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diff --git a/dev/_downloads/315c4c52fb68082a731b192d944e2ede/tutorials_python.zip b/dev/_downloads/315c4c52fb68082a731b192d944e2ede/tutorials_python.zip
diff --git a/dev/_downloads/a5659940aa3f8f568547d47752a43172/tutorials_jupyter.zip b/dev/_downloads/a5659940aa3f8f568547d47752a43172/tutorials_jupyter.zip
diff --git a/dev/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip b/dev/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip
diff --git a/dev/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip b/dev/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip
diff --git a/dev/_sources/examples/Advanced_Sounding.rst.txt b/dev/_sources/examples/Advanced_Sounding.rst.txt
@@ -165,7 +165,7 @@ Create a new figure. The dimensions here give a good aspect ratio.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.172 seconds)
+   **Total running time of the script:** (0 minutes 0.175 seconds)
 
 
 .. _sphx_glr_download_examples_Advanced_Sounding.py:

diff --git a/dev/_sources/examples/Advanced_Sounding_With_Complex_Layout.rst.txt b/dev/_sources/examples/Advanced_Sounding_With_Complex_Layout.rst.txt
@@ -143,7 +143,7 @@ Create a new figure. The dimensions here give a good aspect ratio
  .. code-block:: none
 
 
-    [<matplotlib.lines.Line2D object at 0x7f9ea8994750>]
+    [<matplotlib.lines.Line2D object at 0x7f59365fb590>]
 
 
 
@@ -429,7 +429,7 @@ try another Skew-T with a few more advanced features:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.804 seconds)
+   **Total running time of the script:** (0 minutes 0.776 seconds)
 
 
 .. _sphx_glr_download_examples_Advanced_Sounding_With_Complex_Layout.py:

diff --git a/dev/_sources/examples/Four_Panel_Map.rst.txt b/dev/_sources/examples/Four_Panel_Map.rst.txt
@@ -259,7 +259,7 @@ By reading model output data from a netCDF file, we can create a four panel plot
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 9.151 seconds)
+   **Total running time of the script:** (0 minutes 9.077 seconds)
 
 
 .. _sphx_glr_download_examples_Four_Panel_Map.py:

diff --git a/dev/_sources/examples/XArray_Projections.rst.txt b/dev/_sources/examples/XArray_Projections.rst.txt
@@ -68,7 +68,7 @@ data on a map using CartoPy.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 9.819 seconds)
+   **Total running time of the script:** (0 minutes 9.758 seconds)
 
 
 .. _sphx_glr_download_examples_XArray_Projections.py:

diff --git a/dev/_sources/examples/calculations/Absolute_Vorticity.rst.txt b/dev/_sources/examples/calculations/Absolute_Vorticity.rst.txt
@@ -68,7 +68,7 @@ Dataset and plotting using Matplotlib.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.174 seconds)
+   **Total running time of the script:** (0 minutes 0.151 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Absolute_Vorticity.py:

diff --git a/dev/_sources/examples/calculations/Advection.rst.txt b/dev/_sources/examples/calculations/Advection.rst.txt
@@ -91,7 +91,7 @@ the example xarray Dataset and plotting using Matplotlib.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.165 seconds)
+   **Total running time of the script:** (0 minutes 0.135 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Advection.py:

diff --git a/dev/_sources/examples/calculations/Angle_to_Direction.rst.txt b/dev/_sources/examples/calculations/Angle_to_Direction.rst.txt
@@ -143,7 +143,7 @@ If you want the unabbrieviated version, input full=True
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.003 seconds)
+   **Total running time of the script:** (0 minutes 0.004 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Angle_to_Direction.py:

diff --git a/dev/_sources/examples/calculations/Bulk_Shear.rst.txt b/dev/_sources/examples/calculations/Bulk_Shear.rst.txt
@@ -148,7 +148,7 @@ Compute the bulk shear for the lowest three km
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.010 seconds)
+   **Total running time of the script:** (0 minutes 0.011 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Bulk_Shear.py:

diff --git a/dev/_sources/examples/calculations/Divergence.rst.txt b/dev/_sources/examples/calculations/Divergence.rst.txt
@@ -68,7 +68,7 @@ Dataset and plotting using Matplotlib.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.153 seconds)
+   **Total running time of the script:** (0 minutes 0.136 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Divergence.py:

diff --git a/dev/_sources/examples/calculations/Equivalent_Potential_Temperature.rst.txt b/dev/_sources/examples/calculations/Equivalent_Potential_Temperature.rst.txt
@@ -168,7 +168,7 @@ Use the layer defined above and plot the equivalent potential temperature
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.095 seconds)
+   **Total running time of the script:** (0 minutes 0.072 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Equivalent_Potential_Temperature.py:

diff --git a/dev/_sources/examples/calculations/Gradient.rst.txt b/dev/_sources/examples/calculations/Gradient.rst.txt
@@ -166,7 +166,7 @@ Finally, the deltas can be arrays for unevenly spaced data.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.014 seconds)
+   **Total running time of the script:** (0 minutes 0.015 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Gradient.py:

diff --git a/dev/_sources/examples/calculations/QVector.rst.txt b/dev/_sources/examples/calculations/QVector.rst.txt
@@ -97,7 +97,7 @@ Dataset and plotting using Matplotlib.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.224 seconds)
+   **Total running time of the script:** (0 minutes 0.187 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_QVector.py:

diff --git a/dev/_sources/examples/calculations/Shearing_Deformation.rst.txt b/dev/_sources/examples/calculations/Shearing_Deformation.rst.txt
@@ -68,7 +68,7 @@ Dataset and plotting using Matplotlib.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.172 seconds)
+   **Total running time of the script:** (0 minutes 0.148 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Shearing_Deformation.py:

diff --git a/dev/_sources/examples/calculations/Sounding_Calculations.rst.txt b/dev/_sources/examples/calculations/Sounding_Calculations.rst.txt
@@ -480,7 +480,7 @@ Print Important Sounding Parameters
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.255 seconds)
+   **Total running time of the script:** (0 minutes 0.257 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Sounding_Calculations.py:

diff --git a/dev/_sources/examples/calculations/Static_Stability.rst.txt b/dev/_sources/examples/calculations/Static_Stability.rst.txt
@@ -130,7 +130,7 @@ Calculate the static stability and convert to K/Pa units
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.008 seconds)
+   **Total running time of the script:** (0 minutes 0.009 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Static_Stability.py:

diff --git a/dev/_sources/examples/calculations/Stretching_Deformation.rst.txt b/dev/_sources/examples/calculations/Stretching_Deformation.rst.txt
@@ -68,7 +68,7 @@ Dataset and plotting using Matplotlib.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.171 seconds)
+   **Total running time of the script:** (0 minutes 0.147 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Stretching_Deformation.py:

diff --git a/dev/_sources/examples/calculations/Thickness_Hydrostatic.rst.txt b/dev/_sources/examples/calculations/Thickness_Hydrostatic.rst.txt
@@ -150,7 +150,7 @@ for the layer from the surface pressure to 500-hPa
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.010 seconds)
+   **Total running time of the script:** (0 minutes 0.011 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Thickness_Hydrostatic.py:

diff --git a/dev/_sources/examples/calculations/Total_Deformation.rst.txt b/dev/_sources/examples/calculations/Total_Deformation.rst.txt
@@ -68,7 +68,7 @@ Dataset and plotting using Matplotlib.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.177 seconds)
+   **Total running time of the script:** (0 minutes 0.153 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Total_Deformation.py:

diff --git a/dev/_sources/examples/calculations/Vorticity.rst.txt b/dev/_sources/examples/calculations/Vorticity.rst.txt
@@ -68,7 +68,7 @@ Dataset and plotting using Matplotlib.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.173 seconds)
+   **Total running time of the script:** (0 minutes 0.148 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Vorticity.py:

diff --git a/dev/_sources/examples/calculations/Wind_Speed.rst.txt b/dev/_sources/examples/calculations/Wind_Speed.rst.txt
@@ -68,7 +68,7 @@ plotting using Matplotlib.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.131 seconds)
+   **Total running time of the script:** (0 minutes 0.109 seconds)
 
 
 .. _sphx_glr_download_examples_calculations_Wind_Speed.py:

diff --git a/dev/_sources/examples/calculations/sg_execution_times.rst.txt b/dev/_sources/examples/calculations/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:02.522** total execution time for 21 files **from examples/calculations**:
+**00:02.278** total execution time for 21 files **from examples/calculations**:
 
 .. container::
 
