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    <title>topic Re: What is a simple Excel reference is hard in Incorta? in Dashboards &amp; Analytics Discussions</title>
    <link>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3066#M238</link>
    <description>&lt;P&gt;I found an alternative way to show the data! I was playing around and tried using KPIs and the formulas worked! I will show the variances in a KPI insight and the transposed table next to it. Looks great and it highlights the variances with conditional formatting.&lt;/P&gt;</description>
    <pubDate>Thu, 27 Oct 2022 17:40:39 GMT</pubDate>
    <dc:creator>marcpaige</dc:creator>
    <dc:date>2022-10-27T17:40:39Z</dc:date>
    <item>
      <title>What is a simple Excel reference is hard in Incorta?</title>
      <link>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3051#M234</link>
      <description>&lt;P&gt;I am trying to do a seemingly simple thing. I thought I could use a result-set approach but it did not work.&lt;/P&gt;&lt;P&gt;So, here is the task: group averages of numbers based on a category. An aggregate insight does that well. The problem is I want to put in a formula to calculate the difference between the averages.&lt;/P&gt;&lt;P&gt;Data:&lt;/P&gt;&lt;TABLE border="1" width="100%"&gt;&lt;TBODY&gt;&lt;TR&gt;&lt;TD width="50%"&gt;Category&lt;/TD&gt;&lt;TD width="50%"&gt;Average A&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="50%"&gt;Cat1&lt;/TD&gt;&lt;TD width="50%"&gt;10&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="50%"&gt;Cat2&lt;/TD&gt;&lt;TD width="50%"&gt;5&lt;/TD&gt;&lt;/TR&gt;&lt;/TBODY&gt;&lt;/TABLE&gt;&lt;P&gt;The result is a transposed set with a difference column:&lt;/P&gt;&lt;TABLE border="1" width="100%"&gt;&lt;TBODY&gt;&lt;TR&gt;&lt;TD width="33.333333333333336%"&gt;Metric&lt;/TD&gt;&lt;TD width="33.333333333333336%"&gt;Cat1&lt;/TD&gt;&lt;TD width="16.666666666666668%"&gt;Cat2&lt;/TD&gt;&lt;TD width="16.666666666666668%"&gt;Difference&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="33.333333333333336%"&gt;Average A&lt;/TD&gt;&lt;TD width="33.333333333333336%"&gt;10&lt;/TD&gt;&lt;TD width="16.666666666666668%"&gt;5&lt;/TD&gt;&lt;TD width="16.666666666666668%"&gt;5&lt;/TD&gt;&lt;/TR&gt;&lt;/TBODY&gt;&lt;/TABLE&gt;&lt;P&gt;Any and all suggestions are appreciated.&lt;/P&gt;</description>
      <pubDate>Wed, 26 Oct 2022 21:28:42 GMT</pubDate>
      <guid>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3051#M234</guid>
      <dc:creator>marcpaige</dc:creator>
      <dc:date>2022-10-26T21:28:42Z</dc:date>
    </item>
    <item>
      <title>Re: What is a simple Excel reference is hard in Incorta?</title>
      <link>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3052#M235</link>
      <description>&lt;P&gt;You can use a formula columns ( e.g. avg(case(cat=1,value,0 ))&amp;nbsp; &amp;nbsp;and&amp;nbsp;&amp;nbsp;avg(case(cat=2,value,0 ))&amp;nbsp;&amp;nbsp;&lt;/P&gt;&lt;P&gt;then&lt;/P&gt;&lt;P&gt;avg(case(cat=2,value,0 )) -&amp;nbsp;avg(case(cat=1,value,0 ))&lt;/P&gt;&lt;P&gt;Although frankly doing that per insight is a pain, so if you wanted to build in a schema for easy re-use that would be one way to go.&lt;/P&gt;&lt;P&gt;Another would be to build it as a MV ( or derived table, or Incorta Analytic table ) which would work best if the number of categories isn't fixed.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 27 Oct 2022 03:44:39 GMT</pubDate>
      <guid>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3052#M235</guid>
      <dc:creator>RADSr</dc:creator>
      <dc:date>2022-10-27T03:44:39Z</dc:date>
    </item>
    <item>
      <title>Re: What is a simple Excel reference is hard in Incorta?</title>
      <link>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3059#M236</link>
      <description>&lt;P&gt;The formulas give me proper values but the difference still does not work. I have tried to build an MV but come up with the same problem. Please elaborate on your thought there.&lt;/P&gt;</description>
      <pubDate>Thu, 27 Oct 2022 14:18:26 GMT</pubDate>
      <guid>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3059#M236</guid>
      <dc:creator>marcpaige</dc:creator>
      <dc:date>2022-10-27T14:18:26Z</dc:date>
    </item>
    <item>
      <title>Re: What is a simple Excel reference is hard in Incorta?</title>
      <link>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3060#M237</link>
