>i</b><b>t</b>ylikeanhist<b>l</b><b>i</b><b>v</b><b>i</b><b>n</b><b>g</b><b>a</b><b>m</b>h<b>e</b><b>r</b><b>i</b><b>c</b><b>a</b><b>n</b><b>s</b><b>m</b><b>o</b><b>r</b><b>n</b><b>i</b><b>n</b><b>g</b><b>a</b><b>t</b>isfro<b>l</b><b>a</b><b>n</b>
mtherejustwou<b>t</b><b>a</b><b>b</b>ldonea<b>y</b><b>e</b>bo<b>m</b><b>i</b><b>d</b><b>d</b><b>l</b><b>e</b><b>o</b><b>u</b><b>t</b><b>s</b><b>i</b><b>d</b><b>e</b><b>h</b><b>a</b><b>d</b><b>a</b><b>v</b><b>i</b><b>d</b><b>e</b><b>c</b><b>o</b>utwha<b>n</b><b>o</b><b>m</b><b>i</b><b>c</b><b>h</b>
<b>o</b><b>u</b><b>r</b>twellsaid<b>s</b><b>c</b><b>r</b><b>i</b><b>t</b>ifa<b>i</b><b>c</b><b>s</b><b>r</b>l<b>i</b><b>g</b><b>h</b><b>t</b><b>s</b><b>m</b><b>o</b><b>v</b><b>e</b><b>d</b><b>w</b><b>o</b><b>r</b><b>t</b><b>h</b><b>c</b><b>h</b><b>u</b><b>r</b><b>c</b><b>h</b><b>t</b><b>e</b>lhas<b>l</b><b>e</b><b>v</b><b>i</b><b>s</b><b>i</b><b>o</b><b>n</b>
<b>e</b><b>a</b><b>s</b><b>t</b>hadhean<b>s</b><b>a</b><b>w</b><b>g</b><b>o</b><b>n</b>dat<b>e</b><b>s</b><b>t</b><b>a</b><b>r</b><b>s</b><b>t</b><b>o</b><b>r</b><b>i</b><b>e</b><b>s</b><b>s</b><b>p</b><b>e</b><b>n</b><b>d</b><b>f</b><b>a</b><b>t</b><b>h</b><b>e</b><b>r</b><b>p</b><b>o</b><b>l</b><b>i</b><b>c</b>oofi<b>e</b><b>t</b><b>r</b><b>a</b><b>d</b><b>e</b><b>u</b><b>n</b>
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<b>t</b><b>o</b><b>n</b><b>u</b><b>n</b><b>t</b><b>i</b><b>l</b><b>c</b><b>a</b><b>m</b><b>e</b><b>c</b><b>a</b><b>s</b><b>e</b><b>u</b><b>.</b><b>s</b><b>s</b><b>s</b><b>y</b><b>s</b><b>t</b><b>e</b><b>m</b><b>m</b><b>a</b><b>r</b><b>k</b><b>e</b><b>t</b><b>n</b><b>i</b><b>c</b>nowdoasweyeahbeatsoumorby
<b>e</b><b>s</b><b>m</b><b>a</b><b>l</b><b>l</b><b>l</b><b>a</b><b>w</b><b>w</b><b>i</b><b>t</b><b>h</b><b>o</b><b>u</b><b>t</b><b>t</b><b>o</b><b>d</b><b>a</b><b>y</b><b>t</b><b>r</b><b>y</b><b>i</b><b>n</b><b>g</b><b>l</b><b>e</b><b>f</b><b>t</b><b>p</b><b>o</b><b>l</b><b>i</b>likeanhisthisfromtherejus
<b>t</b><b>i</b><b>c</b><b>a</b><b>l</b><b>a</b><b>l</b><b>m</b><b>o</b><b>s</b><b>t</b><b>y</b><b>e</b><b>t</b><b>b</b><b>i</b><b>t</b><b>f</b><b>o</b><b>u</b><b>n</b><b>d</b><b>w</b><b>h</b><b>o</b><b>l</b><b>e</b><b>s</b><b>o</b><b>r</b><b>t</b><b>m</b><b>u</b><b>s</b><b>t</b><b>b</b>twouldoneaboutwhatwellsa
<b>i</b><b>l</b><b>l</b><b>e</b><b>r</b><b>u</b><b>n</b><b>c</b><b>a</b><b>l</b><b>l</b><b>b</b><b>u</b><b>s</b><b>h</b><b>t</b><b>r</b><b>y</b><b>s</b><b>e</b><b>t</b><b>s</b><b>i</b><b>x</b><b>h</b><b>e</b><b>l</b><b>p</b><b>t</b><b>e</b><b>l</b><b>l</b><b>l</b><b>i</b><b>v</b><b>e</b>idifallhashadheandatoofi
<b>j</b><b>o</b><b>b</b><b>s</b><b>e</b><b>v</b><b>e</b><b>r</b><b>a</b><b>l</b><b>t</b><b>o</b><b>o</b><b>k</b><b>n</b><b>u</b><b>m</b><b>b</b><b>e</b><b>r</b><b>t</b><b>o</b><b>l</b><b>d</b><b>a</b><b>r</b><b>e</b><b>a</b><b>h</b><b>a</b><b>l</b><b>f</b><b>n</b><b>i</b><b>g</b><b>h</b>isinthatityouuhnotforhav
<b>t</b><b>m</b><b>a</b><b>k</b><b>e</b><b>s</b><b>b</b><b>e</b><b>l</b><b>i</b><b>e</b><b>v</b><b>e</b><b>e</b><b>i</b><b>t</b><b>h</b><b>e</b><b>r</b><b>n</b><b>a</b><b>m</b><b>e</b><b>c</b><b>o</b><b>m</b><b>p</b><b>a</b><b>n</b><b>i</b><b>e</b><b>s</b><b>t</b><b>e</b><b>x</b><b>a</b>etheyonarewasbuthewithkn
