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<h3>

Gary E. Miller pushed to branch master

at <a href="https://gitlab.com/NTPsec/ntpsec">NTPsec / ntpsec</a>

</h3>

<h4>

Commits:

</h4>

<ul>

<li>

<strong><a href="https://gitlab.com/NTPsec/ntpsec/commit/9b296f50d25945a30d3607f9a715d047715e2c19">9b296f50</a></strong>

<div>

<span>by Gary E. Miller</span>

<i>at 2017-05-19T18:52:49-07:00</i>

</div>

<pre class="commit-message" style="margin: 0; white-space: pre-wrap">ntpviz: add skewness and kurtosis stats.

Skewness and Kurtosis show how far off a data stream is from a

normal distribution.

</pre>

</li>

</ul>

<h4>1 changed file:</h4>

<ul>

<li class="file-stats">

<a href="#c9f6eda94e9e5e7fbdd3688cda6b292bf75df4c4">

ntpclients/ntpviz

</a>

</li>

</ul>

<h4>Changes:</h4>

<li id="c9f6eda94e9e5e7fbdd3688cda6b292bf75df4c4">

<a href="https://gitlab.com/NTPsec/ntpsec/commit/9b296f50d25945a30d3607f9a715d047715e2c19#c9f6eda94e9e5e7fbdd3688cda6b292bf75df4c4"><strong>ntpclients/ntpviz</strong></a>

<hr>

<table class="code white" style="-premailer-cellpadding: 0; -premailer-cellspacing: 0; -premailer-width: 100%; background: #fff; font-family: monospace; font-size: 12px" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="34" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="34" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

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<pre style="margin: 0"> <span id="LC34" class="line" lang="html"># SPDX-License-Identifier: BSD-2-Clause</span>

</pre>

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<pre style="margin: 0"> <span id="LC35" class="line" lang="html">from __future__ import print_function, division</span>

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<pre style="margin: 0"> <span id="LC36" class="line" lang="html"></span>

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<pre style="margin: 0">-<span id="LC37" class="line" lang="html">import csv</span>

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<pre style="margin: 0">-<span id="LC38" class="line" lang="html">import datetime</span>

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<td class="diff-line-num new_line old" data-linenumber="37" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC39" class="line" lang="html">import re</span>

</pre>

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<td class="diff-line-num new_line" data-linenumber="37" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC37" class="line" lang="html">import atexit</span>

</pre>

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<pre style="margin: 0"> <span id="LC38" class="line" lang="html">import binascii</span>

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<td class="diff-line-num new_line" data-linenumber="39" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC39" class="line" lang="html">import collections</span>

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<pre style="margin: 0">+<span id="LC40" class="line" lang="html">import csv</span>

</pre>

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<pre style="margin: 0">+<span id="LC41" class="line" lang="html">import datetime</span>

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<pre style="margin: 0">+<span id="LC42" class="line" lang="html">import math</span>

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<td class="diff-line-num new new_line" data-linenumber="43" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC43" class="line" lang="html">import re</span>

</pre>

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<td class="diff-line-num new_line" data-linenumber="44" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC44" class="line" lang="html">import os</span>

</pre>

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<td class="diff-line-num new_line" data-linenumber="45" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC45" class="line" lang="html">import socket</span>

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<td class="diff-line-num new_line" data-linenumber="46" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC46" class="line" lang="html">import sys</span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="123" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="124" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

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<pre style="margin: 0"> <span id="LC124" class="line" lang="html">    <span class="na" style="color: teal">pr</span><span class="err" style="background: #e3d2d2; color: #a61717">.</span><span class="na" style="color: teal">print_stats</span><span class="err" style="background: #e3d2d2; color: #a61717">('</span><span class="na" style="color: teal">cumtime</span><span class="err" style="background: #e3d2d2; color: #a61717">')</span></span>

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<pre style="margin: 0"> <span id="LC125" class="line" lang="html"></span>

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<pre style="margin: 0"> <span id="LC126" class="line" lang="html"></span>

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<td class="diff-line-num new_line old" data-linenumber="127" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC126" class="line" lang="html"><span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">standard</span> <span class="na" style="color: teal">deviation</span> <span class="na" style="color: teal"><span class="idiff left right">function</span>s</span></span>

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<pre style="margin: 0">+<span id="LC127" class="line" lang="html"><span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">standard</span> <span class="na" style="color: teal">deviation</span> <span class="na" style="color: teal"><span class="idiff left right">clas</span>s</span></span>

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<pre style="margin: 0"> <span id="LC128" class="line" lang="html"><span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">use</span> <span class="na" style="color: teal">this</span> <span class="na" style="color: teal">until</span> <span class="na" style="color: teal">we</span> <span class="na" style="color: teal">can</span> <span class="na" style="color: teal">guarantee</span> <span class="na" style="color: teal">Python</span> <span class="na" style="color: teal">3</span><span class="err" style="background: #e3d2d2; color: #a61717">.</span><span class="na" style="color: teal">4</span> <span class="na" style="color: teal">and</span> <span class="na" style="color: teal">the</span> <span class="na" style="color: teal">statistics</span> <span class="na" style="color: teal">module</span></span>

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<pre style="margin: 0"> <span id="LC129" class="line" lang="html"><span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">http:</span><span class="err" style="background: #e3d2d2; color: #a61717">//</span><span class="na" style="color: teal">stackoverflow</span><span class="err" style="background: #e3d2d2; color: #a61717">.</span><span class="na" style="color: teal">com</span><span class="err" style="background: #e3d2d2; color: #a61717">/</span><span class="na" style="color: teal">questions</span><span class="err" style="background: #e3d2d2; color: #a61717">/</span><span class="na" style="color: teal">15389768</span><span class="err" style="background: #e3d2d2; color: #a61717">/</span><span class="na" style="color: teal">standard-deviation-of-a-list</span><span class="err" style="background: #e3d2d2; color: #a61717">#</span><span class="na" style="color: teal">21505523</span></span>

