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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<meta name="generator" content="pandoc" />
<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
<meta name="author" content="Jesse Lecy" />
<title>Spells</title>
<script src="step-01.02-spells_files/header-attrs-2.14/header-attrs.js"></script>
<script src="step-01.02-spells_files/jquery-3.6.0/jquery-3.6.0.min.js"></script>
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<body>
<div class="container-fluid main-container">
<div id="header">
<h1 class="title toc-ignore">Spells</h1>
<h4 class="author">Jesse Lecy</h4>
</div>
<div id="TOC">
<ul>
<li><a href="#setup">SETUP</a></li>
<li><a href="#load-data">LOAD DATA</a></li>
<li><a href="#spells">SPELLS</a>
<ul>
<li><a href="#inspect-spells">Inspect Spells</a></li>
<li><a href="#typical-spell-lengths">Typical Spell Lengths</a></li>
<li><a href="#observation-accounting">Observation Accounting</a></li>
</ul></li>
</ul>
</div>
<pre><code>output: word_document</code></pre>
<div id="setup" class="section level1">
<h1>SETUP</h1>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>( foreign )</span>
<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>( memisc )</span>
<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>( knitr )</span>
<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>( dplyr )</span>
<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>( xtable )</span>
<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>( stargazer )</span>
<span id="cb2-7"><a href="#cb2-7" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>( broom )</span>
<span id="cb2-8"><a href="#cb2-8" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>( pander )</span></code></pre></div>
</div>
<div id="load-data" class="section level1">
<h1>LOAD DATA</h1>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>dat <span class="ot"><-</span> <span class="fu">readRDS</span>( <span class="st">"./Data/CompleteHazardSpells.rds"</span> )</span>
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a><span class="co"># lapply( dat, class )</span></span>
<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a><span class="co"># </span></span>
<span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a><span class="co"># head( dat, 25 ) %>% pander</span></span></code></pre></div>
</div>
<div id="spells" class="section level1">
<h1>SPELLS</h1>
<div id="inspect-spells" class="section level2">
<h2>Inspect Spells</h2>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>dat.sub <span class="ot"><-</span> dat[ ,<span class="fu">c</span>(<span class="st">"ein"</span>,<span class="st">"fisyr"</span>,<span class="st">"age"</span>,<span class="st">"FS_Totrev_adj"</span>,<span class="st">"prof"</span>,<span class="st">"JustNowProfessionalized"</span>) ]</span>
<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>( dat.sub, <span class="dv">100</span> ) <span class="sc">%>%</span> pander</span></code></pre></div>
<table>
<colgroup>
<col width="11%" />
<col width="13%" />
<col width="9%" />
<col width="7%" />
<col width="19%" />
<col width="8%" />
<col width="30%" />
</colgroup>
<thead>
<tr class="header">
<th align="center"> </th>
<th align="center">ein</th>
<th align="center">fisyr</th>
<th align="center">age</th>
<th align="center">FS_Totrev_adj</th>
<th align="center">prof</th>
<th align="center">JustNowProfessionalized</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="center"><strong>1</strong></td>
<td align="center">10211502</td>
<td align="center">1999</td>
<td align="center">1</td>
<td align="center">77197</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>2</strong></td>
<td align="center">10211502</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">302158</td>
<td align="center">1</td>
<td align="center">1</td>
</tr>
<tr class="odd">
<td align="center"><strong>10</strong></td>
<td align="center">10435507</td>
<td align="center">2001</td>
<td align="center">3</td>
<td align="center">22254</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>11</strong></td>
<td align="center">10435507</td>
<td align="center">2002</td>
<td align="center">4</td>
<td align="center">38846</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>18</strong></td>
<td align="center">10482891</td>
<td align="center">1999</td>
<td align="center">1</td>
<td align="center">48137</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>19</strong></td>
<td align="center">10482891</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">46809</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>20</strong></td>
<td align="center">10482891</td>
<td align="center">2001</td>
<td align="center">3</td>
<td align="center">46344</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>21</strong></td>
<td align="center">10482891</td>
<td align="center">2003</td>
<td align="center">5</td>
<td align="center">39729</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="odd">
<td align="center"><strong>27</strong></td>
<td align="center">10494938</td>
<td align="center">1998</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>28</strong></td>
<td align="center">10494938</td>
<td align="center">1999</td>
<td align="center">1</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>29</strong></td>
<td align="center">10494938</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">134188</td>
<td align="center">1</td>
<td align="center">1</td>
</tr>
<tr class="even">
<td align="center"><strong>30</strong></td>
<td align="center">10500759</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">3964</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="odd">
<td align="center"><strong>31</strong></td>
<td align="center">10500759</td>
<td align="center">2001</td>