<b>s</b><b>t</b><b>a</b><b>x</b><b>m</b><b>a</b><b>j</b><b>o</b><b>r</b><b>e</b><b>l</b><b>s</b><b>e</b><b>c</b><b>e</b><b>n</b><b>t</b><b>u</b><b>r</b><b>y</b><b>g</b><b>r</b><b>o</b><b>u</b><b>p</b><b>b</b><b>e</b><b>c</b><b>o</b><b>m</b><b>e</b><b>g</b><b>a</b><b>m</b><b>e</b><b>m</b>owdoasweyeahbeatsoumorby
<b>e</b><b>n</b>l<b>y</b><b>o</b><b>u</b><b>n</b><b>g</b><b>c</b><b>h</b><b>i</b><b>l</b><b>d</b><b>j</b><b>o</b><b>h</b><b>n</b><b>p</b><b>e</b><b>r</b><b>s</b><b>o</b><b>n</b><b>s</b><b>e</b><b>e</b><b>n</b><b>l</b><b>o</b><b>v</b><b>e</b><b>a</b><b>m</b><b>e</b><b>r</b><b>i</b>ikeanhisthisfromtherejus
<b>c</b><b>a</b>t<b>m</b><b>a</b><b>k</b><b>i</b><b>n</b><b>g</b><b>t</b><b>a</b><b>l</b><b>k</b><b>q</b><b>u</b><b>e</b><b>s</b><b>t</b><b>i</b><b>o</b><b>n</b><b>f</b><b>r</b><b>e</b><b>e</b><b>o</b><b>f</b><b>t</b><b>e</b><b>n</b><b>b</b><b>l</b><b>a</b><b>c</b><b>k</b><b>s</b><b>t</b>wouldoneaboutwhatwellsa
idif<b>a</b><b>r</b><b>t</b><b>a</b><b>m</b><b>o</b><b>n</b><b>g</b><b>e</b><b>a</b><b>r</b><b>l</b><b>y</b><b>s</b><b>t</b><b>r</b><b>e</b><b>e</b><b>t</b><b>q</b><b>u</b><b>i</b><b>t</b><b>e</b><b>p</b><b>a</b><b>s</b><b>t</b><b>a</b><b>b</b><b>l</b><b>e</b><b>s</b><b>l</b>allhashadh<b>a</b>eandatoofii
sinth<b>t</b><b>e</b><b>m</b><b>u</b><b>s</b><b>i</b><b>c</b><b>r</b><b>a</b><b>t</b><b>h</b><b>e</b><b>r</b><b>w</b><b>o</b><b>r</b><b>k</b><b>i</b><b>n</b><b>g</b><b>c</b><b>o</b><b>u</b><b>D</b><b>L</b><b>E</b><b>A</b><b>V</b><b>r</b><b>t</b><b>m</b><b>o</b><b>n</b><b>t</b>atityouu<b>h</b><b>s</b><b>s</b><b>o</b>hnotforha
vethey<b>m</b><b>e</b><b>t</b><b>i</b><b>m</b><b>e</b><b>s</b><b>t</b><b>e</b><b>a</b>o<b>m</b><b>f</b><b>e</b><b>d</b><b>e</b><b>r</b><b>a</b><b>l</b><b>m</b><b>o</b><b>n</b><b>t</b><b>h</b><b>t</b><b>E</b><b>W</b><b>I</b><b>a</b><b>l</b><b>k</b><b>i</b><b>n</b><b>g</b><b>n</b>nare<b>o</b><b>t</b><b>h</b><b>i</b><b>n</b><b>g</b><b>c</b>wasbuthe
withkn<b>o</b><b>u</b><b>p</b><b>l</b><b>e</b><b>p</b><b>o</b><b>w</b><b>e</b><b>r</b><b>b</b><b>u</b><b>y</b><b>i</b><b>d</b><b>e</b><b>a</b><b>i</b><b>m</b><b>p</b><b>o</b><b>r</b><b>t</b><b>a</b><b>n</b><b>t</b><b>f</b><b>o</b><b>r</b><b>m</b><b>e</b><b>r</b><b>s</b><b>a</b><b>y</b><b>i</b><b>n</b><b>g</b><b>i</b><b>n</b><b>t</b><b>e</b><b>r</b><b>e</b><b>s</b><b>t</b>owdoasw<b>i</b>
eyeahbe<b>n</b><b>g</b><b>a</b><b>l</b><b>o</b><b>n</b><b>g</b><b>t</b><b>o</b><b>p</b><b>r</b><b>e</b><b>m</b><b>e</b><b>m</b><b>b</b><b>e</b><b>r</b><b>w</b><b>a</b><b>t</b><b>e</b><b>r</b><b>s</b><b>i</b><b>d</b><b>e</b><b>a</b><b>i</b><b>r</b><b>a</b><b>l</b><b>r</b><b>e</b><b>a</b><b>d</b><b>y</b><b>o</b><b>f</b><b>f</b><b>i</b><b>c</b><b>e</b><b>l</b><b>a</b>atsoumo<b>t</b>
rbylikea<b>e</b><b>r</b><b>p</b><b>a</b><b>r</b><b>e</b><b>n</b><b>t</b><b>s</b><b>h</b><b>e</b><b>a</b><b>l</b><b>t</b><b>h</b><b>d</b><b>e</b><b>a</b><b>t</b><b>h</b><b>d</b><b>e</b><b>a</b><b>l</b><b>c</b><b>e</b><b>n</b><b>t</b><b>e</b><b>r</b><b>N</b><b>i</b><b>n</b><b>c</b><b>l</b><b>u</b><b>d</b><b>F</b><b>i</b><b>n</b><b>g</b><b>l</b><b>i</b>nhisthis<b>n</b>
fromtherejustwoul<b>e</b><b>c</b><b>o</b><b>l</b><b>l</b><b>e</b><b>g</b><b>e</b><b>w</b><b>i</b><b>f</b><b>e</b><b>t</b><b>o</b><b>w</b><b>n</b><b>w</b><b>a</b><b>n</b><b>t</b><b>A</b><b>L</b><b>L</b><b>S</b><b>e</b><b>d</b><b>c</b><b>U</b><b>B</b><b>a</b><b>m</b><b>p</b><b>a</b><b>i</b>doneabou<b>g</b>
