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    <title>topic Re: Carrying out Logistic Regression in ArcGis in Spatial Statistics Questions</title>
    <link>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104732#M391</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;everything supports ASCII and tiff for raster formats&amp;nbsp;&lt;A class="link-titled" href="https://pro.arcgis.com/en/pro-app/help/data/imagery/supported-raster-dataset-file-formats.htm" title="https://pro.arcgis.com/en/pro-app/help/data/imagery/supported-raster-dataset-file-formats.htm"&gt;Raster file formats—ArcGIS Pro | ArcGIS for Desktop&lt;/A&gt;&amp;nbsp;and the shapfile for vector and gdal (or rgdal?) support others. &amp;nbsp;Just export your data, an bring it in to PRO... with the cavaet that you have the Spatial Analyst extension&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Sun, 21 Aug 2016 14:37:07 GMT</pubDate>
    <dc:creator>DanPatterson_Retired</dc:creator>
    <dc:date>2016-08-21T14:37:07Z</dc:date>
    <item>
      <title>Carrying out Logistic Regression in ArcGis</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104729#M388</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hi all,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Firstly just wanted to acknowledge that I have seen this post here&amp;nbsp;&lt;A href="https://community.esri.com/thread/41562"&gt;https://community.esri.com/thread/41562&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;which provides some clues regarding how to do this - however my knowledge does not appear to be sufficient for me to follow.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Basically I understand that you can utilise R packages to carry out logistic regression in R. I have already carried out my own logistic regression in R but would prefer to do this in arcmap for the mapping capabilities.&lt;/P&gt;&lt;P&gt;I also understand that you need to import a script written for R into arcmap. I've seen references to creating a custom toolbox?&lt;/P&gt;&lt;P&gt;However I'm not sure how to proceed; could somebody break this down into steps for me? I am new to working with scripts.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Many thanks in advance,&lt;/P&gt;&lt;P&gt;Henry&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Sun, 21 Aug 2016 11:28:24 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104729#M388</guid>
      <dc:creator>HenryCann</dc:creator>
      <dc:date>2016-08-21T11:28:24Z</dc:date>
    </item>
    <item>
      <title>Re: Carrying out Logistic Regression in ArcGis</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104730#M389</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;The bridge tools do exist ... without the interface... since the Scipy stack is now available in PRO&amp;nbsp;&lt;A class="link-titled" href="https://pro.arcgis.com/en/pro-app/arcpy/get-started/what-is-conda.htm" title="https://pro.arcgis.com/en/pro-app/arcpy/get-started/what-is-conda.htm"&gt;What is conda?—ArcPy Get Started | ArcGIS for Desktop&lt;/A&gt;&amp;nbsp;but there are no readily available tools. Also, the full Scipy related functionality isn't installed. &amp;nbsp;I am not sure if scikit learn is part of the distribution which is what you would want for regression ( &lt;A class="link-titled" href="http://scikit-learn.org/stable/modules/linear_model.html" title="http://scikit-learn.org/stable/modules/linear_model.html"&gt;1.1. Generalized Linear Models — scikit-learn 0.17.1 documentation&lt;/A&gt;&amp;nbsp;) &amp;nbsp;You might be advised to get outputs into a mappable form supported by ArcGIS rather than trying do the analysis within arc* since you will be effectively be relying on the sci* invocations.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Should you have, or are moving to ArcGIS PRO, this is a link to my initial documentations about the new access to more advanced funtionality including numpy, scipy and the like&lt;/P&gt;&lt;P&gt;&lt;A href="https://community.esri.com/blogs/dan_patterson/2016/07/17/anaconda-spyder-and-arcgis-pro"&gt;/blogs/dan_patterson/2016/07/17/anaconda-spyder-and-arcgis-pro&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Sun, 21 Aug 2016 12:15:39 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104730#M389</guid>
      <dc:creator>DanPatterson_Retired</dc:creator>
      <dc:date>2016-08-21T12:15:39Z</dc:date>
    </item>
    <item>
      <title>Re: Carrying out Logistic Regression in ArcGis</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104731#M390</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hi Dan, thank you for this. I do have ArcPRO installed on my laptop, it's just I haven't used it and have no idea how really to work with it. If it's fairly intuitive and similar to basic arcmap I could give it a go.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Your point around getting data into a format mappable by R is a good one potentially. As I say, I have a logistic output from R already. I also need to run a GWR - could then import output into Arc. But boom line...you recommend PRO for this?&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Sun, 21 Aug 2016 12:41:13 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104731#M390</guid>
      <dc:creator>HenryCann</dc:creator>
      <dc:date>2016-08-21T12:41:13Z</dc:date>
    </item>
    <item>
      <title>Re: Carrying out Logistic Regression in ArcGis</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104732#M391</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;everything supports ASCII and tiff for raster formats&amp;nbsp;&lt;A class="link-titled" href="https://pro.arcgis.com/en/pro-app/help/data/imagery/supported-raster-dataset-file-formats.htm" title="https://pro.arcgis.com/en/pro-app/help/data/imagery/supported-raster-dataset-file-formats.htm"&gt;Raster file formats—ArcGIS Pro | ArcGIS for Desktop&lt;/A&gt;&amp;nbsp;and the shapfile for vector and gdal (or rgdal?) support others. &amp;nbsp;Just export your data, an bring it in to PRO... with the cavaet that you have the Spatial Analyst extension&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Sun, 21 Aug 2016 14:37:07 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104732#M391</guid>
      <dc:creator>DanPatterson_Retired</dc:creator>
      <dc:date>2016-08-21T14:37:07Z</dc:date>
    </item>
    <item>
      <title>Re: Carrying out Logistic Regression in ArcGis</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104733#M392</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;What format do you advise exporting the data in so that it can be read?&amp;nbsp;&lt;/P&gt;&lt;P&gt;In arcMap I have already merged a shapefile with data and its currently read in as a shapefile - can I export this straight to Pro? Thing confusing me is Pro doesn't seem to let me start by 'Adding Data' - I have to add some sort of map because the other options are greyed out currently.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Sun, 21 Aug 2016 15:36:07 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104733#M392</guid>
      <dc:creator>HenryCann</dc:creator>
      <dc:date>2016-08-21T15:36:07Z</dc:date>
    </item>
    <item>
      <title>Re: Carrying out Logistic Regression in ArcGis</title>
      <link>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104734#M393</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;start with a map... then add data, for vector 3rd party, a shapefile is a pretty standard option, for raster tif might be easier&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Sun, 21 Aug 2016 16:30:25 GMT</pubDate>
      <guid>https://community.esri.com/t5/spatial-statistics-questions/carrying-out-logistic-regression-in-arcgis/m-p/104734#M393</guid>
      <dc:creator>DanPatterson_Retired</dc:creator>
      <dc:date>2016-08-21T16:30:25Z</dc:date>
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