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    <title>topic Re: Creating MoM, YoY and YTD calculations for multiple KPIs in Alteryx Designer Desktop Discussions</title>
    <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/88738#M30867</link>
    <description>&lt;P&gt;The formulas covered in the first part will get you most of the way there. You have so many columns that all of them need to be processed with the &lt;A href="https://help.alteryx.com/11.5/index.htm#cshid=Transpose.htm" target="_blank"&gt;transpose tool&lt;/A&gt; and &lt;A href="https://help.alteryx.com/11.5/index.htm#cshid=CrossTab.htm" target="_blank"&gt;cross tab tool&lt;/A&gt;.&lt;/P&gt;&lt;P&gt;(An essential part of transpose/cross tab is add a &lt;A href="https://help.alteryx.com/11.5/index.htm#cshid=RecordID.htm" target="_blank"&gt;record ID tool&lt;/A&gt; right before so everything lines up at the end)&lt;/P&gt;&lt;P&gt;I've attached the modified workflow.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Flow:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Flow 1.PNG" style="width: 999px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23825i7F0D9F7816AEB400/image-size/large?v=v2&amp;amp;px=999" role="button" title="Flow 1.PNG" alt="Flow 1.PNG" /&gt;&lt;/span&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Flow 2.PNG" style="width: 870px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23828i7D0A24E43F6A4583/image-size/large?v=v2&amp;amp;px=999" role="button" title="Flow 2.PNG" alt="Flow 2.PNG" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Results:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="results.PNG" style="width: 999px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23832i749C369071AF1C15/image-size/large?v=v2&amp;amp;px=999" role="button" title="results.PNG" alt="results.PNG" /&gt;&lt;/span&gt;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Transpose:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="trans.PNG" style="width: 561px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23831i323DDF5D02538044/image-size/large?v=v2&amp;amp;px=999" role="button" title="trans.PNG" alt="trans.PNG" /&gt;&lt;/span&gt;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Cross Tab:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="cross.PNG" style="width: 559px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23826iB03E6B00AF189847/image-size/large?v=v2&amp;amp;px=999" role="button" title="cross.PNG" alt="cross.PNG" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
    <pubDate>Tue, 31 Oct 2017 08:36:26 GMT</pubDate>
    <dc:creator>JoshKushner</dc:creator>
    <dc:date>2017-10-31T08:36:26Z</dc:date>
    <item>
      <title>Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/88696#M30864</link>
      <description>&lt;P&gt;Hey All,&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I'm new to Alteryx, especially with creating and aggregating data within it, so bare with me.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I've got an excel data set I'd like to develop MoM, YoY and YTD calculations for each row of data.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;My goals:&lt;/P&gt;&lt;P&gt;&amp;nbsp;- Create these calculations for all KPI columns (median sale price, median listing price, etc)&lt;/P&gt;&lt;P&gt;- Add field for 'Prior Month', 'Prior Year Month' and 'YTD' that display the actual numbers from those field.&lt;/P&gt;&lt;P&gt;- Add fields for 'MoM', 'YoY, and 'YTD' as a percentage change.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp; &amp;nbsp; -&amp;nbsp;The data is either ZIP code level OR MSA level.&amp;nbsp; If no Zip, then its already aggregated to MSA&lt;/P&gt;&lt;P&gt;&amp;nbsp; &amp;nbsp; - Same applies for Year, except we compare it to the prior year, same month and develop a percentage change.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp; &amp;nbsp; - For YTD, its YTD average / YTD Average (given same months) of year prior.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I've attached the data in a workflow for review.&amp;nbsp; Again, I'm new to this all, but willing to work to understand it all if someone could help with some best practices in this area and how to.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thanks!&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I'm trying to avoid calculating these in Tableau to increase dashboard speeds.&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 24 May 2018 04:23:47 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/88696#M30864</guid>
      <dc:creator>BigDataGeek</dc:creator>
      <dc:date>2018-05-24T04:23:47Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/88721#M30865</link>
