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    <title>topic Re: Using Insights as a Data Quality reporting tool in ArcGIS Insights Questions</title>
    <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1144294#M888</link>
    <description>&lt;P&gt;1. From the extension Data Reviewer, you can generate a report that is based on checks that you run in Data Reviewer.&amp;nbsp; I was wondering if those can be accessed in any way, uploaded to Insights or the information in the report added to a report card.&lt;/P&gt;&lt;P&gt;2. Yes that is how I normally get the null values, BUT if there are 100 values, I currently have to check them all off one by one.&amp;nbsp; you cannot uncheck ALL and then just select the No DAta value.&amp;nbsp; Also, technically &amp;lt;Null&amp;gt; is not No data, if it were BLANK it would be No Data.&lt;/P&gt;&lt;P&gt;3.&amp;nbsp; Looking forward to it&lt;/P&gt;&lt;P&gt;4. When I say installations I am not talking about the installation of the software, it is a term used interchangeably with Air Force Base.&amp;nbsp; I need to create a workbook, with report cards that can be adapted for a location, and then make that workbook repeatable with a different data source at another location.&lt;/P&gt;</description>
    <pubDate>Tue, 15 Feb 2022 20:49:51 GMT</pubDate>
    <dc:creator>NoelWilson</dc:creator>
    <dc:date>2022-02-15T20:49:51Z</dc:date>
    <item>
      <title>Using Insights as a Data Quality reporting tool</title>
      <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1144253#M884</link>
      <description>&lt;P&gt;I have several technical questions that I have not found a solution for regarding Insights. I have taken and viewed all available training, I have spoken directly with the instruction from the Instructor-led course and there is no resource to find out if what I want to do is even possible.&lt;/P&gt;&lt;P&gt;1. Use, ingest display Data Reviewer reports as a resource for data quality&lt;/P&gt;&lt;P&gt;2. For one of the metrics, the goal is to find all occurrences when a value is blank or null, but when I try to create a query, and I don not manually removed all values but the null, it returns nothing.&amp;nbsp; The null values are treated as non-values.&amp;nbsp; Is this a bug?&lt;/P&gt;&lt;P&gt;3. I would like to create a bar chart to show the results of my queries and generate a percentage and show that percentage ON the bar.&lt;/P&gt;&lt;P&gt;4. Create an interface that can be used at an AF Base connected directly to their SDE database server and repeated for all installations.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;These are just a few inquires.&amp;nbsp; I am trying to create&amp;nbsp; a proof of concept that is repeatable and adaptable.&lt;/P&gt;</description>
      <pubDate>Tue, 15 Feb 2022 19:50:38 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1144253#M884</guid>
      <dc:creator>NoelWilson</dc:creator>
      <dc:date>2022-02-15T19:50:38Z</dc:date>
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    <item>
      <title>Re: Using Insights as a Data Quality reporting tool</title>
      <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1144282#M886</link>
      <description>&lt;P&gt;Hi Noel,&lt;BR /&gt;&lt;BR /&gt;Thanks for reaching out. I'll be honest, I don't have any specific answers for you – yet.&lt;BR /&gt;&lt;BR /&gt;But I want you to know we read these posts and discuss them. So I'll answer what I can and ask someone with more expertise in each of these areas to follow up or check this out.&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;1) Could you expand on this first one a little bit for me? I think I know what you mean, but I just want to be clear when I ask about this.&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;&lt;/P&gt;&lt;P&gt;2) This sounds like something that was never brought to our attention before. There may be an AGOL architecture issue behind this too. I will ask around. However, I just created a video showing an easy way to count/sum &amp;lt;no data&amp;gt; values. I'm hoping this solves your problem, or at least helps you avoid doing everything manually. Please let me know if it helps. If not, I'll pursue the question further. &lt;span class="lia-unicode-emoji" title=":slightly_smiling_face:"&gt;🙂&lt;/span&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;A title="" href="https://youtu.be/zGl493flmTc" target="_blank" rel="noopener"&gt;https://youtu.be/zGl493flmTc&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;3) This is a neat idea. I'm not sure we can do that out of the box yet, but I have an idea for a work-around. I'll play with it soon and see if I can get it to work. I'll also mention this in our development idea meetings.&lt;BR /&gt;&lt;BR /&gt;4) I think I know what you mean, but again: are you looking for a way to image the same database connection to automate installs of Insights on many machines?&lt;BR /&gt;&lt;BR /&gt;Thanks again for using the Community! Sorry I don't have more answers right now, but thanks for asking and keep them coming.&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;Best,&lt;BR /&gt;&lt;BR /&gt;Ian&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Tue, 15 Feb 2022 20:35:31 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1144282#M886</guid>
      <dc:creator>Ian_Muehlenhaus</dc:creator>
      <dc:date>2022-02-15T20:35:31Z</dc:date>
    </item>
    <item>
      <title>Re: Using Insights as a Data Quality reporting tool</title>
      <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1144294#M888</link>
      <description>&lt;P&gt;1. From the extension Data Reviewer, you can generate a report that is based on checks that you run in Data Reviewer.&amp;nbsp; I was wondering if those can be accessed in any way, uploaded to Insights or the information in the report added to a report card.&lt;/P&gt;&lt;P&gt;2. Yes that is how I normally get the null values, BUT if there are 100 values, I currently have to check them all off one by one.&amp;nbsp; you cannot uncheck ALL and then just select the No DAta value.&amp;nbsp; Also, technically &amp;lt;Null&amp;gt; is not No data, if it were BLANK it would be No Data.&lt;/P&gt;&lt;P&gt;3.&amp;nbsp; Looking forward to it&lt;/P&gt;&lt;P&gt;4. When I say installations I am not talking about the installation of the software, it is a term used interchangeably with Air Force Base.&amp;nbsp; I need to create a workbook, with report cards that can be adapted for a location, and then make that workbook repeatable with a different data source at another location.&lt;/P&gt;</description>
      <pubDate>Tue, 15 Feb 2022 20:49:51 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1144294#M888</guid>
      <dc:creator>NoelWilson</dc:creator>
      <dc:date>2022-02-15T20:49:51Z</dc:date>
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    <item>
      <title>Re: Using Insights as a Data Quality reporting tool</title>
      <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1144357#M890</link>
      <description>&lt;P&gt;A-ha. Now I get it.&lt;BR /&gt;&lt;BR /&gt;1) I don't think ArcGIS Insights syncs with Data Reviewer yet. I'll post this in our ideas board and see if there are any work-arounds out there. Of course, synchronization also depends on the Data Reviewer developers as well. If possible, I would let them know on their discussion board that you would love that feature with ArcGIS Insights.&amp;nbsp;&lt;/P&gt;&lt;P&gt;2) Wait... My bad! So you can't select &amp;lt;Null&amp;gt; as an option? That probably isn't a bug. It's probably just an oversight, because no one has brought this up before. I will double check and see if it should be something added to the next release later this year. I can't imagine how infuriating that must be!&lt;BR /&gt;&lt;BR /&gt;4) Have you tried exporting a model and a theme? I imagine you have, as you seem like a power user, but if not, you can export a theme (e.g., layout template) and a model (for data processing). You do need to update which data should be used, though, when it changes, unless the file names happen to be the same in each install.&lt;BR /&gt;&lt;BR /&gt;This seems like something a Python script may be able to solve, but that's beyond my scope right now. I may look into it, though, and see if a quick hack isn't possible. Who knows? Python makes miracles happen! &lt;span class="lia-unicode-emoji" title=":winking_face:"&gt;😉&lt;/span&gt;&lt;BR /&gt;&lt;BR /&gt;Thanks for your questions. I'll raise these in our ideas board. I'm sorry about the &amp;lt;Null&amp;gt; issue. That will definitely be elevated by me. Hopefully it's an oversight and not an AGOL issue. If that's the case, I imagine we can fix it and save you hours.&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;Thanks, Noel. Thanks for your service too!&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;Ian&lt;/P&gt;</description>
      <pubDate>Tue, 15 Feb 2022 22:35:17 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1144357#M890</guid>
      <dc:creator>Ian_Muehlenhaus</dc:creator>
      <dc:date>2022-02-15T22:35:17Z</dc:date>
    </item>
    <item>
      <title>Re: Using Insights as a Data Quality reporting tool</title>
      <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1153938#M915</link>
      <description>&lt;P&gt;Any more information on the ability to filter "No data" features?&amp;nbsp; Also, in regards to "No Data" features, if I have a map with location enabled and create a chart&amp;nbsp; to show the number of features that have the "No Data" value for a specific attribute, when I select that bar in the chart, it will not show me the features on the map.&amp;nbsp; t works for all other values, but not "No Data".&amp;nbsp; I need it to be able to do this because I have to figure which Air Force Base has the offending feature.&lt;/P&gt;&lt;P&gt;Also, I have created several report cards for various shapefiles with respective attributes.&amp;nbsp; I need to be able to share these out to the installation directly, but they will have a different data source.&amp;nbsp; Is there an easy way to change the data source and not have to recreate the cars and workbook pages from scratch.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Tue, 15 Mar 2022 18:16:11 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1153938#M915</guid>
      <dc:creator>NoelWilson</dc:creator>
      <dc:date>2022-03-15T18:16:11Z</dc:date>
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    <item>
      <title>Re: Using Insights as a Data Quality reporting tool</title>
      <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1154749#M920</link>
      <description>&lt;P&gt;Hi Noel,&amp;nbsp;&lt;/P&gt;&lt;P&gt;I haven't forgotten you. In fact, I've been thinking about this after working hours all week and...&lt;/P&gt;&lt;P&gt;I think I may have figured out a Python-script solution that will do exactly what you want.&lt;/P&gt;&lt;P&gt;I mocked it up and just need to make sure it actually works. Then I need to experiment with exporting it in models, etc. I'll explain my thought process a bit here and post when I know it's functioning right.&lt;/P&gt;&lt;P&gt;------&lt;/P&gt;&lt;P&gt;First things first: I hadn't noticed this before, and maybe you had, but I learned something new:&lt;/P&gt;&lt;P&gt;1. Strings are given the label &amp;lt;No Data&amp;gt; when they are left blank in an imported CSV.&lt;/P&gt;&lt;P&gt;2. Numbers are simply left blank when they are blank.&lt;/P&gt;&lt;P&gt;This doesn't help you per se, but it highlights why sometimes you can select &amp;lt;No Data&amp;gt; and other times you, when you have no values entered or zeros, you can't.&amp;nbsp;&lt;/P&gt;&lt;P&gt;--------&lt;/P&gt;&lt;P&gt;So yes, you &lt;EM&gt;can&lt;/EM&gt; filter "no data" values from strings fairly easily. They show up as an option when creating predefined or other filters. But that's not your issue, I know... and...&lt;/P&gt;&lt;P&gt;It gets trickier with Numbers, because they don't show up. They are just blank. Or zero is not selectable. So you can't filter the &amp;lt;no data&amp;gt; values out.&lt;/P&gt;&lt;P&gt;Alas, &lt;STRONG&gt;&lt;EM&gt;ArcGIS Insights now allows us to write and/or import Python and R scripts! &lt;span class="lia-unicode-emoji" title=":slightly_smiling_face:"&gt;🙂&lt;/span&gt;&lt;/EM&gt;&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;In particular, using the Pandas library in Python, we can replace BLANK values in a dataset with a number that is easy to find and export it as a new dataset to our workbook, without impacting the original CSV data.&amp;nbsp;&lt;/P&gt;&lt;P&gt;Plus, Python scripts can be included as part of any model you export to your different organizations/subunits to use. So theoretically, you can have someone run the same script in the same model every time with different datasets to get the same results. No coding required!&amp;nbsp;&lt;/P&gt;&lt;P&gt;At least that's the plan...