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<pre style="margin: 0">-<span id="LC129" class="line" lang="html"><span class="na" style="color: teal">def</span> <span class="na" style="color: teal">mean</span><span class="err" style="background: #e3d2d2; color: #a61717">(</span><span class="na" style="color: teal">data</span><span class="err" style="background: #e3d2d2; color: #a61717">)</span><span class="na" style="color: teal">:</span></span>

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<pre style="margin: 0">-<span id="LC130" class="line" lang="html">    <span class="err" style="background: #e3d2d2; color: #a61717">"""</span><span class="na" style="color: teal">Return</span> <span class="na" style="color: teal">the</span> <span class="na" style="color: teal">sample</span> <span class="na" style="color: teal">arithmetic</span> <span class="na" style="color: teal">mean</span> <span class="na" style="color: teal">of</span> <span class="na" style="color: teal">data</span><span class="err" style="background: #e3d2d2; color: #a61717">."""</span></span>

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<pre style="margin: 0">-<span id="LC131" class="line" lang="html">    <span class="na" style="color: teal">n =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">len(data)</span></span>

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<pre style="margin: 0">-<span id="LC132" class="line" lang="html">    <span class="na" style="color: teal">if</span> <span class="na" style="color: teal">n</span> <span class="err" style="background: #e3d2d2; color: #a61717"><</span> <span class="na" style="color: teal">1:</span></span>

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<pre style="margin: 0">-<span id="LC133" class="line" lang="html">        <span class="na" style="color: teal">raise</span> <span class="na" style="color: teal">ValueError</span><span class="err" style="background: #e3d2d2; color: #a61717">('</span><span class="na" style="color: teal">mean</span> <span class="na" style="color: teal">requires</span> <span class="na" style="color: teal">at</span> <span class="na" style="color: teal">least</span> <span class="na" style="color: teal">one</span> <span class="na" style="color: teal">data</span> <span class="na" style="color: teal">point</span><span class="err" style="background: #e3d2d2; color: #a61717">')</span></span>

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<pre style="margin: 0">-<span id="LC134" class="line" lang="html">    <span class="na" style="color: teal">return</span> <span class="na" style="color: teal">sum</span><span class="err" style="background: #e3d2d2; color: #a61717">(</span><span class="na" style="color: teal">data</span><span class="err" style="background: #e3d2d2; color: #a61717">)/</span><span class="na" style="color: teal">n</span>   <span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">in</span> <span class="na" style="color: teal">Python</span> <span class="na" style="color: teal">2</span> <span class="na" style="color: teal">use</span> <span class="na" style="color: teal">sum</span><span class="err" style="background: #e3d2d2; color: #a61717">(</span><span class="na" style="color: teal">data</span><span class="err" style="background: #e3d2d2; color: #a61717">)/</span><span class="na" style="color: teal">float</span><span class="err" style="background: #e3d2d2; color: #a61717">(</span><span class="na" style="color: teal">n</span><span class="err" style="background: #e3d2d2; color: #a61717">)</span></span>

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<pre style="margin: 0">-<span id="LC135" class="line" lang="html"></span>

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<td class="diff-line-num new_line old" data-linenumber="130" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<td class="line_content noteable_line old" style="background: #fbe9eb; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fbe9eb">

<pre style="margin: 0">-<span id="LC136" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="137" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

137

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<td class="diff-line-num new_line old" data-linenumber="130" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<td class="line_content noteable_line old" style="background: #fbe9eb; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fbe9eb">

<pre style="margin: 0">-<span id="LC137" class="line" lang="html"><span class="na" style="color: teal">def</span> <span class="na" style="color: teal">_ss</span><span class="err" style="background: #e3d2d2; color: #a61717">(</span><span class="na" style="color: teal">data</span><span class="err" style="background: #e3d2d2; color: #a61717">,</span> <span class="na" style="color: teal">mu=</span><span class="s" style="color: #d14">None):</span></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="138" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

138

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<td class="diff-line-num new_line old" data-linenumber="130" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<td class="line_content noteable_line old" style="background: #fbe9eb; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fbe9eb">

<pre style="margin: 0">-<span id="LC138" class="line" lang="html">    <span class="err" style="background: #e3d2d2; color: #a61717">"""</span><span class="na" style="color: teal">Return</span> <span class="na" style="color: teal">sum</span> <span class="na" style="color: teal">of</span> <span class="na" style="color: teal">square</span> <span class="na" style="color: teal">deviations</span> <span class="na" style="color: teal">of</span> <span class="na" style="color: teal">sequence</span> <span class="na" style="color: teal">data</span><span class="err" style="background: #e3d2d2; color: #a61717">."""</span></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="139" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

139

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<td class="diff-line-num new_line old" data-linenumber="130" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<td class="line_content noteable_line old" style="background: #fbe9eb; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fbe9eb">

<pre style="margin: 0">-<span id="LC139" class="line" lang="html">    <span class="na" style="color: teal">if</span> <span class="na" style="color: teal">mu</span> <span class="na" style="color: teal">is</span> <span class="na" style="color: teal">None:</span></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="140" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

140

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<td class="diff-line-num new_line old" data-linenumber="130" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<td class="line_content noteable_line old" style="background: #fbe9eb; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fbe9eb">

<pre style="margin: 0">-<span id="LC140" class="line" lang="html">        <span class="na" style="color: teal">c =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">mean(data)</span></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="141" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

141

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<td class="diff-line-num new_line old" data-linenumber="130" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<td class="line_content noteable_line old" style="background: #fbe9eb; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fbe9eb">

<pre style="margin: 0">-<span id="LC141" class="line" lang="html">    <span class="na" style="color: teal">else:</span></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="142" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

142

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<td class="diff-line-num new_line old" data-linenumber="130" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<td class="line_content noteable_line old" style="background: #fbe9eb; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fbe9eb">

<pre style="margin: 0">-<span id="LC142" class="line" lang="html">        <span class="na" style="color: teal">c =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">mu</span></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="143" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

143

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<td class="diff-line-num new_line old" data-linenumber="130" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<td class="line_content noteable_line old" style="background: #fbe9eb; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fbe9eb">