twhatwellsaidifal<b>n</b><b>s</b><b>t</b><b>a</b><b>r</b><b>t</b><b>e</b><b>d</b><b>g</b><b>e</b><b>n</b><b>e</b><b>r</b><b>a</b><b>l</b><b>e</b><b>s</b><b>p</b><b>e</b><b>c</b><b>J</b><b>E</b><b>C</b><b>T</b><b>R</b><b>i</b><b>a</b><b>l</b><b>l</b><b>y</b><b>h</b><b>i</b><b>s</b><b>t</b>lhashadh<b>o</b>
eandatoofiisintha<b>r</b><b>y</b><b>w</b><b>h</b><b>a</b><b>t</b><b>e</b><b>E</b><b>v</b><b>e</b><b>r</b><b>i</b><b>s</b><b>s</b><b>u</b><b>e</b><b>p</b><b>a</b><b>r</b><b>P</b><b>O</b><b>R</b><b>T</b><b>E</b><b>D</b><b>t</b><b>y</b><b>s</b><b>o</b><b>m</b><b>e</b><b>o</b><b>n</b><b>e</b>tityouuh<b>m</b>
notforhavetheyona<b>o</b><b>t</b><b>h</b><b>e</b><b>r</b><b>a</b><b>r</b><b>t</b><b>w</b><b>a</b><b>t</b><b>c</b><b>h</b><b>t</b><b>s</b><b>o</b><b>u</b><b>t</b><b>h</b><b>i</b><b>C</b><b>A</b><b>L</b><b>L</b><b>S</b><b>B</b><b>R</b><b>n</b><b>f</b><b>o</b><b>r</b><b>m</b><b>a</b><b>t</b>rewasbut<b>i</b>
hewithknowdoasweyea<b>o</b><b>n</b><b>h</b><b>o</b><b>w</b><b>e</b><b>v</b><b>e</b><b>r</b><b>m</b><b>a</b><b>i</b><b>l</b><b>u</b><b>s</b><b>u</b><b>a</b><b>l</b><b>I</b><b>N</b><b>G</b><b>W</b><b>A</b><b>Y</b><b>S</b><b>L</b><b>l</b><b>y</b><b>l</b><b>a</b><b>r</b><b>g</b>hbeatsoum
orbylikeanhisthisfr<b>e</b><b>d</b><b>r</b><b>u</b><b>g</b><b>l</b><b>o</b><b>o</b><b>k</b><b>i</b><b>n</b><b>g</b><b>c</b><b>O</b><b>N</b><b>G</b><b>E</b><b>R</b><b>S</b><b>I</b><b>T</b><b>U</b><b>A</b><b>T</b><b>I</b><b>l</b><b>o</b><b>s</b><b>e</b><b>o</b><b>t</b><b>h</b>omthereju
</pre>
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			<media:title type="html">adam</media:title>
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		<title>Bayes Graph</title>
		<link>http://textytext.wordpress.com/2008/02/22/bayes-graph/</link>
		<comments>http://textytext.wordpress.com/2008/02/22/bayes-graph/#comments</comments>
		<pubDate>Fri, 22 Feb 2008 07:02:49 +0000</pubDate>
		<dc:creator>adam</dc:creator>
				<category><![CDATA[text]]></category>

		<guid isPermaLink="false">http://textytext.wordpress.com/?p=30</guid>
		<description><![CDATA[The above image depicts the Bayesian probability score for each word in four source texts, graphed according to the linear order of the text. Lines of lighter color indicate a higher probability score for the word that the line represents. (Click on an image for a full size version, with each band labelled). Each of [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=textytext.wordpress.com&amp;blog=2699407&amp;post=30&amp;subd=textytext&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p><a href='http://textytext.files.wordpress.com/2008/02/graph-full.png'><img src='http://textytext.files.wordpress.com/2008/02/graph-small.png?w=700' alt='bayes graph small' /></a></p>
<p>The above image depicts the Bayesian probability score for each word in four source texts, graphed according to the linear order of the text.  Lines of lighter color indicate a higher probability score for the word that the line represents. (Click on an image for a full size version, with each band labelled).</p>
<p>Each of the texts seem to exhibit &#8220;hot spots&#8221; of distinctiveness, which runs contrary to my expectations&mdash;I would have originally suspected that distinctive tokens would be spread fairly evenly throughout the text, or at least not have a noticeably lumpy (almost Perlinesque!) distribution.  I&#8217;m thinking that you could use an algorithm like this one to this to automatically summarize/excerpt texts by picking out the most distinctive clumps.</p>
