From d874c4d9e22323201cb1e2813eb14fc45cd543f0 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Wed, 18 Jun 2025 09:25:17 -0600 Subject: [PATCH 01/26] Adding height scale functionality to skewt.py --- src/metpy/plots/skewt.py | 19 ++++++++++++++++--- 1 file changed, 16 insertions(+), 3 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index ce42c9c685b..a694e35ae28 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -22,7 +22,7 @@ import numpy as np from ._util import colored_line -from ..calc import dewpoint, dry_lapse, el, lcl, moist_lapse, vapor_pressure +from ..calc import dewpoint, dry_lapse, el, lcl, moist_lapse, vapor_pressure, pressure_to_height_std from ..calc.tools import _delete_masked_points from ..interpolate import interpolate_1d from ..package_tools import Exporter @@ -261,7 +261,7 @@ class SkewT: """ - def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5): + def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, show_heights = False): r"""Create SkewT - logP plots. Parameters @@ -286,6 +286,9 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5): Aspect ratio (i.e. ratio of y-scale to x-scale) to maintain in the plot. Defaults to 80.5. Passing the string ``'auto'`` tells matplotlib to handle the aspect ratio automatically (this is not recommended for SkewT). + show_heights : boolean, optional + Flag for showing heights as a secondary y axis from standard atmosphere + (defaults to false) """ if fig is None: @@ -324,6 +327,16 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5): # Also takes care of inverting the y-axis self.ax.set_ylim(1050, 100) self.ax.yaxis.set_units(units.hPa) + + if (show_heights): + #Converts the pressures given to heights + heights = pressure_to_height_std(np.linspace(1050, 100, 50) * units.hPa); + self.ax2 = self.ax.twinx() + self.ax2.set_ylim(0, 17); + self.ax2.yaxis.set_units(units.km); + + #Dummy plot - activates labeling for heights units + self.ax2.plot(heights, alpha=0.0) # Try to make sane default temperature plotting ticks self.ax.xaxis.set_major_locator(MultipleLocator(10)) @@ -336,7 +349,7 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5): self.moist_adiabats = None # Maintain a reasonable ratio of data limits. - self.ax.set_aspect(aspect, adjustable='box') + #self.ax.set_aspect(aspect, adjustable='box') def plot(self, pressure, t, *args, **kwargs): r"""Plot data. From 4a745b0b972f88c0d30e52d60b979f072b546221 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Wed, 18 Jun 2025 11:52:30 -0600 Subject: [PATCH 02/26] Changing aspect --- src/metpy/plots/skewt.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index a694e35ae28..7130a15f692 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -348,8 +348,7 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, self.dry_adiabats = None self.moist_adiabats = None - # Maintain a reasonable ratio of data limits. - #self.ax.set_aspect(aspect, adjustable='box') + self.ax.set_box_aspect() def plot(self, pressure, t, *args, **kwargs): r"""Plot data. From 4afaa8ca9490ef05274e46c7ad20b0df594850d5 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Wed, 18 Jun 2025 14:56:00 -0600 Subject: [PATCH 03/26] Updating skew-t height axis internals --- src/metpy/plots/skewt.py | 39 ++++++++++++++++++++++++++------------- 1 file changed, 26 insertions(+), 13 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 7130a15f692..614512ca3cf 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -17,12 +17,12 @@ from matplotlib.patches import Circle from matplotlib.projections import register_projection import matplotlib.spines as mspines -from matplotlib.ticker import MultipleLocator, NullFormatter, ScalarFormatter +from matplotlib.ticker import MultipleLocator, NullFormatter, ScalarFormatter, LinearLocator, NullLocator import matplotlib.transforms as transforms import numpy as np from ._util import colored_line -from ..calc import dewpoint, dry_lapse, el, lcl, moist_lapse, vapor_pressure, pressure_to_height_std +from ..calc import dewpoint, dry_lapse, el, lcl, moist_lapse, vapor_pressure, pressure_to_height_std, height_to_pressure_std from ..calc.tools import _delete_masked_points from ..interpolate import interpolate_1d from ..package_tools import Exporter @@ -328,16 +328,8 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, self.ax.set_ylim(1050, 100) self.ax.yaxis.set_units(units.hPa) - if (show_heights): - #Converts the pressures given to heights - heights = pressure_to_height_std(np.linspace(1050, 100, 50) * units.hPa); - self.ax2 = self.ax.twinx() - self.ax2.set_ylim(0, 17); - self.ax2.yaxis.set_units(units.km); + - #Dummy plot - activates labeling for heights units - self.ax2.plot(heights, alpha=0.0) - # Try to make sane default temperature plotting ticks self.ax.xaxis.set_major_locator(MultipleLocator(10)) self.ax.xaxis.set_units(units.degC) @@ -347,8 +339,29 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, self.mixing_lines = None self.dry_adiabats = None self.moist_adiabats = None - - self.ax.set_box_aspect() + + if (show_heights): + #Set a secondary axis with height from pressure_to_height_standard + def pressure_axis(p): + return pressure_to_height_std(units.Quantity(p, 'hPa')).m_as('km') + def height_axis(h): + return height_to_pressure_std(units.Quantity(h, 'km')).m + #Positions the axis .12 normalized units to the left of the pressure axis + self.secax = self.ax.secondary_yaxis(-0.12, + functions=(pressure_axis, height_axis)) + #Set ylim based on pressure limits + self.secax.set_ylim(pressure_to_height_std(units.Quantity(self.ax.get_ylim(), 'hPa'))); + self.secax.yaxis.set_units(units.km); + self.secax.yaxis.set_minor_locator(NullLocator()) + self.secax.yaxis.set_major_formatter(ScalarFormatter()) + #Create ticks on the height axis counting by 2 from min to max + ymin, ymax = self.secax.get_ylim(); + yticks = np.arange(ymin, ymax + 1, 2) + self.secax.set_yticks(yticks); + + # Maintain a reasonable ratio of data limits. + self.ax.set_aspect(aspect, adjustable='box') + def plot(self, pressure, t, *args, **kwargs): r"""Plot data. From 4c06fd6ef86d10f809bb178ccee7d3170c1a9585 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Fri, 20 Jun 2025 10:08:24 -0600 Subject: [PATCH 04/26] Changing axis tick handling --- src/metpy/plots/skewt.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 614512ca3cf..2fcb11fc965 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -17,7 +17,7 @@ from matplotlib.patches import Circle from matplotlib.projections import register_projection import matplotlib.spines as mspines -from matplotlib.ticker import MultipleLocator, NullFormatter, ScalarFormatter, LinearLocator, NullLocator +from matplotlib.ticker import MultipleLocator, NullFormatter, ScalarFormatter, NullLocator, FixedLocator import matplotlib.transforms as transforms import numpy as np @@ -342,6 +342,7 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, if (show_heights): #Set a secondary axis with height from pressure_to_height_standard + #Requires direct and inverse fctns - pressure axis and height axis def pressure_axis(p): return pressure_to_height_std(units.Quantity(p, 'hPa')).m_as('km') def height_axis(h): @@ -354,10 +355,10 @@ def height_axis(h): self.secax.yaxis.set_units(units.km); self.secax.yaxis.set_minor_locator(NullLocator()) self.secax.yaxis.set_major_formatter(ScalarFormatter()) - #Create ticks on the height axis counting by 2 from min to max + #Create ticks on the height axis counting by 1 from min to max ymin, ymax = self.secax.get_ylim(); - yticks = np.arange(ymin, ymax + 1, 2) - self.secax.set_yticks(yticks); + yticks = np.arange(ymin, ymax + 1, 1) + self.secax.yaxis.set_major_locator(FixedLocator(yticks)) # Maintain a reasonable ratio of data limits. self.ax.set_aspect(aspect, adjustable='box') From c096ef6027e82e39a8ae6c61b6f02edaa343ef89 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Fri, 20 Jun 2025 11:45:26 -0600 Subject: [PATCH 05/26] Changed axis name to heightax --- src/metpy/plots/skewt.py | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 2fcb11fc965..6b2fbe93326 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -17,7 +17,7 @@ from matplotlib.patches import Circle from matplotlib.projections import register_projection import matplotlib.spines as mspines -from matplotlib.ticker import MultipleLocator, NullFormatter, ScalarFormatter, NullLocator, FixedLocator +from matplotlib.ticker import MultipleLocator, FixedLocator, NullFormatter, ScalarFormatter, NullLocator import matplotlib.transforms as transforms import numpy as np @@ -287,7 +287,7 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, Defaults to 80.5. Passing the string ``'auto'`` tells matplotlib to handle the aspect ratio automatically (this is not recommended for SkewT). show_heights : boolean, optional - Flag for showing heights as a secondary y axis from standard atmosphere + Flag for showing heights as a secondary y axis. Calculated from pressure_to_height_std. (defaults to false) """ @@ -348,17 +348,17 @@ def pressure_axis(p): def height_axis(h): return height_to_pressure_std(units.Quantity(h, 'km')).m #Positions the axis .12 normalized units to the left of the pressure axis - self.secax = self.ax.secondary_yaxis(-0.12, + self.heightax = self.ax.secondary_yaxis(-0.12, functions=(pressure_axis, height_axis)) #Set ylim based on pressure