      <description>&lt;P&gt;Hi Shap,&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;In the future you'll want to export your workbook otherwise we can't see the data you're reading.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Export:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="export.PNG" style="width: 202px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23808iEB905610419B4DDD/image-size/large?v=v2&amp;amp;px=999" role="button" title="export.PNG" alt="export.PNG" /&gt;&lt;/span&gt;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Without knowing your data set I can't be specific, but the general calculations you're looking for are below:&lt;/P&gt;&lt;P&gt;(I've used random sample data)&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Sample Data:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="input data.PNG" style="width: 561px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23809iA9D975D11D939692/image-size/large?v=v2&amp;amp;px=999" role="button" title="input data.PNG" alt="input data.PNG" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Mean Price (Sale, Listing, etc.):&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;Use the &lt;A href="https://help.alteryx.com/11.5/index.htm#cshid=Summarize.htm" target="_blank"&gt;summarize tool&lt;/A&gt;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="sum.PNG" style="width: 562px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23810i3E0BD18F538705A4/image-size/large?v=v2&amp;amp;px=999" role="button" title="sum.PNG" alt="sum.PNG" /&gt;&lt;/span&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="sum r.PNG" style="width: 393px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23811i93925D5989C18A21/image-size/large?v=v2&amp;amp;px=999" role="button" title="sum r.PNG" alt="sum r.PNG" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Prior Month:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;Use the &lt;A href="https://help.alteryx.com/11.5/index.htm#cshid=MultiRowFormula.htm" target="_blank"&gt;multi-row&amp;nbsp;formula tool&lt;/A&gt;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="multi row.PNG" style="width: 561px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23813iFD85C6DA12351F97/image-size/large?v=v2&amp;amp;px=999" role="button" title="multi row.PNG" alt="multi row.PNG" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="multi row r.PNG" style="width: 409px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23812iDAFD60D50B88D8AE/image-size/large?v=v2&amp;amp;px=999" role="button" title="multi row r.PNG" alt="multi row r.PNG" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Prior Year Month:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;Now this can get tricky. If your data is organized like the sample data set you can use the multi row formula tool referencing the price 12 months ago --&amp;gt; [Row-12:Price].&lt;/P&gt;&lt;P&gt;If not, it's more complicated (we don't know if there's one price or multiple prices per month. If so, will we take the min, mean, or max price. We'll need a separate formula(s) to determine the record ID. etc.)&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="yoy formula.PNG" style="width: 562px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23819iFBAB34C22E01DBB2/image-size/large?v=v2&amp;amp;px=999" role="button" title="yoy formula.PNG" alt="yoy formula.PNG" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;YTD (Assuming mean price YTD):&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;Use the&amp;nbsp;&lt;A href="https://help.alteryx.com/11.5/index.htm#cshid=MultiRowFormula.htm" target="_blank"&gt;multi-row&amp;nbsp;formula tool&lt;/A&gt;&amp;nbsp;twice (one create record ID's, the other to take mean)&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;Flow:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="ytd flow.PNG" style="width: 435px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23814i29354AB913663C1D/image-size/large?v=v2&amp;amp;px=999" role="button" title="ytd flow.PNG" alt="ytd flow.PNG" /&gt;&lt;/span&gt;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;Increment Record ID's:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="increment record id.PNG" style="width: 561px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23816iCD218FFB04954F49/image-size/large?v=v2&amp;amp;px=999" role="button" title="increment record id.PNG" alt="increment record id.PNG" /&gt;&lt;/span&gt;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;Calculate YTD:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/STRONG&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="ytd formula.PNG" style="width: 561px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23815iB48822511C785F7D/image-size/large?v=v2&amp;amp;px=999" role="button" title="ytd formula.PNG" alt="ytd formula.PNG" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;MoM (%):&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;Once we collect prior month price this is easy. Use the &lt;A href="https://help.alteryx.com/11.5/index.htm#cshid=Formula.htm" target="_blank"&gt;formula tool&lt;/A&gt;.