<p>(I&#8217;m having a lot of fun with this Bayesian stuff.  I&#8217;d like to try it out on word collocations, or maybe even character n-grams.)</p>
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			<media:title type="html">adam</media:title>
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			<media:title type="html">bayes graph small</media:title>
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		<title>More Bayesian text swapping</title>
		<link>http://textytext.wordpress.com/2008/02/21/more-bayesian-text-swapping/</link>
		<comments>http://textytext.wordpress.com/2008/02/21/more-bayesian-text-swapping/#comments</comments>
		<pubDate>Thu, 21 Feb 2008 05:27:52 +0000</pubDate>
		<dc:creator>adam</dc:creator>
				<category><![CDATA[text]]></category>

		<guid isPermaLink="false">http://textytext.wordpress.com/?p=27</guid>
		<description><![CDATA[Here&#8217;s the source code for the tool I used to create yesterday&#8217;s Bayesian text swapping. Poe vs. Austen on my ITP blog, and another example below the cut: this time, I crossed a walkthrough of Wind Waker with a walkthrough of Metroid Prime. (Dorky? Sure. But you have to admit that video game walkthroughs are, [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=textytext.wordpress.com&amp;blog=2699407&amp;post=27&amp;subd=textytext&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p><a href="http://itp.nyu.edu/~ap1607/a2z/week04/bayes_swap_with_classifier.zip">Here&#8217;s the source code</a> for the tool I used to create yesterday&#8217;s Bayesian text swapping.  <a href="http://itp.nyu.edu/~ap1607/2008/02/a2z_bayesian_text_swapper_1.html">Poe vs. Austen</a> on my ITP blog, and another example below the cut: this time, I crossed a walkthrough of <i>Wind Waker</i> with a walkthrough of <i>Metroid Prime</i>.</p>
<p>(Dorky?  Sure.  But you have to admit that video game walkthroughs are, as far as textual artifacts go, kind of interesting.)<br />
<span id="more-27"></span><br />
Zelda relexed with Metroid:</p>
<blockquote><p><span style="color:#00f;" title="OUTSET">SHORELINES</span> ISLAND</p>
<p>As The Legend of <span style="color:#00f;" title="Zelda">Leftward</span>: The <span style="color:#00f;" title="Wind">Transport</span> <span style="color:#00f;" title="Waker">Vent</span> begins, you find a young girl named <span style="color:#00f;" title="Aryll">Geothermal</span> searching for her brother, who I&#8217;ll call you or <span style="color:#00f;" title="Link">Chozo</span>, who happens to be sleeping on a watch tower. (he must be sore) As <span style="color:#00f;" title="Aryll">Geothermal</span> runs down a ramp, looks through her <span style="color:#00f;" title="telescope">vault</span>, and climbs up to the tower, you slowly wake up. She tells you that this tower is her private lookout, where she gazes at the <span style="color:#00f;" title="sea">core</span> with her <span style="color:#00f;" title="telescope">vault</span>. As she asks you what day it is, she notices you&#8217;re still half-asleep. When she says it&#8217;s your birthday, you seem surprised. (what were you doing last night, anyway?) Apparently, your <span style="color:#00f;" title="grandma">crystallites</span> has been waiting for you to go back to your house; you&#8217;d better hurry!</p>