limits - self.secax.set_ylim(pressure_to_height_std(units.Quantity(self.ax.get_ylim(), 'hPa'))); - self.secax.yaxis.set_units(units.km); - self.secax.yaxis.set_minor_locator(NullLocator()) - self.secax.yaxis.set_major_formatter(ScalarFormatter()) + self.heightax.set_ylim(pressure_to_height_std(units.Quantity(self.ax.get_ylim(), 'hPa'))); + self.heightax.yaxis.set_units(units.km); + self.heightax.yaxis.set_minor_locator(NullLocator()) + self.heightax.yaxis.set_major_formatter(ScalarFormatter()) #Create ticks on the height axis counting by 1 from min to max - ymin, ymax = self.secax.get_ylim(); + ymin, ymax = self.heightax.get_ylim(); yticks = np.arange(ymin, ymax + 1, 1) - self.secax.yaxis.set_major_locator(FixedLocator(yticks)) + self.heightax.yaxis.set_major_locator(FixedLocator(yticks)) # Maintain a reasonable ratio of data limits. self.ax.set_aspect(aspect, adjustable='box') From 5502645200a4a040bb167b8d6086c3c38d658a2d Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Fri, 20 Jun 2025 12:23:02 -0600 Subject: [PATCH 06/26] Added image comparison tests for height axis --- .../baseline/test_skewt_api_units_heights.png | Bin 0 -> 173168 bytes .../baseline/test_skewt_api_with_heights.png | Bin 0 -> 132625 bytes .../test_skewt_arbitrary_rect_heights.png | Bin 0 -> 16313 bytes .../baseline/test_skewt_gridspec_heights.png | Bin 0 -> 58332 bytes .../baseline/test_skewt_subplot_heights.png | Bin 0 -> 32892 bytes .../test_skewt_wide_aspect_ratio_heights.png | Bin 0 -> 30093 bytes tests/plots/test_skewt.py | 151 ++++++++++++++++++ 7 files changed, 151 insertions(+) create mode 100644 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z^Cw%Go$760?_^t7x{g@b4?>cX>j+Zdcar6KTej6*pIj&b^um{$6NqSmiSCwj!06!bRlXf&xVUW(Q5E+(=)iyPDyX zY%br$N3f5)P8R?kBtamwI%>igd#6p;zfeZy-qGs;dDeGR){&mJtvS=Hj^2#XRMoCd z^Wo1-onm?`kM{DVuaaj)_f8El1EoeNq3(j8-8zy$&PxZ#1=2B@WCY~J4mGczyjNaD j{W!DLf4=rZUE`frzn}EDPlGf4Rdr4duH!Su&R+Xp$kpOV literal 0 HcmV?d00001 diff --git a/tests/plots/test_skewt.py b/tests/plots/test_skewt.py index 4f4b801a846..55bb735b5ab 100644 --- a/tests/plots/test_skewt.py +++ b/tests/plots/test_skewt.py @@ -46,6 +46,48 @@ def test_skewt_api(): return fig +@pytest.mark.mpl_image_compare(style='default', tolerance=0.069) +def test_skewt_api_with_heights(): + """Test the SkewT API with height axis""" + with matplotlib.rc_context({'axes.autolimit_mode' : 'data'}): + fig = plt.figure(figsize=(9, 9)) + skew = SkewT(fig, aspect='auto', show_heights = True) + + # Plot the data using normal plotting functions, in this case using + # log scaling in Y, as dictated by the typical meteorological plot + p = np.linspace(1000, 100, 10) + t = np.linspace(20, -20, 10) + u = np.linspace(-10, 10, 10) + skew.plot(p, t, 'r') + skew.plot_barbs(p, u, u) + + skew.ax.set_xlim(-20, 30) + skew.ax.set_ylim(1000, 100) + + # Add the relevant special lines + skew.plot_dry_adiabats() + skew.plot_moist_adiabats() + skew.plot_mixing_lines() + + # Call again to hit removal statements + skew.plot_dry_adiabats() + skew.plot_moist_adiabats() + skew.plot_mixing_lines() + + #You can't remove text from a secax with remove_text so do it manually + skew.heightax.set_ylabel("") + skew.heightax.set_yticklabels([]) + skew.ax.set_title("") + skew.ax.set_xlabel("") + skew.ax.set_ylabel("") + skew.ax.set_xticklabels([]) + skew.ax.set_yticklabels([]) + + #prevents label from being cut off by savefig + plt.tight_layout() + + return fig + @pytest.mark.mpl_image_compare(remove_text=True, style='default', tolerance=0.32) def test_skewt_api_units(): """Test the SkewT API when units are provided.""" @@ -69,6 +111,41 @@ def test_skewt_api_units(): return fig +@pytest.mark.mpl_image_compare(style='default', tolerance=.32) +def test_skewt_api_units_heights(): + """Test the SkewT API when units are provided and show_heights is true""" + with matplotlib.rc_context({'axes.autolimit_mode': 'data'}): + fig = plt.figure(figsize=(9, 9)) + skew = SkewT(fig, show_heights = True) + p = (np.linspace(950, 100, 10) * units.hPa).to(units.Pa) + t = (np.linspace(18, -20, 10) * units.degC).to(units.kelvin) + u = np.linspace(-20, 20, 10) * units.knots + + skew.plot(p, t, 'r') + skew.plot_barbs(p, u, u) + + # Add the relevant special lines + skew.plot_dry_adiabats() + skew.plot_moist_adiabats() + skew.plot_mixing_lines() + + # This works around the fact that newer pint versions default to degrees_Celsius + skew.ax.set_xlabel('degC') + + #You can't remove text from a secax with remove_text so do it manually + skew.heightax.set_ylabel("") + skew.heightax.set_yticklabels([]) + skew.ax.set_title("") + skew.ax.set_xlabel("") + skew.ax.set_ylabel("") + skew.ax.set_xticklabels([]) + skew.ax.set_yticklabels([]) + + #Prevents