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    <title>topic Re: How to interpolate weather data in Science Questions</title>
    <link>https://community.esri.com/t5/science-questions/how-to-interpolate-weather-data/m-p/849541#M95</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Malcolm,&lt;/P&gt;&lt;P&gt;You've run into a classic problem with interpolating meteorological data, a small number of sampling locations with a lot of measurements across time.&amp;nbsp; None of the kriging methods in ArcGIS Pro deal with time explicitly.&amp;nbsp; I suspect what is happening is that the Kriging tool is getting all of its neighbors from the same location so it sees very little variation in the data.&amp;nbsp; Do you have access to the Geostatistical Analyst extension?&amp;nbsp; If so, I suggest trying the Empirical Bayesian Kriging tool.&amp;nbsp; It has an environment setting (Coincident Points) that will summarize all of your temporal observations down to a mean value.&amp;nbsp; Five points is not a lot of information to build any interpolation model on.&amp;nbsp; You many need to 'help' the model by providing additional explanatory variables.&amp;nbsp; You can do this with either the EBK Regression Prediction tool or Forest Based Classification and Regression tool.&amp;nbsp; This Learn lesson might help:&amp;nbsp;&lt;A href="https://learn.arcgis.com/en/projects/analyze-urban-heat-using-kriging/"&gt;https://learn.arcgis.com/en/projects/analyze-urban-heat-using-kriging/&lt;/A&gt;&amp;nbsp; Cheers.&lt;/P&gt;&lt;P&gt;&lt;A href="https://community.esri.com/migrated-users/156352"&gt;Dan Pisut&lt;/A&gt;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Mon, 24 Jun 2019 16:40:48 GMT</pubDate>
    <dc:creator>KevinButler1</dc:creator>
    <dc:date>2019-06-24T16:40:48Z</dc:date>
    <item>
      <title>How to interpolate weather data</title>
      <link>https://community.esri.com/t5/science-questions/how-to-interpolate-weather-data/m-p/849539#M93</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hello,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I'm looking to create an interpolated surface from 5 weather stations spread throughout southern Ontario. The stations are roughly equidistant from each other, and have temp &amp;amp; precip data for the exact same times. Before, I typically used the Kriging tool inside 3D analyst. This time when I try it, it simply creates a single-colored square between the outer stations.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;This is my working environment in ArcPro, with the 5 stations:&lt;/P&gt;&lt;P&gt;&lt;IMG alt="" class="image-1 jive-image j-img-original" src="https://community.esri.com/legacyfs/online/451075_Capture.PNG" /&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;What would I put in the Parameters on the left? Is there perhaps another, better interpolation method in ArcPro?&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Fri, 21 Jun 2019 18:28:47 GMT</pubDate>
      <guid>https://community.esri.com/t5/science-questions/how-to-interpolate-weather-data/m-p/849539#M93</guid>
      <dc:creator>MalcolmLittle1</dc:creator>
      <dc:date>2019-06-21T18:28:47Z</dc:date>
    </item>
    <item>
      <title>Re: How to interpolate weather data</title>
      <link>https://community.esri.com/t5/science-questions/how-to-interpolate-weather-data/m-p/849540#M94</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;cc &lt;A href="https://community.esri.com/migrated-users/29300"&gt;Kevin Butler&lt;/A&gt;‌ &lt;A href="https://community.esri.com/migrated-users/310609"&gt;Dan Pisut&lt;/A&gt;‌?&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Sat, 22 Jun 2019 18:18:23 GMT</pubDate>
      <guid>https://community.esri.com/t5/science-questions/how-to-interpolate-weather-data/m-p/849540#M94</guid>
      <dc:creator>DawnWright</dc:creator>
      <dc:date>2019-06-22T18:18:23Z</dc:date>
    </item>
    <item>
      <title>Re: How to interpolate weather data</title>
      <link>https://community.esri.com/t5/science-questions/how-to-interpolate-weather-data/m-p/849541#M95</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Malcolm,&lt;/P&gt;&lt;P&gt;You've run into a classic problem with interpolating meteorological data, a small number of sampling locations with a lot of measurements across time.&amp;nbsp; None of the kriging methods in ArcGIS Pro deal with time explicitly.&amp;nbsp; I suspect what is happening is that the Kriging tool is getting all of its neighbors from the same location so it sees very little variation in the data.&amp;nbsp; Do you have access to the Geostatistical Analyst extension?&amp;nbsp; If so, I suggest trying the Empirical Bayesian Kriging tool.&amp;nbsp; It has an environment setting (Coincident Points) that will summarize all of your temporal observations down to a mean value.&amp;nbsp; Five points is not a lot of information to build any interpolation model on.&amp;nbsp; You many need to 'help' the model by providing additional explanatory variables.&amp;nbsp; You can do this with either the EBK Regression Prediction tool or Forest Based Classification and Regression tool.&amp;nbsp; This Learn lesson might help:&amp;nbsp;&lt;A href="https://learn.arcgis.com/en/projects/analyze-urban-heat-using-kriging/"&gt;https://learn.arcgis.com/en/projects/analyze-urban-heat-using-kriging/&lt;/A&gt;&amp;nbsp; Cheers.&lt;/P&gt;&lt;P&gt;&lt;A href="https://community.esri.com/migrated-users/156352"&gt;Dan Pisut&lt;/A&gt;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Mon, 24 Jun 2019 16:40:48 GMT</pubDate>
      <guid>https://community.esri.com/t5/science-questions/how-to-interpolate-weather-data/m-p/849541#M95</guid>
      <dc:creator>KevinButler1</dc:creator>
      <dc:date>2019-06-24T16:40:48Z</dc:date>
    </item>
    <item>
      <title>Re: How to interpolate weather data</title>
      <link>https://community.esri.com/t5/science-questions/how-to-interpolate-weather-data/m-p/849542#M96</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Or look back in history and first approaches of dealing with climate data and allocation to points&lt;/P&gt;&lt;P&gt;&lt;A class="link-titled" href="https://pro.arcgis.com/en/pro-app/tool-reference/analysis/create-thiessen-polygons.htm" title="https://pro.arcgis.com/en/pro-app/tool-reference/analysis/create-thiessen-polygons.htm"&gt;Create Thiessen Polygons—Help | ArcGIS Desktop&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;A class="link-titled" href="https://en.wikipedia.org/wiki/Alfred_H._Thiessen" title="https://en.wikipedia.org/wiki/Alfred_H._Thiessen"&gt;Alfred H. Thiessen - Wikipedia&lt;/A&gt;&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Mon, 24 Jun 2019 17:00:22 GMT</pubDate>
      <guid>https://community.esri.com/t5/science-questions/how-to-interpolate-weather-data/m-p/849542#M96</guid>
      <dc:creator>DanPatterson_Retired</dc:creator>
      <dc:date>2019-06-24T17:00:22Z</dc:date>
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