<pre style="margin: 0">-<span id="LC143" class="line" lang="html">    <span class="na" style="color: teal">ss =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">sum((x-c)**2</span> <span class="na" style="color: teal">for</span> <span class="na" style="color: teal">x</span> <span class="na" style="color: teal">in</span> <span class="na" style="color: teal">data</span><span class="err" style="background: #e3d2d2; color: #a61717">)</span></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="144" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

144

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<td class="diff-line-num new_line old" data-linenumber="130" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<td class="line_content noteable_line old" style="background: #fbe9eb; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fbe9eb">

<pre style="margin: 0">-<span id="LC144" class="line" lang="html">    <span class="na" style="color: teal">return</span> <span class="na" style="color: teal">ss</span></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="145" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

145

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<td class="diff-line-num new_line" data-linenumber="130" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

130

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<td class="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em">

<pre style="margin: 0"> <span id="LC130" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="131" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

131

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<pre style="margin: 0">+<span id="LC131" class="line" lang="html"><span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">class</span> <span class="na" style="color: teal">to</span> <span class="na" style="color: teal">calc:</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

</td>

<td class="diff-line-num new new_line" data-linenumber="132" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

132

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<td class="line_content new noteable_line" style="background: #ecfdf0; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#ecfdf0">

<pre style="margin: 0">+<span id="LC132" class="line" lang="html"><span class="err" style="background: #e3d2d2; color: #a61717">#</span>   <span class="na" style="color: teal">Mean</span><span class="err" style="background: #e3d2d2; color: #a61717">,</span> <span class="na" style="color: teal">Variance</span><span class="err" style="background: #e3d2d2; color: #a61717">,</span> <span class="na" style="color: teal">Standard</span> <span class="na" style="color: teal">Deviation</span><span class="err" style="background: #e3d2d2; color: #a61717">,</span> <span class="na" style="color: teal">Skewness</span> <span class="na" style="color: teal">and</span> <span class="na" style="color: teal">Kurtosis</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

</td>

<td class="diff-line-num new new_line" data-linenumber="133" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

133

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<td class="line_content new noteable_line" style="background: #ecfdf0; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#ecfdf0">

<pre style="margin: 0">+<span id="LC133" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

</td>

<td class="diff-line-num new new_line" data-linenumber="134" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

134

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<td class="line_content new noteable_line" style="background: #ecfdf0; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#ecfdf0">

<pre style="margin: 0">+<span id="LC134" class="line" lang="html"><span class="na" style="color: teal">class</span> <span class="na" style="color: teal">RunningStats:</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

</td>

<td class="diff-line-num new new_line" data-linenumber="135" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

135

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<pre style="margin: 0">+<span id="LC135" class="line" lang="html">    <span class="err" style="background: #e3d2d2; color: #a61717">"</span><span class="na" style="color: teal">Calculate</span> <span class="na" style="color: teal">mean</span><span class="err" style="background: #e3d2d2; color: #a61717">,</span> <span class="na" style="color: teal">variance</span><span class="err" style="background: #e3d2d2; color: #a61717">,</span> <span class="na" style="color: teal">sigma</span><span class="err" style="background: #e3d2d2; color: #a61717">,</span> <span class="na" style="color: teal">skewness</span> <span class="na" style="color: teal">and</span> <span class="na" style="color: teal">kurtosis</span><span class="err" style="background: #e3d2d2; color: #a61717">"</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

</td>

<td class="diff-line-num new new_line" data-linenumber="136" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

136

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<td class="line_content new noteable_line" style="background: #ecfdf0; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#ecfdf0">

<pre style="margin: 0">+<span id="LC136" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="137" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

137

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<pre style="margin: 0">+<span id="LC137" class="line" lang="html">    <span class="na" style="color: teal">def</span> <span class="na" style="color: teal">__init__</span><span class="err" style="background: #e3d2d2; color: #a61717">(</span><span class="na" style="color: teal">self</span><span class="err" style="background: #e3d2d2; color: #a61717">,</span> <span class="na" style="color: teal">values</span><span class="err" style="background: #e3d2d2; color: #a61717">)</span><span class="na" style="color: teal">:</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="138" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

138

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<pre style="margin: 0">+<span id="LC138" class="line" lang="html">        <span class="na" style="color: teal">self</span><span class="err" style="background: #e3d2d2; color: #a61717">.</span><span class="na" style="color: teal">num =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">len(values)</span>     <span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">number</span> <span class="na" style="color: teal">of</span> <span class="na" style="color: teal">samples</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="139" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

139

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<pre style="margin: 0">+<span id="LC139" class="line" lang="html">        <span class="na" style="color: teal">self</span><span class="err" style="background: #e3d2d2; color: #a61717">.</span><span class="na" style="color: teal">mu =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">0.0</span>              <span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">simple</span> <span class="na" style="color: teal">arithmetic</span> <span class="na" style="color: teal">mean</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="140" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

140

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<pre style="margin: 0">+<span id="LC140" class="line" lang="html">        <span class="na" style="color: teal">self</span><span class="err" style="background: #e3d2d2; color: #a61717">.</span><span class="na" style="color: teal">variance =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">0.0</span>        <span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">variance</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="141" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

141

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<pre style="margin: 0">+<span id="LC141" class="line" lang="html">        <span class="na" style="color: teal">self</span><span class="err" style="background: #e3d2d2; color: #a61717">.</span><span class="na" style="color: teal">sigma =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">0.0</span>           <span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">aka</span> <span class="na" style="color: teal">standard</span> <span class="na" style="color: teal">deviation</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="142" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

142

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<pre style="margin: 0">+<span id="LC142" class="line" lang="html">        <span class="na" style="color: teal">self</span><span class="err" style="background: #e3d2d2; color: #a61717">.</span><span class="na" style="color: teal">skewness =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">0.0</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="143" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

143

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<pre style="margin: 0">+<span id="LC143" class="line" lang="html">        <span class="na" style="color: teal">self</span><span class="err" style="background: #e3d2d2; color: #a61717">.</span><span class="na" style="color: teal">kurtosis =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">3.0</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="144" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

144

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<td class="line_content new noteable_line" style="background: #ecfdf0; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#ecfdf0">

<pre style="margin: 0">+<span id="LC144" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="145" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

145

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<pre style="margin: 0">+<span id="LC145" class="line" lang="html">        <span class="na" style="color: teal">if</span> <span class="na" style="color: teal">0</span> <span class="nt" style="color: navy">></span>= self.num:</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

146

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<pre style="margin: 0">+<span id="LC146" class="line" lang="html">            # no data??</span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="147" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

147

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<pre style="margin: 0">+<span id="LC147" class="line" lang="html">            return</span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="148" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

148

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<pre style="margin: 0">+<span id="LC148" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="149" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

149

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<pre style="margin: 0">+<span id="LC149" class="line" lang="html">        self.mu = sum(values) / self.num</span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="150" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

150

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<pre style="margin: 0">+<span id="LC150" class="line" lang="html">        self.variance = sum(pow((v-self.mu), 2) for v in values) / self.num</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="151" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

151

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<pre style="margin: 0">+<span id="LC151" class="line" lang="html">        self.sigma = math.sqrt(self.variance)</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="146" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="152" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

152

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<pre style="margin: 0">+<span id="LC152" class="line" lang="html"></span>

</pre>

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<pre style="margin: 0">+<span id="LC153" class="line" lang="html">        if math.isnan(self.sigma) or 1e-12 >= abs(self.sigma):</span>

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<pre style="margin: 0">+<span id="LC154" class="line" lang="html">            # punt</span>

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<pre style="margin: 0">+<span id="LC155" class="line" lang="html">            self.skewness = float('nan')</span>

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<pre style="margin: 0">+<span id="LC156" class="line" lang="html">            self.kurtosis = float('nan')</span>

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<pre style="margin: 0">+<span id="LC157" class="line" lang="html">            return</span>

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<pre style="margin: 0"> <span id="LC158" class="line" lang="html"></span>

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<td class="diff-line-num old old_line" data-linenumber="147" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC147" class="line" lang="html"><span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">fixme</span><span class="err" style="background: #e3d2d2; color: #a61717">,</span> <span class="na" style="color: teal">need</span> <span class="na" style="color: teal">to</span> <span class="na" style="color: teal">handle</span> <span class="na" style="color: teal">mu=</span><span class="s" style="color: #d14">mean</span></span>

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<td class="diff-line-num old old_line" data-linenumber="148" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC148" class="line" lang="html"><span class="na" style="color: teal">def</span> <span class="na" style="color: teal">pstdev</span><span class="err" style="background: #e3d2d2; color: #a61717">(</span><span class="na" style="color: teal">data</span><span class="err" style="background: #e3d2d2; color: #a61717">,</span> <span class="na" style="color: teal">mu=</span><span class="s" style="color: #d14">None):</span></span>

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<td class="diff-line-num old old_line" data-linenumber="149" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC149" class="line" lang="html">    <span class="err" style="background: #e3d2d2; color: #a61717">"""</span><span class="na" style="color: teal">Calculates</span> <span class="na" style="color: teal">the</span> <span class="na" style="color: teal">population</span> <span class="na" style="color: teal">standard</span> <span class="na" style="color: teal">deviation</span><span class="err" style="background: #e3d2d2; color: #a61717">."""</span></span>

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<td class="diff-line-num old old_line" data-linenumber="150" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC150" class="line" lang="html">    <span class="na" style="color: teal">n =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">len(data)</span></span>

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<td class="diff-line-num old old_line" data-linenumber="151" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC151" class="line" lang="html">    <span class="na" style="color: teal">if</span> <span class="na" style="color: teal">n</span> <span class="err" style="background: #e3d2d2; color: #a61717"><</span> <span class="na" style="color: teal">2:</span></span>

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<td class="diff-line-num old old_line" data-linenumber="152" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC152" class="line" lang="html">        <span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">variance</span> <span class="na" style="color: teal">requires</span> <span class="na" style="color: teal">at</span> <span class="na" style="color: teal">least</span> <span class="na" style="color: teal">two</span> <span class="na" style="color: teal">data</span> <span class="na" style="color: teal">points</span></span>

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<td class="diff-line-num old old_line" data-linenumber="153" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC153" class="line" lang="html">        <span class="na" style="color: teal">return</span> <span class="na" style="color: teal">0</span></span>

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<td class="diff-line-num old old_line" data-linenumber="154" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC154" class="line" lang="html">    <span class="na" style="color: teal">ss =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">_ss(data,</span> <span class="na" style="color: teal">mu</span><span class="err" style="background: #e3d2d2; color: #a61717">)</span></span>

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<td class="diff-line-num old old_line" data-linenumber="155" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC155" class="line" lang="html">    <span class="na" style="color: teal">pvar =</span><span class="err" style="background: #e3d2d2; color: #a61717"> </span><span class="s" style="color: #d14">ss/n</span>          <span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">the</span> <span class="na" style="color: teal">population</span> <span class="na" style="color: teal">variance</span></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="156" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC156" class="line" lang="html">    <span class="na" style="color: teal">return</span> <span class="na" style="color: teal">pvar</span><span class="err" style="background: #e3d2d2; color: #a61717">**</span><span class="na" style="color: teal">0</span><span class="err" style="background: #e3d2d2; color: #a61717">.</span><span class="na" style="color: teal">5</span></span>

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<pre style="margin: 0">+<span id="LC159" class="line" lang="html">        m3 = 0</span>

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<pre style="margin: 0">+<span id="LC160" class="line" lang="html">        m4 = 0</span>

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<pre style="margin: 0">+<span id="LC161" class="line" lang="html">        for val in values:</span>

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<pre style="margin: 0">+<span id="LC162" class="line" lang="html">            m3 += pow(val - self.sigma, 3)</span>

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<pre style="margin: 0">+<span id="LC163" class="line" lang="html">            m4 += pow(val - self.sigma, 4)</span>