labels from being cut off by savefig + plt.tight_layout() + + return fig + @pytest.mark.mpl_image_compare(tolerance=0., remove_text=True, style='default') def test_skewt_default_aspect_empty(): @@ -112,6 +189,23 @@ def test_skewt_subplot(): SkewT(fig, subplot=(2, 2, 1), aspect='auto') return fig +@pytest.mark.mpl_image_compare(tolerance=.811, style='default') +def test_skewt_subplot_heights(): + """Test using skewT on a sub-plot with height axis""" + fig = plt.figure(figsize=(9, 9)) + skew = SkewT(fig, subplot=(2, 2, 1), aspect='auto', show_heights=True) + + #You can't remove text from a secax with remove_text so do it manually + skew.heightax.set_ylabel("") + skew.heightax.set_yticklabels([]) + skew.ax.set_title("") + skew.ax.set_xlabel("") + skew.ax.set_ylabel("") + skew.ax.set_xticklabels([]) + skew.ax.set_yticklabels([]) + + return fig + @pytest.mark.mpl_image_compare(tolerance=0, remove_text=True, style='default') def test_skewt_gridspec(): @@ -128,6 +222,23 @@ def test_skewt_with_grid_enabled(): # Also tests when we don't pass in Figure s = SkewT(aspect='auto') plt.close(s.ax.figure) + +@pytest.mark.mpl_image_compare(tolerance=0, style='default') +def test_skewt_gridspec_heights(): + """Test using SkewT on a GridSpec sub-plot.""" + fig = plt.figure(figsize=(9, 9)) + gs = GridSpec(1, 2) + skew = SkewT(fig, subplot=gs[0, 1], aspect='auto', show_heights=True) + + #You can't remove text from a secax with remove_text so do it manually + skew.heightax.set_ylabel("") + skew.heightax.set_yticklabels([]) + skew.ax.set_title("") + skew.ax.set_xlabel("") + skew.ax.set_ylabel("") + skew.ax.set_xticklabels([]) + skew.ax.set_yticklabels([]) + return fig @pytest.mark.mpl_image_compare(tolerance=0., remove_text=True, style='default') @@ -142,6 +253,22 @@ def test_skewt_subplot_rect_conflict(): """Test the subplot/rect conflict failure.""" with pytest.raises(ValueError), autoclose_figure(figsize=(7, 7)) as fig: SkewT(fig, rect=(0.15, 0.35, 0.8, 0.3), subplot=(1, 1, 1)) + +@pytest.mark.mpl_image_compare(tolerance=0., style='default') +def test_skewt_arbitrary_rect_heights(): + """Test placing the SkewT in an arbitrary rectangle with height axis""" + fig = plt.figure(figsize=(9, 9)) + skew = SkewT(fig, rect=(0.15, 0.35, 0.8, 0.3), aspect='auto', show_heights=True) + + #You can't remove text from a secax with remove_text so do it manually + skew.heightax.set_ylabel("") + skew.heightax.set_yticklabels([]) + skew.ax.set_title("") + skew.ax.set_xlabel("") + skew.ax.set_ylabel("") + skew.ax.set_xticklabels([]) + skew.ax.set_yticklabels([]) + return fig @pytest.mark.mpl_image_compare(tolerance=0.0198, remove_text=True, style='default') @@ -307,6 +434,30 @@ def test_skewt_wide_aspect_ratio(test_profile): skew.ax.set_xlabel('degC') return fig +@pytest.mark.mpl_image_compare(tolerance=0.039, style='default') +def test_skewt_wide_aspect_ratio_heights(test_profile): + """Test plotting a skewT with a wide aspect ratio with height axis""" + p, t, _, tp = test_profile + + fig = plt.figure(figsize=(12.5, 3)) + skew = SkewT(fig, aspect='auto', show_heights=True) + skew.plot(p, t, 'r') + skew.plot(p, tp, 'k') + skew.ax.set_xlim(-30, 50) + skew.ax.set_ylim(1050, 700) + + #You can't remove text from a secax with remove_text so do it manually + skew.heightax.set_ylabel("") + skew.heightax.set_yticklabels([]) + skew.ax.set_title("") + skew.ax.set_xlabel("") + skew.ax.set_xticklabels([]) + skew.ax.set_yticklabels([]) + + # This works around the fact that newer pint versions default to degrees_Celsius + skew.ax.set_xlabel('degC') + return fig + @pytest.mark.mpl_image_compare(tolerance=0, remove_text=True) def test_hodograph_api(): From bceeae9c89b1b10a7312da230e70f9378e7c2cb4 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Fri, 20 Jun 2025 13:37:00 -0600 Subject: [PATCH 07/26] Fixing code style --- tests/plots/test_skewt.py | 58 +++++++++++++++++++++------------------ 1 file changed, 32 insertions(+), 26 deletions(-) diff --git a/tests/plots/test_skewt.py b/tests/plots/test_skewt.py index 55bb735b5ab..ffede0fc598 100644 --- a/tests/plots/test_skewt.py +++ b/tests/plots/test_skewt.py @@ -47,12 +47,12 @@ def test_skewt_api(): @pytest.mark.mpl_image_compare(style='default', tolerance=0.069) -def test_skewt_api_with_heights(): +def test_skewt_api_with_heights(): """Test the SkewT API with height axis""" - with matplotlib.rc_context({'axes.autolimit_mode' : 'data'}): + with matplotlib.rc_context({'axes.autolimit_mode': 'data'}): fig = plt.figure(figsize=(9, 9)) - skew = SkewT(fig, aspect='auto', show_heights = True) - + skew = SkewT(fig, aspect='auto', show_heights=True) + # Plot