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    <title>topic Re: unable to invoke SAS macro in SAS Programming</title>
    <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703677#M215656</link>
    <description>&lt;P&gt;I ran the sample code for this particular macro and was able to make it work.&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Data snippet:&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
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&lt;P class="p2"&gt;0&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;7&lt;/STRONG&gt;&lt;/P&gt;
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&lt;P class="p2"&gt;1075&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;P class="p2"&gt;0&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;8&lt;/STRONG&gt;&lt;/P&gt;
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&lt;P class="p2"&gt;1129&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;2&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p1"&gt;&lt;STRONG&gt;9&lt;/STRONG&gt;&lt;/P&gt;
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&lt;P class="p2"&gt;1193&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;2&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;P class="p2"&gt;0&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1695&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;15&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1706&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;16&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1723&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;17&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1861&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;18&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2011&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;19&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2022&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;20&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2050&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;21&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2060&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;22&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2167&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;23&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2206&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;24&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2366&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;P class="p3"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;I ran this macro code:&lt;/P&gt;
&lt;P class="p1"&gt;%&lt;STRONG&gt;&lt;I&gt;LCA_Covariates_3Step&lt;/I&gt;&lt;/STRONG&gt;(postprobs = my_post4,&lt;/P&gt;
&lt;P class="p1"&gt;id = actor_id,&lt;/P&gt;
&lt;P class="p1"&gt;covariates =&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Other nonConfor AI Asian Hispanic genOther White age14to24 covid irflag);&lt;/P&gt;
&lt;P class="p2"&gt;*Covariates = Male Other nonConfor AI Asian Hispanic Other White GenOther age14to24 covid irflag&lt;/P&gt;
&lt;P class="p2"&gt;**code calling the 2nd macro w&lt;/P&gt;
&lt;P&gt;And keep encountering an error stating:&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: OTHER is not in the scope of variables for the data set.&lt;/P&gt;
&lt;P class="p1"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;SAS log:&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter COVARIATES has value Other nonConfor AI Asian Hispanic&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;genOther White age14to24 covid irflag&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter GROUPS has value&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ASSIGNMENT has value Modal&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ADJUSTMENT has value BCH&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter REF_CLASS has value 1&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter SAMPLING_WEIGHT has value&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter AUTOMATICALLY_ADD_INTERCEPT has value 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TITLE "Using LCA_Covariates_3Step Macro";&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Beginning execution.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;This macro was compiled from the autocall file C:\Program&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Files\SASHome\SASFoundation\9.4\core\sasmacro\trim.sas&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter VALUE has value ""&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%LOCAL&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;I&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable I; start value is 2; stop value is 1; by value is&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;-1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %qsubstr(&amp;amp;value,&amp;amp;i,1) ne&amp;nbsp;is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%GOTO trimmed (label resolves to TRIMMED).&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition &amp;amp;i&amp;gt;0 is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Ending execution.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %TRIM("&amp;amp;groups")="" is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%LET (variable name is THERE_ARE_GROUPS)&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;there_are_groups=1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Beginning execution.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter POSTPROBS has value my_post4&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ID has value actor_id&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter COVARIATES has value Other nonConfor AI Asian&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Hispanic genOther White age14to24 covid irflag&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ASSIGNMENT has value Modal&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ADJUSTMENT has value BCH&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter REF_CLASS has value 1&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter SAMPLING_WEIGHT has value&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter AUTOMATICALLY_ADD_INTERCEPT has value 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA bchtemp1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET my_post4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.MY_POST4.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.BCHTEMP1 has 157274 observations and 16 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.16 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.10 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC TRANSPOSE DATA=my_post4&lt;/P&gt;
&lt;P class="p1"&gt;OUT=TemporaryDatasetForBCHmacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.MY_POST4.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.TEMPORARYDATASETFORBCHMACRO has 16 observations and 157276 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE TRANSPOSE used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.78 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.71 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: IML Ready&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;USE TemporaryDatasetForBCHmacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {_NAME_} INTO name;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE TemporaryDatasetForBCHmacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;nClasses = (SUM(SUBSTR(UPCASE(name),1,6)="POSTLC"));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CALL SYMPUT("nClasses",CHAR(nClasses));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Exiting IML.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE IML used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.51 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.51 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC DATASETS NOLIST NOWARN NOPRINT;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DELETE TemporaryDatasetForBCHmacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.TEMPORARYDATASETFORBCHMACRO (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%PUT _all_&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS ADJUSTMENT BCH&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS ASSIGNMENT Modal&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS AUTOMATICALLY_ADD_INTERCEPT 1&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS COVARIATES Other nonConfor AI Asian Hispanic genOther White age14to24&lt;/P&gt;
&lt;P class="p1"&gt;covid irflag&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS ID actor_id&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS NCLASSES&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;4&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS POSTPROBS my_post4&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS REF_CLASS 1&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS SAMPLING_WEIGHT&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP ADJUSTMENT BCH&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP ASSIGNMENT Modal&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP AUTOMATICALLY_ADD_INTERCEPT 1&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP COVARIATES Other nonConfor AI Asian Hispanic genOther White age14to24 covid&lt;/P&gt;
&lt;P class="p1"&gt;irflag&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP GROUPS&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP ID actor_id&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP POSTPROBS my_post4&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP REF_CLASS 1&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP SAMPLING_WEIGHT&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP THERE_ARE_GROUPS 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC AFDSID 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC AFDSNAME&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC AFLIB&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC AFSTR1&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC AFSTR2&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC FSPBDV&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSADDRBITS 64&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSBUFFR&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSCC 3000&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSCHARWIDTH 1&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSCMD&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDATASTEPPHASE&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDATE 03DEC20&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDATE9 03DEC2020&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDAY Thursday&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDEVIC&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDMG 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDSN WORK&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TEMPORARYDATASETFORBCHMACRO&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSENCODING utf-8&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSENDIAN LITTLE&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSENV FORE&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSERR 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSERRORTEXT File WORK.WEIGHTED_GLOGIT_SANDWICH_COV.DATA does not exist.&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSFILRC 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSHOSTINFOLONG X64_SRV16 WIN 10.0.14393&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Server&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSHOSTNAME Aperture&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSINCLUDEFILEDEVICE&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSINCLUDEFILEDIR&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSINCLUDEFILEFILEREF&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSINCLUDEFILENAME&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSINDEX 20&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSINFO 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSJOBID 544&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSLAST WORK.TEMPORARYDATASETFORBCHMACRO&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSLCKRC 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSLIBRC 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSLOGAPPLNAME&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSMACRONAME LCA_COVARIATES_3STEP_NO_GROUPS&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSMAXLONG 2147483647&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSMENV&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSMSG&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSNCPU 4&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSNOBS 16&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSODSESCAPECHAR 03&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSODSGRAPHICS 1&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSODSPATH&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SASUSER.TEMPLAT(UPDATE) SASHELP.TMPLMST(READ)&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPARM&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPRINTTOLOG&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPRINTTOLIST&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPROCESSID 41DCA65620DAD0E54018000000000000&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPROCESSMODE SAS DMS Session&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPROCESSNAME DMS Process&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPROCNAME DATASETS&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSRC 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSCP WIN&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSCPL X64_SRV16&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSITE 70080458&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSIZEOFLONG 4&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSIZEOFPTR 8&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSIZEOFUNICODE 2&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSTARTID&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSTARTNAME&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSTCPIPHOSTNAME Aperture&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSTIME 22:04&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSTIMEZONE&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSTIMEZONEIDENT&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSTIMEZONEOFFSET -18000&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSUSERID jrunkle&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSVER 9.4&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSVLONG 9.04.01M6P110718&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSVLONG4 9.04.01M6P11072018&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSWARNINGTEXT Data set WORK.SANDWICH_COVARIANCE was not replaced because this step was&lt;/P&gt;
&lt;P class="p1"&gt;stopped.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Beginning execution.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter POSTPROBSDATASET has value my_post4&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter SUBJECTID has value actor_id&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter NCLASSES has value 4&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter SAMPLING_WEIGHT has value&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ASSIGNMENT has value Modal&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ADJUSTMENT has value BCH&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE DATASETS used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.07 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.06 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: IML Ready&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Assignment = LOWCASE(TRIM("Modal"));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Adjustment = LOWCASE(TRIM("BCH"));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (Assignment^="modal" &amp;amp; Assignment^="proportional") THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PRINT ("Assignment option not recognized:");&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PRINT(Assignment);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (Adjustment^="bch" &amp;amp; Adjustment^="none") THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PRINT ("Adjustment option not recognized:");&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PRINT(Adjustment);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;USE my_post4;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 1; stop&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {actor_id PostLC1 PostLC2 PostLC3 PostLC4 Best};&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE my_post4;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 2; stop&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PostLC = PostLC1 || PostLC2 || PostLC3 || PostLC4 ;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 2; stop&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IsBestLC = (Best=1) || (Best=2) || (Best=3) || (Best=4) ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;UnadjustedWeights = J(NROW(IsBestLC),4,.);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (Assignment="modal") THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;UnadjustedWeights = IsBestLC;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ELSE DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;UnadjustedWeights = PostLC;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (LENGTH(LOWCASE(TRIM("_")))&amp;gt;1) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO class = 1 TO 4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;UnadjustedWeights[,class] = ( + 0)#UnadjustedWeights[,class];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ELSE DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (Adjustment="bch") THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;D = J(4,4,.);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO t = 1 TO 4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO s = 1 TO 4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;D[t,s] = ((PostLC[,t] # UnadjustedWeights[,s])[+]) / (PostLC[+,t]);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class_Weights = UnadjustedWeights * INV(D);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ELSE DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class_Weights = UnadjustedWeights;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 1; stop&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeightLC1 = Class_Weights[,1];&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeightLC2 = Class_Weights[,2];&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeightLC3 = Class_Weights[,3];&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeightLC4 = Class_Weights[,4];&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 1; stop&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CREATE Class_Weights VAR {actor_id ClassWeightLC1 ClassWeightLC2&lt;/P&gt;
&lt;P class="p1"&gt;ClassWeightLC3 ClassWeightLC4};&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;APPEND ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE Class_Weights;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.CLASS_WEIGHTS has 157274 observations and 5 variables.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Exiting IML.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE IML used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.31 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.28 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA Class_Weights_Long;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET Class_Weights;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 1; stop&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class = 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class = 2;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC2;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class = 3;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC3;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class = 4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;KEEP actor_id Class ClassWeight;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.CLASS_WEIGHTS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.CLASS_WEIGHTS_LONG has 629096 observations and 3 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.11 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.04 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Ending execution.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA ForAnalysis;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;MERGE my_post4 Class_Weights;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;BY actor_id;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.MY_POST4.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.CLASS_WEIGHTS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.FORANALYSIS has 157274 observations and 20 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.16 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.12 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;automatically_add_intercept&amp;gt;0) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA ForAnalysis;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET ForAnalysis;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;_Intercept_ = 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.FORANALYSIS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.FORANALYSIS has 157274 observations and 21 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.14 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.11 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%LET (variable name is COVARIATES)&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA ForAnalysisLong;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET ForAnalysis;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 1;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;stop value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;LC = 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 2; loop will iterate&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;LC = 2;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC2;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;LC = 3;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC3;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;LC = 4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 1;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;stop value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 2; loop will iterate&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DROP ClassWeightLC1 ClassWeightLC2 ClassWeightLC3&lt;/P&gt;
