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    <title>topic Re: Centrality analysis with GIS network analyst in ArcGIS Network Analyst Questions</title>
    <link>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648291#M6213</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Good morning,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;The shapefile import/export requires that you have gdal installed, correct?&amp;nbsp; &lt;A href="https://community.esri.com/people/Holisticbynature"&gt;Holisticbynature&lt;/A&gt;‌, do you have any sample code of how you have used networkx in spatial analyses?&amp;nbsp;&lt;/P&gt;&lt;OL&gt;&lt;LI&gt;What kinds of questions were you answering?&amp;nbsp;&lt;/LI&gt;&lt;LI&gt;Did you build a script tool or use networkx in a script outside of ArcGIS?&lt;/LI&gt;&lt;/OL&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Thank you for your previous response.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Have a nice day.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Tue, 26 Dec 2017 15:53:19 GMT</pubDate>
    <dc:creator>BrooksBreece</dc:creator>
    <dc:date>2017-12-26T15:53:19Z</dc:date>
    <item>
      <title>Centrality analysis with GIS network analyst</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648285#M6207</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;SPAN&gt;Can somebody please recommend a download for a toolbox that can do Centrality analysis on spatial networks in GIS network analyst? Specifically interested in Betweenness centrality and Closeness Centrality, thought other methods would be of help too.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Thanks,&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Andres&lt;/SPAN&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Fri, 29 Oct 2010 20:32:01 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648285#M6207</guid>
      <dc:creator>AndresSevtsuk</dc:creator>
      <dc:date>2010-10-29T20:32:01Z</dc:date>
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    <item>
      <title>Re: Centrality analysis with GIS network analyst</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648286#M6208</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;SPAN&gt;For others who might be interested, we built a toolbox that performs centrality analysis on spatial networks. It builds an adjacency matrix for instances (i.e. buildings) on a network, and can compute Reach, Gravity Index, Betweenness, Closeness, and Straightness on spatial networks. Download from: &lt;/SPAN&gt;&lt;A href="http://cityform.mit.edu/projects/urban-network-analysis.html"&gt;http://cityform.mit.edu/projects/urban-network-analysis.html&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Andres Sevtsuk&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN&gt;Lecturer in Architecture/Urban Studies &amp;amp; Planning&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN&gt;Massachusetts Institute of Technlogy&lt;/SPAN&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Fri, 22 Jul 2011 02:36:08 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648286#M6208</guid>
      <dc:creator>AndresSevtsuk</dc:creator>
      <dc:date>2011-07-22T02:36:08Z</dc:date>
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    <item>
      <title>Re: Centrality analysis with GIS network analyst</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648287#M6209</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;SPAN&gt;Andres,&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Great work!&amp;nbsp; &lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;I tried a sample analysis on my own network dataset and got the error "Invalid value for Impedance Attribute".&amp;nbsp;&amp;nbsp; Is there a specific impedance attribute name or type that is necessary?&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Thanks&lt;/SPAN&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Fri, 22 Jul 2011 18:09:22 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648287#M6209</guid>
      <dc:creator>PatrickStevens</dc:creator>
      <dc:date>2011-07-22T18:09:22Z</dc:date>
    </item>
    <item>
      <title>Re: Centrality analysis with GIS network analyst</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648288#M6210</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;I realize this is a very old thread, but I have been increasingly looking for something like this toolbox to identify low stress bicycle network bottlenecks. I see the toolbox is only supported up to 10.2 and I have a few questions.&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;1. Is this toolbox still maintained? &lt;A href="https://community.esri.com/people/asevtsuk"&gt;asevtsuk&lt;/A&gt;‌ do you have any plans to distribute through Github?&amp;nbsp;&lt;/P&gt;&lt;P&gt;2. The license on the toolbox is a creative commons license that is pretty restrictive (no commercial use).&amp;nbsp; Will this be changed in the future?&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Mon, 06 Nov 2017 19:32:46 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648288#M6210</guid>