the data using normal plotting functions, in this case using # log scaling in Y, as dictated by the typical meteorological plot p = np.linspace(1000, 100, 10) @@ -73,8 +73,8 @@ def test_skewt_api_with_heights(): skew.plot_dry_adiabats() skew.plot_moist_adiabats() skew.plot_mixing_lines() - - #You can't remove text from a secax with remove_text so do it manually + + # You can't remove text from a secax with remove_text so do it manually skew.heightax.set_ylabel("") skew.heightax.set_yticklabels([]) skew.ax.set_title("") @@ -82,12 +82,13 @@ def test_skewt_api_with_heights(): skew.ax.set_ylabel("") skew.ax.set_xticklabels([]) skew.ax.set_yticklabels([]) - - #prevents label from being cut off by savefig + + # prevents label from being cut off by savefig plt.tight_layout() - + return fig + @pytest.mark.mpl_image_compare(remove_text=True, style='default', tolerance=0.32) def test_skewt_api_units(): """Test the SkewT API when units are provided.""" @@ -111,12 +112,13 @@ def test_skewt_api_units(): return fig + @pytest.mark.mpl_image_compare(style='default', tolerance=.32) def test_skewt_api_units_heights(): """Test the SkewT API when units are provided and show_heights is true""" with matplotlib.rc_context({'axes.autolimit_mode': 'data'}): fig = plt.figure(figsize=(9, 9)) - skew = SkewT(fig, show_heights = True) + skew = SkewT(fig, show_heights=True) p = (np.linspace(950, 100, 10) * units.hPa).to(units.Pa) t = (np.linspace(18, -20, 10) * units.degC).to(units.kelvin) u = np.linspace(-20, 20, 10) * units.knots @@ -131,8 +133,8 @@ def test_skewt_api_units_heights(): # This works around the fact that newer pint versions default to degrees_Celsius skew.ax.set_xlabel('degC') - - #You can't remove text from a secax with remove_text so do it manually + + # You can't remove text from a secax with remove_text so do it manually skew.heightax.set_ylabel("") skew.heightax.set_yticklabels([]) skew.ax.set_title("") @@ -140,11 +142,11 @@ def test_skewt_api_units_heights(): skew.ax.set_ylabel("") skew.ax.set_xticklabels([]) skew.ax.set_yticklabels([]) - - #Prevents labels from being cut off by savefig + + # Prevents labels from being cut off by savefig plt.tight_layout() - return fig + return fig @pytest.mark.mpl_image_compare(tolerance=0., remove_text=True, style='default') @@ -189,13 +191,14 @@ def test_skewt_subplot(): SkewT(fig, subplot=(2, 2, 1), aspect='auto') return fig + @pytest.mark.mpl_image_compare(tolerance=.811, style='default') def test_skewt_subplot_heights(): """Test using skewT on a sub-plot with height axis""" fig = plt.figure(figsize=(9, 9)) skew = SkewT(fig, subplot=(2, 2, 1), aspect='auto', show_heights=True) - - #You can't remove text from a secax with remove_text so do it manually + + # You can't remove text from a secax with remove_text so do it manually skew.heightax.set_ylabel("") skew.heightax.set_yticklabels([]) skew.ax.set_title("") @@ -203,7 +206,7 @@ def test_skewt_subplot_heights(): skew.ax.set_ylabel("") skew.ax.set_xticklabels([]) skew.ax.set_yticklabels([]) - + return fig @@ -222,15 +225,16 @@ def test_skewt_with_grid_enabled(): # Also tests when we don't pass in Figure s = SkewT(aspect='auto') plt.close(s.ax.figure) - + + @pytest.mark.mpl_image_compare(tolerance=0, style='default') def test_skewt_gridspec_heights(): """Test using SkewT on a GridSpec sub-plot.""" fig = plt.figure(figsize=(9, 9)) gs = GridSpec(1, 2) skew = SkewT(fig, subplot=gs[0, 1], aspect='auto', show_heights=True) - - #You can't remove text from a secax with remove_text so do it manually + + # You can't remove text from a secax with remove_text so do it manually skew.heightax.set_ylabel("") skew.heightax.set_yticklabels([]) skew.ax.set_title("") @@ -253,14 +257,15 @@ def test_skewt_subplot_rect_conflict(): """Test the subplot/rect conflict failure.""" with pytest.raises(ValueError), autoclose_figure(figsize=(7, 7)) as fig: SkewT(fig, rect=(0.15, 0.35, 0.8, 0.3), subplot=(1, 1, 1)) - + + @pytest.mark.mpl_image_compare(tolerance=0., style='default') def test_skewt_arbitrary_rect_heights(): """Test placing the SkewT in an arbitrary rectangle with height axis""" fig = plt.figure(figsize=(9, 9)) skew = SkewT(fig, rect=(0.15, 0.35, 0.8, 0.3), aspect='auto', show_heights=True) - - #You can't remove text from a secax with remove_text so do it manually + + # You can't remove text from a secax with remove_text so do it manually skew.heightax.set_ylabel("") skew.heightax.set_yticklabels([]) skew.ax.set_title("") @@ -434,6 +439,7 @@ def test_skewt_wide_aspect_ratio(test_profile): skew.ax.set_xlabel('degC') return fig + @pytest.mark.mpl_image_compare(tolerance=0.039, style='default') def