<p>You now assume control of <span style="color:#00f;" title="Link">Chozo</span>; climb down the <span style="color:#00f;" title="ladder">drone</span> and run up the dock, to <span style="color:#00f;" title="Outset">Shorelines</span> Island. Now, head west, across a long bridge connecting the island&#8217;s two halves. On the <span style="color:#00f;" title="western">advice</span> half, you should be able to see two houses; enter your house, the right-hand, single-story one. In here, climb the <span style="color:#00f;" title="ladder">drone</span> to the loft, where your <span style="color:#00f;" title="grandma">crystallites</span> is waiting for you. As a birthday present, she gives you the <span style="color:#00f;" title="Hero">Tallon</span>&#8216;s Clothes! <span style="color:#00f;" title="Link">Chozo</span> doesn&#8217;t look too happy about coming of age, though. <span style="color:#00f;" title="Grandma">Crystallites</span> tells you about the traditions the <span style="color:#00f;" title="Hero">Tallon</span>&#8216;s Clothes symbolize, and how <span style="color:#00f;" title="Orca">Elevation</span> is the only one on the island who still practices with weapons in this peaceful time. After you put the <span style="color:#00f;" title="Hero">Tallon</span>&#8216;s Clothes on, <span style="color:#00f;" title="Grandma">Crystallites</span> tells you about her plans for your birthday party, then to go get your sister.</p></blockquote>
<p>&#8230; and Metroid relexed with Zelda:</p>
<blockquote><p>When you step through you&#8217;ll be inside of one of the pinacles of beauty inside <span style="color:#00f;" title="Tallon">Hero</span> IV. The <span style="color:#00f;" title="Tallon">Hero</span> <span style="color:#00f;" title="Canyon">Joy</span> provides an obvious path to the next door where you&#8217;ll find Blood Sacs on your <span style="color:#00f;" title="immediate">gohdan</span> left as well as a small <span style="color:#00f;" title="creek">peahats</span> up <span style="color:#00f;" title="infront">shop</span> of you. Follow the <span style="color:#00f;" title="creek">peahats</span> to what looks like a half <span style="color:#00f;" title="pipe">rupee</span>; but ignore the ledges where the <span style="color:#00f;" title="zoomers">morths</span> and blast caps are at. When you step into that half <span style="color:#00f;" title="pipe">rupee</span>, two <span style="color:#00f;" title="beetles">submarine</span> will pop out as well. Ignore them and just go through the door. They have an attack lag as they have to first pop out of the ground than position for attack. I <span style="color:#00f;" title="advise">hammer</span> to always do this when you meet <span style="color:#00f;" title="beetles">submarine</span> like this.</p>
<p><span style="color:#00f;" title="Transport">Wind</span> Tunnel A-</p>
<p>More <span style="color:#00f;" title="Beetles">Submarine</span> and and Blood Sacs in a narrow corridor. Just head for the door as quickly as possible and try to snake through the <span style="color:#00f;" title="zoomers">morths</span> without having to shoot them. If they get in your way like an old lady during traffic hours than you <span style="color:#00f;" title="gun">forest</span> them down.</p>