&lt;P class="p1"&gt;ClassWeightLC4 ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.FORANALYSIS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.FORANALYSISLONG has 629096 observations and 19 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.37 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.28 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Beginning execution.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter INPUTDATASET has value ForAnalysisLong&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter OUTCOMECLASS has value LC&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter REF_CLASS has value 1&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter WEIGHT has value ClassWeight&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter COVARIATES has value _Intercept_ Other nonConfor AI Asian&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Hispanic genOther White age14to24 covid irflag&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter SUBJECTID has value actor_id&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter OBSERVATIONID has value LC&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter REGULARIZATIONCONSTANTEXP has value 0&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter REGULARIZATIONCONSTANTFORCOV has value 0&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter REGULARIZATIONCONSTANTFORSE has value 0&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: IML Ready&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;USE ForAnalysisLong;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {LC} INTO Y;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {ClassWeight} INTO W;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {_Intercept_ Other nonConfor AI Asian Hispanic genOther&lt;/P&gt;
&lt;P class="p1"&gt;White age14to24 covid irflag} INTO XMatrix;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;FONT face="arial black,avant garde" color="#FF6600"&gt;ERROR: OTHER is not in the scope of variables for the data set.&lt;/FONT&gt;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : READ at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {actor_id} INTO id;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE ForAnalysisLong;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;numCovariates = NCOL(XMatrix);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;numClasses = Y[&amp;lt;&amp;gt;];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CALL SYMPUT("numCovariates",(CHAR(numCovariates)));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CALL SYMPUT("numClasses",(CHAR(numClasses)));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DataForNlmixedAsMatrix = id || W || Y || XMatrix;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;VariableNames = "id" || "W" || "Y" || ("X1":"X &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0");&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CREATE DataForNlmixed FROM DataForNlmixedAsMatrix [COLNAME=VariableNames];&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The colname matrix size does not match the number of columns in the FROM matrix.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;APPEND FROM DataForNlmixedAsMatrix ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE DataForNlmixed;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.DATAFORNLMIXED has 629096 observations and 3 variables.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Exiting IML.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The SAS System stopped processing this step because of errors.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE IML used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.62 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.57 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ODS EXCLUDE ALL;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ODS NORESULTS;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC NLMIXED DATA=DataForNlmixed COV START HESS METHOD=GAUSS TECH=NRRIDG&lt;/P&gt;
&lt;P class="p1"&gt;MAXITER=500 MAXFUNC=1000;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable K; start value is 1; stop value is 0;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;by value is 1.&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Loop will not be executed.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PARMS ;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable C; start value is 1; stop value is 4;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta1 = 0;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;numCovariates&amp;gt;1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta2 = b12*X1 ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;expEta2 = EXP(eta2 + 0);&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;numCovariates&amp;gt;1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta3 = b13*X1 ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;expEta3 = EXP(eta3 + 0);&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;numCovariates&amp;gt;1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta4 = b14*X1 ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;expEta4 = EXP(eta4 + 0);&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable C; start value is 1; stop value is 4;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;denominator = 1 + expEta2 + expEta3 + expEta4 ;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable C; start value is 1; stop value is 4;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF Y=1 THEN likelihood = 1/denominator;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF Y=2 THEN likelihood = expEta2/denominator;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF Y=3 THEN likelihood = expEta3/denominator;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF Y=4 THEN likelihood = expEta4/denominator;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SumSquaredBetas = 0;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable C; start value is 1; stop value is 4;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;numCovariates&amp;gt;1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SumSquaredBetas = SumSquaredBetas + (b12)**2;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;numCovariates&amp;gt;1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SumSquaredBetas = SumSquaredBetas + (b13)**2;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;numCovariates&amp;gt;1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SumSquaredBetas = SumSquaredBetas + (b14)**2;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;loglikelihood = W *LOG(likelihood) ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;MODEL Y ~ GENERAL(loglikelihood);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;if Y = . then _ll = .;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;else if _est0 = . then _ll = .;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;else do;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;_ll = _est0;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;end;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ODS OUTPUT PARAMETERESTIMATES=Weighted_GLogit_Coef&lt;/P&gt;
&lt;P class="p1"&gt;CONVERGENCESTATUS=Weighted_Glogit_Convergence;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The parameters b12, X1, b13, b14 are assigned the default starting value of 1.0, because they&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;are not assigned initial values with the PARMS statement.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Convergence criterion (GCONV=1E-8) satisfied.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: At least one element of the gradient is greater than 1e-3.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Moore-Penrose inverse is used in covariance matrix.&lt;/P&gt;
&lt;P class="p1"&gt;WARNING: The final Hessian matrix is full rank but has at least one negative eigenvalue. Second-order&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;optimality condition violated.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.WEIGHTED_GLOGIT_CONVERGENCE has 1 observations and 2 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.WEIGHTED_GLOGIT_COEF has 4 observations and 10 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE NLMIXED used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;18.07 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;17.96 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.WEIGHTED_GLOGIT_COEF.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE PRINT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.00 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Row = _N_;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Covariate = INT((Row-1)/( 4-1))+1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class = Row-(Covariate-1)*( 4-1);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (Class=&amp;gt;1) THEN Class = Class + 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DROP Row;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Std_Err = .;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;KEEP Covariate Class Estimate Std_Err;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.WEIGHTED_GLOGIT_COEF.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.WEIGHTED_GLOGIT_COEF has 4 observations and 4 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.02 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.03 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.WEIGHTED_GLOGIT_COEF.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE PRINT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.00 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC SORT DATA=Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;BY Class Covariate;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.WEIGHTED_GLOGIT_COEF.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.WEIGHTED_GLOGIT_COEF has 4 observations and 4 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE SORT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.02 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.03 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.WEIGHTED_GLOGIT_COEF.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE PRINT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.00 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA TempDatasetForMacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET ForAnalysisLong;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;BY actor_id;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RETAIN BCHMacroIntID 0;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF first.actor_id THEN BCHMacroIntID = BCHMacroIntID + 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 629096 observations read from the data set WORK.FORANALYSISLONG.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.TEMPDATASETFORMACRO has 629096 observations and 20 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.49 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.34 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: IML Ready&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;USE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {Covariate Class Estimate};&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;USE TempDatasetForMacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {LC} INTO Y;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {ClassWeight} INTO W;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {_Intercept_ Other nonConfor AI Asian Hispanic genOther&lt;/P&gt;
&lt;P class="p1"&gt;White age14to24 covid irflag} INTO XMatrix;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: OTHER is not in the scope of variables for the data set.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : READ at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {BCHMacroIntID} INTO ClusterId;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {LC} INTO MemberID;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE TempDatasetForMacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;p = NCOL(XMatrix);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ntotal = NROW(Y);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;nsub = ClusterID[&amp;lt;&amp;gt;];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PRINT ClusterID;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PRINT ntotal nsub;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;m = ntotal / nsub;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;n = ntotal / m;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;nc = Y[&amp;lt;&amp;gt;];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;YAsMatrix = J(n*m,nc,0);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO c = 1 TO nc;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF SUM(Y=c)&amp;gt;0 THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;whichrows = LOC(Y=c)`;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;YAsMatrix[whichrows,c] = 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CoefAsVector = Estimate;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ModelInformationMatrix = J((nc-1)*p,(nc-1)*p,0);&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Invalid operand to operation.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : J at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: _TEM1002, _TEM1004, *LIT1013&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1002&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1004&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*LIT1013&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TotalScoreVector = J((nc-1)*p,1,0);&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Invalid operand to operation.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : J at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: _TEM1002, *LIT1015, *LIT1016&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1002&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*LIT1015&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*LIT1016&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;EmpiricalCovOfScore = J(p*(nc-1),p*(nc-1),0);&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Invalid operand to operation.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : J at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: _TEM1002, _TEM1004, *LIT1019&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1002&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1004&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*LIT1019&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CoefAsMatrix = SHAPE(CoefAsVector,nc-1)`;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Invalid operand to operation.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : SHAPE at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: CoefAsVector, _TEM1001&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;CoefAsVector&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;4 rows&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;0.7460985&lt;/P&gt;
&lt;P class="p1"&gt;0.5490168&lt;/P&gt;
&lt;P class="p1"&gt;0.8688431&lt;/P&gt;
&lt;P class="p1"&gt;1.6429111&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1001&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;3&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ref_class = 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (ref_class = 1) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Nonref_classes = 2:nc;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (ref_class = nc) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Nonref_classes = 1:(nc-1);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF ((ref_class &amp;gt;1) &amp;amp; (ref_class &amp;lt; nc)) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Nonref_classes = (1:(ref_class-1)) || ((ref_class+1):nc);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO i = 1 TO n;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ScoreVector = J((nc-1)*p,1,0);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO j = 1 TO m;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;wij = w[LOC(ClusterID=i &amp;amp; MemberID=j)];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;* Assumes there is only one such entry. ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;yij = YasMatrix[LOC(ClusterID=i &amp;amp; MemberID=j),]`;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;xij = XMatrix[LOC(ClusterID=i &amp;amp; MemberID=j),];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta = J(nc,1,0);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta[Nonref_classes] = xij*CoefAsMatrix;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta = (eta &amp;lt;&amp;gt; -20) &amp;gt;&amp;lt; +20;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta = eta + 0;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;expEta = EXP(eta);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;piij = expEta / expEta[+];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Mij = DIAG(piij[Nonref_classes]) -&lt;/P&gt;
&lt;P class="p1"&gt;piij[Nonref_classes]*piij[Nonref_classes]`;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;BigXij = (I(nc-1) @ xij)`;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ScoreVector = ScoreVector +&lt;/P&gt;
&lt;P class="p1"&gt;wij*BigXij*(yij[Nonref_classes]-piij[Nonref_classes]);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ModelInformationMatrix = ModelInformationMatrix + wij*BigXij*Mij*BigXij`;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TotalScoreVector = TotalScoreVector + ScoreVector;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;EmpiricalCovOfScore = EmpiricalCovOfScore + ScoreVector*ScoreVector`;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Invalid operand to operation.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : J at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: _TEM1002, *LIT1032, *LIT1033&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1002&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*LIT1032&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*LIT1033&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CoefAsVectorOld = CoefAsVector;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;lambda = 0*(VECDIAG(ModelInformationMatrix))[+];&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Matrix has not been set to a value.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : VECDIAG at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: ModelInformationMatrix&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;ModelInformationMatrix&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(type ?, size 0)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;NaiveCovCoef =&lt;/P&gt;
&lt;P class="p1"&gt;INV(ModelInformationMatrix+lambda*I(NROW(ModelInformationMatrix)));&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Invalid operand to operation.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : I at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: _TEM1001&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1001&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CoefAsVector = CoefAsVector + NaiveCovCoef*TotalScoreVector;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Matrix has not been set to a value.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : * at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: NaiveCovCoef, TotalScoreVector&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NaiveCovCoef&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(type ?, size 0)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;TotalScoreVector&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(type ?, size 0)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;MaxAbsDev = (ABS(CoefAsVector - CoefAsVectorOld))[&amp;lt;&amp;gt;];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CorrectionFactor = (n/(n-1))*((n*m-1)/(n*m-(nc-1)*p));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;* In SAS PROC SURVEYLOGISTIC, the option VADJUST=NONE uses n/(n-1). * The&lt;/P&gt;
&lt;P class="p1"&gt;option VADJUST=DF uses (n/(n-1))*((n*m-1)/(n*m-(nc-1)*p)). ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SandwichCov = NaiveCovCoef` * (CorrectionFactor*EmpiricalCovOfScore) *&lt;/P&gt;
&lt;P class="p1"&gt;NaiveCovCoef;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Matrix has not been set to a value.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : ` at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: NaiveCovCoef&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NaiveCovCoef&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(type ?, size 0)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (VECDIAG(SandwichCov)[&amp;gt;&amp;lt;]&amp;gt;0) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Std_Err = SQRT(VECDIAG(SandwichCov));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ELSE DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Std_Err = J(NROW(SandwichCov),1,.);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Matrix has not been set to a value.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : VECDIAG at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: SandwichCov&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;SandwichCov&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(type ?, size 0)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : IF at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;EDIT Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;REPLACE ALL VAR {Std_Err };&lt;/P&gt;
&lt;P class="p1"&gt;WARNING: All data set variables are unvalued. No REPLACE done.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : REPLACE at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.WEIGHTED_GLOGIT_COEF has 4 observations and 4 variables.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CREATE Weighted_GLogit_Sandwich_Cov FROM SandwichCov;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: Matrix SandwichCov has not been set to a value.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : CREATE at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;APPEND FROM SandwichCov;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: No data set is currently open for output.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : APPEND at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE Weighted_GLogit_Sandwich_Cov;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Cannot close WORK.WEIGHTED_GLOGIT_SANDWICH_COV; it is not open.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Exiting IML.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The SAS System stopped processing this step because of errors.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE IML used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.73 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.67 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ODS EXCLUDE NONE;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ODS RESULTS;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Ending execution.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: IML Ready&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;USE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CovariateIndex = Covariate;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;NamesString = "_Intercept_ Other nonConfor AI Asian&lt;/P&gt;