@@ -36,52 +36,52 @@ Computation times
      - 00:00.563
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Sounding_Calculations.py` (``Sounding_Calculations.py``)
-     - 00:00.255
+     - 00:00.257
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_QVector.py` (``QVector.py``)
-     - 00:00.224
+     - 00:00.187
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Total_Deformation.py` (``Total_Deformation.py``)
-     - 00:00.177
+     - 00:00.153
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Absolute_Vorticity.py` (``Absolute_Vorticity.py``)
-     - 00:00.174
+     - 00:00.151
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Vorticity.py` (``Vorticity.py``)
-     - 00:00.173
+     - 00:00.148
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Shearing_Deformation.py` (``Shearing_Deformation.py``)
-     - 00:00.172
+     - 00:00.148
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Stretching_Deformation.py` (``Stretching_Deformation.py``)
-     - 00:00.171
-     - 0.0
-   * - :ref:`sphx_glr_examples_calculations_Advection.py` (``Advection.py``)
-     - 00:00.165
+     - 00:00.147
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Divergence.py` (``Divergence.py``)
-     - 00:00.153
+     - 00:00.136
+     - 0.0
+   * - :ref:`sphx_glr_examples_calculations_Advection.py` (``Advection.py``)
+     - 00:00.135
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Wind_Speed.py` (``Wind_Speed.py``)
-     - 00:00.131
+     - 00:00.109
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Equivalent_Potential_Temperature.py` (``Equivalent_Potential_Temperature.py``)
-     - 00:00.095
+     - 00:00.072
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Gradient.py` (``Gradient.py``)
-     - 00:00.014
-     - 0.0
-   * - :ref:`sphx_glr_examples_calculations_Bulk_Shear.py` (``Bulk_Shear.py``)
-     - 00:00.010
+     - 00:00.015
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Thickness_Hydrostatic.py` (``Thickness_Hydrostatic.py``)
-     - 00:00.010
+     - 00:00.011
+     - 0.0
+   * - :ref:`sphx_glr_examples_calculations_Bulk_Shear.py` (``Bulk_Shear.py``)
+     - 00:00.011
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Mean_Pressure_Weighted.py` (``Mean_Pressure_Weighted.py``)
      - 00:00.010
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Static_Stability.py` (``Static_Stability.py``)
-     - 00:00.008
+     - 00:00.009
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Mountain_Problem.py` (``Mountain_Problem.py``)
      - 00:00.006
@@ -90,7 +90,7 @@ Computation times
      - 00:00.005
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Angle_to_Direction.py` (``Angle_to_Direction.py``)
-     - 00:00.003
+     - 00:00.004
      - 0.0
    * - :ref:`sphx_glr_examples_calculations_Parse_Angles.py` (``Parse_Angles.py``)
      - 00:00.002

diff --git a/dev/_sources/examples/cross_section.rst.txt b/dev/_sources/examples/cross_section.rst.txt
@@ -158,15 +158,15 @@ Get the cross section, and convert lat/lon to supplementary coordinates:
         x                    (index) float64 1.818e+05 2.18e+05 ... 3.712e+06
         y                    (index) float64 -1.454e+06 -1.447e+06 ... -5.573e+05
       * index                (index) int64 0 1 2 3 4 5 6 7 ... 93 94 95 96 97 98 99
-        lat                  (index) float64 <Quantity([36.99996324 37.05320722 3...
-        lon                  (index) float64 <Quantity([-104.99999521 -104.599964...
+        lat                  (index) float64 37.0 37.05 37.11 ... 35.66 35.58 35.5
+        lon                  (index) float64 -105.0 -104.6 -104.2 ... -65.39 -65.0
     Data variables:
-        Temperature          (isobaric, index) float64 <Quantity([[287.71705253 2...
+        Temperature          (isobaric, index) float64 287.7 286.9 ... 211.4 211.4
         Lambert_Conformal    |S1 ...
-        u_wind               (isobaric, index) float64 <Quantity([[-2.72884604  0...
-        v_wind               (isobaric, index) float64 <Quantity([[ 8.47314507  5...
-        Geopotential_height  (isobaric, index) float64 <Quantity([[  118.58677657...
-        Specific_humidity    (isobaric, index) float64 <Quantity([[6.36666340e-03...
+        u_wind               (isobaric, index) float64 -2.729 0.4776 ... 24.6 23.68
+        v_wind               (isobaric, index) float64 8.473 5.723 ... -1.082
+        Geopotential_height  (isobaric, index) float64 118.6 127.4 ... 1.636e+04
+        Specific_humidity    (isobaric, index) float64 0.006367 ... 4.223e-06
     Attributes: (12/14)
         Conventions:              CF-1.0
         Originating_center:       US National Weather Service - NCEP(WMC) (7)
@@ -230,15 +230,15 @@ tangential/normal winds. And so, we need to calculate those, and add them to the
         x                      (index) float64 1.818e+05 2.18e+05 ... 3.712e+06
         y                      (index) float64 -1.454e+06 -1.447e+06 ... -5.573e+05
       * index                  (index) int64 0 1 2 3 4 5 6 ... 93 94 95 96 97 98 99
-        lat                    (index) float64 <Quantity([36.99996324 37.05320722...
-        lon                    (index) float64 <Quantity([-104.99999521 -104.5999...
+        lat                    (index) float64 37.0 37.05 37.11 ... 35.66 35.58 35.5
+        lon                    (index) float64 -105.0 -104.6 -104.2 ... -65.39 -65.0
     Data variables:
-        Temperature            (isobaric, index) float64 <Quantity([[287.71705253...
+        Temperature            (isobaric, index) float64 287.7 286.9 ... 211.4 211.4
         Lambert_Conformal      |S1 ...
         u_wind                 (isobaric, index) float64 <Quantity([[ -5.30445235...
         v_wind                 (isobaric, index) float64 <Quantity([[16.47047637 ...
-        Geopotential_height    (isobaric, index) float64 <Quantity([[  118.586776...
-        Specific_humidity      (isobaric, index) float64 <Quantity([[6.36666340e-...
+        Geopotential_height    (isobaric, index) float64 118.6 127.4 ... 1.636e+04
+        Specific_humidity      (isobaric, index) float64 0.006367 ... 4.223e-06
         Potential_temperature  (isobaric, index) float64 <Quantity([[287.71705253...
         Relative_humidity      (isobaric, index) float64 <Quantity([[0.61534579 0...
         t_wind                 (isobaric, index) float64 <Quantity([[-2.02660106 ...
@@ -357,7 +357,7 @@ to ``ax.set_xticklabels`` to label lat/lon pairs, similar to the default NCL out
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.992 seconds)
+   **Total running time of the script:** (0 minutes 4.889 seconds)
 