<p><span style="color:#00f;" title="Transport">Wind</span> to <span style="color:#00f;" title="Chozo">Link</span> <span style="color:#00f;" title="Ruins">Sword</span> West-</p>
<p>You&#8217;ll see a sort of cage in the middle of this room with scan panel on it&#8217;s right. Scan it and step into the <span style="color:#00f;" title="hologram">fortress</span>.</p></blockquote>
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		<title>Bayesian Text Replacement</title>
		<link>http://textytext.wordpress.com/2008/02/20/bayesian-text-replacement/</link>
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		<pubDate>Wed, 20 Feb 2008 09:46:31 +0000</pubDate>
		<dc:creator>adam</dc:creator>
				<category><![CDATA[text]]></category>

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		<description><![CDATA[Mention grew into the most beautiful child under the meryton. When she was twelve years old, the success shut her into a interest, which lay in a lizzy, and had neither stairs nor door, but quite at the top was a little window. When the success wanted to go in, she placed herself beneath it [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=textytext.wordpress.com&amp;blog=2699407&amp;post=26&amp;subd=textytext&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<blockquote><p><span style="color:blue;" title="Rapunzel">Mention</span> grew into the most beautiful child under the <span style="color:blue;" title="sun">meryton</span>. When she was twelve years old, the <span style="color:blue;" title="enchantress">success</span> shut her into a <span style="color:blue;" title="tower">interest</span>, which lay in a <span style="color:blue;" title="forest">lizzy</span>, and had neither stairs nor door, but quite at the top was a little window. When the <span style="color:blue;" title="enchantress">success</span> wanted to go in, she placed herself beneath it and cried:</p>
<p>&#8216;<span style="color:blue;" title="Rapunzel">Mention</span>, <span style="color:blue;" title="Rapunzel">Mention</span>, Let down your hair to me.&#8217;</p>
<p><span style="color:blue;" title="Rapunzel">Mention</span> had magnificent long hair, fine as spun <span style="color:blue;" title="gold">lydia</span>, and when she heard the voice of the <span style="color:blue;" title="enchantress">success</span> she unfastened her braided tresses, wound them round one of the hooks of the window above, and then the hair fell twenty ells down, and the <span style="color:blue;" title="enchantress">success</span> <span style="color:blue;" title="climbed">disappointment</span> up by it.</p>
<p>After a year or two, it came to pass that the king&#8217;s son rode through the <span style="color:blue;" title="forest">lizzy</span> and passed by the <span style="color:blue;" title="tower">interest</span>. Then he heard a song, which was so charming that he stood still and listened. This was <span style="color:blue;" title="Rapunzel">Mention</span>, who in her solitude passed her time in letting her sweet voice resound. The king&#8217;s son wanted to climb up to her, and looked for the door of the <span style="color:blue;" title="tower">interest</span>, but none was to be found. He rode home, but the singing had so deeply touched his heart, that every day he went out into the <span style="color:blue;" title="forest">lizzy</span> and listened to it. Once when he was thus standing behind a <span style="color:blue;" title="tree">elizabeth</span>, he saw that an <span style="color:blue;" title="enchantress">success</span> came there, and he heard how she cried:</p>
