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    <title>topic Kernel density estimation in 3D in ArcGIS Pro Questions</title>
    <link>https://community.esri.com/t5/arcgis-pro-questions/kernel-density-estimation-in-3d/m-p/1178165#M55612</link>
    <description>&lt;P&gt;&lt;SPAN&gt;Hi, I am new to&amp;nbsp; ArcGIS pro and want to do kernel density estimation.&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;I have X,Y,Z&amp;nbsp; features in cvs file and i&amp;nbsp;import the data in 3D layer .When i apply kernel density estimation, the results become 2d.&lt;BR /&gt;My question is:&lt;BR /&gt;Is kernel density estimation applicable in Arcgis pro with 3D datasets? and can i export the output by 3d raster?(it seems that i can only export the result in 2d)&lt;/P&gt;&lt;P&gt;Thanks!&lt;/P&gt;</description>
    <pubDate>Sat, 28 May 2022 08:55:00 GMT</pubDate>
    <dc:creator>liu_roujun</dc:creator>
    <dc:date>2022-05-28T08:55:00Z</dc:date>
    <item>
      <title>Kernel density estimation in 3D</title>
      <link>https://community.esri.com/t5/arcgis-pro-questions/kernel-density-estimation-in-3d/m-p/1178165#M55612</link>
      <description>&lt;P&gt;&lt;SPAN&gt;Hi, I am new to&amp;nbsp; ArcGIS pro and want to do kernel density estimation.&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;I have X,Y,Z&amp;nbsp; features in cvs file and i&amp;nbsp;import the data in 3D layer .When i apply kernel density estimation, the results become 2d.&lt;BR /&gt;My question is:&lt;BR /&gt;Is kernel density estimation applicable in Arcgis pro with 3D datasets? and can i export the output by 3d raster?(it seems that i can only export the result in 2d)&lt;/P&gt;&lt;P&gt;Thanks!&lt;/P&gt;</description>
      <pubDate>Sat, 28 May 2022 08:55:00 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-pro-questions/kernel-density-estimation-in-3d/m-p/1178165#M55612</guid>
      <dc:creator>liu_roujun</dc:creator>
      <dc:date>2022-05-28T08:55:00Z</dc:date>
    </item>
    <item>
      <title>Re: Kernel density estimation in 3D</title>
      <link>https://community.esri.com/t5/arcgis-pro-questions/kernel-density-estimation-in-3d/m-p/1178166#M55613</link>
      <description>&lt;P&gt;spatial analyst extension cites...&lt;/P&gt;&lt;P&gt;&lt;A href="https://pro.arcgis.com/en/pro-app/latest/tool-reference/spatial-analyst/how-kernel-density-works.htm" target="_blank"&gt;How Kernel Density works—ArcGIS Pro | Documentation&lt;/A&gt;&lt;/P&gt;</description>
      <pubDate>Sat, 28 May 2022 10:18:58 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-pro-questions/kernel-density-estimation-in-3d/m-p/1178166#M55613</guid>
      <dc:creator>DanPatterson</dc:creator>
      <dc:date>2022-05-28T10:18:58Z</dc:date>
    </item>
    <item>
      <title>Re: Kernel density estimation in 3D</title>
      <link>https://community.esri.com/t5/arcgis-pro-questions/kernel-density-estimation-in-3d/m-p/1178172#M55614</link>
      <description>&lt;P&gt;Thank you for the reply. I have read the documentation but still not sure the situation for using kernel density.&lt;/P&gt;&lt;P&gt;Since the density formula in ArcGIS pro just calculates the density of (x,y) location and doesn't explain for z coordinate, i think it is more suitable for 2D. In this case, i will use this tool only for 2D datasets.&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;Just want to make sure if&amp;nbsp; i misunderstand the meaning of formula?&amp;nbsp; Thank you!&lt;/SPAN&gt;&lt;/P&gt;</description>
      <pubDate>Sat, 28 May 2022 15:53:03 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-pro-questions/kernel-density-estimation-in-3d/m-p/1178172#M55614</guid>
      <dc:creator>liu_roujun</dc:creator>
      <dc:date>2022-05-28T15:53:03Z</dc:date>
    </item>
    <item>
      <title>Re: Kernel density estimation in 3D</title>
      <link>https://community.esri.com/t5/arcgis-pro-questions/kernel-density-estimation-in-3d/m-p/1178678#M55655</link>
      <description>&lt;P&gt;My understanding is that the output of Kernel Density is 2D for XY data but you &lt;STRONG&gt;could&lt;/STRONG&gt; use the Z value for the Population Field in the GP tool if it's relevant to the analysis.&amp;nbsp; With that said, there is a &lt;A href="https://stackoverflow.com/questions/30696741/how-to-implement-kernel-density-estimation-in-multivariate-3d" target="_self"&gt;thread&lt;/A&gt; about implementing kernel density in multivariate/3D datasets using &lt;A href="https://pro.arcgis.com/en/pro-app/latest/arcpy/get-started/arcgis-api-for-python.htm" target="_self"&gt;SciPy&lt;/A&gt;&amp;nbsp;through the ArcGIS API for Python.&amp;nbsp; ArcGIS Pro 2.9.x uses SciPy 1.6.2 it seems.&amp;nbsp; Caveat to this answer - I am not a Python person by any means - but I would think it "could" work.&lt;/P&gt;</description>
      <pubDate>Tue, 31 May 2022 17:22:49 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-pro-questions/kernel-density-estimation-in-3d/m-p/1178678#M55655</guid>
      <dc:creator>Robert_LeClair</dc:creator>
      <dc:date>2022-05-31T17:22:49Z</dc:date>
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