&lt;P class="p1"&gt;Hispanic genOther White age14to24 covid irflag";&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;NumCov = 1 + COUNT(NamesString," ");&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Name = J(NROW(CovariateIndex),1,"&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;");&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO i = 1 TO NumCov;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Name[LOC(CovariateIndex=i)] = SCANQ(NamesString,i);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Matrix has not been set to a value.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : [ at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: Name, _TEM1002, _TEM1003&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;Name&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;4 rows&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(character, size 34)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_Intercept_&lt;/P&gt;
&lt;P class="p1"&gt;Other&lt;/P&gt;
&lt;P class="p1"&gt;_Intercept_&lt;/P&gt;
&lt;P class="p1"&gt;_Intercept_&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1002&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(type ?, size 0)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1003&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(character, size 9)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;nonConfor&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Beta = Estimate;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Exp_Beta = EXP(Beta);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Upper_CI_Beta = Beta + 1.96 * Std_Err;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Lower_CI_Beta = Beta - 1.96 * Std_Err;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Upper_CI_Exp_Beta = EXP(Upper_CI_Beta);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Lower_CI_Exp_Beta = EXP(Lower_CI_Beta);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Z = Estimate / Std_Err;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;p = 1 - PROBNORM(ABS(Z));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CREATE Covariates_Macro_This_Group VAR {Name Class Beta&lt;/P&gt;
&lt;P class="p1"&gt;Std_Err Z p Lower_CI_Beta Upper_CI_Beta Exp_Beta Lower_CI_Exp_Beta Upper_CI_Exp_Beta};&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;APPEND;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.COVARIATES_MACRO_THIS_GROUP has 4 observations and 11 variables.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Exiting IML.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The SAS System stopped processing this step because of errors.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE IML used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.03 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Ending execution.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.COVARIATES_MACRO_THIS_GROUP.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.COVARIATES_MACRO_ANSWERS has 4 observations and 11 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.02 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.00 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA Sandwich_Covariance;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET Weighted_GLogit_Sandwich_Cov;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: File WORK.WEIGHTED_GLOGIT_SANDWICH_COV.DATA does not exist.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The SAS System stopped processing this step because of errors.&lt;/P&gt;
&lt;P class="p1"&gt;WARNING: The data set WORK.SANDWICH_COVARIANCE may be incomplete.&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;When this step was stopped there&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;were 0 observations and 0 variables.&lt;/P&gt;
&lt;P class="p1"&gt;WARNING: Data set WORK.SANDWICH_COVARIANCE was not replaced because this step was stopped.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Convergence;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET Weighted_Glogit_Convergence;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 1 observations read from the data set WORK.WEIGHTED_GLOGIT_CONVERGENCE.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.COVARIATES_MACRO_CONVERGENCE has 1 observations and 2 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.02 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.00 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;WHERE Class IS NOT MISSING;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.COVARIATES_MACRO_ANSWERS.&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;WHERE Class is not null;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.COVARIATES_MACRO_ANSWERS has 4 observations and 11 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.02 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.03 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;there_are_groups=1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TITLE "Beta Estimates from LCA_Covariates_3Step Macro";&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;VAR Class Name Beta Std_Err Z P;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.COVARIATES_MACRO_ANSWERS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE PRINT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.02 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TITLE "Approximate 95% Confidence Intervals for Beta Coefficients";&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;VAR Class Name Beta Lower_CI_Beta Upper_CI_Beta;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.COVARIATES_MACRO_ANSWERS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE PRINT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.00 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TITLE "Exponentiated Betas (Odds and Odds Ratios) and Approximate 95%&lt;/P&gt;
&lt;P class="p1"&gt;Confidence Intervals";&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;VAR Class Name Exp_Beta Lower_CI_Exp_Beta Upper_CI_Exp_Beta;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.COVARIATES_MACRO_ANSWERS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE PRINT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.03 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TITLE;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC DATASETS NOLIST NODETAILS NOWARN;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DELETE BCHTemp1 Covariates_Macro_This_Group DataForNlmixed&lt;/P&gt;
&lt;P class="p1"&gt;ForAnalysis ForAnalysisLong TempDatasetForMacro Weighted_GLogit_Coef Weighted_GLogit_Sandwich_Cov&lt;/P&gt;
&lt;P class="p1"&gt;Weighted_Glogit_Convergence ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.BCHTEMP1 (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.COVARIATES_MACRO_THIS_GROUP (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.DATAFORNLMIXED (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.FORANALYSIS (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.FORANALYSISLONG (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.TEMPDATASETFORMACRO (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.WEIGHTED_GLOGIT_COEF (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.WEIGHTED_GLOGIT_CONVERGENCE (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE DATASETS used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.05 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.04 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Ending execution.&lt;/P&gt;
&lt;P class="p1"&gt;1658&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;*Covariates = Male Other nonConfor AI Asian Hispanic Other White GenOther age14to24 covid irflag&lt;/P&gt;
&lt;P class="p1"&gt;1659 &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;**code calling the 2nd macro w&lt;/P&gt;
&lt;P class="p1"&gt;&amp;nbsp;&lt;/P&gt;</description>
    <pubDate>Fri, 04 Dec 2020 16:41:07 GMT</pubDate>
    <dc:creator>jdr1</dc:creator>
    <dc:date>2020-12-04T16:41:07Z</dc:date>
    <item>
      <title>unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703161#M215421</link>
      <description>&lt;P&gt;Hi SAS Community,&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;I'm having a difficult time invoking a SAS macro. I'm using SAS 9.4 (Unicode Support).&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Here is my code:&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;OPTIONS&lt;SPAN class="s1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;MPRINT MLOGIC&lt;SPAN class="s1"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s2"&gt;%INCLUDE&lt;/SPAN&gt; "E:\SecureData\CTL\LCA Manuscript\3step_macro\LCA_Covariates_3Step_v10.sas"&lt;SPAN class="s1"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s2"&gt;libname&lt;/SPAN&gt;&lt;SPAN class="s1"&gt; LCA &lt;/SPAN&gt;'E:\SecureData\CTL\LCA Manuscript'&lt;SPAN class="s1"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;%&lt;STRONG&gt;&lt;I&gt;LCA_Covariates_3Step_v10&lt;/I&gt;&lt;/STRONG&gt;(input_data=LCA.finalCO19, postprobs = LCA.my_post4,&lt;/P&gt;
&lt;P class="p1"&gt;id = Actor_ID,&lt;/P&gt;
&lt;P class="p1"&gt;covariates = Gender_name_Male Gender_name_Other Gender_name_nonConforming Race_name_AI Race_name_Asian Race_name_Hispanic Race_name_Other Race_name_White active_rescue age2_14to24 covid ir_flag,&lt;/P&gt;
&lt;P class="p1"&gt;adjustment = BCH,&lt;/P&gt;
&lt;P class="p1"&gt;assignment = modal,&lt;/P&gt;
&lt;P class="p1"&gt;ref_class = &lt;SPAN class="s1"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;/P&gt;
&lt;P class="p1"&gt;automatically_add_intercept = &lt;SPAN class="s1"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;/P&gt;
&lt;P class="p1"&gt;) ;&lt;/P&gt;
&lt;P class="p1"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;Here is the error message from the Log:&lt;/P&gt;
&lt;P class="p1"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;524&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%LCA_Covariates_3Step_v10(input_data=LCA.finalCO19, postprobs = LCA.my_post4,&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;-&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;180&lt;/P&gt;
&lt;P class="p2"&gt;WARNING: Apparent invocation of macro LCA_COVARIATES_3STEP_V10 not resolved.&lt;/P&gt;
&lt;P class="p2"&gt;ERROR 180-322: Statement is not valid or it is used out of proper order.&lt;/P&gt;
&lt;P class="p1"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;525&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;id = Actor_ID,&lt;/P&gt;
&lt;P class="p2"&gt;526&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;covariates = Gender_name_Male Gender_name_Other Gender_name_nonConforming Race_name_AI&lt;/P&gt;
&lt;P class="p2"&gt;526! Race_name_Asian Race_name_Hispanic Race_name_Other Race_name_White active_rescue age2_14to24&lt;/P&gt;
&lt;P class="p2"&gt;526! covid ir_flag,&lt;/P&gt;
&lt;P class="p2"&gt;527&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;adjustment = BCH,&lt;/P&gt;
&lt;P class="p2"&gt;528&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;assignment = modal,&lt;/P&gt;
&lt;P class="p2"&gt;529&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ref_class = 1,&lt;/P&gt;
&lt;P class="p2"&gt;530&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;automatically_add_intercept = 1,&lt;/P&gt;
&lt;P class="p2"&gt;531&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;) ;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;What am I doing wrong?&lt;/P&gt;</description>
      <pubDate>Wed, 02 Dec 2020 17:44:50 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703161#M215421</guid>
      <dc:creator>jdr1</dc:creator>
      <dc:date>2020-12-02T17:44:50Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703162#M215422</link>
      <description>&lt;P&gt;No macro by that name has been defined.&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;The problem could be any one of these:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;spelling error in the macro name&lt;/LI&gt;
&lt;LI&gt;macro truly has not been defined&lt;/LI&gt;
&lt;LI&gt;macro has been defined but fatal error in the macro code&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;and probably many other things.&lt;/P&gt;</description>
      <pubDate>Wed, 02 Dec 2020 17:49:49 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703162#M215422</guid>
      <dc:creator>PaigeMiller</dc:creator>
      <dc:date>2020-12-02T17:49:49Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703166#M215423</link>
      <description>&lt;P&gt;Somewhere there should be code that starts with the macro definition that would look like&lt;/P&gt;
&lt;PRE&gt;%macro LCA_Covariates_3Step_v10(&lt;/PRE&gt;
&lt;P&gt;and end with %mend; This code defines the macro. If the code with the definition has not been run in the current session, or the code does not reside in an Autocall folder, or the compiled macro is not stored in a repository that the current session can access then the macro is not available.&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;My first guess with most people with limited SAS experience is that the macro definition code has not been executed in the current session.&lt;/P&gt;</description>
      <pubDate>Wed, 02 Dec 2020 18:02:00 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703166#M215423</guid>
      <dc:creator>ballardw</dc:creator>
      <dc:date>2020-12-02T18:02:00Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703171#M215424</link>
      <description>&lt;P&gt;Thanks for your quick response. I bet you're correct in that I haven't yet executed the macro definition in the current session. How do I do this?&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;I have an LCA macro saved in&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;%INCLUDE&lt;/SPAN&gt; "E:\SecureData\CTL\LCA Manuscript\3step_macro\LCA_Covariates_3Step_v10.sas"&lt;SPAN class="s2"&gt;; that looks like the following:&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;&lt;STRONG&gt;%MACRO&lt;/STRONG&gt;&lt;/SPAN&gt; LCA_Covariates_3Step(postprobs,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;id,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Covariates,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Groups=,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Assignment=Modal,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Adjustment=BCH,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ref_class = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;sampling_weight=,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;automatically_add_intercept = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;); &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Using LCA_Covariates_3Step Macro"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; %&lt;STRONG&gt;&lt;I&gt;TRIM&lt;/I&gt;&lt;/STRONG&gt;(&lt;SPAN class="s5"&gt;"&amp;amp;groups"&lt;/SPAN&gt;)=&lt;SPAN class="s5"&gt;""&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%LET&lt;/SPAN&gt; there_are_groups = 0;&lt;/P&gt;
&lt;P class="p3"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;%END&lt;SPAN class="s3"&gt;; &lt;/SPAN&gt;%ELSE %DO&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%LET&lt;/SPAN&gt; there_are_groups = 1;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;there_are_groups=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;) &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Answers; RUN;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* Sort the data according to group, and separate into multiple datasets. */&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;USE &amp;amp;postprobs;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {&amp;amp;Groups} INTO Group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE &amp;amp;postprobs;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;nGroups = MAX(Group);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CALL SYMPUT(&lt;SPAN class="s5"&gt;"nGroups"&lt;/SPAN&gt;,CHAR(nGroups));&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* the total number of groups; */&lt;SPAN class="s3"&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; this_group=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &amp;amp;nGroups; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA _subset_post_group&amp;amp;this_group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET &amp;amp;postprobs;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF &amp;amp;Groups=&amp;amp;this_group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;%&lt;STRONG&gt;&lt;I&gt;LCA_Covariates_3Step_No_Groups&lt;/I&gt;&lt;/STRONG&gt;(postprobs=_subset_post_group&amp;amp;this_group,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;id=&amp;amp;id,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Covariates=&amp;amp;Covariates,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Assignment=&amp;amp;Assignment,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Adjustment=&amp;amp;Adjustment,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ref_class=&amp;amp;ref_class,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;sampling_weight=&amp;amp;sampling_weight,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;automatically_add_intercept=&amp;amp;automatically_add_intercept&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;);&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Group = &amp;amp;this_group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Covariates_Macro_Answers Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Sandwich_Covariance_Grp&amp;amp;this_group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Weighted_GLogit_Sandwich_Cov;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Converge_Grp&amp;amp;this_group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Weighted_Glogit_Convergence;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC DATASETS NOLIST NODETAILS NOWARN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DELETE _subset_post_group&amp;amp;this_group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p3"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;%END&lt;SPAN class="s3"&gt;; &lt;/SPAN&gt;%ELSE %DO&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;%&lt;STRONG&gt;&lt;I&gt;LCA_Covariates_3Step_No_Groups&lt;/I&gt;&lt;/STRONG&gt;(postprobs=&amp;amp;postprobs,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;id=&amp;amp;id,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Covariates=&amp;amp;Covariates,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Assignment=&amp;amp;Assignment,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Adjustment=&amp;amp;Adjustment,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ref_class=&amp;amp;ref_class,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;sampling_weight=&amp;amp;sampling_weight,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;automatically_add_intercept=&amp;amp;automatically_add_intercept&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;);&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Sandwich_Covariance;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Weighted_GLogit_Sandwich_Cov;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Convergence;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Weighted_Glogit_Convergence;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;WHERE Class IS NOT MISSING;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;there_are_groups=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;) &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Beta Estimates from LCA_Covariates_3Step Macro"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VAR Group Class Name Beta Std_Err Z P;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Approximate 95% Confidence Intervals for Beta Coefficients"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VAR Group Class Name Beta Lower_CI_Beta Upper_CI_Beta;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Exponentiated Betas (Odds and Odds Ratios) and Approximate 95% Confidence Intervals"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VAR Group Class Name Exp_Beta Lower_CI_Exp_Beta Upper_CI_Exp_Beta;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;; &lt;SPAN class="s4"&gt;%ELSE&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Beta Estimates from LCA_Covariates_3Step Macro"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VAR Class Name Beta Std_Err Z P;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Approximate 95% Confidence Intervals for Beta Coefficients"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VAR Class Name Beta Lower_CI_Beta Upper_CI_Beta;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Exponentiated Betas (Odds and Odds Ratios) and Approximate 95% Confidence Intervals"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VAR Class Name Exp_Beta Lower_CI_Exp_Beta Upper_CI_Exp_Beta;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC DATASETS NOLIST NODETAILS NOWARN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DELETE BCHTemp1&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Covariates_Macro_This_Group DataForNlmixed&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ForAnalysis ForAnalysisLong TempDatasetForMacro&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Weighted_GLogit_Coef&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Weighted_GLogit_Sandwich_Cov&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Weighted_Glogit_Convergence&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;&lt;STRONG&gt;%MEND&lt;/STRONG&gt;&lt;/SPAN&gt; LCA_Covariates_3Step;&lt;/P&gt;