      <description>&lt;P&gt;I feel your pain!&amp;nbsp; Incorta *should* allow you to use formula columns in other formula columns and handle this internally.&amp;nbsp; &amp;nbsp;It doesn't, so we have to&amp;nbsp; &lt;span class="lia-unicode-emoji" title=":winking_face:"&gt;😉&lt;/span&gt;&amp;nbsp; &amp;nbsp;&lt;/P&gt;&lt;P&gt;When I've had issues w/ this one of the things which has been confusing is the order of operations w/in nested parens.&amp;nbsp; &amp;nbsp; &amp;nbsp; Instead of "&amp;nbsp; ( &amp;lt;formula&amp;gt; ) - ( &amp;lt;formula2&amp;gt; )&amp;nbsp; &amp;nbsp; &amp;nbsp;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;I've tried different sytnax:&lt;/P&gt;&lt;P&gt;(( &amp;lt;formula&amp;gt; - (( &amp;lt;formula2&amp;gt; ))&amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;/P&gt;&lt;P&gt;(&amp;nbsp; &amp;nbsp;(( &amp;lt;formula&amp;gt; - (( &amp;lt;formula2&amp;gt; ))&amp;nbsp; &amp;nbsp; )&lt;/P&gt;&lt;P&gt;And since "&amp;lt;formula&amp;gt;" can be really complex and use a lot of parens itself it can get confusing really quickly.&amp;nbsp; &amp;nbsp; I found myself working in Notepad++ and doing a lot of CTRL-C/CTRL-V between it and the expression editor.&amp;nbsp; &amp;nbsp;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I'll wind up w/ an insight w/ 10+ formula columns as I move forward step-by-step towards my final logic ( shameless plug:&amp;nbsp; good case for being able to hide columns:&amp;nbsp;&amp;nbsp;&lt;A href="https://community.incorta.com/t5/product-ideas/hide-show-columns-in-a-dashboard/idi-p/651" target="_blank"&gt;https://community.incorta.com/t5/product-ideas/hide-show-columns-in-a-dashboard/idi-p/651&lt;/A&gt;&amp;nbsp; )&amp;nbsp;&lt;/P&gt;&lt;P&gt;Candidly, I've done the above and it's a long, arduous process, so I've also taken the route of doing the calcs in a materialized view which is somewhat limited in that you need define&amp;nbsp; static grouping ( e.g. by week or month ) which doesn't roll up well when you want to average something as in your example -- avg of weeks 1 - 4&amp;nbsp; does not necessarily equal the avg for the month.&amp;nbsp;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Having written this much, if someone wants to swoop in with an easy answer I'll celebrate with you!&amp;nbsp; &lt;span class="lia-unicode-emoji" title=":winking_face:"&gt;😉&lt;/span&gt;&amp;nbsp; &amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 27 Oct 2022 14:35:03 GMT</pubDate>
      <guid>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3060#M237</guid>
      <dc:creator>RADSr</dc:creator>
      <dc:date>2022-10-27T14:35:03Z</dc:date>
    </item>
    <item>
      <title>Re: What is a simple Excel reference is hard in Incorta?</title>
      <link>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3066#M238</link>
      <description>&lt;P&gt;I found an alternative way to show the data! I was playing around and tried using KPIs and the formulas worked! I will show the variances in a KPI insight and the transposed table next to it. Looks great and it highlights the variances with conditional formatting.&lt;/P&gt;</description>
      <pubDate>Thu, 27 Oct 2022 17:40:39 GMT</pubDate>
      <guid>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3066#M238</guid>
      <dc:creator>marcpaige</dc:creator>
      <dc:date>2022-10-27T17:40:39Z</dc:date>
    </item>
    <item>
      <title>Re: What is a simple Excel reference is hard in Incorta?</title>
      <link>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3072#M239</link>
      <description>&lt;P&gt;To round out the solution: I also had to use an Incorta Analyzer table to calculate the averages and have access to them from the KPI insight. The MV wouldn't allow me to do the calculations in SQL.&lt;/P&gt;</description>
      <pubDate>Fri, 28 Oct 2022 14:12:19 GMT</pubDate>
      <guid>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3072#M239</guid>
      <dc:creator>marcpaige</dc:creator>
      <dc:date>2022-10-28T14:12:19Z</dc:date>
    </item>
    <item>
      <title>Re: What is a simple Excel reference is hard in Incorta?</title>
      <link>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3091#M240</link>
