<?xml version="1.0" encoding="UTF-8"?>
<rss xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:taxo="http://purl.org/rss/1.0/modules/taxonomy/" version="2.0">
  <channel>
    <title>topic Re: https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/  the links don't work, something about a redirect. in Spatial Statistics Questions</title>
    <link>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723544#M2294</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;&lt;A href="https://community.esri.com/migrated-users/3116"&gt;Dan Patterson&lt;/A&gt;‌ &lt;A href="https://community.esri.com/migrated-users/49937"&gt;Jenora D'Acosta&lt;/A&gt;‌ thank you! &amp;nbsp;Can email to me my contact info is SAGIS.org or I will send you a PM if you follow me (I believe that is how it works? I followed you Jenora)&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;And, is this the most up to date book on Spatial Analyst?&amp;nbsp;&lt;A class="link-titled" href="http://downloads2.esri.com/support/documentation/ao_/Using_ArcGIS_Spatial_Analyst.pdf" title="http://downloads2.esri.com/support/documentation/ao_/Using_ArcGIS_Spatial_Analyst.pdf"&gt;http://downloads2.esri.com/support/documentation/ao_/Using_ArcGIS_Spatial_Analyst.pdf&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;One question I'm trying to ascertain the answer to is how to calculate amount of features per cell from point density. It produces 'magnitude'. I just want to know how many trees per cell this actually means. Any explanation thus far I have found I do not understand. I understand if it's circular the neighborhood area will be given by pi*r2. However the examples in Ch 3 in David Allen's Spatial Analyst WorkBook (page 130) I just can't figure out simply calculating the number of trees per cell as in the example, instead of this 'density' or 'magnitude' that is a much larger number, the thousands, than what should be a few trees per cell at most (6meter). &amp;nbsp;In fact it wouldn't it&amp;nbsp;make more sense to just give this value anyhow? &amp;nbsp; &amp;nbsp;I also am a little hazy on the following the point of the 'cell size' guidance of 10 to 100 cells, in the accompanying Esri Guide to GIS Volume 1 in the Density Chapter. I have looked a good bit and not found much online. Thank you to anyone with any comments.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Aaand update: I'm working through it. I realized I needed to search in Spatial Analyst forum. Threads like these appear relevant.&amp;nbsp;&lt;A _jive_internal="true" class="link-titled" href="https://community.esri.com/thread/45904?commentID=242698#comment" title="https://community.esri.com/message/242698?commentID=242698#comment-242698"&gt;https://community.esri.com/message/242698?commentID=242698#comment-242698&lt;/A&gt;&amp;nbsp;&amp;nbsp;&lt;A href="https://community.esri.com/thread/47103"&gt;How exactly does the Point Density tool calculate cell values in SA?&lt;/A&gt;&amp;nbsp; &amp;nbsp;it is per neighborhood area with that cell as center, I will test and confirm tomorrow with the text's examples and calc by hand to ensure I understand it.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Update 2: it appears to pan out. I backcalculated feature count at a cell (well, for the neighborhood that is centered upon the cell, as these threads above explain).If I understand correctly the cell value is the magnitude, i.e. value for the WHOLE neighborhood, with the particular pixel (cell) in question, when you look at a single cell’s value. To back-calculate actual number of features, multiple the area by the cell value, keeping area in map units with cell size of one. (circular neighborhood area&amp;nbsp; &amp;nbsp;&lt;SPAN style="background: white;"&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;SPAN style="background: white;"&gt;A = π ×&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;EM&gt;r&lt;SUP&gt;2&lt;/SUP&gt;&lt;/EM&gt;)&amp;nbsp; Example:&amp;nbsp;&lt;IMG class="image-1 jive-image" src="https://community.esri.com/legacyfs/online/313802_pastedImage_2.png" /&gt; if two points overlap, value in between should be 2. Value within neighborhood not overlapping should be 1.&amp;nbsp; Value outside neighborhood should be zero. &amp;nbsp;64*0.001592 = 2 &amp;nbsp;&amp;nbsp;(Example from text but with neighborhood of 20, cell size 1, area in map units squared, cell magnitude of 0.001592, and generating a value of 2.0 in calculation)&amp;nbsp; I see now that d&lt;SPAN style="font-size: 12.0pt;"&gt;ensity surface is not an interpolation of predicted values, but of the &lt;STRONG&gt;count&lt;/STRONG&gt; of features in an entire neighborhood, centered upon each cell. &amp;nbsp;The scalar of square area unit is simply what would need to be divided by so I keep it the same by using Map unit sq. Is this all correct?&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I have found calculations now to pan out as above, but the example using 'trees' in Texas in the Workbook appears to violate the assumption of random samples!&lt;/P&gt;&lt;P&gt;&lt;A class="link-titled" href="https://blogs.esri.com/esri/arcgis/2013/05/28/how-should-i-interpret-the-output-of-density-tools/" title="https://blogs.esri.com/esri/arcgis/2013/05/28/how-should-i-interpret-the-output-of-density-tools/"&gt;How should I interpret the output of density tools? | ArcGIS Blog&lt;/A&gt;&amp;nbsp;&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Wed, 01 Feb 2017 22:20:01 GMT</pubDate>
    <dc:creator>Anonymous User</dc:creator>
    <dc:date>2017-02-01T22:20:01Z</dc:date>
    <item>
      <title>https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/  the links don't work, something about a redirect.</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723534#M2284</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;&lt;A class="link-titled" href="https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/" title="https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/"&gt;Spatial Statistics Resources | ArcGIS Blog&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;the links don't work. Is there a website issue?&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;A class="link-titled" href="https://blogs.esri.com/redirects/index.php?c=translog&amp;amp;m=blogRedirect&amp;amp;requestedURL=/Dev/blogs/geoprocessing/archive/2010/04/07/Check-out-our-chapter-on-Spatial-Statistics-in-ArcGIS-in-the-Handbook-of-Applied-Spatial-Analysis.aspx" title="https://blogs.esri.com/redirects/index.php?c=translog&amp;amp;m=blogRedirect&amp;amp;requestedURL=/Dev/blogs/geoprocessing/archive/2010/04/07/Check-out-our-chapter-on-Spatial-Statistics-in-ArcGIS-in-the-Handbook-of-Applied-Spatial-Analysis.aspx"&gt;Database Error&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Thu, 12 Jan 2017 18:25:32 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723534#M2284</guid>
      <dc:creator>Anonymous User</dc:creator>
      <dc:date>2017-01-12T18:25:32Z</dc:date>
    </item>
    <item>
      <title>Re: https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/  the links don't work, something about a redirect.</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723535#M2285</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;&lt;A href="https://community.esri.com/people/LBennett-esristaff"&gt;LBennett-esristaff&lt;/A&gt;‌ &lt;A href="https://community.esri.com/people/JDAcosta-esristaff"&gt;JDAcosta-esristaff&lt;/A&gt;‌ &amp;nbsp;perhaps a flag will provide some answers to the redirect&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Thu, 12 Jan 2017 18:34:48 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723535#M2285</guid>
      <dc:creator>DanPatterson_Retired</dc:creator>
      <dc:date>2017-01-12T18:34:48Z</dc:date>
    </item>
    <item>
      <title>Re: https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/  the links don't work, something about a redirect.</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723536#M2286</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Are there specific links that are not working? The 10 or so I clicked on worked fine.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Thu, 12 Jan 2017 18:39:11 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723536#M2286</guid>
      <dc:creator>TimothyHales</dc:creator>
      <dc:date>2017-01-12T18:39:11Z</dc:date>
    </item>
    <item>
      <title>Re: https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/  the links don't work, something about a redirect.</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723537#M2287</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;The links seem fine from here as well. &amp;nbsp;Kevin, Let me know which aren't working for you and I will investigate!&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Thu, 12 Jan 2017 18:50:35 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723537#M2287</guid>
      <dc:creator>JenoraD_Acosta</dc:creator>
      <dc:date>2017-01-12T18:50:35Z</dc:date>
    </item>
    <item>
      <title>Re: https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/  the links don't work, something about a redirect.</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723538#M2288</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;mine are working too (ones I checked)...just fyi, from a non-esri network/employee&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Thu, 12 Jan 2017 18:55:11 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723538#M2288</guid>
      <dc:creator>RebeccaStrauch__GISP</dc:creator>
      <dc:date>2017-01-12T18:55:11Z</dc:date>
    </item>
    <item>
      <title>Re: https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/  the links don't work, something about a redirect.</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723539#M2289</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;soooo I randomly clicked one&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;A class="link-titled" href="https://m.box.com/shared_item/https%3A%2F%2Fesri.app.box.com%2Fs%2Fnspdj6x8dq9ff0sx2dwja27wxhwdw9lu%2F1%2F4099931963%2F33982533045%2F1" title="https://m.box.com/shared_item/https%3A%2F%2Fesri.app.box.com%2Fs%2Fnspdj6x8dq9ff0sx2dwja27wxhwdw9lu%2F1%2F4099931963%2F33982533045%2F1"&gt;Spatial Statistics: Simple Ways to Do More with Your Data (2015 Video, PDF)&lt;/A&gt;&lt;/P&gt;&lt;P&gt;pdf&lt;/P&gt;&lt;P&gt;&lt;BR /&gt;&lt;EM&gt;&lt;STRONG&gt;This shared file or folder has been removed.&lt;/STRONG&gt;&lt;/EM&gt;&lt;/P&gt;&lt;P&gt;&lt;EM&gt;&lt;STRONG&gt;Please check the URL or contact the owner, as the shared link may have changed. You can also visit one of the following pages for help:&lt;/STRONG&gt;&lt;/EM&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;A class="link-titled" href="https://m.box.com/shared_item/https%3A%2F%2Fesri.app.box.com%2Fs%2Fnspdj6x8dq9ff0sx2dwja27wxhwdw9lu%2F1%2F4099931963%2F33982533045%2F1" title="https://m.box.com/shared_item/https%3A%2F%2Fesri.app.box.com%2Fs%2Fnspdj6x8dq9ff0sx2dwja27wxhwdw9lu%2F1%2F4099931963%2F33982533045%2F1"&gt;https://m.box.com/shared_item/https%3A%2F%2Fesri.app.box.com%2Fs%2Fnspdj6x8dq9ff0sx2dwja27wxhwdw9lu%2F1%2F4099931963%2F3…&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;and it is dead... So assuming that the rest were, I flag&lt;/P&gt;&lt;P&gt;I have a knack for picking them.... hope you folks checked all the rest &lt;IMG src="https://community.esri.com/legacyfs/online/emoticons/wink.png" /&gt;&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Thu, 12 Jan 2017 20:29:20 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723539#M2289</guid>
      <dc:creator>DanPatterson_Retired</dc:creator>
      <dc:date>2017-01-12T20:29:20Z</dc:date>
    </item>
    <item>
      <title>Re: https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/  the links don't work, something about a redirect.</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723540#M2290</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;&lt;A href="https://community.esri.com/migrated-users/2034"&gt;Timothy Hales&lt;/A&gt;‌ link still doesn't work for me. &amp;nbsp; Tested in Chrome and Firefox. Do other people get this to work?&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;link -- &amp;nbsp;Our&amp;nbsp;&lt;A href="https://blogs.esri.com/Dev/blogs/geoprocessing/archive/2010/04/07/Check-out-our-chapter-on-Spatial-Statistics-in-ArcGIS-in-the-Handbook-of-Applied-Spatial-Analysis.aspx" style="color: #007ac2; background: transparent; border: 0px;" target="_blank"&gt;Chapter &lt;/A&gt;in the Handbook of Applied Spatial Analysis&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;It just says "Disallowed Key Characters." in both browsers.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;If I can help somehow I will be glad to test anything.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;UL style="color: #333333; background: #ffffff; border: 0px; font-size: 14px; margin: 0px 0px 10px; padding: 0px 0px 0px 3px;"&gt;&lt;LI style="background: transparent; border: 0px;"&gt;&lt;/LI&gt;&lt;/UL&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Mon, 30 Jan 2017 13:31:19 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723540#M2290</guid>