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<pre style="margin: 0"> <span id="LC164" class="line" lang="html"></span>

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<pre style="margin: 0">-<span id="LC158" class="line" lang="html"><span class="err" style="background: #e3d2d2; color: #a61717">#</span> <span class="na" style="color: teal">end</span> <span class="na" style="color: teal">standard</span> <span class="na" style="color: teal">deviation</span> <span class="na" style="color: teal">functions</span></span>

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<pre style="margin: 0">+<span id="LC165" class="line" lang="html">        self.skewness = m3 / (self.num * pow(self.sigma, 3))</span>

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<pre style="margin: 0">+<span id="LC166" class="line" lang="html">        self.kurtosis = m4 / (self.num * pow(self.sigma, 4))</span>

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<pre style="margin: 0">+<span id="LC167" class="line" lang="html"></span>

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<pre style="margin: 0">+<span id="LC168" class="line" lang="html"># end standard deviation class</span>

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<pre style="margin: 0"> <span id="LC169" class="line" lang="html"></span>

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<pre style="margin: 0"> <span id="LC170" class="line" lang="html"></span>

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<pre style="margin: 0"> <span id="LC171" class="line" lang="html"># class for calced values</span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="169" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="179" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

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<pre style="margin: 0"> <span id="LC179" class="line" lang="html"></span>

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<pre style="margin: 0"> <span id="LC180" class="line" lang="html">    # observe RFC 4180, end lines with CRLF</span>

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<pre style="margin: 0"> <span id="LC181" class="line" lang="html">    csv_head = ["Name", "Min", "1%", "5%", "50%", "95%", "99%", "Max", "",</span>

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<pre style="margin: 0">-<span id="LC172" class="line" lang="html">                <span class="err" style="background: #e3d2d2; color: #a61717">"</span><span class="na" style="color: teal">90</span><span class="err" style="background: #e3d2d2; color: #a61717">%</span> <span class="na" style="color: teal">Range</span><span class="err" style="background: #e3d2d2; color: #a61717">",</span> <span class="err" style="background: #e3d2d2; color: #a61717">"</span><span class="na" style="color: teal">98</span><span class="err" style="background: #e3d2d2; color: #a61717">%</span> <span class="na" style="color: teal">Range</span><span class="err" style="background: #e3d2d2; color: #a61717">",</span> <span class="err" style="background: #e3d2d2; color: #a61717">"</span><span class="na" style="color: teal">StdDev</span><span class="err" style="background: #e3d2d2; color: #a61717">",</span> <span class="err" style="background: #e3d2d2; color: #a61717">"",</span> <span class="err" style="background: #e3d2d2; color: #a61717">"</span><span class="na" style="color: teal">Mean</span><span class="err" style="background: #e3d2d2; color: #a61717">",</span> <span class="err" style="background: #e3d2d2; color: #a61717">"</span><span class="na" style="color: teal">Units</span><span class="err" style="background: #e3d2d2; color: #a61717">"]</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="173" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="182" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC182" class="line" lang="html">                "90% Range", "98% Range", "StdDev", "", "Mean", "Units",</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="173" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="183" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

183

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<pre style="margin: 0">+<span id="LC183" class="line" lang="html">                "Skewness", "Kurtosis"]</span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="173" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

173

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<td class="diff-line-num new_line" data-linenumber="184" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

184

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<pre style="margin: 0"> <span id="LC184" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="174" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

174

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<td class="diff-line-num new_line" data-linenumber="185" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

185

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<td class="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em">

<pre style="margin: 0"> <span id="LC185" class="line" lang="html">    table_head = """\</span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="175" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

175

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<td class="diff-line-num new_line" data-linenumber="186" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

186

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<pre style="margin: 0"> <span id="LC186" class="line" lang="html"><span class="nt" style="color: navy"><br></span></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="176" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<td class="diff-line-num new_line old" data-linenumber="187" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC176" class="line" lang="html"><span class="nt" style="color: navy"><table</span> <span class="na" style="color: teal">style=</span><span class="s" style="color: #d14">"text-align:right;width:1<span class="idiff left right">024</span>px;"</span><span class="nt" style="color: navy">></span></span>

</pre>

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<pre style="margin: 0">+<span id="LC187" class="line" lang="html"><span class="nt" style="color: navy"><table</span> <span class="na" style="color: teal">style=</span><span class="s" style="color: #d14">"text-align:right;width:1<span class="idiff left right">300</span>px;"</span><span class="nt" style="color: navy">></span></span>

</pre>

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<td class="diff-line-num new_line" data-linenumber="188" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

188

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<pre style="margin: 0"> <span id="LC188" class="line" lang="html"><span class="nt" style="color: navy"><thead></span></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="178" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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189

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<pre style="margin: 0"> <span id="LC189" class="line" lang="html">  <span class="nt" style="color: navy"><tr</span> <span class="na" style="color: teal">style=</span><span class="s" style="color: #d14">"font-weight:bold;text-align:left;"</span><span class="nt" style="color: navy">></span></span>

</pre>

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<td class="diff-line-num new_line" data-linenumber="190" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

190

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<td class="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em">

<pre style="margin: 0"> <span id="LC190" class="line" lang="html">    <span class="nt" style="color: navy"><td</span> <span class="na" style="color: teal">style=</span><span class="s" style="color: #d14">"width:300px;"</span><span class="nt" style="color: navy">></td></span></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="180" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

180

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<td class="diff-line-num new_line" data-linenumber="191" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

191

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<td class="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em">

<pre style="margin: 0"> <span id="LC191" class="line" lang="html">    <span class="nt" style="color: navy"><td</span> <span class="na" style="color: teal">colspan=</span><span class="s" style="color: #d14">8</span><span class="nt" style="color: navy">></span> Percentiles......<span class="nt" style="color: navy"></td></span></span>

</pre>

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<td class="diff-line-num new_line" data-linenumber="192" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