      <description>&lt;P&gt;Here's how this can be solved using an MV with Spark SQL:&lt;/P&gt;&lt;P&gt;I'm using an 'AdventureWorks' database, if your not familiar its simply a sample database often used for testing for a retailer that has tables such as OrderDetail, OrderHeader, Products, ProductSubcategory, ProductCategory etc...&lt;/P&gt;&lt;P&gt;In the first screenshot you can see I have a query that joins a few tables to create a result set in the same format you have with Categories &amp;amp; AvgLineTotal. This will become an inner query, but I'm applying the avg here to improve query performance(reduce as early as possible)&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="ZachBreimayer_2-1666987336333.png" style="width: 400px;"&gt;&lt;img src="https://community.incorta.com/t5/image/serverpage/image-id/1626i58AF538689A21A0E/image-size/medium/is-moderation-mode/true?v=v2&amp;amp;px=400" role="button" title="ZachBreimayer_2-1666987336333.png" alt="ZachBreimayer_2-1666987336333.png" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;In the screen shot below you can see the result set of the query:&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="ZachBreimayer_3-1666987344658.png" style="width: 400px;"&gt;&lt;img src="https://community.incorta.com/t5/image/serverpage/image-id/1627i63192E84F0CD8739/image-size/medium/is-moderation-mode/true?v=v2&amp;amp;px=400" role="button" title="ZachBreimayer_3-1666987344658.png" alt="ZachBreimayer_3-1666987344658.png" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;Next, lets use a Pivot function in an outer query, youll notice an avg is applied in the pivot function as its required to apply an aggregate function with pivot, however this does not effect the result in this case. Also to note, most modern versions of sql support this now, so we are going to use this to swap the categories into fields as shown below:&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="ZachBreimayer_4-1666987517939.png" style="width: 400px;"&gt;&lt;img src="https://community.incorta.com/t5/image/serverpage/image-id/1628iB2A4A9EDC8914A36/image-size/medium/is-moderation-mode/true?v=v2&amp;amp;px=400" role="button" title="ZachBreimayer_4-1666987517939.png" alt="ZachBreimayer_4-1666987517939.png" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;After running this we can now see the result set getting closer to our desired outcome:&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="ZachBreimayer_5-1666987556810.png" style="width: 400px;"&gt;&lt;img src="https://community.incorta.com/t5/image/serverpage/image-id/1629i69F3BA05274E5F0B/image-size/medium/is-moderation-mode/true?v=v2&amp;amp;px=400" role="button" title="ZachBreimayer_5-1666987556810.png" alt="ZachBreimayer_5-1666987556810.png" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;And finally, we can perform any function/mathematical operations against those category fields, in our case I chose 'Bikes-Clothing AS Bike_Clothing_Diff' in the outer query as shown below and we can see our difference:&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="ZachBreimayer_6-1666987632050.png" style="width: 400px;"&gt;&lt;img src="https://community.incorta.com/t5/image/serverpage/image-id/1630iE30982737D1D37CA/image-size/medium/is-moderation-mode/true?v=v2&amp;amp;px=400" role="button" title="ZachBreimayer_6-1666987632050.png" alt="ZachBreimayer_6-1666987632050.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="ZachBreimayer_7-1666987766595.png" style="width: 400px;"&gt;&lt;img src="https://community.incorta.com/t5/image/serverpage/image-id/1631i45B47EC2A593B95A/image-size/medium/is-moderation-mode/true?v=v2&amp;amp;px=400" role="button" title="ZachBreimayer_7-1666987766595.png" alt="ZachBreimayer_7-1666987766595.png" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;LI-CODE lang="markup"&gt;SELECT *, Bikes-Clothing AS Bike_Clothing_Diff FROM(
SELECT pc.categoryname AS Category, avg(sod.linetotal) AS AvgLineTotal
FROM OnlineStore2.salesorderdetail sod
     Left Join OnlineStore2.product p ON sod.productid = p.productid
     Left Join OnlineStore2.productsubcategory ps ON p.productsubcategoryid = ps.productsubcategoryid
     Left Join OnlineStore2.productcategory pc ON ps.productcategoryid = pc.productcategoryid
GROUP BY pc.categoryname
) a
       PIVOT(avg(AvgLineTotal)
       FOR Category IN('Bikes','Clothing','Accessories','Components'))&lt;/LI-CODE&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Hopefully this gives you an additional option, please let us know if you have any further questions or if you need any further detail anywhere in this process.&lt;/P&gt;&lt;P&gt;Regards,&lt;/P&gt;&lt;P&gt;Zach, Solutions Engineer&amp;nbsp;@ Incorta&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;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Fri, 28 Oct 2022 20:19:15 GMT</pubDate>
      <guid>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3091#M240</guid>
      <dc:creator>ZachBreimayer</dc:creator>
      <dc:date>2022-10-28T20:19:15Z</dc:date>