      <dc:creator>DavidWasserman</dc:creator>
      <dc:date>2017-11-06T19:32:46Z</dc:date>
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    <item>
      <title>Re: Centrality analysis with GIS network analyst</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648289#M6211</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;I have the same question. It seems like the Google group stopped posting after 2016. I did hear that the Rhino version is being maintained. I ran the test data on 10.5 and it worked, after 7.5 hr though. I'm having a hard time getting the tool to work for Tampa buildings. Let me know if you hear anything.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 28 Nov 2017 17:44:27 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648289#M6211</guid>
      <dc:creator>LeileiDuan1</dc:creator>
      <dc:date>2017-11-28T17:44:27Z</dc:date>
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    <item>
      <title>Re: Centrality analysis with GIS network analyst</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648290#M6212</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hey Leilei,&amp;nbsp;&lt;/P&gt;&lt;P&gt;I would actually suggest installing&lt;A href="https://networkx.github.io/documentation/networkx-1.10/reference/algorithms.centrality.html"&gt; NetworkX and using their centrality metrics&lt;/A&gt;, is the easiest open source alternative. They have shapefile import/export. I think in the long term &lt;A href="https://github.com/UDST/pandana"&gt;Pandana&lt;/A&gt; might provide more support these types of metrics.&amp;nbsp;&lt;/P&gt;&lt;P&gt;Hope all is well.&amp;nbsp;&lt;/P&gt;&lt;P&gt;David&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 29 Nov 2017 00:04:25 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648290#M6212</guid>
      <dc:creator>DavidWasserman</dc:creator>
      <dc:date>2017-11-29T00:04:25Z</dc:date>
    </item>
    <item>
      <title>Re: Centrality analysis with GIS network analyst</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648291#M6213</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Good morning,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;The shapefile import/export requires that you have gdal installed, correct?&amp;nbsp; &lt;A href="https://community.esri.com/people/Holisticbynature"&gt;Holisticbynature&lt;/A&gt;‌, do you have any sample code of how you have used networkx in spatial analyses?&amp;nbsp;&lt;/P&gt;&lt;OL&gt;&lt;LI&gt;What kinds of questions were you answering?&amp;nbsp;&lt;/LI&gt;&lt;LI&gt;Did you build a script tool or use networkx in a script outside of ArcGIS?&lt;/LI&gt;&lt;/OL&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Thank you for your previous response.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Have a nice day.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 26 Dec 2017 15:53:19 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648291#M6213</guid>
      <dc:creator>BrooksBreece</dc:creator>
      <dc:date>2017-12-26T15:53:19Z</dc:date>
    </item>
    <item>
      <title>Re: Centrality analysis with GIS network analyst</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648292#M6214</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hi Brooks,&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Your questions are timely. I am working on a set of tools for network analysis/smart location database generation that I want to opensource at some point in 2018. I am working with Google Datalab to work with NetworkX (Vs 1.5.0), Geopandas, and Pandana to get a workflow taking data processed &amp;amp; edited in ArcGIS into pandana/networkx graphs.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Questions I am interested in answering rest with accessibility analysis and how different graph indexes can be used to determine an edges importance to overall network connectivity (as part of a prioritization analysis). For the time being I am contemplating pandana/networkx for the task outside of ArcGIS (the speed of pandana queries is part of the reason). I will have some code samples later, but I have been referring to &lt;A href="https://github.com/SEMCOG/semcog_urbansim/blob/semcog/notebooks/shape2hdf5_w_local.ipynb"&gt;SEMCOG code that provides some examples on converting NetworkX&amp;nbsp; (import shapefile) graphs to Pandana networks&lt;/A&gt;.&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;Hope you find this helpful. If you want to collaborate on this, also willing to talk about that.&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;Thanks,&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;David&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 27 Dec 2017 20:46:37 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/centrality-analysis-with-gis-network-analyst/m-p/648292#M6214</guid>
      <dc:creator>DavidWasserman</dc:creator>
      <dc:date>2017-12-27T20:46:37Z</dc:date>
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