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    <title>topic Re: Calculating values for point percolation's in Transportation Questions</title>
    <link>https://community.esri.com/t5/transportation-questions/calculating-values-for-point-percolation-s/m-p/227634#M740</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;SPAN&gt;Original User: csny490&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Not sure I totally understand what you are trying to do - are you trying to derive an r^2 value for the points within the buffer (score them as to how well they fall within a linear-like pattern?&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;A href="http://docs.scipy.org/doc/numpy/reference/generated/numpy.polyfit.html" rel="nofollow noopener noreferrer" target="_blank"&gt;http://docs.scipy.org/doc/numpy/reference/generated/numpy.polyfit.html&lt;/A&gt;&lt;BR /&gt;&lt;A href="http://stackoverflow.com/questions/893657/how-do-i-calculate-r-squared-using-python-and-numpy" rel="nofollow noopener noreferrer" target="_blank"&gt;http://stackoverflow.com/questions/893657/how-do-i-calculate-r-squared-using-python-and-numpy&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;PRE class="lia-code-sample line-numbers language-none"&gt;You would have a search cursor loop through the points:
&amp;nbsp;&amp;nbsp;&amp;nbsp; select by location (by distance)
&amp;nbsp;&amp;nbsp;&amp;nbsp; calc your stats
&amp;nbsp;&amp;nbsp;&amp;nbsp; update the point table with the stats&lt;/PRE&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Sat, 11 Dec 2021 11:05:31 GMT</pubDate>
    <dc:creator>Anonymous User</dc:creator>
    <dc:date>2021-12-11T11:05:31Z</dc:date>
    <item>
      <title>Calculating values for point percolation's</title>
      <link>https://community.esri.com/t5/transportation-questions/calculating-values-for-point-percolation-s/m-p/227633#M739</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;SPAN&gt;Hey Esri forums, once again i find myself stuck and in need of someone to point me in the right direction...&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;I need to find some python or VBA script that will allow me to calculate a linear relationship for data values for every percolation of n number of sampling points within a proximity buffer of any given point. This means calculating the mean and standard deviation for each, and the slope and correlation coefficient between, one value for each point and another (It is worth mentioning that order of values is irrelevant for all of these calculations).&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;I hope this makes sense, I'm basically trying to find the linearity of the data values associated with different combinations of adjacent points, I've included a couple of images to try and clarify...&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Cheers&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Mattrnfnr&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;P.S. I don't really speak python that well so if you have a solution please dumb it down a notch or two if you can...&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;[ATTACH=CONFIG]24089[/ATTACH]&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;[ATTACH=CONFIG]24090[/ATTACH]&lt;/SPAN&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 07 May 2013 06:10:08 GMT</pubDate>
      <guid>https://community.esri.com/t5/transportation-questions/calculating-values-for-point-percolation-s/m-p/227633#M739</guid>
      <dc:creator>MatthewMcDonald1</dc:creator>
      <dc:date>2013-05-07T06:10:08Z</dc:date>
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    <item>
      <title>Re: Calculating values for point percolation's</title>
      <link>https://community.esri.com/t5/transportation-questions/calculating-values-for-point-percolation-s/m-p/227634#M740</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;SPAN&gt;Original User: csny490&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Not sure I totally understand what you are trying to do - are you trying to derive an r^2 value for the points within the buffer (score them as to how well they fall within a linear-like pattern?&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;A href="http://docs.scipy.org/doc/numpy/reference/generated/numpy.polyfit.html" rel="nofollow noopener noreferrer" target="_blank"&gt;http://docs.scipy.org/doc/numpy/reference/generated/numpy.polyfit.html&lt;/A&gt;&lt;BR /&gt;&lt;A href="http://stackoverflow.com/questions/893657/how-do-i-calculate-r-squared-using-python-and-numpy" rel="nofollow noopener noreferrer" target="_blank"&gt;http://stackoverflow.com/questions/893657/how-do-i-calculate-r-squared-using-python-and-numpy&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;PRE class="lia-code-sample line-numbers language-none"&gt;You would have a search cursor loop through the points:
&amp;nbsp;&amp;nbsp;&amp;nbsp; select by location (by distance)
&amp;nbsp;&amp;nbsp;&amp;nbsp; calc your stats
&amp;nbsp;&amp;nbsp;&amp;nbsp; update the point table with the stats&lt;/PRE&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Sat, 11 Dec 2021 11:05:31 GMT</pubDate>
      <guid>https://community.esri.com/t5/transportation-questions/calculating-values-for-point-percolation-s/m-p/227634#M740</guid>
      <dc:creator>Anonymous User</dc:creator>
      <dc:date>2021-12-11T11:05:31Z</dc:date>
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