    </item>
    <item>
      <title>Re: What is a simple Excel reference is hard in Incorta?</title>
      <link>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3092#M241</link>
      <description>&lt;P&gt;Thank you, Zach. This is very helpful.&lt;/P&gt;</description>
      <pubDate>Fri, 28 Oct 2022 20:41:20 GMT</pubDate>
      <guid>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3092#M241</guid>
      <dc:creator>marcpaige</dc:creator>
      <dc:date>2022-10-28T20:41:20Z</dc:date>
    </item>
    <item>
      <title>Re: What is a simple Excel reference is hard in Incorta?</title>
      <link>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3161#M248</link>
      <description>&lt;P&gt;I have a follow-up for you Zach.&amp;nbsp;&lt;a href="https://community.incorta.com/t5/user/viewprofilepage/user-id/83"&gt;@ZachBreimayer&lt;/a&gt;: How would the SQL change for multiple aggregate columns?&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Fri, 04 Nov 2022 19:06:47 GMT</pubDate>
      <guid>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3161#M248</guid>
      <dc:creator>marcpaige</dc:creator>
      <dc:date>2022-11-04T19:06:47Z</dc:date>
    </item>
    <item>
      <title>Re: What is a simple Excel reference is hard in Incorta?</title>
      <link>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3168#M249</link>
      <description>&lt;P&gt;Hi Marc,&lt;/P&gt;&lt;P&gt;Here is an example I have extended upon the previous. I&lt;FONT size="4"&gt;n&lt;/FONT&gt; the first image you can see that within the pivot function after the 'PIVOT(avg(AvgLineTotal' you can then simply add a comma and add the next aggregate 'SUM(OrderQTYTotal)' as shown in the first image below.&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="ZachBreimayer_0-1667595573610.png" style="width: 400px;"&gt;&lt;img src="https://community.incorta.com/t5/image/serverpage/image-id/1656i8001D9A24A43D012/image-size/medium/is-moderation-mode/true?v=v2&amp;amp;px=400" role="button" title="ZachBreimayer_0-1667595573610.png" alt="ZachBreimayer_0-1667595573610.png" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;Doing this will create a field for each combination of aggregates and categories as shown in the next image.&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="ZachBreimayer_2-1667595767440.png" style="width: 400px;"&gt;&lt;img src="https://community.incorta.com/t5/image/serverpage/image-id/1658iD7FB7ACC21617CEB/image-size/medium/is-moderation-mode/true?v=v2&amp;amp;px=400" role="button" title="ZachBreimayer_2-1667595767440.png" alt="ZachBreimayer_2-1667595767440.png" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;LI-CODE lang="markup"&gt;SELECT *, Bikes_AvgLineTotal-Clothing_AvgLineTotal AS Bike_Clothing_AvgLineTotal_Diff, Bikes_OrderQTYTotal-Clothing_OrderQTYTotal AS Bike_Clothing_OrderQTYTotal_Diff FROM(
SELECT pc.categoryname AS Category, avg(sod.linetotal) AS AvgLineTotal, sum(OrderQTY) AS OrderQTYTotal
FROM OnlineStore2.salesorderdetail sod
     Left Join OnlineStore2.product p ON sod.productid = p.productid
     Left Join OnlineStore2.productsubcategory ps ON p.productsubcategoryid = ps.productsubcategoryid
     Left Join OnlineStore2.productcategory pc ON ps.productcategoryid = pc.productcategoryid
GROUP BY pc.categoryname
) a
       PIVOT(avg(AvgLineTotal) AS AvgLineTotal, SUM(OrderQTYTotal) AS OrderQTYTotal
       FOR Category IN('Bikes','Clothing','Accessories','Components'))&lt;/LI-CODE&gt;&lt;P&gt;Appreciate the follow up, always happy to help so let us know if you have any more questions!&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;Zach, Solutions Engineer&amp;nbsp;@ Incorta&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Fri, 04 Nov 2022 21:20:26 GMT</pubDate>
      <guid>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3168#M249</guid>
      <dc:creator>ZachBreimayer</dc:creator>
      <dc:date>2022-11-04T21:20:26Z</dc:date>
    </item>
    <item>
      <title>Re: What is a simple Excel reference is hard in Incorta?</title>
      <link>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3169#M250</link>
      <description>&lt;P&gt;Thanks again, Zach. This makes perfect sense.&lt;/P&gt;</description>
      <pubDate>Fri, 04 Nov 2022 21:35:35 GMT</pubDate>
      <guid>https://community.incorta.com/t5/dashboards-analytics-discussions/what-is-a-simple-excel-reference-is-hard-in-incorta/m-p/3169#M250</guid>
      <dc:creator>marcpaige</dc:creator>
      <dc:date>2022-11-04T21:35:35Z</dc:date>
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