&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;Flow:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="flow mom.PNG" style="width: 385px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23817i5004FF374351481C/image-size/large?v=v2&amp;amp;px=999" role="button" title="flow mom.PNG" alt="flow mom.PNG" /&gt;&lt;/span&gt;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;Formula:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="MoM formula.PNG" style="width: 559px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23818iFFAFC993C95D7FB1/image-size/large?v=v2&amp;amp;px=999" role="button" title="MoM formula.PNG" alt="MoM formula.PNG" /&gt;&lt;/span&gt;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;YoY (%):&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;Flow:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Yoy pct flow.PNG" style="width: 385px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23822i04F8265903891793/image-size/large?v=v2&amp;amp;px=999" role="button" title="Yoy pct flow.PNG" alt="Yoy pct flow.PNG" /&gt;&lt;/span&gt;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;Formula:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Yoy pct formula.PNG" style="width: 561px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23823i49E6CA3F7BF2DB7C/image-size/large?v=v2&amp;amp;px=999" role="button" title="Yoy pct formula.PNG" alt="Yoy pct formula.PNG" /&gt;&lt;/span&gt;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;YTD (%):&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;STRONG&gt;Flow:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="ytd pct flow.PNG" style="width: 523px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23820i9E77183F2035E1CE/image-size/large?v=v2&amp;amp;px=999" role="button" title="ytd pct flow.PNG" alt="ytd pct flow.PNG" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;STRONG&gt;Formula:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="ytd pct formula.PNG" style="width: 561px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23821i7BFC771A5AD8DC63/image-size/large?v=v2&amp;amp;px=999" role="button" title="ytd pct formula.PNG" alt="ytd pct formula.PNG" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Tue, 31 Oct 2017 07:04:59 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/88721#M30865</guid>
      <dc:creator>JoshKushner</dc:creator>
      <dc:date>2017-10-31T07:04:59Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/88722#M30866</link>
      <description>&lt;P&gt;Hey Josh!&amp;nbsp;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Wow I appreciate the information.&amp;nbsp; I went ahead and exported as you recommended, in case this changes some of the step you provided me.&amp;nbsp; &amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thanks again for all of the info.&amp;nbsp; I'll review it first thing in the AM when I'm fresh eyed!&lt;/P&gt;</description>
      <pubDate>Tue, 31 Oct 2017 07:09:33 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/88722#M30866</guid>
      <dc:creator>BigDataGeek</dc:creator>
      <dc:date>2017-10-31T07:09:33Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/88738#M30867</link>
      <description>&lt;P&gt;The formulas covered in the first part will get you most of the way there. You have so many columns that all of them need to be processed with the &lt;A href="https://help.alteryx.com/11.5/index.htm#cshid=Transpose.htm" target="_blank"&gt;transpose tool&lt;/A&gt; and &lt;A href="https://help.alteryx.com/11.5/index.htm#cshid=CrossTab.htm" target="_blank"&gt;cross tab tool&lt;/A&gt;.&lt;/P&gt;&lt;P&gt;(An essential part of transpose/cross tab is add a &lt;A href="https://help.alteryx.com/11.5/index.htm#cshid=RecordID.htm" target="_blank"&gt;record ID tool&lt;/A&gt; right before so everything lines up at the end)&lt;/P&gt;&lt;P&gt;I've attached the modified workflow.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Flow:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Flow 1.PNG" style="width: 999px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23825i7F0D9F7816AEB400/image-size/large?v=v2&amp;amp;px=999" role="button" title="Flow 1.PNG" alt="Flow 1.PNG" /&gt;&lt;/span&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Flow 2.PNG" style="width: 870px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23828i7D0A24E43F6A4583/image-size/large?v=v2&amp;amp;px=999" role="button" title="Flow 2.PNG" alt="Flow 2.PNG" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Results:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="results.PNG" style="width: 999px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23832i749C369071AF1C15/image-size/large?v=v2&amp;amp;px=999" role="button" title="results.PNG" alt="results.PNG" /&gt;&lt;/span&gt;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Transpose:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="trans.PNG" style="width: 561px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23831i323DDF5D02538044/image-size/large?v=v2&amp;amp;px=999" role="button" title="trans.PNG" alt="trans.PNG" /&gt;&lt;/span&gt;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Cross Tab:&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="cross.PNG" style="width: 559px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/23826iB03E6B00AF189847/image-size/large?v=v2&amp;amp;px=999" role="button" title="cross.PNG" alt="cross.PNG" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Tue, 31 Oct 2017 08:36:26 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/88738#M30867</guid>
      <dc:creator>JoshKushner</dc:creator>
      <dc:date>2017-10-31T08:36:26Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/88888#M30868</link>
      <description>&lt;P&gt;Hey Josh,&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;This is probably the most comprehensive and helpful response in a forum I've ever received.&amp;nbsp; Both extremely helpful in learning new processes and will save my countless hours banging my head on the desk.&amp;nbsp; GREATLY appreciated.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I am not able to open the packaged workflow however.&amp;nbsp; Looks like I'm running version 10.6.8.17850 of Alteryx.&amp;nbsp; Is it possible for you to downscale and resave?&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Again, thank you very much for the detailed step by step.&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Tue, 31 Oct 2017 17:31:34 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/88888#M30868</guid>
      <dc:creator>BigDataGeek</dc:creator>
      <dc:date>2017-10-31T17:31:34Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/89001#M30869</link>
      <description>&lt;P&gt;Happy to help!&amp;nbsp;&lt;/P&gt;&lt;P&gt;Try this attachment. I followed the steps &lt;A href="https://community.alteryx.com/t5/Alteryx-Knowledge-Base/Adjusting-Alteryx-Files-for-Different-Versions/ta-p/26237" target="_blank"&gt;here&lt;/A&gt; to try and turn it into v10.5. Let me know if you need a prior version from that. (You might be able to adjust the version using it as well if it still doesn't work)&lt;/P&gt;&lt;P&gt;(attaching both a regular workbook and the extract just in case)&lt;/P&gt;</description>
      <pubDate>Tue, 31 Oct 2017 22:19:04 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/89001#M30869</guid>
      <dc:creator>JoshKushner</dc:creator>
      <dc:date>2017-10-31T22:19:04Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/89002#M30870</link>
      <description>&lt;P&gt;The regular workbook opened, but not the extract.&amp;nbsp; Workbooks works fine.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Ok I'm going to dig into the provided workbook and then I'll try reduplicating the process using your instructions so I get a better understanding of how you did it.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Again, thank you!&lt;/P&gt;</description>
      <pubDate>Tue, 31 Oct 2017 22:25:39 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/89002#M30870</guid>
      <dc:creator>BigDataGeek</dc:creator>
      <dc:date>2017-10-31T22:25:39Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/89327#M30871</link>
      <description>&lt;P&gt;I thought I would show a small adjustment to&amp;nbsp;&lt;a href="https://community.alteryx.com/t5/user/viewprofilepage/user-id/19557"&gt;@JoshKushner&lt;/a&gt;&amp;nbsp;workflow.