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<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Dear Nathan,<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">This kind of question is more appropriate (and will get more replies) for the list<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D"><a href="http://groups.yahoo.com/groups/stocnet/">http://groups.yahoo.com/groups/stocnet/</a><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Also see<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D"><a href="http://www.stats.ox.ac.uk/~snijders/siena/siena_main.htm">http://www.stats.ox.ac.uk/~snijders/siena/siena_main.htm</a><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">For the rest: I now have no time to give an answer, and may return to this in two weeks (when I’ll be back from holidays). But at the other list there may well
be members who could reply to this.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Best,<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Tom<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">================================================================<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Tom A.B. Snijders<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Professor of Statistics and Methodology<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Dept. of Sociology, University of Groningen<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Emeritus Fellow, Nuffield College, University of Oxford<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Associate Member, Dept. of Statistics, University of Oxford<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">http://www.stats.ox.ac.uk/~snijders/<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D"><o:p> </o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:"Tahoma","sans-serif"">From:</span></b><span lang="EN-US" style="font-size:10.0pt;font-family:"Tahoma","sans-serif""> rsiena-help-bounces@lists.r-forge.r-project.org [mailto:rsiena-help-bounces@lists.r-forge.r-project.org]
<b>On Behalf Of </b>Nathan Abe<br>
<b>Sent:</b> 06 August 2017 05:13<br>
<b>To:</b> rsiena-help@lists.r-forge.r-project.org<br>
<b>Subject:</b> [Rsiena-help] Help interpreting the estimates<o:p></o:p></span></p>
<p class="MsoNormal"><o:p> </o:p></p>
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</span><span style="font-size:10.0pt;font-family:"inherit","serif";color:#242729">down vote<a href="https://stats.stackexchange.com/questions/296424/how-to-interpret-saom-estimates" title="Click to mark as favorite question (click again to undo)"><span style="font-size:1.0pt;color:#BD451A;border:none windowtext 1.0pt;padding:0cm">favorite</span></a><o:p></o:p></span></p>
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<span style="font-size:11.5pt;font-family:"inherit","serif";color:#242729">I have been reviewing many articles and manuals and have a question regarding the interpretations of SAOM and ERGM-based models. From what I can tell, it seems the SAOM values, say just
at the most basic edge level, seem to be systematically different from the edge values in the ERGM-based models in that the SAOM estimates are not as extreme as say TERGM or STERGM estimates. I am observing this in my own research and see the same pattern
in Desmarais & Cranmer (2012) article (Micro-Level Interpretation of Exponential Random Graph Models with Application to Estuary Networks). My understanding is that both parameters are reported in log-odds. My intuition is that the interpretation will be different
due to the actor-orientation of the SAOM and considering ties from the perspective of each actor, but I can't quite wrap my mind around what the exact interpretation would be in such a way that it explains the systematic difference in values.<o:p></o:p></span></p>
<p style="mso-margin-top-alt:0cm;margin-right:0cm;margin-bottom:12.0pt;margin-left:0cm;vertical-align:baseline;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit">
<span style="font-size:11.5pt;font-family:"inherit","serif";color:#242729">Below is an example of some R code and output for the SAOM model.<o:p></o:p></span></p>
<pre style="background:#EFF0F1;vertical-align:baseline;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;line-height:inherit;max-height:600px;word-wrap:normal;overflow:auto"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">seed1 </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><-</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> sample</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">1</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">:</span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">10000</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">1</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> replace </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> T</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">)</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p> </o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">g0 </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><-</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> network</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">20</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> density </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">0.36</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> directed </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> TRUE</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">)</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p> </o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">g1 </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><-</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> simulate</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(~</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">edges </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">+</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> mutual</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> nsim </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">1</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> <o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> coef </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> c</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">0.1025</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">0</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">),</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> <o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> basis </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> g0</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> <o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> control </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> control</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">.</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">simulate</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">MCMC</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">.</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">burnin </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">1000</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> <o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> MCMC</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">.</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">interval </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">100</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">),</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> seed </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> seed1</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">)</span></span><span style="font-family:Consolas;color:#393318"><o:p></o:p></span></pre>
<p style="mso-margin-top-alt:0cm;margin-right:0cm;margin-bottom:12.0pt;margin-left:0cm;vertical-align:baseline;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit">