&lt;P class="p5"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;&lt;STRONG&gt;%MACRO&lt;/STRONG&gt;&lt;/SPAN&gt; LCA_Covariates_3Step_No_Groups(postprobs,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;id,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Covariates,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Assignment,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Adjustment,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ref_class,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;sampling_weight,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;automatically_add_intercept&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;);&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/******************************************************************************/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/***** Count the number of classes in the model using the postprobs dataset ***/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/******************************************************************************/&lt;SPAN class="s3"&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA bchtemp1; SET &amp;amp;postprobs; RUN; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC TRANSPOSE DATA=&amp;amp;postprobs OUT=TemporaryDatasetForBCHmacro;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;USE TemporaryDatasetForBCHmacro;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {_NAME_} INTO name;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE TemporaryDatasetForBCHmacro;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;nClasses = (SUM(SUBSTR(UPCASE(name),&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;SPAN class="s2"&gt;&lt;STRONG&gt;6&lt;/STRONG&gt;&lt;/SPAN&gt;)=&lt;SPAN class="s5"&gt;"POSTLC"&lt;/SPAN&gt;)); &lt;SPAN class="s6"&gt;/* number of classes */&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CALL SYMPUT(&lt;SPAN class="s5"&gt;"nClasses"&lt;/SPAN&gt;,CHAR(nClasses));&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC DATASETS NOLIST NOWARN NOPRINT;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DELETE TemporaryDatasetForBCHmacro;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%put&lt;/SPAN&gt; _all_;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/******************************************************************************/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/***** Construct BCH-adjusted class weights to represent class membership *****/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/******************************************************************************/&lt;SPAN class="s3"&gt; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;%&lt;STRONG&gt;&lt;I&gt;CalculateClass_Weights&lt;/I&gt;&lt;/STRONG&gt;( PostProbsDataset=&amp;amp;postprobs,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SubjectID=&amp;amp;id,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;nClasses=&amp;amp;nClasses,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Sampling_Weight=&amp;amp;sampling_weight,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Assignment=&amp;amp;Assignment,&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Adjustment=&amp;amp;Adjustment);&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* Outputs datasets Class_Weights and Class_Weights_Long. */&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/*******************************************************************************/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/***** Append class weights to the dataset for analysis. ***********************/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/*******************************************************************************/&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA ForAnalysis;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;MERGE &amp;amp;postprobs Class_Weights;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;BY &amp;amp;id;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/*******************************************************************************/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/***** Add an intercept column to the covariates if appropriate ****************/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/*******************************************************************************/&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;automatically_add_intercept&amp;gt;&lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;) &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA ForAnalysis;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET ForAnalysis;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;_Intercept_ = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%LET&lt;/SPAN&gt; Covariates = _Intercept_ &amp;amp;Covariates;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/*******************************************************************************/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/***** Create long form of dataset with one row per class per participant. *****/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/*******************************************************************************/&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA ForAnalysisLong;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET ForAnalysis;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; class = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &amp;amp;nClasses;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;LC = &amp;amp;class;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC&amp;amp;class; OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DROP &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; class = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &amp;amp;nClasses; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ClassWeightLC&amp;amp;class&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/*******************************************************************************/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/***** Estimate the parameters for the underlying parametric weighted **********/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/***** multinomial generalized logistic regression. &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;**********/&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/*******************************************************************************/&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;%&lt;STRONG&gt;&lt;I&gt;DoWeightedGLogit&lt;/I&gt;&lt;/STRONG&gt;(InputDataset=ForAnalysisLong,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;OutcomeClass=LC,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ref_class=&amp;amp;ref_class,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Weight=ClassWeight,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Covariates=&amp;amp;Covariates,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SubjectID=&amp;amp;id,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ObservationID=LC );&amp;nbsp;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* Outputs datasets Weighted_GLogit_Coef and Weighted_GLogit_Sandwich_Cov. */&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;USE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CovariateIndex = Covariate;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;NamesString = &lt;SPAN class="s5"&gt;"&amp;amp;Covariates"&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;NumCov = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; + COUNT(NamesString,&lt;SPAN class="s5"&gt;" "&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Name = J(NROW(CovariateIndex),&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;SPAN class="s5"&gt;"&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;"&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DO i = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; TO NumCov;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Name[LOC(CovariateIndex=i)] = SCANQ(NamesString,i);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Beta = Estimate;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Exp_Beta = EXP(Beta);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Upper_CI_Beta = Beta + &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1.96&lt;/STRONG&gt;&lt;/SPAN&gt; * Std_Err;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Lower_CI_Beta = Beta - &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1.96&lt;/STRONG&gt;&lt;/SPAN&gt; * Std_Err;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Upper_CI_Exp_Beta = EXP(Upper_CI_Beta);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Lower_CI_Exp_Beta = EXP(Lower_CI_Beta);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Z = Estimate / Std_Err;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;p = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; - PROBNORM(ABS(Z));&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CREATE Covariates_Macro_This_Group VAR {Name Class Beta Std_Err Z p&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Lower_CI_Beta Upper_CI_Beta&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Exp_Beta Lower_CI_Exp_Beta Upper_CI_Exp_Beta};&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;APPEND;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;&lt;STRONG&gt;%MEND&lt;/STRONG&gt;&lt;/SPAN&gt; LCA_Covariates_3Step_No_Groups;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;&lt;STRONG&gt;%MACRO&lt;/STRONG&gt;&lt;/SPAN&gt; DoWeightedGLogit(InputDataset=,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;OutcomeClass=,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ref_class=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Weight=,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Covariates=,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SubjectID=,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ObservationID=,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RegularizationConstantExp=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RegularizationConstantForCov=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RegularizationConstantForSE=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;USE &amp;amp;InputDataset;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {&amp;amp;OutcomeClass} INTO Y;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {&amp;amp;Weight} INTO W;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {&amp;amp;Covariates} INTO XMatrix;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {&amp;amp;SubjectID} INTO id;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE &amp;amp;InputDataset;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;numCovariates&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;= NCOL(XMatrix);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;numClasses = Y[&amp;lt;&amp;gt;];&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CALL SYMPUT(&lt;SPAN class="s5"&gt;"numCovariates"&lt;/SPAN&gt;,(CHAR(numCovariates)));&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CALL SYMPUT(&lt;SPAN class="s5"&gt;"numClasses"&lt;/SPAN&gt;,(CHAR(numClasses)));&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DataForNlmixedAsMatrix = id || W || Y || XMatrix;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VariableNames = &lt;SPAN class="s5"&gt;"id"&lt;/SPAN&gt; || &lt;SPAN class="s5"&gt;"W"&lt;/SPAN&gt; || &lt;SPAN class="s5"&gt;"Y"&lt;/SPAN&gt; || (&lt;SPAN class="s5"&gt;"X1"&lt;/SPAN&gt;:&lt;SPAN class="s5"&gt;"X&amp;amp;numCovariates"&lt;/SPAN&gt;);&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CREATE DataForNlmixed FROM DataForNlmixedAsMatrix [COLNAME=VariableNames];&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;APPEND FROM DataForNlmixedAsMatrix ;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE DataForNlmixed;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;QUIT; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ODS EXCLUDE ALL; RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ODS NORESULTS; RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC NLMIXED DATA=DataForNlmixed COV START HESS METHOD=GAUSS TECH=NRRIDG MAXITER=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;500&lt;/STRONG&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;MAXFUNC=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1000&lt;/STRONG&gt;&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PARMS &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; k = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;numCovariates);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; c = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;numClasses);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;c ^= &amp;amp;Ref_Class) &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;b&amp;amp;k&amp;amp;c = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;; ;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; c = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;numClasses);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;c ^= &amp;amp;Ref_Class) &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;eta&amp;amp;c = b1&amp;amp;c*X1&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;numCovariates&amp;gt;&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;) &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;k = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;2&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &amp;amp;numCovariates;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;+ b&amp;amp;k&amp;amp;c*X&amp;amp;k&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;expEta&amp;amp;c = EXP(eta&amp;amp;c + &amp;amp;RegularizationConstantExp);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;; &lt;SPAN class="s4"&gt;%ELSE&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;eta&amp;amp;c = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;denominator = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; c = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;numClasses);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;c ^= &amp;amp;Ref_Class) &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;+ expEta&amp;amp;c&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;; ;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; c = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;numClasses);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;c ^= &amp;amp;Ref_Class) &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF Y=&amp;amp;c THEN likelihood = expEta&amp;amp;c/denominator;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;; &lt;SPAN class="s4"&gt;%ELSE&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF Y=&amp;amp;c THEN likelihood = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;/denominator;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SumSquaredBetas = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; c = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;numClasses);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;c ^= &amp;amp;Ref_Class) &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SumSquaredBetas = SumSquaredBetas + (b1&amp;amp;c)**&lt;SPAN class="s2"&gt;&lt;STRONG&gt;2&lt;/STRONG&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;numCovariates&amp;gt;&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;) &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;k = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;2&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &amp;amp;numCovariates;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;+ (b&amp;amp;k&amp;amp;c)**&lt;SPAN class="s2"&gt;&lt;STRONG&gt;2&lt;/STRONG&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;loglikelihood = W *LOG(likelihood) ;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;MODEL Y ~ GENERAL(loglikelihood);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ODS OUTPUT PARAMETERESTIMATES=Weighted_GLogit_Coef&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CONVERGENCESTATUS=Weighted_Glogit_Convergence;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Weighted_GLogit_Coef; RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Row = _N_;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Covariate = INT((Row-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;)/(&amp;amp;numClasses-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;))+&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Class = Row-(Covariate-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;)*(&amp;amp;numClasses-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF (Class=&amp;gt;&amp;amp;ref_class) THEN Class = Class + &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;; &lt;SPAN class="s6"&gt;/*skip reference class */&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DROP Row;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Std_Err = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;.&lt;/STRONG&gt;&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;KEEP Covariate Class Estimate Std_Err;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Weighted_GLogit_Coef; RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC SORT DATA=Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;BY Class Covariate;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Weighted_GLogit_Coef; RUN; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA TempDatasetForMacro; SET &amp;amp;InputDataset;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;BY &amp;amp;SubjectID;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RETAIN BCHMacroIntID &lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF &lt;SPAN class="s2"&gt;first.&lt;/SPAN&gt;&amp;amp;SubjectID THEN BCHMacroIntID = BCHMacroIntID + &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* This creates a recoded version of the subject ID variable,&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;called "BCHMacroIntID," that is composed of consecutive&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;integers starting with 1.&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;This makes it possible for some&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;of the code in the macro to be simpler than if subjects could&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;have anything for ID's.&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;See &lt;A href="http://www.ats.ucla.edu/stat/sas/faq/enumerate_id.htm" target="_blank"&gt;http://www.ats.ucla.edu/stat/sas/faq/enumerate_id.htm&lt;/A&gt;; */&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* Might be able to improve memory efficiency using the FREE command&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;or the SYMSIZE and WORKSIZE options? */&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;USE&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {Covariate Class Estimate};&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;USE TempDatasetForMacro;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {&amp;amp;OutcomeClass} INTO Y;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {&amp;amp;Weight} INTO W;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {&amp;amp;Covariates} INTO XMatrix;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {BCHMacroIntID} INTO ClusterId;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {&amp;amp;ObservationID} INTO MemberID;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE TempDatasetForMacro;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;p&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;= NCOL(XMatrix);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ntotal = NROW(Y);&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;nsub = ClusterID[&amp;lt;&amp;gt;];&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* assumes indexing starts at 1 for this variable */&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PRINT ClusterID;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PRINT ntotal nsub;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;m = ntotal / nsub;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* assumes equal cluster sizes */&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;n = ntotal / m; &lt;/SPAN&gt;/* assumes equal cluster sizes */&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;nc = Y[&amp;lt;&amp;gt;];&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* Number of classes. &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;*/&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;YAsMatrix = J(n*m,nc,&lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DO c = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; TO nc;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF SUM(Y=c)&amp;gt;&lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt; THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;whichrows = LOC(Y=c)`;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;YAsMatrix[whichrows,c] = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CoefAsVector = Estimate;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ModelInformationMatrix = J((nc-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;)*p,(nc-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;)*p,&lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TotalScoreVector = J((nc-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;)*p,&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;EmpiricalCovOfScore = J(p*(nc-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;),p*(nc-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;),&lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CoefAsMatrix = SHAPE(CoefAsVector,nc-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;)`;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ref_class = &amp;amp;ref_class; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF (ref_class = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Nonref_classes = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;2&lt;/STRONG&gt;&lt;/SPAN&gt;:nc;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF (ref_class = nc) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Nonref_classes = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;:(nc-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF ((ref_class &amp;gt;&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;) &amp;amp; (ref_class &amp;lt; nc)) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Nonref_classes = (&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;:(ref_class-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;)) || ((ref_class+&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;):nc);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DO i = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; TO n;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ScoreVector = J((nc-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;)*p,&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DO j = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; TO m;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;wij = w[LOC(ClusterID=i &amp;amp; MemberID=j)]; &lt;SPAN class="s6"&gt;* Assumes there is only one such entry. ;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;yij = YasMatrix[LOC(ClusterID=i &amp;amp; MemberID=j),]`;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;xij = XMatrix[LOC(ClusterID=i &amp;amp; MemberID=j),];&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;eta = J(nc,&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;eta[Nonref_classes] =&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;xij*CoefAsMatrix;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;eta = (eta &amp;lt;&amp;gt; -&lt;SPAN class="s2"&gt;&lt;STRONG&gt;20&lt;/STRONG&gt;&lt;/SPAN&gt;) &amp;gt;&amp;lt; +&lt;SPAN class="s2"&gt;&lt;STRONG&gt;20&lt;/STRONG&gt;&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;eta = eta + &amp;amp;RegularizationConstantForSE;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;expEta = EXP(eta);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;piij = expEta / expEta[+];&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Mij = DIAG(piij[Nonref_classes]) - piij[Nonref_classes]*piij[Nonref_classes]`; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;BigXij = (I(nc-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;) @ xij)`;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ScoreVector = ScoreVector + wij*BigXij*(yij[Nonref_classes]-piij[Nonref_classes]);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ModelInformationMatrix = ModelInformationMatrix + wij*BigXij*Mij*BigXij`;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TotalScoreVector = TotalScoreVector + ScoreVector;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;EmpiricalCovOfScore = EmpiricalCovOfScore + ScoreVector*ScoreVector`;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CoefAsVectorOld = CoefAsVector;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;lambda = &amp;amp;RegularizationConstantForcov*(VECDIAG(ModelInformationMatrix))[+];&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;NaiveCovCoef = INV(ModelInformationMatrix+lambda*I(NROW(ModelInformationMatrix)));&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CoefAsVector = CoefAsVector + NaiveCovCoef*TotalScoreVector;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;MaxAbsDev = (ABS(CoefAsVector - CoefAsVectorOld))[&amp;lt;&amp;gt;];&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CorrectionFactor = (n/(n-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;))*((n*m-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;)/(n*m-(nc-&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;)*p));&amp;nbsp;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;* In SAS PROC SURVEYLOGISTIC, the option VADJUST=NONE uses n/(n-1).