&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="2017-11-02_08-10-43.jpg" style="width: 999px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/24044i7F5758DC57A12EB2/image-size/large?v=v2&amp;amp;px=999" role="button" title="2017-11-02_08-10-43.jpg" alt="2017-11-02_08-10-43.jpg" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;The principles are exactly the same but it does each period in parallel. The required periods are defined in a text input:&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="2017-11-02_08-11-40.jpg" style="width: 261px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/24042i76677B83BF2E48F0/image-size/large?v=v2&amp;amp;px=999" role="button" title="2017-11-02_08-11-40.jpg" alt="2017-11-02_08-11-40.jpg" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;and the starting date is computed using a formula tool&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="2017-11-02_08-12-37.jpg" style="width: 492px;"&gt;&lt;img src="https://community.alteryx.com/t5/image/serverpage/image-id/24043i3DFB041DBE3BCE79/image-size/large?v=v2&amp;amp;px=999" role="button" title="2017-11-02_08-12-37.jpg" alt="2017-11-02_08-12-37.jpg" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;After this, the RefDate is joined back to data on Date to get RefValue.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Only a minor change from the great work&amp;nbsp;&lt;a href="https://community.alteryx.com/t5/user/viewprofilepage/user-id/19557"&gt;@JoshKushner&lt;/a&gt;&amp;nbsp;did but felt worth sharing.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Workflow attached in 10.5 format&lt;/P&gt;</description>
      <pubDate>Thu, 02 Nov 2017 08:17:11 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/89327#M30871</guid>
      <dc:creator>jdunkerley79</dc:creator>
      <dc:date>2017-11-02T08:17:11Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/89529#M30872</link>
      <description>&lt;P&gt;&lt;a href="https://community.alteryx.com/t5/user/viewprofilepage/user-id/3554"&gt;@jdunkerley79&lt;/a&gt;&amp;nbsp;thanks for the Alt version.&amp;nbsp;&amp;nbsp; So does this reduce run time and simplify the stream a bit?&amp;nbsp; Really looking forward to gaining more experience with alteryx.&lt;/P&gt;</description>
      <pubDate>Thu, 02 Nov 2017 22:19:46 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/89529#M30872</guid>
      <dc:creator>BigDataGeek</dc:creator>
      <dc:date>2017-11-02T22:19:46Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/89549#M30873</link>
      <description>&lt;P&gt;I expect the performance to be similar. If anything it may be slightly slower as it will involve slightly more sorts than&amp;nbsp;&lt;a href="https://community.alteryx.com/t5/user/viewprofilepage/user-id/19557"&gt;@JoshKushner&lt;/a&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;My reasoning for my tweaks is:&lt;/P&gt;&lt;P&gt;-&amp;nbsp;doesn't require all months to present&lt;/P&gt;&lt;P&gt;- easier to add another period (e.g if you wanted quarter very small change)&lt;/P&gt;&lt;P&gt;- by having less tools easier to debug&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;That being said had missed a field on the join so had a bug. New version attached with it corrected.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Fri, 03 Nov 2017 07:57:07 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/89549#M30873</guid>
      <dc:creator>jdunkerley79</dc:creator>
      <dc:date>2017-11-03T07:57:07Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/93041#M30874</link>
      <description>&lt;P&gt;Hi Josh,&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;There was an update to the formatting of the input data.&amp;nbsp; I've attempted to understand the steps outline here and modify the existing workbook with the additional data columns (State, City).&amp;nbsp; &amp;nbsp;Right now they are not populated with data, but will be in the future.&amp;nbsp;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Few questions:&lt;/P&gt;&lt;UL&gt;&lt;LI&gt;Would you mind spot checking this to see if I have it set up right?&amp;nbsp; I didn't have it run results on them yet, due to lack of data.&amp;nbsp; When I do, I just add to the cross tabs?&lt;/LI&gt;&lt;LI&gt;I'm seeing results outputted in columns that should't be able to yield a results.&amp;nbsp; &amp;nbsp;For YoY calculations, shouldn't the differences be 100% or the exact number of the comparison since there is no prior year data.&amp;nbsp;&amp;nbsp;&lt;/LI&gt;&lt;LI&gt;Month Prior results are showing number from the beginning month.&amp;nbsp; &amp;nbsp;That shouldn't be possible as well since there was no month prior data for the beginning month.&lt;/LI&gt;&lt;LI&gt;The workflow is going to be ran on a very large data input of every MSA and ZIP in the US.&amp;nbsp; &amp;nbsp;Right now it, its about a 55 second for 3 MSA's.&amp;nbsp;What's the best way to handle large runs like this?&amp;nbsp; I do have access to Alteryx Server in the coming month.&lt;/LI&gt;&lt;LI&gt;Would it be best to post additional questions on this workflow in this thread or start a new question thread?&amp;nbsp;&amp;nbsp;&lt;/LI&gt;&lt;/UL&gt;&lt;P&gt;I've attached a sample of the Phoenix MSA level results and highlighted some data that looks like the results might be off.&lt;/P&gt;&lt;P&gt;&lt;BR /&gt;Also attachment the updated packaged workflow.&amp;nbsp; Thanks!&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Sat, 25 Nov 2017 21:01:11 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/93041#M30874</guid>