<p> &#8216;<span style="color:blue;" title="Rapunzel">Mention</span>, <span style="color:blue;" title="Rapunzel">Mention</span>, Let down your hair to me.&#8217;</p>
<p>Then <span style="color:blue;" title="Rapunzel">Mention</span> let down the braids of her hair, and the <span style="color:blue;" title="enchantress">success</span> <span style="color:blue;" title="climbed">disappointment</span> up to her. &#8216;If that is the ladder by which one mounts, I too will try my fortune,&#8217; said he, and the next day when it began to grow dark, he went to the <span style="color:blue;" title="tower">interest</span> and cried:</p>
<p>&#8216;<span style="color:blue;" title="Rapunzel">Mention</span>, <span style="color:blue;" title="Rapunzel">Mention</span>, Let down your hair to me.&#8217;</p>
<p>Immediately the hair fell down and the king&#8217;s son <span style="color:blue;" title="climbed">disappointment</span> up.</p></blockquote>
<p>The above text is an excerpt from the Project Gutenberg edition of Grimm&#8217;s Fairy Tales, in which the most statistically distinctive words have been replaced with words of equal statistical distinctiveness from another text (namely, in this case, Jane Austen&#8217;s <i>Pride and Prejudice</i>).  The &#8220;statistical distinctiveness&#8221; was calculated using the by-products of a Bayesian text classification algorithm.  Python source code forthcoming.  (Mouse over a blue word to see the word that it replaced.)</p>
<p>An excerpt from <i>Pride and Prejudice</i> with tokens from Grimm after the cut.  (Sorry for missing yesterday, but I&#8217;ve been pretty sick.)</p>
<p><span id="more-26"></span></p>
<blockquote><p>Not all that Mrs. <span style="color:blue;" title="Bennet">Bird</span>, however, with the assistance of her five daughters, could ask on the <span style="color:blue;" title="subject">tailor</span>, was sufficient to draw from her husband any satisfactory description of Mr. <span style="color:blue;" title="Bingley">Princess</span>. They attacked him in various ways&#8211;with barefaced <span style="color:blue;" title="questions">wheels</span>, ingenious suppositions, and distant surmises; but he eluded the skill of them all, and they were at last obliged to <span style="color:blue;" title="accept">hunger</span> the second-hand <span style="color:blue;" title="intelligence">picked</span> of their neighbour, Lady <span style="color:blue;" title="Lucas">Dwarf</span>.  Her report was <span style="color:blue;" title="highly">mountain</span> favourable.  Sir <span style="color:blue;" title="William">Huntsman</span> had been delighted with him.  He was quite young, wonderfully handsome, <span style="color:blue;" title="extremely">sword</span> <span style="color:blue;" title="agreeable">mouse</span>, and, to crown the whole, he meant to be at the next assembly with a large party.  Nothing could be more delightful! To be fond of dancing was a certain step towards falling in love; and very <span style="color:blue;" title="lively">nuts</span> <span style="color:blue;" title="hopes">cottage</span> of Mr. <span style="color:blue;" title="Bingley">Princess</span>&#8216;s heart were entertained.</p>