&amp;nbsp;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;* &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;The option VADJUST=DF uses (n/(n-1))*((n*m-1)/(n*m-(nc-1)*p)). ;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SandwichCov = NaiveCovCoef` * (CorrectionFactor*EmpiricalCovOfScore) * NaiveCovCoef;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF (VECDIAG(SandwichCov)[&amp;gt;&amp;lt;]&amp;gt;&lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;) THEN DO; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Std_Err&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;= SQRT(VECDIAG(SandwichCov));&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END; ELSE DO;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Std_Err = J(NROW(SandwichCov),&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;SPAN class="s2"&gt;&lt;STRONG&gt;.&lt;/STRONG&gt;&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;EDIT Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;REPLACE ALL VAR {Std_Err };&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CREATE Weighted_GLogit_Sandwich_Cov FROM SandwichCov;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;APPEND FROM SandwichCov;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE Weighted_GLogit_Sandwich_Cov;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ODS EXCLUDE NONE; RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ODS RESULTS; RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;&lt;STRONG&gt;%MEND&lt;/STRONG&gt;&lt;/SPAN&gt; DoWeightedGLogit;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;&lt;STRONG&gt;%MACRO&lt;/STRONG&gt;&lt;/SPAN&gt; CalculateClass_Weights(PostProbsDataset,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SubjectID,&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;nClasses,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Sampling_Weight,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Assignment,&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s6"&gt;/* modal or proportional */&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Adjustment&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s6"&gt;/* BCH or none */&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Assignment = LOWCASE(TRIM(&lt;SPAN class="s5"&gt;"&amp;amp;Assignment"&lt;/SPAN&gt;));&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Adjustment = LOWCASE(TRIM(&lt;SPAN class="s5"&gt;"&amp;amp;Adjustment"&lt;/SPAN&gt;));&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF (Assignment^=&lt;SPAN class="s5"&gt;"modal"&lt;/SPAN&gt; &amp;amp; Assignment^=&lt;SPAN class="s5"&gt;"proportional"&lt;/SPAN&gt;) THEN DO;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PRINT (&lt;/SPAN&gt;"Assignment option not recognized:"&lt;SPAN class="s3"&gt;);&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PRINT(Assignment);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF (Adjustment^=&lt;SPAN class="s5"&gt;"bch"&lt;/SPAN&gt; &amp;amp; Adjustment^=&lt;SPAN class="s5"&gt;"none"&lt;/SPAN&gt;) THEN DO;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PRINT (&lt;/SPAN&gt;"Adjustment option not recognized:"&lt;SPAN class="s3"&gt;);&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PRINT(Adjustment);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* Calculate BCH weights.*/&lt;SPAN class="s3"&gt; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;USE &amp;amp;PostProbsDataset;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {&amp;amp;SubjectID&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; class = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &amp;amp;nClasses;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PostLC&amp;amp;class&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&amp;amp;sampling_weight Best};&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE &amp;amp;PostProbsDataset;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PostLC = PostLC1 &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; class = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;2&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &amp;amp;nClasses;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;|| PostLC&amp;amp;class&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;&lt;SPAN class="s3"&gt;;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* concatenate the vectors into a matrix */&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IsBestLC = (Best=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;)&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; class = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;2&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &amp;amp;nClasses;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;|| (Best=&amp;amp;class)&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;; ;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;UnadjustedWeights = J(NROW(IsBestLC),&amp;amp;nClasses,&lt;SPAN class="s2"&gt;&lt;STRONG&gt;.&lt;/STRONG&gt;&lt;/SPAN&gt;);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF (Assignment=&lt;SPAN class="s5"&gt;"modal"&lt;/SPAN&gt;) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;UnadjustedWeights = IsBestLC;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END; ELSE DO;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;UnadjustedWeights = PostLC;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF (LENGTH(LOWCASE(TRIM(&lt;SPAN class="s5"&gt;"_&amp;amp;sampling_weight"&lt;/SPAN&gt;)))&amp;gt;&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DO class = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; TO &amp;amp;nClasses;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;UnadjustedWeights[,class] = (&amp;amp;sampling_weight + &lt;SPAN class="s2"&gt;&lt;STRONG&gt;0&lt;/STRONG&gt;&lt;/SPAN&gt;)#UnadjustedWeights[,class];&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* adding zero is a weird work-around to get around a macro language limitation*/&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END; ELSE DO;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF (Adjustment=&lt;SPAN class="s5"&gt;"bch"&lt;/SPAN&gt;) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;D = J(&amp;amp;nClasses,&amp;amp;nClasses,&lt;SPAN class="s2"&gt;&lt;STRONG&gt;.&lt;/STRONG&gt;&lt;/SPAN&gt;);&amp;nbsp;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* Based on Bolck, Croon and Hagenaars (2004, Political&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Analysis), Vermunt (2010, Political Analysis) and Bakk and Vermunt (2016,&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Structural Equation Modeling), we will define D so that D(t,s) is the&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;probability of being assigned to class s, for a subject whose&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;true class is t. */&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DO t = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; TO &amp;amp;nClasses;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DO s = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; TO &amp;amp;nClasses;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;D[t,s] = ((PostLC[,t] # UnadjustedWeights[,s])[+]) / (PostLC[+,t]);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Class_Weights = UnadjustedWeights * INV(D);&amp;nbsp;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* These are the BCH weights.&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;*/&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END; ELSE DO;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Class_Weights = UnadjustedWeights;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;END;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; class = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &amp;amp;nClasses;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ClassWeightLC&amp;amp;class = Class_Weights[,&amp;amp;class];&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CREATE Class_Weights VAR {&amp;amp;SubjectID &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; class = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &amp;amp;nClasses;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ClassWeightLC&amp;amp;class&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;};&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;APPEND ;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE Class_Weights;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Class_Weights_Long;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Class_Weights;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; class = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &amp;amp;nClasses;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Class = &amp;amp;class;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC&amp;amp;class;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;KEEP &amp;amp;SubjectID Class ClassWeight;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;&lt;STRONG&gt;%MEND&lt;/STRONG&gt;&lt;/SPAN&gt; CalculateClass_Weights;&lt;/P&gt;
&lt;P class="p5"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p5"&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Wed, 02 Dec 2020 18:26:30 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703171#M215424</guid>
      <dc:creator>jdr1</dc:creator>
      <dc:date>2020-12-02T18:26:30Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703175#M215426</link>
      <description>&lt;BLOCKQUOTE&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;%INCLUDE&lt;/SPAN&gt; "E:\SecureData\CTL\LCA Manuscript\3step_macro\LCA_Covariates_3Step_v10.sas"&lt;SPAN class="s2"&gt;; that looks like the following:&lt;/SPAN&gt;&lt;/P&gt;
&lt;/BLOCKQUOTE&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s2"&gt;If you look in the code inside that file, you will see there is NO macro by the name %LCA_Covariates_3Step_v10. It doesn't matter that LCA_Covariates_3Step_v10 is the name of the .sas file, as this does not make it the name of a macro.&lt;BR /&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s2"&gt;So you cannot call a macro with that name. &lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s2"&gt;There are several other macros with other names in the file, you can call any one of those, and then that should work. &lt;STRONG&gt;OR&lt;/STRONG&gt; you can define %LCA_Covariates_3Step_v10 and then you can call it&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Wed, 02 Dec 2020 18:46:04 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703175#M215426</guid>
      <dc:creator>PaigeMiller</dc:creator>
      <dc:date>2020-12-02T18:46:04Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703179#M215428</link>
      <description>&lt;P&gt;Ah, got it. I was under the impression that by directing SAS to&amp;nbsp;read the macro code from the path using a SAS %INCLUDE that all code within the larger macro file would automatically run. Is there not a way to do that?&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Wed, 02 Dec 2020 18:46:09 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703179#M215428</guid>
      <dc:creator>jdr1</dc:creator>
      <dc:date>2020-12-02T18:46:09Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703180#M215429</link>
      <description>&lt;BLOCKQUOTE&gt;&lt;HR /&gt;&lt;a href="https://communities.sas.com/t5/user/viewprofilepage/user-id/192760"&gt;@jdr1&lt;/a&gt;&amp;nbsp;wrote:&lt;BR /&gt;
&lt;P&gt;Ah, got it. I was under the impression that by directing SAS to&amp;nbsp;read the macro code from the path using a SAS %INCLUDE that all code within the larger macro file would automatically run. Is there not a way to do that?&amp;nbsp;&lt;/P&gt;
&lt;HR /&gt;&lt;/BLOCKQUOTE&gt;
&lt;P&gt;I don't think you have "got it". Yes, all the code in the .sas file is included and run. But there is no macro by the name &lt;SPAN&gt;%LCA_Covariates_3Step_v10 in that file. That's why your code doesn't run. SAS can't run a macro&amp;nbsp;%LCA_Covariates_3Step_v10 if it doesn't exist. &lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;SAS can run other macros that are in that file, but those have different names. You have to call them by their actual names. Do you want to run one of the other macros? Those will run properly (assuming no syntax errors).&lt;/SPAN&gt;&lt;/P&gt;</description>
      <pubDate>Wed, 02 Dec 2020 18:48:46 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703180#M215429</guid>
      <dc:creator>PaigeMiller</dc:creator>
      <dc:date>2020-12-02T18:48:46Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703182#M215430</link>
      <description>&lt;P&gt;What&amp;nbsp;&lt;a href="https://communities.sas.com/t5/user/viewprofilepage/user-id/10892"&gt;@PaigeMiller&lt;/a&gt;&amp;nbsp;said&lt;BR /&gt;Looking at the code you pasted there are only 4 macros defined:&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;%MACRO LCA_Covariates_3Step&lt;BR /&gt;%MACRO LCA_Covariates_3Step_No_Groups&lt;BR /&gt;%MACRO DoWeightedGLogit&lt;BR /&gt;%MACRO CalculateClass_Weights&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;None are called "&lt;SPAN&gt;LCA_Covariates_3Step_v10"&lt;/SPAN&gt;&lt;/P&gt;</description>
      <pubDate>Wed, 02 Dec 2020 18:57:51 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703182#M215430</guid>
      <dc:creator>AMSAS</dc:creator>
      <dc:date>2020-12-02T18:57:51Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703184#M215432</link>
      <description>&lt;P&gt;Macros are difficult for me. Even if I rename the macro to reflect the first name of the macro within the file, I do not get output???&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;%INCLUDE&lt;/SPAN&gt; "E:\SecureData\CTL\LCA Manuscript\3step_macro\LCA_Covariates_3Step.sas"&lt;SPAN class="s2"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p2"&gt;%&lt;STRONG&gt;&lt;I&gt;LCA_Covariates_3Step&lt;/I&gt;&lt;/STRONG&gt;(input_data=LCA.finalCO19, postprobs = LCA.my_post4,&lt;/P&gt;
&lt;P class="p2"&gt;id = Actor_ID,&lt;/P&gt;
&lt;P class="p2"&gt;covariates = Gender_name_Male Gender_name_Other Gender_name_nonConforming Race_name_AI Race_name_Asian Race_name_Hispanic Race_name_Other Race_name_White active_rescue age2_14to24 covid ir_flag,&lt;/P&gt;
&lt;P class="p2"&gt;adjustment = BCH,&lt;/P&gt;
&lt;P class="p2"&gt;assignment = modal,&lt;/P&gt;
&lt;P class="p2"&gt;ref_class = &lt;SPAN class="s3"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;/P&gt;
&lt;P class="p2"&gt;automatically_add_intercept = &lt;SPAN class="s3"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p2"&gt;) ;&lt;/P&gt;</description>
      <pubDate>Wed, 02 Dec 2020 19:07:35 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703184#M215432</guid>
      <dc:creator>jdr1</dc:creator>
      <dc:date>2020-12-02T19:07:35Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703189#M215435</link>
      <description>&lt;P&gt;1) What is the name of the file that contains the macros?&amp;nbsp;&lt;BR /&gt;&lt;SPAN class="s2"&gt;%INCLUDE&lt;/SPAN&gt;&lt;SPAN&gt;&amp;nbsp;"E:\SecureData\CTL\LCA Manuscript\3step_macro\LCA_Covariates_3Step_v10.sas"&lt;/SPAN&gt;&lt;SPAN class="s1"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;or&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&lt;SPAN class="s2"&gt;%INCLUDE&lt;/SPAN&gt;&lt;SPAN&gt;&amp;nbsp;"E:\SecureData\CTL\LCA Manuscript\3step_macro\LCA_Covariates_3Step.sas"&lt;/SPAN&gt;&lt;SPAN class="s1"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&lt;SPAN class="s1"&gt;2) What is the name of the macro you want to run?&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN class="s1"&gt;&lt;SPAN&gt;LCA_Covariates_3Step_v10&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN class="s1"&gt;&lt;SPAN&gt;or&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN class="s1"&gt;&lt;SPAN&gt;LCA_Covariates_3Step&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;I think you are confusing the file name with the macro name&lt;BR /&gt;Please post the full log with options mprint mlogic symbolgen ;&lt;/P&gt;</description>
      <pubDate>Wed, 02 Dec 2020 19:28:52 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703189#M215435</guid>
      <dc:creator>AMSAS</dc:creator>
      <dc:date>2020-12-02T19:28:52Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703193#M215436</link>
      <description>&lt;P&gt;Once you get the naming issue resolved (and it is a real issue), you also need to remove a comma when trying to call the macro.&amp;nbsp; Right now, your attempts to call the macro end (improperly) with&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;PRE&gt;&lt;CODE class=" language-sas"&gt;, );&lt;/CODE&gt;&lt;/PRE&gt;</description>
      <pubDate>Wed, 02 Dec 2020 20:28:47 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703193#M215436</guid>
      <dc:creator>Astounding</dc:creator>
      <dc:date>2020-12-02T20:28:47Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703199#M215440</link>
      <description>&lt;BLOCKQUOTE&gt;&lt;HR /&gt;&lt;a href="https://communities.sas.com/t5/user/viewprofilepage/user-id/192760"&gt;@jdr1&lt;/a&gt;&amp;nbsp;wrote:&lt;BR /&gt;
&lt;P&gt;Macros are difficult for me. Even if I rename the macro to reflect the first name of the macro within the file, I do not get output???&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;%INCLUDE&lt;/SPAN&gt; "E:\SecureData\CTL\LCA Manuscript\3step_macro\LCA_Covariates_3Step.sas"&lt;SPAN class="s2"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p2"&gt;%&lt;STRONG&gt;&lt;I&gt;LCA_Covariates_3Step&lt;/I&gt;&lt;/STRONG&gt;(input_data=LCA.finalCO19, postprobs = LCA.my_post4,&lt;/P&gt;
&lt;P class="p2"&gt;id = Actor_ID,&lt;/P&gt;
&lt;P class="p2"&gt;covariates = Gender_name_Male Gender_name_Other Gender_name_nonConforming Race_name_AI Race_name_Asian Race_name_Hispanic Race_name_Other Race_name_White active_rescue age2_14to24 covid ir_flag,&lt;/P&gt;
&lt;P class="p2"&gt;adjustment = BCH,&lt;/P&gt;
&lt;P class="p2"&gt;assignment = modal,&lt;/P&gt;
&lt;P class="p2"&gt;ref_class =&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;SPAN class="s3"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;/P&gt;
&lt;P class="p2"&gt;automatically_add_intercept =&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;SPAN class="s3"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p2"&gt;) ;&lt;/P&gt;
&lt;HR /&gt;&lt;/BLOCKQUOTE&gt;
&lt;P&gt;And what error do you get? Do you get a different error now?&lt;/P&gt;
&lt;P&gt;&lt;BR /&gt;The bottom line is that the name of the file does not imply there is a macro of the same name. I think this is the point you are missing.&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Furthermore, having a macro with a given name does not imply the file name. You have to have a macro inside the file of the exact same name of the macro that you are calling in your SAS code. The actual SAS file can be named aaabbbccc.sas, that is irrelevant to the entire discussion, it is only the names of the macros in the file that must match the name of the macro you are calling in the SAS code.&lt;/P&gt;</description>
      <pubDate>Wed, 02 Dec 2020 20:59:23 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703199#M215440</guid>
      <dc:creator>PaigeMiller</dc:creator>
      <dc:date>2020-12-02T20:59:23Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703255#M215470</link>
      <description>&lt;P&gt;I sincerely appreciate all contributions made in this thread. I really need to master running macros.&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;I went back to the drawing board and made the changes suggested. I ran the code and didn't receive any errors, but didn't receive output.&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;*******************************************************Here is the code I ran:&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;%INCLUDE&lt;/SPAN&gt; "E:\SecureData\CTL\LCA Manuscript\3step_macro\LCA_Covariates_3Step_v10.sas"&lt;SPAN class="s2"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p2"&gt;%&lt;STRONG&gt;&lt;I&gt;LCA_Covariates_3Step&lt;/I&gt;&lt;/STRONG&gt; (&lt;/P&gt;
&lt;P class="p2"&gt;input_data = LCA.finalCO19,&lt;/P&gt;
&lt;P class="p2"&gt;postprobs = LCA.my_post4,&lt;/P&gt;
&lt;P class="p2"&gt;id = Actor_ID,&lt;/P&gt;
&lt;P class="p2"&gt;covariates = Gender_name_Male Gender_name_Other Gender_name_nonConforming Race_name_AI Race_name_Asian Race_name_Hispanic Race_name_Other Race_name_White active_rescue age2_14to24 covid ir_flag,&lt;/P&gt;
&lt;P class="p2"&gt;);&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;*******************************************************And I was trying to map to this macro:&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;&lt;STRONG&gt;%MACRO&lt;/STRONG&gt;&lt;/SPAN&gt; LCA_Covariates_3Step(postprobs,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;id,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Covariates,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Groups=,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Assignment=Modal,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Adjustment=BCH,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ref_class = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;sampling_weight=,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;automatically_add_intercept = &lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;); &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Using LCA_Covariates_3Step Macro"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; %&lt;STRONG&gt;&lt;I&gt;TRIM&lt;/I&gt;&lt;/STRONG&gt;(&lt;SPAN class="s5"&gt;"&amp;amp;groups"&lt;/SPAN&gt;)=&lt;SPAN class="s5"&gt;""&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%LET&lt;/SPAN&gt; there_are_groups = 0;&lt;/P&gt;