      <dc:creator>BigDataGeek</dc:creator>
      <dc:date>2017-11-25T21:01:11Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/93042#M30875</link>
      <description>&lt;P&gt;Additional resource highlighting potential calculation issues.&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Sat, 25 Nov 2017 21:04:25 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/93042#M30875</guid>
      <dc:creator>BigDataGeek</dc:creator>
      <dc:date>2017-11-25T21:04:25Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/121194#M30876</link>
      <description>&lt;P&gt;&lt;a href="https://community.alteryx.com/t5/user/viewprofilepage/user-id/19557"&gt;@JoshKushner&lt;/a&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Hey Josh,&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I've obtained the entire US level data consisting over over 3 million records.&amp;nbsp; Granularity, it goes down to zip code level.&amp;nbsp; &amp;nbsp;This is going to be a very large run as it goes back 5 years of monthly data.&amp;nbsp; &amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;Before I run, could I trouble you to review my latest workflow?&amp;nbsp; I'm having some issue updating it to insure all of the MoM and YoY calculations are correct and also proving those stats for the State, City and Zip level of granularity.&amp;nbsp; I've attached my latest workbook.&amp;nbsp; I can spot check the results against local MLS stats here in Phoenix to validate the output results.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I'm extremely appreciative of any assistance.&amp;nbsp; Thanks!&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Sat, 27 Jan 2018 20:46:52 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/121194#M30876</guid>
      <dc:creator>BigDataGeek</dc:creator>
      <dc:date>2018-01-27T20:46:52Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/156806#M30877</link>
      <description>&lt;P&gt;&lt;a href="https://community.alteryx.com/t5/user/viewprofilepage/user-id/3554"&gt;@jdunkerley79&lt;/a&gt;,&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thanks for posting the workflow.&amp;nbsp; I'm having some difficulty calculating Prior YTD as the RefDate field&amp;nbsp;shows the first month of the year for the value in the Date column.&amp;nbsp; &amp;nbsp;Depending on the metric I think&amp;nbsp;it should show a sum of the prior months in that year or just the value from the same month a year ago.&amp;nbsp; How would I go about adjusting&amp;nbsp;the workflow to reflect the Prior YTD number?&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thanks,&lt;/P&gt;&lt;P&gt;John&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Mon, 23 Apr 2018 21:43:17 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/156806#M30877</guid>
      <dc:creator>jjc42</dc:creator>
      <dc:date>2018-04-23T21:43:17Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/156820#M30878</link>
      <description>&lt;P&gt;I was able to resolve my issues and get the update working, just FYI.&amp;nbsp;&amp;nbsp; Thanks&lt;/P&gt;</description>
      <pubDate>Mon, 23 Apr 2018 22:08:43 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/156820#M30878</guid>
      <dc:creator>BigDataGeek</dc:creator>
      <dc:date>2018-04-23T22:08:43Z</dc:date>
    </item>
    <item>
      <title>Re: Creating MoM, YoY and YTD calculations for multiple KPIs</title>
      <link>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/851701#M210090</link>
      <description>&lt;P&gt;Hey&amp;nbsp;&lt;a href="https://community.alteryx.com/t5/user/viewprofilepage/user-id/19557"&gt;@JoshKushner&lt;/a&gt;,&amp;nbsp;is there a way to calculate the mean price YTD using this setup while also ignoring null instances?&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;For ex:&lt;/P&gt;&lt;P&gt;Jan - 3&lt;/P&gt;&lt;P&gt;Feb - 4&lt;/P&gt;&lt;P&gt;Mar - NULL&lt;/P&gt;&lt;P&gt;YTD - 3.5&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Any help or alternatives would be greatly appreciated!&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Wed, 01 Dec 2021 14:59:46 GMT</pubDate>
      <guid>https://community.alteryx.com/t5/Alteryx-Designer-Desktop-Discussions/Creating-MoM-YoY-and-YTD-calculations-for-multiple-KPIs/m-p/851701#M210090</guid>
      <dc:creator>JacobLuke</dc:creator>
      <dc:date>2021-12-01T14:59:46Z</dc:date>
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