<p>&#8220;If I can but see one of my daughters happily settled at <span style="color:blue;" title="Netherfield">Prince</span>,&#8221; said Mrs. <span style="color:blue;" title="Bennet">Bird</span> to her husband, &#8220;and all the others equally well married, I shall have nothing to wish for.&#8221;</p>
<p>In a few days Mr. <span style="color:blue;" title="Bingley">Princess</span> returned Mr. <span style="color:blue;" title="Bennet">Bird</span>&#8216;s visit, and sat about ten <span style="color:blue;" title="minutes">elsie</span> with him in his <span style="color:blue;" title="library">cart</span>.  He had entertained <span style="color:blue;" title="hopes">cottage</span> of being admitted to a sight of the young ladies, of whose beauty he had heard much; but he saw only the father. The ladies were somewhat more <span style="color:blue;" title="fortunate">beside</span>, for they had the advantage of ascertaining from an upper window that he wore a blue coat, and rode a black horse.</p>
<p>An <span style="color:blue;" title="invitation">fairy</span> to dinner was soon afterwards dispatched; and already had Mrs. <span style="color:blue;" title="Bennet">Bird</span> planned the courses that were to do <span style="color:blue;" title="credit">dummling</span> to her housekeeping, when an answer arrived which deferred it all.  Mr. <span style="color:blue;" title="Bingley">Princess</span> was obliged to be in town the following day, and, consequently, unable to <span style="color:blue;" title="accept">hunger</span> the honour of their <span style="color:blue;" title="invitation">fairy</span>, <span style="color:blue;" title="etc">stomach</span>.  Mrs. <span style="color:blue;" title="Bennet">Bird</span> was quite disconcerted. She could not imagine what business he could have in town so soon after his <span style="color:blue;" title="arrival">grandmother</span> in <span style="color:blue;" title="Hertfordshire">Shudder</span>; and she began to fear that he might be always flying about from one place to another, and never settled at <span style="color:blue;" title="Netherfield">Prince</span> as he ought to be.  Lady <span style="color:blue;" title="Lucas">Dwarf</span> quieted her fears a little by starting the idea of his being gone to <span style="color:blue;" title="London">Cap</span> only to get a large party for the ball; and a report soon followed that Mr. <span style="color:blue;" title="Bingley">Princess</span> was to bring twelve ladies and seven <span style="color:blue;" title="gentlemen">apple</span> with him to the assembly.  The girls grieved over such a number of ladies, but were comforted the day before the ball by hearing, that instead of twelve he brought only six with him from <span style="color:blue;" title="London">Cap</span>&#8211;his five sisters and a cousin. And when the party entered the assembly room it consisted of only five altogether&#8211;Mr. <span style="color:blue;" title="Bingley">Princess</span>, his two sisters, the husband of the eldest, and another young man.</p></blockquote>
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