<td align="center">3</td>
<td align="center">2414</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>32</strong></td>
<td align="center">10500759</td>
<td align="center">2002</td>
<td align="center">4</td>
<td align="center">2342</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>33</strong></td>
<td align="center">10500759</td>
<td align="center">2003</td>
<td align="center">5</td>
<td align="center">5286</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>35</strong></td>
<td align="center">10503145</td>
<td align="center">1998</td>
<td align="center">0</td>
<td align="center">30471</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="odd">
<td align="center"><strong>36</strong></td>
<td align="center">10503145</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">77109</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>37</strong></td>
<td align="center">10503145</td>
<td align="center">2001</td>
<td align="center">3</td>
<td align="center">230863</td>
<td align="center">1</td>
<td align="center">1</td>
</tr>
<tr class="odd">
<td align="center"><strong>44</strong></td>
<td align="center">10506600</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>45</strong></td>
<td align="center">10506600</td>
<td align="center">2001</td>
<td align="center">3</td>
<td align="center">38077</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>46</strong></td>
<td align="center">10506600</td>
<td align="center">2002</td>
<td align="center">4</td>
<td align="center">31202</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>47</strong></td>
<td align="center">10506600</td>
<td align="center">2003</td>
<td align="center">5</td>
<td align="center">29743</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>60</strong></td>
<td align="center">10510481</td>
<td align="center">1999</td>
<td align="center">1</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>61</strong></td>
<td align="center">10510481</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>62</strong></td>
<td align="center">10510481</td>
<td align="center">2001</td>
<td align="center">3</td>
<td align="center">85853</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>63</strong></td>
<td align="center">10510481</td>
<td align="center">2002</td>
<td align="center">4</td>
<td align="center">75063</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>64</strong></td>
<td align="center">10510481</td>
<td align="center">2003</td>
<td align="center">5</td>
<td align="center">48988</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>65</strong></td>
<td align="center">10510909</td>
<td align="center">1998</td>
<td align="center">0</td>
<td align="center">59352</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="odd">
<td align="center"><strong>66</strong></td>
<td align="center">10510909</td>
<td align="center">1999</td>
<td align="center">1</td>
<td align="center">51470</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>67</strong></td>
<td align="center">10510909</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">56985</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>68</strong></td>
<td align="center">10510909</td>
<td align="center">2001</td>
<td align="center">3</td>
<td align="center">55693</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>69</strong></td>
<td align="center">10510909</td>
<td align="center">2002</td>
<td align="center">4</td>
<td align="center">62800</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>70</strong></td>
<td align="center">10510909</td>
<td align="center">2003</td>
<td align="center">5</td>
<td align="center">62556</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>71</strong></td>
<td align="center">10511056</td>
<td align="center">1998</td>
<td align="center">0</td>
<td align="center">21196</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="odd">
<td align="center"><strong>72</strong></td>
<td align="center">10511056</td>
<td align="center">1999</td>
<td align="center">1</td>
<td align="center">24823</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>73</strong></td>
<td align="center">10511056</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">21049</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>74</strong></td>
<td align="center">10511056</td>
<td align="center">2001</td>
<td align="center">3</td>
<td align="center">31252</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>75</strong></td>
<td align="center">10511056</td>
<td align="center">2002</td>
<td align="center">4</td>
<td align="center">25123</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>82</strong></td>
<td align="center">10512664</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">20980</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>83</strong></td>
<td align="center">10512664</td>
<td align="center">2002</td>
<td align="center">4</td>
<td align="center">20555</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="odd">
<td align="center"><strong>84</strong></td>
<td align="center">10512986</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>85</strong></td>
<td align="center">10513088</td>
<td align="center">1998</td>
<td align="center">0</td>
<td align="center">23433</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="odd">
<td align="center"><strong>86</strong></td>
<td align="center">10513088</td>
<td align="center">1999</td>
<td align="center">1</td>
<td align="center">21718</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>87</strong></td>
<td align="center">10513088</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">17017</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>88</strong></td>
<td align="center">10513181</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">8972</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>89</strong></td>