&lt;P class="p3"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;%END&lt;SPAN class="s3"&gt;; &lt;/SPAN&gt;%ELSE %DO&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%LET&lt;/SPAN&gt; there_are_groups = 1;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;there_are_groups=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;) &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Answers; RUN;&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* Sort the data according to group, and separate into multiple datasets. */&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;USE &amp;amp;postprobs;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {&amp;amp;Groups} INTO Group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CLOSE &amp;amp;postprobs;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;nGroups = MAX(Group);&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;CALL SYMPUT(&lt;SPAN class="s5"&gt;"nGroups"&lt;/SPAN&gt;,CHAR(nGroups));&lt;/P&gt;
&lt;P class="p4"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;/* the total number of groups; */&lt;SPAN class="s3"&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt; this_group=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%TO&lt;/SPAN&gt; &amp;amp;nGroups; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA _subset_post_group&amp;amp;this_group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET &amp;amp;postprobs;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;IF &amp;amp;Groups=&amp;amp;this_group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;%&lt;STRONG&gt;&lt;I&gt;LCA_Covariates_3Step_No_Groups&lt;/I&gt;&lt;/STRONG&gt;(postprobs=_subset_post_group&amp;amp;this_group,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;id=&amp;amp;id,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Covariates=&amp;amp;Covariates,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Assignment=&amp;amp;Assignment,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Adjustment=&amp;amp;Adjustment,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ref_class=&amp;amp;ref_class,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;sampling_weight=&amp;amp;sampling_weight,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;automatically_add_intercept=&amp;amp;automatically_add_intercept&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;);&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Group = &amp;amp;this_group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Covariates_Macro_Answers Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Sandwich_Covariance_Grp&amp;amp;this_group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Weighted_GLogit_Sandwich_Cov;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Converge_Grp&amp;amp;this_group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Weighted_Glogit_Convergence;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC DATASETS NOLIST NODETAILS NOWARN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DELETE _subset_post_group&amp;amp;this_group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p3"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;/SPAN&gt;%END&lt;SPAN class="s3"&gt;; &lt;/SPAN&gt;%ELSE %DO&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;%&lt;STRONG&gt;&lt;I&gt;LCA_Covariates_3Step_No_Groups&lt;/I&gt;&lt;/STRONG&gt;(postprobs=&amp;amp;postprobs,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;id=&amp;amp;id,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Covariates=&amp;amp;Covariates,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Assignment=&amp;amp;Assignment,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Adjustment=&amp;amp;Adjustment,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ref_class=&amp;amp;ref_class,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;sampling_weight=&amp;amp;sampling_weight,&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;automatically_add_intercept=&amp;amp;automatically_add_intercept&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;);&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Sandwich_Covariance;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Weighted_GLogit_Sandwich_Cov;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Convergence;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Weighted_Glogit_Convergence;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN; &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;SET Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;WHERE Class IS NOT MISSING;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%IF&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%EVAL&lt;/SPAN&gt;(&amp;amp;there_are_groups=&lt;SPAN class="s2"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/SPAN&gt;) &lt;SPAN class="s4"&gt;%THEN&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Beta Estimates from LCA_Covariates_3Step Macro"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VAR Group Class Name Beta Std_Err Z P;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Approximate 95% Confidence Intervals for Beta Coefficients"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VAR Group Class Name Beta Lower_CI_Beta Upper_CI_Beta;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Exponentiated Betas (Odds and Odds Ratios) and Approximate 95% Confidence Intervals"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VAR Group Class Name Exp_Beta Lower_CI_Exp_Beta Upper_CI_Exp_Beta;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;; &lt;SPAN class="s4"&gt;%ELSE&lt;/SPAN&gt; &lt;SPAN class="s4"&gt;%DO&lt;/SPAN&gt;;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Beta Estimates from LCA_Covariates_3Step Macro"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VAR Class Name Beta Std_Err Z P;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Approximate 95% Confidence Intervals for Beta Coefficients"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VAR Class Name Beta Lower_CI_Beta Upper_CI_Beta;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&lt;SPAN class="s3"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE &lt;/SPAN&gt;"Exponentiated Betas (Odds and Odds Ratios) and Approximate 95% Confidence Intervals"&lt;SPAN class="s3"&gt;;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;VAR Class Name Exp_Beta Lower_CI_Exp_Beta Upper_CI_Exp_Beta;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;&lt;SPAN class="s4"&gt;%END&lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TITLE;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;PROC DATASETS NOLIST NODETAILS NOWARN;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;DELETE BCHTemp1&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Covariates_Macro_This_Group DataForNlmixed&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;ForAnalysis ForAnalysisLong TempDatasetForMacro&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Weighted_GLogit_Coef&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Weighted_GLogit_Sandwich_Cov&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Weighted_Glogit_Convergence&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="s1"&gt;&lt;STRONG&gt;%MEND&lt;/STRONG&gt;&lt;/SPAN&gt; LCA_Covariates_3Step;&lt;/P&gt;
&lt;P class="p1"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*******************************************************Here is what the log said:&lt;/P&gt;
&lt;P class="p1"&gt;1671&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OPTIONS&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;MPRINT MLOGIC;&lt;/P&gt;
&lt;P class="p1"&gt;1672&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%INCLUDE "E:\SecureData\CTL\LCA Manuscript\3step_macro\LCA_Covariates_3Step_v10.sas";&lt;/P&gt;
&lt;P class="p1"&gt;1673&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%LCA_Covariates_3Step (&lt;/P&gt;
&lt;P class="p1"&gt;1674&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;input_data = LCA.finalCO19,&lt;/P&gt;
&lt;P class="p1"&gt;1675&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;postprobs = LCA.my_post4,&lt;/P&gt;
&lt;P class="p1"&gt;1676&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;id = Actor_ID,&lt;/P&gt;
&lt;P class="p1"&gt;1677&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;covariates = Gender_name_Male Gender_name_Other Gender_name_nonConforming Race_name_AI&lt;/P&gt;
&lt;P class="p1"&gt;1677! Race_name_Asian Race_name_Hispanic Race_name_Other Race_name_White active_rescue age2_14to24&lt;/P&gt;
&lt;P class="p1"&gt;1677! covid ir_flag,&lt;/P&gt;
&lt;P class="p1"&gt;1678&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;);&lt;/P&gt;</description>
      <pubDate>Thu, 03 Dec 2020 03:00:49 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703255#M215470</guid>
      <dc:creator>jdr1</dc:creator>
      <dc:date>2020-12-03T03:00:49Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703264#M215472</link>
      <description>&lt;P&gt;One of the unfortunate side effects of bad macro coding is that you can leave the SAS session unstable.&lt;/P&gt;
&lt;P&gt;Since your last log shows nothing after the macro call with Options Mprint turned on it makes me strongly believe that your previous errors have left your session unstable and the code wasn't actually submitted because somewhere SAS as expecting something, and who knows what, to complete previous stuff.&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Save your code. Close down your SAS session and reattempt the code.&lt;/P&gt;
&lt;P&gt;However if one of your other macros still has definition issues you may find this happening. Possibly a lot.&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Also, do you actually have SAS/IML installed? If not the Proc Iml call will throw errors as well and likely have&amp;nbsp; issues because you would not have some of the output sets populated.&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 03 Dec 2020 04:13:23 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703264#M215472</guid>
      <dc:creator>ballardw</dc:creator>
      <dc:date>2020-12-03T04:13:23Z</dc:date>
    </item>
    <item>
      <title>Re: unable to invoke SAS macro</title>
      <link>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703677#M215656</link>
      <description>&lt;P&gt;I ran the sample code for this particular macro and was able to make it work.&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Data snippet:&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;TABLE class="t1" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;Obs&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;actor_id&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;abuse&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;bereavement&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;bully&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;depressed&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;isolated&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;relationship&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;self_harm&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;stress_anxiety&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;substance&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;suicide&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;Other&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;nonConfor&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;AI&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;Asian&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;Hispanic&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;GenOther&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;White&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;age14to24&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;COVID&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;irflag&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;1&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;169&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;2&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;499&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;3&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;547&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p1"&gt;&lt;STRONG&gt;13&lt;/STRONG&gt;&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
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&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
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&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;19&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2022&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;20&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2050&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;21&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2060&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;22&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2167&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;23&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2206&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p1"&gt;&lt;STRONG&gt;24&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2366&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;2&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;0&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;TD valign="middle" class="td1"&gt;
&lt;P class="p2"&gt;1&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;P class="p3"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;I ran this macro code:&lt;/P&gt;
&lt;P class="p1"&gt;%&lt;STRONG&gt;&lt;I&gt;LCA_Covariates_3Step&lt;/I&gt;&lt;/STRONG&gt;(postprobs = my_post4,&lt;/P&gt;
&lt;P class="p1"&gt;id = actor_id,&lt;/P&gt;
&lt;P class="p1"&gt;covariates =&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Other nonConfor AI Asian Hispanic genOther White age14to24 covid irflag);&lt;/P&gt;
&lt;P class="p2"&gt;*Covariates = Male Other nonConfor AI Asian Hispanic Other White GenOther age14to24 covid irflag&lt;/P&gt;
&lt;P class="p2"&gt;**code calling the 2nd macro w&lt;/P&gt;
&lt;P&gt;And keep encountering an error stating:&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: OTHER is not in the scope of variables for the data set.&lt;/P&gt;
&lt;P class="p1"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;SAS log:&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter COVARIATES has value Other nonConfor AI Asian Hispanic&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;genOther White age14to24 covid irflag&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter GROUPS has value&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ASSIGNMENT has value Modal&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ADJUSTMENT has value BCH&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter REF_CLASS has value 1&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter SAMPLING_WEIGHT has value&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter AUTOMATICALLY_ADD_INTERCEPT has value 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TITLE "Using LCA_Covariates_3Step Macro";&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Beginning execution.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;This macro was compiled from the autocall file C:\Program&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Files\SASHome\SASFoundation\9.4\core\sasmacro\trim.sas&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter VALUE has value ""&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%LOCAL&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;I&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable I; start value is 2; stop value is 1; by value is&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;-1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %qsubstr(&amp;amp;value,&amp;amp;i,1) ne&amp;nbsp;is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%GOTO trimmed (label resolves to TRIMMED).&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition &amp;amp;i&amp;gt;0 is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(TRIM):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Ending execution.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %TRIM("&amp;amp;groups")="" is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%LET (variable name is THERE_ARE_GROUPS)&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;there_are_groups=1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Beginning execution.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter POSTPROBS has value my_post4&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ID has value actor_id&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter COVARIATES has value Other nonConfor AI Asian&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Hispanic genOther White age14to24 covid irflag&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ASSIGNMENT has value Modal&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ADJUSTMENT has value BCH&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter REF_CLASS has value 1&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter SAMPLING_WEIGHT has value&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter AUTOMATICALLY_ADD_INTERCEPT has value 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA bchtemp1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET my_post4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.MY_POST4.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.BCHTEMP1 has 157274 observations and 16 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.16 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.10 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC TRANSPOSE DATA=my_post4&lt;/P&gt;
&lt;P class="p1"&gt;OUT=TemporaryDatasetForBCHmacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.MY_POST4.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.TEMPORARYDATASETFORBCHMACRO has 16 observations and 157276 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE TRANSPOSE used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.78 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.71 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: IML Ready&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;USE TemporaryDatasetForBCHmacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {_NAME_} INTO name;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE TemporaryDatasetForBCHmacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;nClasses = (SUM(SUBSTR(UPCASE(name),1,6)="POSTLC"));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CALL SYMPUT("nClasses",CHAR(nClasses));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Exiting IML.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE IML used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.51 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.51 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC DATASETS NOLIST NOWARN NOPRINT;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DELETE TemporaryDatasetForBCHmacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.TEMPORARYDATASETFORBCHMACRO (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%PUT _all_&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS ADJUSTMENT BCH&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS ASSIGNMENT Modal&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS AUTOMATICALLY_ADD_INTERCEPT 1&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS COVARIATES Other nonConfor AI Asian Hispanic genOther White age14to24&lt;/P&gt;
&lt;P class="p1"&gt;covid irflag&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS ID actor_id&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS NCLASSES&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;4&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS POSTPROBS my_post4&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS REF_CLASS 1&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP_NO_GROUPS SAMPLING_WEIGHT&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP ADJUSTMENT BCH&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP ASSIGNMENT Modal&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP AUTOMATICALLY_ADD_INTERCEPT 1&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP COVARIATES Other nonConfor AI Asian Hispanic genOther White age14to24 covid&lt;/P&gt;
&lt;P class="p1"&gt;irflag&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP GROUPS&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP ID actor_id&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP POSTPROBS my_post4&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP REF_CLASS 1&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP SAMPLING_WEIGHT&lt;/P&gt;