192

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<pre style="margin: 0"> <span id="LC192" class="line" lang="html">    <span class="nt" style="color: navy"><td</span> <span class="na" style="color: teal">colspan=</span><span class="s" style="color: #d14">3</span><span class="nt" style="color: navy">></span> Ranges......<span class="nt" style="color: navy"></td></span></span>

</pre>

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<pre style="margin: 0">-<span id="LC182" class="line" lang="html">    <span class="nt" style="color: navy"><td</span> <span class="na" style="color: teal">colspan=</span><span class="s" style="color: #d14">2</span><span class="nt" style="color: navy">></td></span></span>

</pre>

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<pre style="margin: 0">+<span id="LC193" class="line" lang="html">    <span class="nt" style="color: navy"><td</span> <span class="na" style="color: teal">colspan=</span><span class="s" style="color: #d14">3</span><span class="nt" style="color: navy">></td></span></span>

</pre>

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<pre style="margin: 0">+<span id="LC194" class="line" lang="html">    <span class="nt" style="color: navy"><td</span> <span class="na" style="color: teal">style=</span><span class="s" style="color: #d14">"text-align:right;"</span><span class="nt" style="color: navy">></span>Skew-<span class="nt" style="color: navy"></td></span></span>

</pre>

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<pre style="margin: 0">+<span id="LC195" class="line" lang="html">    <span class="nt" style="color: navy"><td</span> <span class="na" style="color: teal">style=</span><span class="s" style="color: #d14">"text-align:right;"</span><span class="nt" style="color: navy">></span>Kurt-<span class="nt" style="color: navy"></td></span></span>

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<pre style="margin: 0"> <span id="LC196" class="line" lang="html">    <span class="nt" style="color: navy"><td</span> <span class="nt" style="color: navy">></td></span></span>

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<pre style="margin: 0"> <span id="LC197" class="line" lang="html">  <span class="nt" style="color: navy"></tr></span></span>

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<td class="diff-line-num new_line" data-linenumber="198" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC198" class="line" lang="html">  <span class="nt" style="color: navy"><tr</span> <span class="na" style="color: teal">style=</span><span class="s" style="color: #d14">"font-weight:bold;text-align:right;"</span><span class="nt" style="color: navy">></span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="188" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="201" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

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<td class="diff-line-num old_line" data-linenumber="188" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC201" class="line" lang="html">    <span class="nt" style="color: navy"><td></span>99%<span class="nt" style="color: navy"></td><td></span>Max<span class="nt" style="color: navy"></td></span> <span class="nt" style="color: navy"><td</span> <span class="na" style="color: teal">style=</span><span class="s" style="color: #d14">"width:10px;"</span><span class="nt" style="color: navy">></span><span class="ni" style="color: purple">&nbsp;</span><span class="nt" style="color: navy"></td></span></span>

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<pre style="margin: 0"> <span id="LC202" class="line" lang="html">    <span class="nt" style="color: navy"><td></span>90%<span class="nt" style="color: navy"></td><td></span>95%<span class="nt" style="color: navy"></td><td></span>StdDev<span class="nt" style="color: navy"></td></span></span>

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<td class="diff-line-num new_line" data-linenumber="203" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC203" class="line" lang="html">    <span class="nt" style="color: navy"><td</span> <span class="na" style="color: teal">style=</span><span class="s" style="color: #d14">"width:10px;"</span><span class="nt" style="color: navy">></span><span class="ni" style="color: purple">&nbsp;</span><span class="nt" style="color: navy"></td><td></span>Mean<span class="nt" style="color: navy"></td><td></span>Units<span class="nt" style="color: navy"></td></span></span>

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<pre style="margin: 0">+<span id="LC204" class="line" lang="html">    <span class="nt" style="color: navy"><td></span>ness<span class="nt" style="color: navy"></td><td></span>osis<span class="nt" style="color: navy"></td></span></span>

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<pre style="margin: 0"> <span id="LC205" class="line" lang="html">  <span class="nt" style="color: navy"></tr></span></span>

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<pre style="margin: 0"> <span id="LC206" class="line" lang="html"><span class="nt" style="color: navy"></thead></span></span>

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<pre style="margin: 0"> <span id="LC207" class="line" lang="html">"""</span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="250" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="264" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

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<pre style="margin: 0"> <span id="LC264" class="line" lang="html">                # go to nanosec</span>

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<pre style="margin: 0"> <span id="LC265" class="line" lang="html">                self.unit = "ns"</span>

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<pre style="margin: 0"> <span id="LC266" class="line" lang="html"></span>

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<pre style="margin: 0">-<span id="LC253" class="line" lang="html">        self.percs["mu"] = mean(values)</span>

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<pre style="margin: 0">-<span id="LC254" class="line" lang="html">        self.percs["pstd"] = pstdev(values, mu=self.percs["mu"])</span>

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<pre style="margin: 0">+<span id="LC267" class="line" lang="html">        sts = RunningStats(values)</span>

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<pre style="margin: 0">+<span id="LC268" class="line" lang="html">        self.percs["mu"] = sts.mu</span>

</pre>

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<pre style="margin: 0">+<span id="LC269" class="line" lang="html">        self.percs["pstd"] = sts.sigma</span>

</pre>

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<pre style="margin: 0"> <span id="LC270" class="line" lang="html"></span>

</pre>

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<pre style="margin: 0"> <span id="LC271" class="line" lang="html">        self.title = title</span>

</pre>

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<pre style="margin: 0"> <span id="LC272" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="274" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="289" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="background: #fafafa; color: rgba(0,0,0,0.3); padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fafafa">@@ -274,6 +289,17 @@ class VizStats(ntp.statfiles.NTPStats):</td>

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<pre style="margin: 0"> <span id="LC289" class="line" lang="html">            else:</span>

</pre>

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<pre style="margin: 0"> <span id="LC290" class="line" lang="html">                self.percs_f[k] = format(v, ",.3f")</span>

</pre>

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<pre style="margin: 0"> <span id="LC291" class="line" lang="html"></span>

</pre>

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<pre style="margin: 0">+<span id="LC292" class="line" lang="html">        # dan't scale skewness and kurtosis</span>