 
 .. _sphx_glr_download_examples_cross_section.py:

diff --git a/dev/_sources/examples/formats/GINI_Water_Vapor.rst.txt b/dev/_sources/examples/formats/GINI_Water_Vapor.rst.txt
@@ -133,7 +133,7 @@ the projection information.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.905 seconds)
+   **Total running time of the script:** (0 minutes 0.900 seconds)
 
 
 .. _sphx_glr_download_examples_formats_GINI_Water_Vapor.py:

diff --git a/dev/_sources/examples/formats/NEXRAD_Level_2_File.rst.txt b/dev/_sources/examples/formats/NEXRAD_Level_2_File.rst.txt
@@ -193,7 +193,7 @@ Calculate ranges for the gates from the metadata
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 5.630 seconds)
+   **Total running time of the script:** (0 minutes 5.623 seconds)
 
 
 .. _sphx_glr_download_examples_formats_NEXRAD_Level_2_File.py:

diff --git a/dev/_sources/examples/formats/NEXRAD_Level_3_File.rst.txt b/dev/_sources/examples/formats/NEXRAD_Level_3_File.rst.txt
@@ -105,7 +105,7 @@ Use MetPy to read information from a NEXRAD Level 3 (NIDS product) file and plot
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.038 seconds)
+   **Total running time of the script:** (0 minutes 2.033 seconds)
 
 
 .. _sphx_glr_download_examples_formats_NEXRAD_Level_3_File.py:

diff --git a/dev/_sources/examples/formats/sg_execution_times.rst.txt b/dev/_sources/examples/formats/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:08.573** total execution time for 3 files **from examples/formats**:
+**00:08.555** total execution time for 3 files **from examples/formats**:
 
 .. container::
 
@@ -33,11 +33,11 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_examples_formats_NEXRAD_Level_2_File.py` (``NEXRAD_Level_2_File.py``)
-     - 00:05.630
+     - 00:05.623
      - 0.0
    * - :ref:`sphx_glr_examples_formats_NEXRAD_Level_3_File.py` (``NEXRAD_Level_3_File.py``)
-     - 00:02.038
+     - 00:02.033
      - 0.0
    * - :ref:`sphx_glr_examples_formats_GINI_Water_Vapor.py` (``GINI_Water_Vapor.py``)
-     - 00:00.905
+     - 00:00.900
      - 0.0
diff --git a/dev/_sources/examples/gridding/Find_Natural_Neighbors_Verification.rst.txt b/dev/_sources/examples/gridding/Find_Natural_Neighbors_Verification.rst.txt
@@ -139,7 +139,7 @@ We can plot all of the triangles as well as the circles representing the circumc
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.352 seconds)
+   **Total running time of the script:** (0 minutes 0.354 seconds)
 
 
 .. _sphx_glr_download_examples_gridding_Find_Natural_Neighbors_Verification.py: