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    <title>topic Re: Creating Population Density Raster from Point Data Accurately in ArcGIS Spatial Analyst Questions</title>
    <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316935#M4450</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;The example you posted of France (price per m²) is not an interpolation. Basically it is an aggregation of data within an administrative unit. Since there are many, it looks very good. In your case you have like 9 units, and aggregating the population per unit and calculate average population per km² will not look the same as the map from France.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Using the point or kernel density tools, you may simulate something like population density, but remember that each point indicates a number of people and there you don't have one point dot per person (which would be a lot more accurate to get the distribution of the density). For a smoother result I would recommend&amp;nbsp;&lt;A class="link-titled" href="http://desktop.arcgis.com/en/arcmap/latest/tools/spatial-analyst-toolbox/kernel-density.htm" title="http://desktop.arcgis.com/en/arcmap/latest/tools/spatial-analyst-toolbox/kernel-density.htm"&gt;Kernel Density—Help | ArcGIS for Desktop&lt;/A&gt;&amp;nbsp;, but you will not get an "accurate" result.&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Mon, 05 Sep 2016 11:35:41 GMT</pubDate>
    <dc:creator>XanderBakker</dc:creator>
    <dc:date>2016-09-05T11:35:41Z</dc:date>
    <item>
      <title>Creating Population Density Raster from Point Data Accurately</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316932#M4447</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Dear All,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I am trying to create a density map from points that show values of population density. I would like to know how i can accurately create a raster from theses points such that the areas where&amp;nbsp;the points are, is accurately represented and areas where there are no points are low or null, I would like my density points&amp;nbsp;to look similar to the&amp;nbsp;the density map show in the attachment. what tools would i need to use.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Regards&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;John&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Mon, 05 Sep 2016 09:54:35 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316932#M4447</guid>
      <dc:creator>JohnBosco</dc:creator>
      <dc:date>2016-09-05T09:54:35Z</dc:date>
    </item>
    <item>
      <title>Re: Creating Population Density Raster from Point Data Accurately</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316933#M4448</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Well... the density toolset is here&amp;nbsp;&lt;A class="link-titled" href="http://desktop.arcgis.com/en/arcmap/latest/tools/spatial-analyst-toolbox/an-overview-of-the-density-tools.htm" title="http://desktop.arcgis.com/en/arcmap/latest/tools/spatial-analyst-toolbox/an-overview-of-the-density-tools.htm"&gt;An overview of the Density toolset—Help | ArcGIS for Desktop&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;As for the 'accuracy'? setting aside issues or representation associated with cell size and general raster configurations. I would vote no, simply because you have vast tracts of land where there are no observations. &amp;nbsp;For example, the clustering of points along the western border... Lots of data there, but what about the big empty holes elsewhere? &amp;nbsp;A standard choropleth map (ie population symbolized at the polygon level) would be a bit of a stretch in itself.&lt;/P&gt;&lt;P&gt;So, my questions are...&lt;/P&gt;&lt;OL&gt;&lt;LI&gt;why do you want to create a population density map for an area with so few observation points?&lt;/LI&gt;&lt;LI&gt;Is there no other data available for the communities in the study area?&lt;/LI&gt;&lt;LI&gt;Are those points just a sample of the available locations in # 2 ?&lt;/LI&gt;&lt;LI&gt;the general purpose.... other than the desire for a population density map... ie what is to be used for and who is the intended audience?&lt;/LI&gt;&lt;/OL&gt;&lt;P&gt;That's all I can think of for now.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Mon, 05 Sep 2016 10:05:28 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316933#M4448</guid>
      <dc:creator>DanPatterson_Retired</dc:creator>
      <dc:date>2016-09-05T10:05:28Z</dc:date>
    </item>
    <item>
      <title>Re: Creating Population Density Raster from Point Data Accurately</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316934#M4449</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hi Dan,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Thank you for your response, those were household data as part of a census, i would like to calculate the distribution of &amp;nbsp;population density as well as other factors such as number of people per household, income levels etc for those households areas and locations on the map of Mauritius. I tried to use IDW, Spline,Krigging, etc.. but interpolation of those values were not giving an accurate depiction, any idea what tools i could use to display them.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Mon, 05 Sep 2016 11:01:46 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316934#M4449</guid>
      <dc:creator>JohnBosco</dc:creator>
      <dc:date>2016-09-05T11:01:46Z</dc:date>
    </item>
    <item>
      <title>Re: Creating Population Density Raster from Point Data Accurately</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316935#M4450</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;The example you posted of France (price per m²) is not an interpolation. Basically it is an aggregation of data within an administrative unit. Since there are many, it looks very good. In your case you have like 9 units, and aggregating the population per unit and calculate average population per km² will not look the same as the map from France.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Using the point or kernel density tools, you may simulate something like population density, but remember that each point indicates a number of people and there you don't have one point dot per person (which would be a lot more accurate to get the distribution of the density). For a smoother result I would recommend&amp;nbsp;&lt;A class="link-titled" href="http://desktop.arcgis.com/en/arcmap/latest/tools/spatial-analyst-toolbox/kernel-density.htm" title="http://desktop.arcgis.com/en/arcmap/latest/tools/spatial-analyst-toolbox/kernel-density.htm"&gt;Kernel Density—Help | ArcGIS for Desktop&lt;/A&gt;&amp;nbsp;, but you will not get an "accurate" result.&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Mon, 05 Sep 2016 11:35:41 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316935#M4450</guid>
      <dc:creator>XanderBakker</dc:creator>
      <dc:date>2016-09-05T11:35:41Z</dc:date>
    </item>
    <item>
      <title>Re: Creating Population Density Raster from Point Data Accurately</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316936#M4451</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;I have tried all that, how would i go about estimating the size or the distance i should utilize? when it comes to point and kernel density calculations.&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Mon, 05 Sep 2016 12:22:37 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316936#M4451</guid>
      <dc:creator>JohnBosco</dc:creator>
      <dc:date>2016-09-05T12:22:37Z</dc:date>
    </item>
    <item>
      <title>Re: Creating Population Density Raster from Point Data Accurately</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316937#M4452</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;What results did you get, can you post a screenshot? If you choose your search distance to small, it will treat the points as isolated and the result will not be very good.&amp;nbsp;Make it big enough that in the denser areas at least a few points are included.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Mon, 05 Sep 2016 12:26:53 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316937#M4452</guid>
      <dc:creator>XanderBakker</dc:creator>
      <dc:date>2016-09-05T12:26:53Z</dc:date>
    </item>
    <item>
      <title>Re: Creating Population Density Raster from Point Data Accurately</title>
      <link>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316938#M4453</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;You should consider using the &lt;STRONG&gt;Incremental Spatial Autocorrelation&lt;/STRONG&gt; tool in the Spatial Statistics toolset to find the distance band appropriate or meaningful for your data. "&lt;EM&gt;The peak distance values are often appropriate values to use for tools with a Distance Band ...&lt;/EM&gt; " Do see &lt;A href="http://pro.arcgis.com/en/pro-app/tool-reference/spatial-statistics/incremental-spatial-autocorrelation.htm"&gt;http://pro.arcgis.com/en/pro-app/tool-reference/spatial-statistics/incremental-spatial-autocorrelation.htm&lt;/A&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;H1 style="margin: 0em 0px 6px; color: #4d4d4d; text-transform: none; line-height: 1.26em; text-indent: 0px; letter-spacing: 0.02em; font-family: 'Avenir LT W01 35 Light', Arial, Helvetica, sans-serif; font-size: 2.37em; font-style: normal; font-weight: 500; word-spacing: 0px; white-space: normal; orphans: 2; widows: 2; background-color: #fefefe; -webkit-font-smoothing: antialiased; font-variant-ligatures: normal; font-variant-caps: normal; -webkit-text-stroke-width: 0px;"&gt;Incremental Spatial Autocorrelation&lt;/H1&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;IMG alt="Incremental Spatial Autocorrelation" class="image-1 jive-image" src="/legacyfs/online/220991_Fullscreen capture 20160906 114911 AM.jpg" style="height: auto; max-width: 620px;" /&gt;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 06 Sep 2016 10:30:31 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-spatial-analyst-questions/creating-population-density-raster-from-point-data/m-p/316938#M4453</guid>
      <dc:creator>MervynLotter</dc:creator>
      <dc:date>2016-09-06T10:30:31Z</dc:date>
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