<span style="font-size:11.5pt;font-family:"inherit","serif";color:#242729">SAOM<o:p></o:p></span></p>
<pre style="background:#EFF0F1;vertical-align:baseline;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;line-height:inherit;max-height:600px;word-wrap:normal;overflow:auto"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">betterAlgorithm </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><-</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> sienaAlgorithmCreate</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">projname </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-str"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">"D"</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> diagonalize </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">0.2</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> <o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> n3 </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">4000</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">)</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p> </o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">X1 </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><-</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-kwd"><span style="font-family:"inherit","serif";color:#101094;border:none windowtext 1.0pt;padding:0cm">as</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">.</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">matrix</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">g0</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">)</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">X2 </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><-</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-kwd"><span style="font-family:"inherit","serif";color:#101094;border:none windowtext 1.0pt;padding:0cm">as</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">.</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">matrix</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">g1</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">)</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p> </o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">mynet1 </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><-</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> sienaDependent</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">array</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">c</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">X1</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> X2</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">),</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> dim </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> c</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">20</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">20</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> </span></span><span class="gmail-lit"><span style="font-family:"inherit","serif";color:#7D2727;border:none windowtext 1.0pt;padding:0cm">2</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">)))</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">mydata </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><-</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> sienaDataCreate</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">mynet1</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">)</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">myeff </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><-</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> getEffects</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">mydata</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">)</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">myeff </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><-</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> includeEffects</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">myeff</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> recip</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">)</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">ans3 </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><-</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> siena07</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">betterAlgorithm</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> data </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> mydata</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> effects </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> myeff</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">,</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> batch </span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">=</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"> T</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">)</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">summary</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">(</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">ans3</span></span><span class="gmail-pun"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm">)</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## Estimates, standard errors and convergence t-ratios</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## Estimate Standard Convergence </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## Error t-ratio </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## Rate parameters: </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## 0 Rate parameter 18.6356 ( 2.8187 ) </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## 1. eval outdegree (density) 0.0640 ( 0.1067 ) 0.0040 </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## 2. eval reciprocity 0.2621 ( 0.1626 ) 0.0231 </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## Total of 5011 iteration steps.</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## Overall maximum convergence ratio: 0.0369 </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## Covariance matrix of estimates (correlations below diagonal)</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## 0.011 -0.013</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## -0.753 0.026</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## Derivative matrix of expected statistics X by parameters:</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## 137.587 146.741</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## 69.844 115.650</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## Covariance matrix of X (correlations below diagonal):</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## </span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## 93.473 101.707</span></span><span class="gmail-pln"><span style="font-family:"inherit","serif";color:#303336;border:none windowtext 1.0pt;padding:0cm"><o:p></o:p></span></span></pre>
<pre style="background:#EFF0F1;vertical-align:baseline"><span class="gmail-com"><span style="font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">## 0.844 155.425</span></span><span style="font-family:Consolas;color:#393318"><o:p></o:p></span></pre>
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<span style="font-size:10.0pt;font-family:"inherit","serif";color:#242729;border:none windowtext 1.0pt;padding:0cm">I would greatly appreciate any insight on this that you have!<o:p></o:p></span></p>
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<p class="MsoNormal" style="vertical-align:baseline"><span style="font-size:10.0pt;font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">Best,<o:p></o:p></span></p>
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<p class="MsoNormal" style="vertical-align:baseline"><span style="font-size:10.0pt;font-family:"inherit","serif";color:#858C93;border:none windowtext 1.0pt;padding:0cm">Nate<o:p></o:p></span></p>
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