&lt;P class="p1"&gt;LCA_COVARIATES_3STEP THERE_ARE_GROUPS 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC AFDSID 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC AFDSNAME&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC AFLIB&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC AFSTR1&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC AFSTR2&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC FSPBDV&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSADDRBITS 64&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSBUFFR&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSCC 3000&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSCHARWIDTH 1&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSCMD&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDATASTEPPHASE&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDATE 03DEC20&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDATE9 03DEC2020&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDAY Thursday&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDEVIC&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDMG 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSDSN WORK&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;TEMPORARYDATASETFORBCHMACRO&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSENCODING utf-8&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSENDIAN LITTLE&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSENV FORE&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSERR 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSERRORTEXT File WORK.WEIGHTED_GLOGIT_SANDWICH_COV.DATA does not exist.&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSFILRC 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSHOSTINFOLONG X64_SRV16 WIN 10.0.14393&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Server&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSHOSTNAME Aperture&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSINCLUDEFILEDEVICE&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSINCLUDEFILEDIR&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSINCLUDEFILEFILEREF&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSINCLUDEFILENAME&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSINDEX 20&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSINFO 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSJOBID 544&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSLAST WORK.TEMPORARYDATASETFORBCHMACRO&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSLCKRC 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSLIBRC 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSLOGAPPLNAME&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSMACRONAME LCA_COVARIATES_3STEP_NO_GROUPS&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSMAXLONG 2147483647&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSMENV&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSMSG&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSNCPU 4&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSNOBS 16&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSODSESCAPECHAR 03&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSODSGRAPHICS 1&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSODSPATH&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SASUSER.TEMPLAT(UPDATE) SASHELP.TMPLMST(READ)&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPARM&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPRINTTOLOG&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPRINTTOLIST&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPROCESSID 41DCA65620DAD0E54018000000000000&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPROCESSMODE SAS DMS Session&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPROCESSNAME DMS Process&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSPROCNAME DATASETS&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSRC 0&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSCP WIN&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSCPL X64_SRV16&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSITE 70080458&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSIZEOFLONG 4&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSIZEOFPTR 8&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSIZEOFUNICODE 2&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSTARTID&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSSTARTNAME&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSTCPIPHOSTNAME Aperture&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSTIME 22:04&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSTIMEZONE&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSTIMEZONEIDENT&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSTIMEZONEOFFSET -18000&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSUSERID jrunkle&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSVER 9.4&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSVLONG 9.04.01M6P110718&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSVLONG4 9.04.01M6P11072018&lt;/P&gt;
&lt;P class="p1"&gt;AUTOMATIC SYSWARNINGTEXT Data set WORK.SANDWICH_COVARIANCE was not replaced because this step was&lt;/P&gt;
&lt;P class="p1"&gt;stopped.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Beginning execution.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter POSTPROBSDATASET has value my_post4&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter SUBJECTID has value actor_id&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter NCLASSES has value 4&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter SAMPLING_WEIGHT has value&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ASSIGNMENT has value Modal&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter ADJUSTMENT has value BCH&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE DATASETS used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.07 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.06 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: IML Ready&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Assignment = LOWCASE(TRIM("Modal"));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Adjustment = LOWCASE(TRIM("BCH"));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (Assignment^="modal" &amp;amp; Assignment^="proportional") THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PRINT ("Assignment option not recognized:");&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PRINT(Assignment);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (Adjustment^="bch" &amp;amp; Adjustment^="none") THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PRINT ("Adjustment option not recognized:");&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PRINT(Adjustment);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;USE my_post4;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 1; stop&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {actor_id PostLC1 PostLC2 PostLC3 PostLC4 Best};&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE my_post4;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 2; stop&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PostLC = PostLC1 || PostLC2 || PostLC3 || PostLC4 ;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 2; stop&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IsBestLC = (Best=1) || (Best=2) || (Best=3) || (Best=4) ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;UnadjustedWeights = J(NROW(IsBestLC),4,.);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (Assignment="modal") THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;UnadjustedWeights = IsBestLC;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ELSE DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;UnadjustedWeights = PostLC;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (LENGTH(LOWCASE(TRIM("_")))&amp;gt;1) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO class = 1 TO 4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;UnadjustedWeights[,class] = ( + 0)#UnadjustedWeights[,class];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ELSE DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (Adjustment="bch") THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;D = J(4,4,.);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO t = 1 TO 4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO s = 1 TO 4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;D[t,s] = ((PostLC[,t] # UnadjustedWeights[,s])[+]) / (PostLC[+,t]);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class_Weights = UnadjustedWeights * INV(D);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ELSE DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class_Weights = UnadjustedWeights;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 1; stop&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeightLC1 = Class_Weights[,1];&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeightLC2 = Class_Weights[,2];&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeightLC3 = Class_Weights[,3];&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeightLC4 = Class_Weights[,4];&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 1; stop&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CREATE Class_Weights VAR {actor_id ClassWeightLC1 ClassWeightLC2&lt;/P&gt;
&lt;P class="p1"&gt;ClassWeightLC3 ClassWeightLC4};&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;APPEND ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE Class_Weights;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.CLASS_WEIGHTS has 157274 observations and 5 variables.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Exiting IML.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE IML used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.31 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.28 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA Class_Weights_Long;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET Class_Weights;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 1; stop&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class = 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class = 2;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC2;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class = 3;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC3;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class = 4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;KEEP actor_id Class ClassWeight;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(CALCULATECLASS_WEIGHTS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.CLASS_WEIGHTS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.CLASS_WEIGHTS_LONG has 629096 observations and 3 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.11 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.04 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(CALCULATECLASS_WEIGHTS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Ending execution.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA ForAnalysis;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;MERGE my_post4 Class_Weights;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;BY actor_id;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.MY_POST4.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.CLASS_WEIGHTS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.FORANALYSIS has 157274 observations and 20 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.16 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.12 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;automatically_add_intercept&amp;gt;0) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA ForAnalysis;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET ForAnalysis;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;_Intercept_ = 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.FORANALYSIS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.FORANALYSIS has 157274 observations and 21 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.14 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.11 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%LET (variable name is COVARIATES)&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA ForAnalysisLong;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET ForAnalysis;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 1;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;stop value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;LC = 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 2; loop will iterate&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;LC = 2;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC2;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;LC = 3;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC3;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;LC = 4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ClassWeight = ClassWeightLC4;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable CLASS; start value is 1;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;stop value is 4; by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 2; loop will iterate&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 3; loop will iterate&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 4; loop will iterate&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable CLASS is now 5; loop will not&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DROP ClassWeightLC1 ClassWeightLC2 ClassWeightLC3&lt;/P&gt;
&lt;P class="p1"&gt;ClassWeightLC4 ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 157274 observations read from the data set WORK.FORANALYSIS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.FORANALYSISLONG has 629096 observations and 19 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.37 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.28 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Beginning execution.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter INPUTDATASET has value ForAnalysisLong&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter OUTCOMECLASS has value LC&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter REF_CLASS has value 1&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter WEIGHT has value ClassWeight&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter COVARIATES has value _Intercept_ Other nonConfor AI Asian&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;Hispanic genOther White age14to24 covid irflag&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter SUBJECTID has value actor_id&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter OBSERVATIONID has value LC&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter REGULARIZATIONCONSTANTEXP has value 0&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter REGULARIZATIONCONSTANTFORCOV has value 0&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Parameter REGULARIZATIONCONSTANTFORSE has value 0&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: IML Ready&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;USE ForAnalysisLong;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {LC} INTO Y;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {ClassWeight} INTO W;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {_Intercept_ Other nonConfor AI Asian Hispanic genOther&lt;/P&gt;
&lt;P class="p1"&gt;White age14to24 covid irflag} INTO XMatrix;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;FONT face="arial black,avant garde" color="#FF6600"&gt;ERROR: OTHER is not in the scope of variables for the data set.&lt;/FONT&gt;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : READ at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {actor_id} INTO id;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE ForAnalysisLong;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;numCovariates = NCOL(XMatrix);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;numClasses = Y[&amp;lt;&amp;gt;];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CALL SYMPUT("numCovariates",(CHAR(numCovariates)));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CALL SYMPUT("numClasses",(CHAR(numClasses)));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DataForNlmixedAsMatrix = id || W || Y || XMatrix;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;VariableNames = "id" || "W" || "Y" || ("X1":"X &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0");&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CREATE DataForNlmixed FROM DataForNlmixedAsMatrix [COLNAME=VariableNames];&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The colname matrix size does not match the number of columns in the FROM matrix.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;APPEND FROM DataForNlmixedAsMatrix ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE DataForNlmixed;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.DATAFORNLMIXED has 629096 observations and 3 variables.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Exiting IML.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The SAS System stopped processing this step because of errors.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE IML used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.62 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.57 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ODS EXCLUDE ALL;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ODS NORESULTS;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC NLMIXED DATA=DataForNlmixed COV START HESS METHOD=GAUSS TECH=NRRIDG&lt;/P&gt;
&lt;P class="p1"&gt;MAXITER=500 MAXFUNC=1000;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable K; start value is 1; stop value is 0;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;by value is 1.&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Loop will not be executed.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PARMS ;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable C; start value is 1; stop value is 4;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta1 = 0;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;numCovariates&amp;gt;1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta2 = b12*X1 ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;expEta2 = EXP(eta2 + 0);&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;numCovariates&amp;gt;1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta3 = b13*X1 ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;expEta3 = EXP(eta3 + 0);&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;numCovariates&amp;gt;1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta4 = b14*X1 ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;expEta4 = EXP(eta4 + 0);&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable C; start value is 1; stop value is 4;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;denominator = 1 + expEta2 + expEta3 + expEta4 ;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable C; start value is 1; stop value is 4;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF Y=1 THEN likelihood = 1/denominator;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF Y=2 THEN likelihood = expEta2/denominator;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF Y=3 THEN likelihood = expEta3/denominator;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF Y=4 THEN likelihood = expEta4/denominator;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SumSquaredBetas = 0;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop beginning; index variable C; start value is 1; stop value is 4;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;by value is 1.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 2; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;numCovariates&amp;gt;1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SumSquaredBetas = SumSquaredBetas + (b12)**2;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 3; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;numCovariates&amp;gt;1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SumSquaredBetas = SumSquaredBetas + (b13)**2;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 4; loop will iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;c ^= &amp;amp;Ref_Class) is TRUE&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;numCovariates&amp;gt;1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SumSquaredBetas = SumSquaredBetas + (b14)**2;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%DO loop index variable C is now 5; loop will not iterate again.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;loglikelihood = W *LOG(likelihood) ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;MODEL Y ~ GENERAL(loglikelihood);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;if Y = . then _ll = .;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;else if _est0 = . then _ll = .;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;else do;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;_ll = _est0;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;end;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ODS OUTPUT PARAMETERESTIMATES=Weighted_GLogit_Coef&lt;/P&gt;
&lt;P class="p1"&gt;CONVERGENCESTATUS=Weighted_Glogit_Convergence;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The parameters b12, X1, b13, b14 are assigned the default starting value of 1.0, because they&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;are not assigned initial values with the PARMS statement.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Convergence criterion (GCONV=1E-8) satisfied.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: At least one element of the gradient is greater than 1e-3.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Moore-Penrose inverse is used in covariance matrix.&lt;/P&gt;
&lt;P class="p1"&gt;WARNING: The final Hessian matrix is full rank but has at least one negative eigenvalue. Second-order&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;optimality condition violated.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.WEIGHTED_GLOGIT_CONVERGENCE has 1 observations and 2 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.WEIGHTED_GLOGIT_COEF has 4 observations and 10 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE NLMIXED used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;18.07 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;17.96 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.WEIGHTED_GLOGIT_COEF.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE PRINT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.00 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Row = _N_;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Covariate = INT((Row-1)/( 4-1))+1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Class = Row-(Covariate-1)*( 4-1);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (Class=&amp;gt;1) THEN Class = Class + 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DROP Row;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Std_Err = .;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;KEEP Covariate Class Estimate Std_Err;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.WEIGHTED_GLOGIT_COEF.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.WEIGHTED_GLOGIT_COEF has 4 observations and 4 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.02 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.03 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.WEIGHTED_GLOGIT_COEF.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE PRINT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.00 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC SORT DATA=Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;BY Class Covariate;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.WEIGHTED_GLOGIT_COEF.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.WEIGHTED_GLOGIT_COEF has 4 observations and 4 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE SORT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.02 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.03 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.WEIGHTED_GLOGIT_COEF.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE PRINT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.00 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA TempDatasetForMacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET ForAnalysisLong;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;BY actor_id;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RETAIN BCHMacroIntID 0;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF first.actor_id THEN BCHMacroIntID = BCHMacroIntID + 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;OUTPUT;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 629096 observations read from the data set WORK.FORANALYSISLONG.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.TEMPDATASETFORMACRO has 629096 observations and 20 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.49 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.34 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: IML Ready&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;USE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {Covariate Class Estimate};&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;USE TempDatasetForMacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {LC} INTO Y;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {ClassWeight} INTO W;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {_Intercept_ Other nonConfor AI Asian Hispanic genOther&lt;/P&gt;