<td align="center">10513181</td>
<td align="center">2002</td>
<td align="center">4</td>
<td align="center">21996</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="odd">
<td align="center"><strong>90</strong></td>
<td align="center">10513181</td>
<td align="center">2003</td>
<td align="center">5</td>
<td align="center">69734</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>91</strong></td>
<td align="center">10513268</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">33267</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="odd">
<td align="center"><strong>96</strong></td>
<td align="center">10513496</td>
<td align="center">1998</td>
<td align="center">0</td>
<td align="center">36494</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>97</strong></td>
<td align="center">10513496</td>
<td align="center">1999</td>
<td align="center">1</td>
<td align="center">44541</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>98</strong></td>
<td align="center">10513496</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">46138</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>99</strong></td>
<td align="center">10513496</td>
<td align="center">2001</td>
<td align="center">3</td>
<td align="center">45439</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>100</strong></td>
<td align="center">10513496</td>
<td align="center">2002</td>
<td align="center">4</td>
<td align="center">50838</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>101</strong></td>
<td align="center">10513496</td>
<td align="center">2003</td>
<td align="center">5</td>
<td align="center">56575</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>102</strong></td>
<td align="center">10513575</td>
<td align="center">1999</td>
<td align="center">1</td>
<td align="center">1418</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>103</strong></td>
<td align="center">10513575</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">4418</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>104</strong></td>
<td align="center">10513575</td>
<td align="center">2002</td>
<td align="center">4</td>
<td align="center">1220</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>105</strong></td>
<td align="center">10513575</td>
<td align="center">2003</td>
<td align="center">5</td>
<td align="center">1984</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>106</strong></td>
<td align="center">10513589</td>
<td align="center">1998</td>
<td align="center">0</td>
<td align="center">52034</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>107</strong></td>
<td align="center">10513589</td>
<td align="center">1999</td>
<td align="center">1</td>
<td align="center">166141</td>
<td align="center">1</td>
<td align="center">1</td>
</tr>
<tr class="odd">
<td align="center"><strong>111</strong></td>
<td align="center">10514230</td>
<td align="center">1999</td>
<td align="center">1</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>112</strong></td>
<td align="center">10514230</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">313509</td>
<td align="center">1</td>
<td align="center">1</td>
</tr>
<tr class="odd">
<td align="center"><strong>113</strong></td>
<td align="center">10514747</td>
<td align="center">1998</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>114</strong></td>
<td align="center">10514747</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="odd">
<td align="center"><strong>119</strong></td>
<td align="center">10515050</td>
<td align="center">1999</td>
<td align="center">1</td>
<td align="center">47215</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>120</strong></td>
<td align="center">10515050</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">43059</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>121</strong></td>
<td align="center">10515050</td>
<td align="center">2001</td>
<td align="center">3</td>
<td align="center">95275</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>122</strong></td>
<td align="center">10515050</td>
<td align="center">2002</td>
<td align="center">4</td>
<td align="center">58865</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>123</strong></td>
<td align="center">10515050</td>
<td align="center">2003</td>
<td align="center">5</td>
<td align="center">34193</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="even">
<td align="center"><strong>124</strong></td>
<td align="center">10515357</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">3226</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="odd">
<td align="center"><strong>125</strong></td>
<td align="center">10515357</td>
<td align="center">2002</td>
<td align="center">4</td>
<td align="center">58926</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>126</strong></td>
<td align="center">10515357</td>
<td align="center">2003</td>
<td align="center">5</td>
<td align="center">44397</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr class="odd">
<td align="center"><strong>127</strong></td>
<td align="center">10515363</td>
<td align="center">2000</td>
<td align="center">2</td>
<td align="center">62831</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>128</strong></td>
<td align="center">10515363</td>
<td align="center">2001</td>
<td align="center">3</td>
<td align="center">225484</td>
<td align="center">1</td>
<td align="center">1</td>
</tr>
<tr class="odd">
<td align="center"><strong>146</strong></td>
<td align="center">10516071</td>
<td align="center">1998</td>
<td align="center">0</td>
<td align="center">89105</td>
<td align="center">0</td>
<td align="center">NA</td>
</tr>
<tr class="even">
<td align="center"><strong>147</strong></td>
<td align="center">10516071</td>