test_skewt_wide_aspect_ratio_heights(test_profile): """Test plotting a skewT with a wide aspect ratio with height axis""" @@ -445,8 +451,8 @@ def test_skewt_wide_aspect_ratio_heights(test_profile): skew.plot(p, tp, 'k') skew.ax.set_xlim(-30, 50) skew.ax.set_ylim(1050, 700) - - #You can't remove text from a secax with remove_text so do it manually + + # You can't remove text from a secax with remove_text so do it manually skew.heightax.set_ylabel("") skew.heightax.set_yticklabels([]) skew.ax.set_title("") From 84f4675c9a04669c6ea651664df4a2d477886d31 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Fri, 20 Jun 2025 13:41:36 -0600 Subject: [PATCH 08/26] Fixing code style --- src/metpy/plots/skewt.py | 30 ++++++++++++++---------------- 1 file changed, 14 insertions(+), 16 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 6b2fbe93326..f1c1de3478b 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -261,7 +261,7 @@ class SkewT: """ - def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, show_heights = False): + def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, show_heights=False): r"""Create SkewT - logP plots. Parameters @@ -327,9 +327,7 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, # Also takes care of inverting the y-axis self.ax.set_ylim(1050, 100) self.ax.yaxis.set_units(units.hPa) - - - + # Try to make sane default temperature plotting ticks self.ax.xaxis.set_major_locator(MultipleLocator(10)) self.ax.xaxis.set_units(units.degC) @@ -339,30 +337,30 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, self.mixing_lines = None self.dry_adiabats = None self.moist_adiabats = None - + if (show_heights): - #Set a secondary axis with height from pressure_to_height_standard - #Requires direct and inverse fctns - pressure axis and height axis - def pressure_axis(p): + # Set a secondary axis with height from pressure_to_height_standard + # Requires direct and inverse fctns - pressure axis and height axis + def pressure_axis(p): return pressure_to_height_std(units.Quantity(p, 'hPa')).m_as('km') + def height_axis(h): return height_to_pressure_std(units.Quantity(h, 'km')).m - #Positions the axis .12 normalized units to the left of the pressure axis + # Positions the axis .12 normalized units to the left of the pressure axis self.heightax = self.ax.secondary_yaxis(-0.12, - functions=(pressure_axis, height_axis)) - #Set ylim based on pressure limits - self.heightax.set_ylim(pressure_to_height_std(units.Quantity(self.ax.get_ylim(), 'hPa'))); - self.heightax.yaxis.set_units(units.km); + functions=(pressure_axis, height_axis)) + # Set ylim based on pressure limits + self.heightax.set_ylim(pressure_to_height_std(units.Quantity(self.ax.get_ylim(), 'hPa'))) + self.heightax.yaxis.set_units(units.km) self.heightax.yaxis.set_minor_locator(NullLocator()) self.heightax.yaxis.set_major_formatter(ScalarFormatter()) - #Create ticks on the height axis counting by 1 from min to max - ymin, ymax = self.heightax.get_ylim(); + # Create ticks on the height axis counting by 1 from min to max + ymin, ymax = self.heightax.get_ylim() yticks = np.arange(ymin, ymax + 1, 1) self.heightax.yaxis.set_major_locator(FixedLocator(yticks)) # Maintain a reasonable ratio of data limits. self.ax.set_aspect(aspect, adjustable='box') - def plot(self, pressure, t, *args, **kwargs): r"""Plot data. From d57c0c06c8e3fd2e36ed3d92f440f2f0c47243e3 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Fri, 20 Jun 2025 13:51:18 -0600 Subject: [PATCH 09/26] Fixing code style --- src/metpy/plots/skewt.py | 19 +++++++++----- tests/plots/test_skewt.py | 54 +++++++++++++++++++-------------------- 2 files changed, 39 insertions(+), 34 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index f1c1de3478b..a534f762bb7 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -17,12 +17,14 @@ from matplotlib.patches import Circle from matplotlib.projections import register_projection import matplotlib.spines as mspines -from matplotlib.ticker import MultipleLocator, FixedLocator, NullFormatter, ScalarFormatter, NullLocator +from matplotlib.ticker import (MultipleLocator, FixedLocator, NullFormatter, + ScalarFormatter, NullLocator) import matplotlib.transforms as transforms import numpy as np from ._util import colored_line -from ..calc import dewpoint, dry_lapse, el, lcl, moist_lapse, vapor_pressure, pressure_to_height_std, height_to_pressure_std +from ..calc import (dewpoint, dry_lapse, el, lcl, moist_lapse, vapor_pressure, + pressure_to_height_std, height_to_pressure_std) from ..calc.tools import _delete_masked_points from ..interpolate import interpolate_1d from ..package_tools import Exporter @@ -261,7 +263,8 @@ class SkewT: """ - def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, show_heights=False): + def __init__(self, fig=None, rotation=30, subplot=None, rect=None, + aspect=80.5, show_heights=False): r"""Create SkewT - logP plots. Parameters @@ -287,7 +290,8 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, Defaults to 80.5. Passing the string ``'auto'`` tells matplotlib to handle the aspect ratio automatically (this is not recommended for SkewT). show_heights : boolean, optional - Flag for showing heights as a secondary y axis. Calculated from pressure_to_height_std. + Flag for showing heights as a secondary y axis. + Calculated from pressure_to_height_std. (defaults to false) """ @@ -343,14 +347,15 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, # Requires direct and inverse fctns - pressure axis and height axis def pressure_axis(p): return pressure_to_height_std(units.Quantity(p, 'hPa')).m_as('km') - + def height_axis(h): return height_to_pressure_std(units.Quantity(h, 'km')).m # Positions the axis .12 normalized units to the left of the pressure axis self.heightax = self.ax.secondary_yaxis(-0.12, functions=(pressure_axis, height_axis)) # Set ylim based on pressure limits - self.heightax.set_ylim(pressure_to_height_std(units.Quantity(self.ax.get_ylim(), 'hPa'))) + self.heightax.set_ylim(pressure_to_height_std(units.Quantity + (self.ax.get_ylim(), 'hPa'))) self.heightax.yaxis.set_units(units.km) self.heightax.yaxis.set_minor_locator(NullLocator()) self.heightax.yaxis.set_major_formatter(ScalarFormatter()) @@ -358,7 +363,7 @@ def height_axis(h): ymin, ymax = self.heightax.get_ylim() yticks = np.arange(ymin, ymax + 1, 1) self.heightax.yaxis.set_major_locator(FixedLocator(yticks)) - + # Maintain a reasonable ratio of data limits. self.ax.set_aspect(aspect, adjustable='box') diff --git a/tests/plots/test_skewt.py b/tests/plots/test_skewt.py index ffede0fc598..ac79b6a5bdd 100644 --- a/tests/plots/test_skewt.py +++ b/tests/plots/test_skewt.py @@ -48,7 +48,7 @@ def test_skewt_api(): @pytest.mark.mpl_image_compare(style='default', tolerance=0.069) def test_skewt_api_with_heights(): - """Test the SkewT API with height axis""" + """Test the SkewT API with height axis.""" with matplotlib.rc_context({'axes.autolimit_mode': 'data'}): fig = plt.figure(figsize=(9, 9)) skew = SkewT(fig, aspect='auto', show_heights=True) @@ -75,11 +75,11 @@ def test_skewt_api_with_heights(): skew.plot_mixing_lines() # You can't remove text from a secax with remove_text so do it manually - skew.heightax.set_ylabel("") + skew.heightax.set_ylabel('') skew.heightax.set_yticklabels([]) - skew.ax.set_title("") - skew.ax.set_xlabel("") - skew.ax.set_ylabel("") + skew.ax.set_title('') + skew.ax.set_xlabel('') + skew.ax.set_ylabel('') skew.ax.set_xticklabels([]) skew.ax.set_yticklabels([]) @@ -115,7 +115,7 @@ def test_skewt_api_units(): @pytest.mark.mpl_image_compare(style='default', tolerance=.32) def test_skewt_api_units_heights(): - """Test the SkewT API when units are provided and show_heights is true""" + """Test the SkewT API when units are provided and show_heights is true.""" with matplotlib.rc_context({'axes.autolimit_mode': 'data'}): fig = plt.figure(figsize=(9, 9)) skew = SkewT(fig, show_heights=True) @@ -135,11 +135,11 @@ def test_skewt_api_units_heights(): skew.ax.set_xlabel('degC') # You can't remove text from a secax with remove_text so do it manually - skew.heightax.set_ylabel("") + skew.heightax.set_ylabel('') skew.heightax.set_yticklabels([]) - skew.ax.set_title("") - skew.ax.set_xlabel("") - skew.ax.set_ylabel("") + skew.ax.set_title('') + skew.ax.set_xlabel('') + skew.ax.set_ylabel('') skew.ax.set_xticklabels([]) skew.ax.set_yticklabels([]) @@ -199,11 +199,11 @@ def test_skewt_subplot_heights(): skew = SkewT(fig, subplot=(2, 2, 1), aspect='auto', show_heights=True) # You can't remove text from a secax with remove_text so do it manually - skew.heightax.set_ylabel("") + skew.heightax.set_ylabel('') skew.heightax.set_yticklabels([]) - skew.ax.set_title("") - skew.ax.set_xlabel("") - skew.ax.set_ylabel("") + skew.ax.set_title('') + skew.ax.set_xlabel('') + skew.ax.set_ylabel('') skew.ax.set_xticklabels([]) skew.ax.set_yticklabels([]) @@ -235,11 +235,11 @@ def test_skewt_gridspec_heights(): skew = SkewT(fig, subplot=gs[0, 1], aspect='auto', show_heights=True) # You can't remove text from a secax with remove_text so do it manually - skew.heightax.set_ylabel("") + skew.heightax.set_ylabel('') skew.heightax.set_yticklabels([]) - skew.ax.set_title("") - skew.ax.set_xlabel("") - skew.ax.set_ylabel("") + skew.ax.set_title('') + skew.ax.set_xlabel('') + skew.ax.set_ylabel('') skew.ax.set_xticklabels([]) skew.ax.set_yticklabels([]) return