      <dc:creator>Anonymous User</dc:creator>
      <dc:date>2017-01-30T13:31:19Z</dc:date>
    </item>
    <item>
      <title>Re: https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/  the links don't work, something about a redirect.</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723541#M2291</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;I'm going to look into the blog redirect issue for sure... &amp;nbsp;In the meantime, I am happy to send you the chapter! &amp;nbsp;Please email me &amp;nbsp;at &lt;A href="mailto:jdacosta@esri.com"&gt;jdacosta@esri.com&lt;/A&gt;&amp;nbsp;on where to send this. &amp;nbsp;I don't think can upload it here on geonet (although I may be wrong) and I don't see an email in your profile.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;-Jenora&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Mon, 30 Jan 2017 18:28:21 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723541#M2291</guid>
      <dc:creator>JenoraD_Acosta</dc:creator>
      <dc:date>2017-01-30T18:28:21Z</dc:date>
    </item>
    <item>
      <title>Re: https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/  the links don't work, something about a redirect.</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723542#M2292</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Here is the correct link to the blog -&amp;nbsp;&lt;A class="link-titled" href="https://blogs.esri.com/esri/arcgis/2010/04/07/check-out-our-chapter-on-spatial-statistics-in-arcgis-in-the-handbook-of-applied-spatial-analysis/" title="https://blogs.esri.com/esri/arcgis/2010/04/07/check-out-our-chapter-on-spatial-statistics-in-arcgis-in-the-handbook-of-applied-spatial-analysis/"&gt;Check out our chapter on Spatial Statistics in ArcGIS in the Handbook of Applied Spatial Analysis | ArcGIS Blog&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 31 Jan 2017 18:06:39 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723542#M2292</guid>
      <dc:creator>TimothyHales</dc:creator>
      <dc:date>2017-01-31T18:06:39Z</dc:date>
    </item>
    <item>
      <title>Re: https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/  the links don't work, something about a redirect.</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723543#M2293</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;moved to &lt;A href="https://community.esri.com/community/gis/analysis/spatial-statistics?sr=search&amp;amp;searchId=20250f9c-35b4-4795-aa4a-38ad2579e089&amp;amp;searchIndex=0"&gt;https://community.esri.com/community/gis/analysis/spatial-statistics?sr=search&amp;amp;searchId=20250f9c-35b4-4795-aa4a-38ad2579e089&amp;amp;searchIndex=0&lt;/A&gt;‌ so it doesn't remain lost in GeoNet Help&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 01 Feb 2017 03:13:32 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723543#M2293</guid>
      <dc:creator>DanPatterson_Retired</dc:creator>
      <dc:date>2017-02-01T03:13:32Z</dc:date>
    </item>
    <item>
      <title>Re: https://blogs.esri.com/esri/arcgis/2010/07/13/spatial-statistics-resources/  the links don't work, something about a redirect.</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723544#M2294</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;&lt;A href="https://community.esri.com/migrated-users/3116"&gt;Dan Patterson&lt;/A&gt;‌ &lt;A href="https://community.esri.com/migrated-users/49937"&gt;Jenora D'Acosta&lt;/A&gt;‌ thank you! &amp;nbsp;Can email to me my contact info is SAGIS.org or I will send you a PM if you follow me (I believe that is how it works? I followed you Jenora)&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;And, is this the most up to date book on Spatial Analyst?