</pre>

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<pre style="margin: 0">+<span id="LC293" class="line" lang="html">        self.percs["skew"] = sts.skewness</span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="294" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC294" class="line" lang="html">        self.percs["kurt"] = sts.kurtosis</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="277" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="295" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC295" class="line" lang="html">        if '°C' == units:</span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="296" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC296" class="line" lang="html">            # skip for temperatures.</span>

</pre>

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<pre style="margin: 0">+<span id="LC297" class="line" lang="html">            self.percs_f["skew"] = ''</span>

</pre>

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<pre style="margin: 0">+<span id="LC298" class="line" lang="html">            self.percs_f["kurt"] = ''</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="277" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="299" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC299" class="line" lang="html">        else:</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="277" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="300" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC300" class="line" lang="html">            self.percs_f["skew"] = format(self.percs["skew"], "6.4g")</span>

</pre>

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<pre style="margin: 0">+<span id="LC301" class="line" lang="html">            self.percs_f["kurt"] = format(self.percs["kurt"], "6.4g")</span>

</pre>

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<pre style="margin: 0">+<span id="LC302" class="line" lang="html"></span>

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<pre style="margin: 0"> <span id="LC303" class="line" lang="html">        if args.clip:</span>

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<pre style="margin: 0"> <span id="LC304" class="line" lang="html">            self.percs["min_y"] = self.percs["p1"]</span>

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<td class="diff-line-num old_line" data-linenumber="279" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<td class="diff-line-num new_line" data-linenumber="305" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC305" class="line" lang="html">            self.percs["max_y"] = self.percs["p99"]</span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="293" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="319" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

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<pre style="margin: 0"> <span id="LC319" class="line" lang="html"></span>

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<td class="diff-line-num old_line" data-linenumber="294" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC320" class="line" lang="html">        s = ["%(title)s", "%(p0)s", "%(p1)s", "%(p5)s", "%(p50)s", "%(p95)s",</span>

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<pre style="margin: 0"> <span id="LC321" class="line" lang="html">             " %(p99)s", "%(p100)s", "", "%(r90)s", "%(r98)s", "%(pstd)s",</span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="296" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC296" class="line" lang="html">             "", "%(mu)s", "%(unit)s"]</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="297" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC322" class="line" lang="html">             "", "%(mu)s", "%(unit)s"<span class="idiff left right">, "%(skew)s", "%(kurt)s", </span>]</span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="297" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<td class="diff-line-num new_line" data-linenumber="323" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<td class="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em">

<pre style="margin: 0"> <span id="LC323" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="298" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<td class="diff-line-num new_line" data-linenumber="324" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC324" class="line" lang="html">        # csv is raw, html table is autoranged</span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="299" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<td class="diff-line-num new_line" data-linenumber="325" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC325" class="line" lang="html">        self.csv = [x % self.percs for x in s]</span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1682" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1708" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="background: #fafafa; color: rgba(0,0,0,0.3); padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fafafa">@@ -1682,6 +1708,13 @@ Refclock Jitter, and Peer Jitter in seconds.  Local Frequency Jitter is</td>

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<td class="diff-line-num old_line" data-linenumber="1682" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<td class="diff-line-num new_line" data-linenumber="1708" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<td class="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em">

<pre style="margin: 0"> <span id="LC1708" class="line" lang="html">in ppm or ppb.</span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1683" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<td class="diff-line-num new_line" data-linenumber="1709" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<td class="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em">

<pre style="margin: 0"> <span id="LC1709" class="line" lang="html"><span class="nt" style="color: navy"></dd></span></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1684" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<td class="diff-line-num new_line" data-linenumber="1710" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<td class="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em">

<pre style="margin: 0"> <span id="LC1710" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="1685" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="1711" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1711" class="line" lang="html"><span class="nt" style="color: navy"><dt></span>kurtosis, Kurt:<span class="nt" style="color: navy"></dt></span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="1712" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1712" class="line" lang="html"><span class="nt" style="color: navy"><dd></span>The kurtosis of a random variable X is the fourth standardized</span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="1713" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1713" class="line" lang="html">moment and is a dimension-less ratio. ntpviz uses the Pearson's moment</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="1685" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

</td>

<td class="diff-line-num new new_line" data-linenumber="1714" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

1714

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<pre style="margin: 0">+<span id="LC1714" class="line" lang="html">coefficient of kurtosis.  A normal distribution has a kurtosis of three.</span>

</pre>

</td>

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<td class="diff-line-num new old_line" data-linenumber="1685" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

</td>

<td class="diff-line-num new new_line" data-linenumber="1715" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1715" class="line" lang="html">NIST describes a kurtosis over three as "heavy tailed" and one under</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="1685" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="1716" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1716" class="line" lang="html">three as "light tailed".<span class="nt" style="color: navy"></dd></span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="1685" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="1717" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

1717

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<pre style="margin: 0">+<span id="LC1717" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1685" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1685

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<td class="diff-line-num new_line" data-linenumber="1718" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1718

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<pre style="margin: 0"> <span id="LC1718" class="line" lang="html"><span class="nt" style="color: navy"><dt></span>ms, millisecond:<span class="nt" style="color: navy"></dt></span></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1686" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1686

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<td class="diff-line-num new_line" data-linenumber="1719" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1719

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<pre style="margin: 0"> <span id="LC1719" class="line" lang="html"><span class="nt" style="color: navy"><dd></span>One thousandth of a second = 0.001 seconds, 1e-3 seconds<span class="nt" style="color: navy"></dd></span></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1687" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1687

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<td class="diff-line-num new_line" data-linenumber="1720" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1720

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<td class="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em">

<pre style="margin: 0"> <span id="LC1720" class="line" lang="html"></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1723" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="1756" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

<td class="line_content match " style="background: #fafafa; color: rgba(0,0,0,0.3); padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fafafa">@@ -1723,9 +1756,6 @@ or server.</dd></td>

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<td class="diff-line-num old_line" data-linenumber="1723" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1723

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<td class="diff-line-num new_line" data-linenumber="1756" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1756