&lt;P class="p1"&gt;White age14to24 covid irflag} INTO XMatrix;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: OTHER is not in the scope of variables for the data set.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : READ at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {BCHMacroIntID} INTO ClusterId;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL VAR {LC} INTO MemberID;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE TempDatasetForMacro;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;p = NCOL(XMatrix);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ntotal = NROW(Y);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;nsub = ClusterID[&amp;lt;&amp;gt;];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PRINT ClusterID;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PRINT ntotal nsub;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;m = ntotal / nsub;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;n = ntotal / m;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;nc = Y[&amp;lt;&amp;gt;];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;YAsMatrix = J(n*m,nc,0);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO c = 1 TO nc;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF SUM(Y=c)&amp;gt;0 THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;whichrows = LOC(Y=c)`;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;YAsMatrix[whichrows,c] = 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CoefAsVector = Estimate;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ModelInformationMatrix = J((nc-1)*p,(nc-1)*p,0);&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Invalid operand to operation.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : J at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: _TEM1002, _TEM1004, *LIT1013&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1002&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1004&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*LIT1013&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TotalScoreVector = J((nc-1)*p,1,0);&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Invalid operand to operation.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : J at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: _TEM1002, *LIT1015, *LIT1016&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1002&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*LIT1015&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*LIT1016&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;EmpiricalCovOfScore = J(p*(nc-1),p*(nc-1),0);&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Invalid operand to operation.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : J at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: _TEM1002, _TEM1004, *LIT1019&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1002&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1004&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*LIT1019&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CoefAsMatrix = SHAPE(CoefAsVector,nc-1)`;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Invalid operand to operation.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : SHAPE at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: CoefAsVector, _TEM1001&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;CoefAsVector&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;4 rows&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;0.7460985&lt;/P&gt;
&lt;P class="p1"&gt;0.5490168&lt;/P&gt;
&lt;P class="p1"&gt;0.8688431&lt;/P&gt;
&lt;P class="p1"&gt;1.6429111&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1001&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;3&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ref_class = 1;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (ref_class = 1) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Nonref_classes = 2:nc;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (ref_class = nc) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Nonref_classes = 1:(nc-1);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF ((ref_class &amp;gt;1) &amp;amp; (ref_class &amp;lt; nc)) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Nonref_classes = (1:(ref_class-1)) || ((ref_class+1):nc);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO i = 1 TO n;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ScoreVector = J((nc-1)*p,1,0);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO j = 1 TO m;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;wij = w[LOC(ClusterID=i &amp;amp; MemberID=j)];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;* Assumes there is only one such entry. ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;yij = YasMatrix[LOC(ClusterID=i &amp;amp; MemberID=j),]`;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;xij = XMatrix[LOC(ClusterID=i &amp;amp; MemberID=j),];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta = J(nc,1,0);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta[Nonref_classes] = xij*CoefAsMatrix;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta = (eta &amp;lt;&amp;gt; -20) &amp;gt;&amp;lt; +20;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;eta = eta + 0;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;expEta = EXP(eta);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;piij = expEta / expEta[+];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Mij = DIAG(piij[Nonref_classes]) -&lt;/P&gt;
&lt;P class="p1"&gt;piij[Nonref_classes]*piij[Nonref_classes]`;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;BigXij = (I(nc-1) @ xij)`;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ScoreVector = ScoreVector +&lt;/P&gt;
&lt;P class="p1"&gt;wij*BigXij*(yij[Nonref_classes]-piij[Nonref_classes]);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ModelInformationMatrix = ModelInformationMatrix + wij*BigXij*Mij*BigXij`;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TotalScoreVector = TotalScoreVector + ScoreVector;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;EmpiricalCovOfScore = EmpiricalCovOfScore + ScoreVector*ScoreVector`;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Invalid operand to operation.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : J at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: _TEM1002, *LIT1032, *LIT1033&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1002&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*LIT1032&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;*LIT1033&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CoefAsVectorOld = CoefAsVector;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;lambda = 0*(VECDIAG(ModelInformationMatrix))[+];&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Matrix has not been set to a value.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : VECDIAG at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: ModelInformationMatrix&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;ModelInformationMatrix&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(type ?, size 0)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;NaiveCovCoef =&lt;/P&gt;
&lt;P class="p1"&gt;INV(ModelInformationMatrix+lambda*I(NROW(ModelInformationMatrix)));&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Invalid operand to operation.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : I at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: _TEM1001&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1001&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(numeric)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CoefAsVector = CoefAsVector + NaiveCovCoef*TotalScoreVector;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Matrix has not been set to a value.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : * at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: NaiveCovCoef, TotalScoreVector&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NaiveCovCoef&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(type ?, size 0)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;TotalScoreVector&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(type ?, size 0)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;MaxAbsDev = (ABS(CoefAsVector - CoefAsVectorOld))[&amp;lt;&amp;gt;];&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CorrectionFactor = (n/(n-1))*((n*m-1)/(n*m-(nc-1)*p));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;* In SAS PROC SURVEYLOGISTIC, the option VADJUST=NONE uses n/(n-1). * The&lt;/P&gt;
&lt;P class="p1"&gt;option VADJUST=DF uses (n/(n-1))*((n*m-1)/(n*m-(nc-1)*p)). ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SandwichCov = NaiveCovCoef` * (CorrectionFactor*EmpiricalCovOfScore) *&lt;/P&gt;
&lt;P class="p1"&gt;NaiveCovCoef;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Matrix has not been set to a value.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : ` at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: NaiveCovCoef&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NaiveCovCoef&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(type ?, size 0)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;IF (VECDIAG(SandwichCov)[&amp;gt;&amp;lt;]&amp;gt;0) THEN DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Std_Err = SQRT(VECDIAG(SandwichCov));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ELSE DO;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Std_Err = J(NROW(SandwichCov),1,.);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Matrix has not been set to a value.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : VECDIAG at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: SandwichCov&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;SandwichCov&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(type ?, size 0)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : IF at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;EDIT Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;REPLACE ALL VAR {Std_Err };&lt;/P&gt;
&lt;P class="p1"&gt;WARNING: All data set variables are unvalued. No REPLACE done.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : REPLACE at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.WEIGHTED_GLOGIT_COEF has 4 observations and 4 variables.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CREATE Weighted_GLogit_Sandwich_Cov FROM SandwichCov;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: Matrix SandwichCov has not been set to a value.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : CREATE at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;APPEND FROM SandwichCov;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: No data set is currently open for output.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : APPEND at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE Weighted_GLogit_Sandwich_Cov;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Cannot close WORK.WEIGHTED_GLOGIT_SANDWICH_COV; it is not open.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Exiting IML.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The SAS System stopped processing this step because of errors.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE IML used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.73 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.67 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ODS EXCLUDE NONE;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;ODS RESULTS;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(DOWEIGHTEDGLOGIT): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(DOWEIGHTEDGLOGIT):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Ending execution.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC IML;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: IML Ready&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;USE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;READ ALL;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE Weighted_GLogit_Coef;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CovariateIndex = Covariate;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;NamesString = "_Intercept_ Other nonConfor AI Asian&lt;/P&gt;
&lt;P class="p1"&gt;Hispanic genOther White age14to24 covid irflag";&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;NumCov = 1 + COUNT(NamesString," ");&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Name = J(NROW(CovariateIndex),1,"&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;");&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DO i = 1 TO NumCov;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Name[LOC(CovariateIndex=i)] = SCANQ(NamesString,i);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;END;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: (execution) Matrix has not been set to a value.&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;operation : [ at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;operands&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;: Name, _TEM1002, _TEM1003&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;Name&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;4 rows&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(character, size 34)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_Intercept_&lt;/P&gt;
&lt;P class="p1"&gt;Other&lt;/P&gt;
&lt;P class="p1"&gt;_Intercept_&lt;/P&gt;
&lt;P class="p1"&gt;_Intercept_&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1002&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(type ?, size 0)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;_TEM1003&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 row &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;1 col &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;(character, size 9)&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;nonConfor&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;statement : ASSIGN at line 1655 column 1&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Beta = Estimate;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Exp_Beta = EXP(Beta);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Upper_CI_Beta = Beta + 1.96 * Std_Err;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Lower_CI_Beta = Beta - 1.96 * Std_Err;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Upper_CI_Exp_Beta = EXP(Upper_CI_Beta);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Lower_CI_Exp_Beta = EXP(Lower_CI_Beta);&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Z = Estimate / Std_Err;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;p = 1 - PROBNORM(ABS(Z));&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CREATE Covariates_Macro_This_Group VAR {Name Class Beta&lt;/P&gt;
&lt;P class="p1"&gt;Std_Err Z p Lower_CI_Beta Upper_CI_Beta Exp_Beta Lower_CI_Exp_Beta Upper_CI_Exp_Beta};&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;APPEND;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;CLOSE Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.COVARIATES_MACRO_THIS_GROUP has 4 observations and 11 variables.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP_NO_GROUPS): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Exiting IML.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The SAS System stopped processing this step because of errors.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE IML used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.03 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP_NO_GROUPS):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Ending execution.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET Covariates_Macro_This_Group;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.COVARIATES_MACRO_THIS_GROUP.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.COVARIATES_MACRO_ANSWERS has 4 observations and 11 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.02 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.00 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA Sandwich_Covariance;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET Weighted_GLogit_Sandwich_Cov;&lt;/P&gt;
&lt;P class="p1"&gt;ERROR: File WORK.WEIGHTED_GLOGIT_SANDWICH_COV.DATA does not exist.&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The SAS System stopped processing this step because of errors.&lt;/P&gt;
&lt;P class="p1"&gt;WARNING: The data set WORK.SANDWICH_COVARIANCE may be incomplete.&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;When this step was stopped there&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;were 0 observations and 0 variables.&lt;/P&gt;
&lt;P class="p1"&gt;WARNING: Data set WORK.SANDWICH_COVARIANCE was not replaced because this step was stopped.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Convergence;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET Weighted_Glogit_Convergence;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 1 observations read from the data set WORK.WEIGHTED_GLOGIT_CONVERGENCE.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.COVARIATES_MACRO_CONVERGENCE has 1 observations and 2 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.02 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.00 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DATA Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;SET Covariates_Macro_Answers;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;WHERE Class IS NOT MISSING;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.COVARIATES_MACRO_ANSWERS.&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;WHERE Class is not null;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: The data set WORK.COVARIATES_MACRO_ANSWERS has 4 observations and 11 variables.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: DATA statement used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.02 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.03 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;%IF condition %EVAL(&amp;amp;there_are_groups=1) is FALSE&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TITLE "Beta Estimates from LCA_Covariates_3Step Macro";&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;VAR Class Name Beta Std_Err Z P;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.COVARIATES_MACRO_ANSWERS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE PRINT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.02 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TITLE "Approximate 95% Confidence Intervals for Beta Coefficients";&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;VAR Class Name Beta Lower_CI_Beta Upper_CI_Beta;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.COVARIATES_MACRO_ANSWERS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE PRINT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.00 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TITLE "Exponentiated Betas (Odds and Odds Ratios) and Approximate 95%&lt;/P&gt;
&lt;P class="p1"&gt;Confidence Intervals";&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC PRINT DATA=Covariates_Macro_Answers NOOBS;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;VAR Class Name Exp_Beta Lower_CI_Exp_Beta Upper_CI_Exp_Beta;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;RUN;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: There were 4 observations read from the data set WORK.COVARIATES_MACRO_ANSWERS.&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE PRINT used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.01 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.03 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;TITLE;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;PROC DATASETS NOLIST NODETAILS NOWARN;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;DELETE BCHTemp1 Covariates_Macro_This_Group DataForNlmixed&lt;/P&gt;
&lt;P class="p1"&gt;ForAnalysis ForAnalysisLong TempDatasetForMacro Weighted_GLogit_Coef Weighted_GLogit_Sandwich_Cov&lt;/P&gt;
&lt;P class="p1"&gt;Weighted_Glogit_Convergence ;&lt;/P&gt;
&lt;P class="p1"&gt;MPRINT(LCA_COVARIATES_3STEP): &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;QUIT;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.BCHTEMP1 (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.COVARIATES_MACRO_THIS_GROUP (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.DATAFORNLMIXED (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.FORANALYSIS (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.FORANALYSISLONG (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.TEMPDATASETFORMACRO (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.WEIGHTED_GLOGIT_COEF (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: Deleting WORK.WEIGHTED_GLOGIT_CONVERGENCE (memtype=DATA).&lt;/P&gt;
&lt;P class="p1"&gt;NOTE: PROCEDURE DATASETS used (Total process time):&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;real time &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.05 seconds&lt;/P&gt;
&lt;P class="p1"&gt;&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;cpu time&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &lt;/SPAN&gt;0.04 seconds&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p2"&gt;&amp;nbsp;&lt;/P&gt;
&lt;P class="p1"&gt;MLOGIC(LCA_COVARIATES_3STEP):&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;Ending execution.&lt;/P&gt;
&lt;P class="p1"&gt;1658&lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;*Covariates = Male Other nonConfor AI Asian Hispanic Other White GenOther age14to24 covid irflag&lt;/P&gt;
&lt;P class="p1"&gt;1659 &lt;SPAN class="Apple-converted-space"&gt;&amp;nbsp; &lt;/SPAN&gt;**code calling the 2nd macro w&lt;/P&gt;
&lt;P class="p1"&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Fri, 04 Dec 2020 16:41:07 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Programming/unable-to-invoke-SAS-macro/m-p/703677#M215656</guid>
      <dc:creator>jdr1</dc:creator>
      <dc:date>2020-12-04T16:41:07Z</dc:date>
    </item>
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