&amp;nbsp;&lt;/P&gt;&lt;P&gt;The Python script I wrote (and will obviously share, so all someone has to do is drag'n'drop a file from the Table of Contents) works! I've got that down. The model part is next.&amp;nbsp;&lt;/P&gt;&lt;P&gt;I have a new weekend project! &lt;span class="lia-unicode-emoji" title=":slightly_smiling_face:"&gt;🙂&lt;/span&gt;&lt;/P&gt;&lt;P&gt;Thanks for using ArcGIS Insights, Noel!&lt;/P&gt;&lt;P&gt;I hope to get back to you soon with a solution so you don't have to filter manually ever again! &lt;span class="lia-unicode-emoji" title=":slightly_smiling_face:"&gt;🙂&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 17 Mar 2022 13:36:13 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1154749#M920</guid>
      <dc:creator>Ian_Muehlenhaus</dc:creator>
      <dc:date>2022-03-17T13:36:13Z</dc:date>
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      <title>Re: Using Insights as a Data Quality reporting tool</title>
      <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1156070#M923</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.esri.com/t5/user/viewprofilepage/user-id/124316"&gt;@NoelWilson&lt;/a&gt;,&lt;/P&gt;&lt;P&gt;Well now I feel daft! But I learned something! &lt;span class="lia-unicode-emoji" title=":slightly_smiling_face:"&gt;🙂&lt;/span&gt;&lt;/P&gt;&lt;P&gt;An even easier solution than using Python scripting?&lt;/P&gt;&lt;P&gt;&lt;EM&gt;&lt;STRONG&gt;Use ArcGIS Insights to get a Null Value count!&lt;/STRONG&gt;&lt;/EM&gt;&lt;/P&gt;&lt;DIV class=""&gt;&lt;DIV class=""&gt;&lt;DIV class=""&gt;&lt;DIV class=""&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-center" image-alt="ISNULL.gif" style="width: 999px;"&gt;&lt;img src="https://community.esri.com/t5/image/serverpage/image-id/36933i3115C47547E782C2/image-size/large?v=v2&amp;amp;px=999" role="button" title="ISNULL.gif" alt="ISNULL.gif" /&gt;&lt;/span&gt;&lt;P&gt; &lt;/P&gt;&lt;/DIV&gt;&lt;SPAN class=""&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/DIV&gt;&lt;/DIV&gt;&lt;/DIV&gt;&lt;P&gt;You can simply (compared to my last trick!) add a field to the reference table. Then type in "ISNULL" and then select the attribute you want to check.&amp;nbsp;&lt;/P&gt;&lt;P&gt;Don't forget to rename the new field if you're doing this many times, obviously, or it could get confusing.&lt;/P&gt;&lt;P&gt;Sorry to take you on such a whirlwind tour. But we solved this! Next... to set up a model/template so everyone can do this automatically! &lt;span class="lia-unicode-emoji" title=":slightly_smiling_face:"&gt;🙂&lt;/span&gt;&lt;/P&gt;</description>
      <pubDate>Tue, 22 Mar 2022 12:55:50 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1156070#M923</guid>
      <dc:creator>Ian_Muehlenhaus</dc:creator>
      <dc:date>2022-03-22T12:55:50Z</dc:date>
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      <title>Re: Using Insights as a Data Quality reporting tool</title>
      <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1157271#M924</link>
      <description>Okay, I think I figured out a solution to my "Null" issue, I created an&lt;BR /&gt;advanced query using the IsNull fx in each table card.&lt;BR /&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;BR /&gt;Now I have another problem. How do I create a template of the cards I have&lt;BR /&gt;created. I need to be able to share this and change the data source. For&lt;BR /&gt;one reason I have to create 3 cards for 19 feature classes. In searching for&lt;BR /&gt;that functionality it tells me to choose the share on the workbook page, I&lt;BR /&gt;do not see that anywhere. The only share I see is on the Home Page and it&lt;BR /&gt;only shares images or data. Is it a user role issue or a license level&lt;BR /&gt;issue?&lt;BR /&gt;&lt;BR /&gt;&lt;BR /&gt;</description>
      <pubDate>Thu, 24 Mar 2022 13:51:57 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1157271#M924</guid>
      <dc:creator>NoelWilson</dc:creator>
      <dc:date>2022-03-24T13:51:57Z</dc:date>
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      <title>Re: Using Insights as a Data Quality reporting tool</title>
      <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1157297#M925</link>