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<td class="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em">

<pre style="margin: 0"> <span id="LC1756" class="line" lang="html"><span class="nt" style="color: navy"><dd></span>The difference between the ntpd calculated time and the local system</span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1724" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1724

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<td class="diff-line-num new_line" data-linenumber="1757" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1757

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<pre style="margin: 0"> <span id="LC1757" class="line" lang="html"> clock's time.  Also called phase offset.<span class="nt" style="color: navy"></dd></span></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1725" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1725

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<td class="diff-line-num new_line" data-linenumber="1758" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1758

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<td class="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em">

<pre style="margin: 0"> <span id="LC1758" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="1726" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

1726

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<td class="diff-line-num new_line old" data-linenumber="1759" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC1726" class="line" lang="html"><span class="nt" style="color: navy"><dt></span>upstream clock:<span class="nt" style="color: navy"></dt></span></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="1727" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

1727

</td>

<td class="diff-line-num new_line old" data-linenumber="1759" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0">-<span id="LC1727" class="line" lang="html"><span class="nt" style="color: navy"><dd></span>Any remote clock or reference clock used as a source of time.<span class="nt" style="color: navy"></dd></span></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="1728" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

1728

</td>

<td class="diff-line-num new_line old" data-linenumber="1759" style="background: #f9d7dc; border-right-color: #fac5cd; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#f9d7dc">

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<td class="line_content noteable_line old" style="background: #fbe9eb; padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fbe9eb">

<pre style="margin: 0">-<span id="LC1728" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1729" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1729

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<td class="diff-line-num new_line" data-linenumber="1759" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1759

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<pre style="margin: 0"> <span id="LC1759" class="line" lang="html"><span class="nt" style="color: navy"><dt></span>σ, sigma:<span class="nt" style="color: navy"></dt></span></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1730" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1730

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<td class="diff-line-num new_line" data-linenumber="1760" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1760

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<pre style="margin: 0"> <span id="LC1760" class="line" lang="html"><span class="nt" style="color: navy"><dd></span>Sigma denotes the standard deviation (SD) and is centered on the</span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1731" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1731

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<td class="diff-line-num new_line" data-linenumber="1761" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1761

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<pre style="margin: 0"> <span id="LC1761" class="line" lang="html">arithmetic mean of the data set. The SD is simply the square root of</span>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1735" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">...</td>

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<td class="line_content match " style="background: #fafafa; color: rgba(0,0,0,0.3); padding-left: 0.5em; padding-right: 0.5em" bgcolor="#fafafa">@@ -1735,6 +1765,16 @@ The formula for sigma is: "σ = √[ ∑(x<sub>i</sub>-mu)^2 / N ]".</td>

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1765

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<pre style="margin: 0"> <span id="LC1765" class="line" lang="html">Where x<span class="nt" style="color: navy"><sub></span>i<span class="nt" style="color: navy"></sub></span> denotes the data points and N is the number of data</span>

</pre>

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<td class="diff-line-num new_line" data-linenumber="1766" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC1766" class="line" lang="html">points.<span class="nt" style="color: navy"></dd></span></span>

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<td class="diff-line-num old_line" data-linenumber="1737" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1737

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<td class="diff-line-num new_line" data-linenumber="1767" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1767

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<pre style="margin: 0"> <span id="LC1767" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="1768" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1768" class="line" lang="html"><span class="nt" style="color: navy"><dt></span>skewness, Skew:<span class="nt" style="color: navy"></dt></span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="1738" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="1769" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1769" class="line" lang="html"><span class="nt" style="color: navy"><dd></span>The skewness of a random variable X is the third standardized</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="1738" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="1770" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1770" class="line" lang="html">moment and is a dimension-less ratio. ntpviz uses the Pearson's moment</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="1738" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="1771" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

1771

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<pre style="margin: 0">+<span id="LC1771" class="line" lang="html">coefficient of skewness.  Wikipedia describes it best: "The qualitative</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="1738" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="1772" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

1772

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<pre style="margin: 0">+<span id="LC1772" class="line" lang="html">interpretation of the skew is complicated and unintuitive."<span class="nt" style="color: navy"><br></span> A normal</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="1738" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="1773" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1773" class="line" lang="html">distribution has a skewness of zero. <span class="nt" style="color: navy"></dd></span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="1738" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="1774" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1774" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="1738" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<td class="diff-line-num new new_line" data-linenumber="1775" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1775" class="line" lang="html"><span class="nt" style="color: navy"><dt></span>upstream clock:<span class="nt" style="color: navy"></dt></span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="1738" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

</td>

<td class="diff-line-num new new_line" data-linenumber="1776" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1776" class="line" lang="html"><span class="nt" style="color: navy"><dd></span>Any remote clock or reference clock used as a source of time.<span class="nt" style="color: navy"></dd></span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="1777" style="background: #ddfbe6; border-right-color: #c7f0d2; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0">+<span id="LC1777" class="line" lang="html"></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1738" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1738

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<td class="diff-line-num new_line" data-linenumber="1778" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1778

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<pre style="margin: 0"> <span id="LC1778" class="line" lang="html"><span class="nt" style="color: navy"><dt></span>µs, us, microsecond:<span class="nt" style="color: navy"></dt></span></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1739" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1739

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<td class="diff-line-num new_line" data-linenumber="1779" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

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<pre style="margin: 0"> <span id="LC1779" class="line" lang="html"><span class="nt" style="color: navy"><dd></span>One millionth of a second, also one thousandth of a millisecond,</span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="1740" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1740

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<td class="diff-line-num new_line" data-linenumber="1780" style="background: #fafafa; border-right-color: #f0f0f0; border-right-style: solid; border-right-width: 1px; color: rgba(0,0,0,0.3); padding: 0 5px; text-align: right; width: 35px" align="right" bgcolor="#fafafa">

1780

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<pre style="margin: 0"> <span id="LC1780" class="line" lang="html">0.000,001 seconds, and 1e-6 seconds.<span class="nt" style="color: navy"></dd></span></span>

</pre>

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