&amp;nbsp;&lt;A class="link-titled" href="http://downloads2.esri.com/support/documentation/ao_/Using_ArcGIS_Spatial_Analyst.pdf" title="http://downloads2.esri.com/support/documentation/ao_/Using_ArcGIS_Spatial_Analyst.pdf"&gt;http://downloads2.esri.com/support/documentation/ao_/Using_ArcGIS_Spatial_Analyst.pdf&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;One question I'm trying to ascertain the answer to is how to calculate amount of features per cell from point density. It produces 'magnitude'. I just want to know how many trees per cell this actually means. Any explanation thus far I have found I do not understand. I understand if it's circular the neighborhood area will be given by pi*r2. However the examples in Ch 3 in David Allen's Spatial Analyst WorkBook (page 130) I just can't figure out simply calculating the number of trees per cell as in the example, instead of this 'density' or 'magnitude' that is a much larger number, the thousands, than what should be a few trees per cell at most (6meter). &amp;nbsp;In fact it wouldn't it&amp;nbsp;make more sense to just give this value anyhow? &amp;nbsp; &amp;nbsp;I also am a little hazy on the following the point of the 'cell size' guidance of 10 to 100 cells, in the accompanying Esri Guide to GIS Volume 1 in the Density Chapter. I have looked a good bit and not found much online. Thank you to anyone with any comments.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Aaand update: I'm working through it. I realized I needed to search in Spatial Analyst forum. Threads like these appear relevant.&amp;nbsp;&lt;A _jive_internal="true" class="link-titled" href="https://community.esri.com/thread/45904?commentID=242698#comment" title="https://community.esri.com/message/242698?commentID=242698#comment-242698"&gt;https://community.esri.com/message/242698?commentID=242698#comment-242698&lt;/A&gt;&amp;nbsp;&amp;nbsp;&lt;A href="https://community.esri.com/thread/47103"&gt;How exactly does the Point Density tool calculate cell values in SA?&lt;/A&gt;&amp;nbsp; &amp;nbsp;it is per neighborhood area with that cell as center, I will test and confirm tomorrow with the text's examples and calc by hand to ensure I understand it.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Update 2: it appears to pan out. I backcalculated feature count at a cell (well, for the neighborhood that is centered upon the cell, as these threads above explain).If I understand correctly the cell value is the magnitude, i.e. value for the WHOLE neighborhood, with the particular pixel (cell) in question, when you look at a single cell’s value. To back-calculate actual number of features, multiple the area by the cell value, keeping area in map units with cell size of one. (circular neighborhood area&amp;nbsp; &amp;nbsp;&lt;SPAN style="background: white;"&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;SPAN style="background: white;"&gt;A = π ×&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;EM&gt;r&lt;SUP&gt;2&lt;/SUP&gt;&lt;/EM&gt;)&amp;nbsp; Example:&amp;nbsp;&lt;IMG class="image-1 jive-image" src="https://community.esri.com/legacyfs/online/313802_pastedImage_2.png" /&gt; if two points overlap, value in between should be 2. Value within neighborhood not overlapping should be 1.&amp;nbsp; Value outside neighborhood should be zero. &amp;nbsp;64*0.001592 = 2 &amp;nbsp;&amp;nbsp;(Example from text but with neighborhood of 20, cell size 1, area in map units squared, cell magnitude of 0.001592, and generating a value of 2.0 in calculation)&amp;nbsp; I see now that d&lt;SPAN style="font-size: 12.0pt;"&gt;ensity surface is not an interpolation of predicted values, but of the &lt;STRONG&gt;count&lt;/STRONG&gt; of features in an entire neighborhood, centered upon each cell. &amp;nbsp;The scalar of square area unit is simply what would need to be divided by so I keep it the same by using Map unit sq. Is this all correct?&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I have found calculations now to pan out as above, but the example using 'trees' in Texas in the Workbook appears to violate the assumption of random samples!&lt;/P&gt;&lt;P&gt;&lt;A class="link-titled" href="https://blogs.esri.com/esri/arcgis/2013/05/28/how-should-i-interpret-the-output-of-density-tools/" title="https://blogs.esri.com/esri/arcgis/2013/05/28/how-should-i-interpret-the-output-of-density-tools/"&gt;How should I interpret the output of density tools? | ArcGIS Blog&lt;/A&gt;&amp;nbsp;&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 01 Feb 2017 22:20:01 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/https-blogs-esri-com-esri-arcgis-2010-07-13/m-p/723544#M2294</guid>
      <dc:creator>Anonymous User</dc:creator>
      <dc:date>2017-02-01T22:20:01Z</dc:date>
    </item>
  </channel>
</rss>