      <description>&lt;P&gt;This I can help with! &lt;span class="lia-unicode-emoji" title=":slightly_smiling_face:"&gt;🙂&lt;/span&gt; I'll upload a solution shortly! Yippee!!! It may not be the exact solution you're looking for, but I think it's what you need.&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;Quick follow-up: do your users have Insights Editor access or just viewer status?&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;We can make it work either way, but if they have Editor capabilities, it will save you time! &lt;span class="lia-unicode-emoji" title=":slightly_smiling_face:"&gt;🙂&lt;/span&gt;&lt;/P&gt;</description>
      <pubDate>Thu, 24 Mar 2022 14:21:36 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1157297#M925</guid>
      <dc:creator>Ian_Muehlenhaus</dc:creator>
      <dc:date>2022-03-24T14:21:36Z</dc:date>
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      <title>Re: Using Insights as a Data Quality reporting tool</title>
      <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1157305#M926</link>
      <description>That has not been determined yet. I am still working on proof of concept&lt;BR /&gt;for this specific project. SO far I am finding it is not agile enough to be&lt;BR /&gt;a wide are solution for this type of interface, but I will continue to try.&lt;BR /&gt;&lt;BR /&gt;&lt;BR /&gt;</description>
      <pubDate>Thu, 24 Mar 2022 14:33:57 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1157305#M926</guid>
      <dc:creator>NoelWilson</dc:creator>
      <dc:date>2022-03-24T14:33:57Z</dc:date>
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      <title>Re: Using Insights as a Data Quality reporting tool</title>
      <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1157330#M927</link>
      <description>&lt;P&gt;A-ha! I think this is what you need! &lt;span class="lia-unicode-emoji" title=":slightly_smiling_face:"&gt;🙂&lt;/span&gt; It's easy to export a model and repeat your workflow automatically. It's just kind of hidden.&lt;/P&gt;&lt;P&gt;Let me know if this isn't the solution you're looking for. I think it is, though.&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thanks for asking questions, Noel, and please keep them coming! &lt;span class="lia-unicode-emoji" title=":slightly_smiling_face:"&gt;🙂&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&lt;A href="https://youtu.be/Tiy3fZmjAuE" target="_blank"&gt;https://youtu.be/Tiy3fZmjAuE&lt;/A&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 24 Mar 2022 15:00:40 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1157330#M927</guid>
      <dc:creator>Ian_Muehlenhaus</dc:creator>
      <dc:date>2022-03-24T15:00:40Z</dc:date>
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      <title>Re: Using Insights as a Data Quality reporting tool</title>
      <link>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1157362#M928</link>
      <description>&lt;P&gt;Hi Noel,&amp;nbsp;&lt;/P&gt;&lt;P&gt;I think I accidentally deleted my response with a link. (Very human of me! Sigh...)&lt;/P&gt;&lt;P&gt;Here is a link to a quick video I mocked up that should help save tons of time and stress and in your situation.&lt;/P&gt;&lt;P&gt;You can also export "templates," which means the styling and design of everything is copied. So if you export a Model and a Template, everyone's report should look the same and they can simply change the data file being rendered.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;A href="https://www.youtube.com/watch?v=Tiy3fZmjAuE" target="_blank"&gt;https://www.youtube.com/watch?v=Tiy3fZmjAuE&lt;/A&gt;&lt;/P&gt;&lt;P&gt;Here is a more formal and polished demonstration of models. It's shorter too. I need to up my video-recording game.&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;&lt;A href="https://mediaspace.esri.com/media/t/1_5i86hteb/238781633" target="_blank"&gt;https://mediaspace.esri.com/media/t/1_5i86hteb/238781633&lt;/A&gt;&lt;/P&gt;&lt;P&gt;Thanks again, and thanks for using ArcGIS Insights!&lt;BR /&gt;&lt;BR /&gt;&lt;/P&gt;&lt;P&gt;Ian&lt;/P&gt;</description>
      <pubDate>Thu, 24 Mar 2022 15:34:01 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-insights-questions/using-insights-as-a-data-quality-reporting-tool/m-p/1157362#M928</guid>
      <dc:creator>Ian_Muehlenhaus</dc:creator>
      <dc:date>2022-03-24T15:34:01Z</dc:date>
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