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  3. It is a common belief that higher elevations are naturally cooler.

It is a common belief that higher elevations are naturally cooler.

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datasciencerstatsclimateactionopendatayyc
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  • datastory@mstdn.caD This user is from outside of this forum
    datastory@mstdn.caD This user is from outside of this forum
    datastory@mstdn.ca
    wrote last edited by
    #1

    It is a common belief that higher elevations are naturally cooler. In pristine landscapes, this rule holds firm. But what about urban environments? Humanity moves vast amounts of matter and energy, sometimes fundamentally altering the thermodynamic parameters of our habitat.

    🛰️ I correlated summer Land Surface Temperature (LST) data across Calgary’s neighborhoods with the Canadian Medium-Resolution Digital Elevation Model (MRDEM). The chart below illustrates the relationship between "Average Elevation" and "Average Surface Temperature" specifically for established residential communities. As observed, this relationship is notably weak, even though a slight cooling trend persists. Based on my data analysis, elevation above sea level is not a key factor in cooling the city.

    #Calgary #OpenData #UrbanHeat #DataScience #ClimateAction #YYC #GreennesOfCalgary #ClimateEquity #EnvironmentalEquity #CityPlanning #RemoteSensing #RStats #Landsat #fossgis #DigitalElevationModel

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    odr_k4tana@infosec.exchangeO dhduncan@mastodon.socialD eliocamp@mastodon.socialE 3 Replies Last reply
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    • datastory@mstdn.caD datastory@mstdn.ca

      It is a common belief that higher elevations are naturally cooler. In pristine landscapes, this rule holds firm. But what about urban environments? Humanity moves vast amounts of matter and energy, sometimes fundamentally altering the thermodynamic parameters of our habitat.

      🛰️ I correlated summer Land Surface Temperature (LST) data across Calgary’s neighborhoods with the Canadian Medium-Resolution Digital Elevation Model (MRDEM). The chart below illustrates the relationship between "Average Elevation" and "Average Surface Temperature" specifically for established residential communities. As observed, this relationship is notably weak, even though a slight cooling trend persists. Based on my data analysis, elevation above sea level is not a key factor in cooling the city.

      #Calgary #OpenData #UrbanHeat #DataScience #ClimateAction #YYC #GreennesOfCalgary #ClimateEquity #EnvironmentalEquity #CityPlanning #RemoteSensing #RStats #Landsat #fossgis #DigitalElevationModel

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      odr_k4tana@infosec.exchangeO This user is from outside of this forum
      odr_k4tana@infosec.exchangeO This user is from outside of this forum
      odr_k4tana@infosec.exchange
      wrote last edited by
      #2

      @datastory I mean, yeah, obviously. Building style and exposed soil surface in urban areas (including waterways like rivers) are a much better predictor of temperature.
      Walk through an Italian city in summer and step on a bridge or in a park. It is subjectively noticeable.

      maclenn77@nerdculture.deM 1 Reply Last reply
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      • datastory@mstdn.caD datastory@mstdn.ca

        It is a common belief that higher elevations are naturally cooler. In pristine landscapes, this rule holds firm. But what about urban environments? Humanity moves vast amounts of matter and energy, sometimes fundamentally altering the thermodynamic parameters of our habitat.

        🛰️ I correlated summer Land Surface Temperature (LST) data across Calgary’s neighborhoods with the Canadian Medium-Resolution Digital Elevation Model (MRDEM). The chart below illustrates the relationship between "Average Elevation" and "Average Surface Temperature" specifically for established residential communities. As observed, this relationship is notably weak, even though a slight cooling trend persists. Based on my data analysis, elevation above sea level is not a key factor in cooling the city.

        #Calgary #OpenData #UrbanHeat #DataScience #ClimateAction #YYC #GreennesOfCalgary #ClimateEquity #EnvironmentalEquity #CityPlanning #RemoteSensing #RStats #Landsat #fossgis #DigitalElevationModel

        Link Preview Image
        dhduncan@mastodon.socialD This user is from outside of this forum
        dhduncan@mastodon.socialD This user is from outside of this forum
        dhduncan@mastodon.social
        wrote last edited by
        #3

        @datastory it might be interesting to ask that question at a larger spatial scale than one city, thereby accessing greater temperature and altitude variation?

        datastory@mstdn.caD 1 Reply Last reply
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        • odr_k4tana@infosec.exchangeO odr_k4tana@infosec.exchange

          @datastory I mean, yeah, obviously. Building style and exposed soil surface in urban areas (including waterways like rivers) are a much better predictor of temperature.
          Walk through an Italian city in summer and step on a bridge or in a park. It is subjectively noticeable.

          maclenn77@nerdculture.deM This user is from outside of this forum
          maclenn77@nerdculture.deM This user is from outside of this forum
          maclenn77@nerdculture.de
          wrote last edited by
          #4

          @odr_k4tana @datastory I also would add the micro-climates + CO2 plays a role. México City is cooler than most cities in Mexico (2300m) but it's a valley and greenhouse effect make that some days it's warmer than coastal cities.

          odr_k4tana@infosec.exchangeO 1 Reply Last reply
          0
          • datastory@mstdn.caD datastory@mstdn.ca

            It is a common belief that higher elevations are naturally cooler. In pristine landscapes, this rule holds firm. But what about urban environments? Humanity moves vast amounts of matter and energy, sometimes fundamentally altering the thermodynamic parameters of our habitat.

            🛰️ I correlated summer Land Surface Temperature (LST) data across Calgary’s neighborhoods with the Canadian Medium-Resolution Digital Elevation Model (MRDEM). The chart below illustrates the relationship between "Average Elevation" and "Average Surface Temperature" specifically for established residential communities. As observed, this relationship is notably weak, even though a slight cooling trend persists. Based on my data analysis, elevation above sea level is not a key factor in cooling the city.

            #Calgary #OpenData #UrbanHeat #DataScience #ClimateAction #YYC #GreennesOfCalgary #ClimateEquity #EnvironmentalEquity #CityPlanning #RemoteSensing #RStats #Landsat #fossgis #DigitalElevationModel

            Link Preview Image
            eliocamp@mastodon.socialE This user is from outside of this forum
            eliocamp@mastodon.socialE This user is from outside of this forum
            eliocamp@mastodon.social
            wrote last edited by
            #5

            @datastory Is this controlling for latitude?

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            • maclenn77@nerdculture.deM maclenn77@nerdculture.de

              @odr_k4tana @datastory I also would add the micro-climates + CO2 plays a role. México City is cooler than most cities in Mexico (2300m) but it's a valley and greenhouse effect make that some days it's warmer than coastal cities.

              odr_k4tana@infosec.exchangeO This user is from outside of this forum
              odr_k4tana@infosec.exchangeO This user is from outside of this forum
              odr_k4tana@infosec.exchange
              wrote last edited by
              #6

              @maclenn77 @datastory yes, but you're neglecting water. Coastlines have a cooling effect usually, water soaks up temperature.

              1 Reply Last reply
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              • dhduncan@mastodon.socialD dhduncan@mastodon.social

                @datastory it might be interesting to ask that question at a larger spatial scale than one city, thereby accessing greater temperature and altitude variation?

                datastory@mstdn.caD This user is from outside of this forum
                datastory@mstdn.caD This user is from outside of this forum
                datastory@mstdn.ca
                wrote last edited by
                #7

                @dhduncan
                My research focuses exclusively on the Calgary area.

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