fig @@ -261,16 +261,16 @@ def test_skewt_subplot_rect_conflict(): @pytest.mark.mpl_image_compare(tolerance=0., style='default') def test_skewt_arbitrary_rect_heights(): - """Test placing the SkewT in an arbitrary rectangle with height axis""" + """Test placing the SkewT in an arbitrary rectangle with height axis.""" fig = plt.figure(figsize=(9, 9)) skew = SkewT(fig, rect=(0.15, 0.35, 0.8, 0.3), aspect='auto', show_heights=True) # You can't remove text from a secax with remove_text so do it manually - skew.heightax.set_ylabel("") + skew.heightax.set_ylabel('') skew.heightax.set_yticklabels([]) - skew.ax.set_title("") - skew.ax.set_xlabel("") - skew.ax.set_ylabel("") + skew.ax.set_title('') + skew.ax.set_xlabel('') + skew.ax.set_ylabel('') skew.ax.set_xticklabels([]) skew.ax.set_yticklabels([]) return fig @@ -442,7 +442,7 @@ def test_skewt_wide_aspect_ratio(test_profile): @pytest.mark.mpl_image_compare(tolerance=0.039, style='default') def test_skewt_wide_aspect_ratio_heights(test_profile): - """Test plotting a skewT with a wide aspect ratio with height axis""" + """Test plotting a skewT with a wide aspect ratio with height axis.""" p, t, _, tp = test_profile fig = plt.figure(figsize=(12.5, 3)) @@ -453,10 +453,10 @@ def test_skewt_wide_aspect_ratio_heights(test_profile): skew.ax.set_ylim(1050, 700) # You can't remove text from a secax with remove_text so do it manually - skew.heightax.set_ylabel("") + skew.heightax.set_ylabel('') skew.heightax.set_yticklabels([]) - skew.ax.set_title("") - skew.ax.set_xlabel("") + skew.ax.set_title('') + skew.ax.set_xlabel('') skew.ax.set_xticklabels([]) skew.ax.set_yticklabels([]) From 45d962762df9218b1a5a27a98dc21d49707da780 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Fri, 20 Jun 2025 13:55:02 -0600 Subject: [PATCH 10/26] Fixing code style (linting) --- src/metpy/plots/skewt.py | 8 ++++---- tests/plots/test_skewt.py | 2 +- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index a534f762bb7..117f0a6589f 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -17,13 +17,13 @@ from matplotlib.patches import Circle from matplotlib.projections import register_projection import matplotlib.spines as mspines -from matplotlib.ticker import (MultipleLocator, FixedLocator, NullFormatter, +from matplotlib.ticker import (MultipleLocator, FixedLocator, NullFormatter, ScalarFormatter, NullLocator) import matplotlib.transforms as transforms import numpy as np from ._util import colored_line -from ..calc import (dewpoint, dry_lapse, el, lcl, moist_lapse, vapor_pressure, +from ..calc import (dewpoint, dry_lapse, el, lcl, moist_lapse, vapor_pressure, pressure_to_height_std, height_to_pressure_std) from ..calc.tools import _delete_masked_points from ..interpolate import interpolate_1d @@ -263,7 +263,7 @@ class SkewT: """ - def __init__(self, fig=None, rotation=30, subplot=None, rect=None, + def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5, show_heights=False): r"""Create SkewT - logP plots. @@ -290,7 +290,7 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, Defaults to 80.5. Passing the string ``'auto'`` tells matplotlib to handle the aspect ratio automatically (this is not recommended for SkewT). show_heights : boolean, optional - Flag for showing heights as a secondary y axis. + Flag for showing heights as a secondary y axis. Calculated from pressure_to_height_std. (defaults to false) diff --git a/tests/plots/test_skewt.py b/tests/plots/test_skewt.py index ac79b6a5bdd..ef4bbad2059 100644 --- a/tests/plots/test_skewt.py +++ b/tests/plots/test_skewt.py @@ -194,7 +194,7 @@ def test_skewt_subplot(): @pytest.mark.mpl_image_compare(tolerance=.811, style='default') def test_skewt_subplot_heights(): - """Test using skewT on a sub-plot with height axis""" + """Test using skewT on a sub-plot with height axis.""" fig = plt.figure(figsize=(9, 9)) skew = SkewT(fig, subplot=(2, 2, 1), aspect='auto', show_heights=True) From d80f260963c70b57b148c65d3f1ba53c9726576a Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Mon, 23 Jun 2025 08:56:01 -0600 Subject: [PATCH 11/26] Changing skewt height axis to a seperate function and updating tests as needed --- src/metpy/plots/skewt.py | 70 ++++++++++-------- .../test_skewt_height_change_coords.png | Bin 0 -> 41872 bytes tests/plots/test_skewt.py | 43 ++++++++--- 3 files changed, 75 insertions(+), 38 deletions(-) create mode 100644 tests/plots/baseline/test_skewt_height_change_coords.png diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 117f0a6589f..3454ceede60 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -263,8 +263,7 @@ class SkewT: """ - def __init__(self, fig=None, rotation=30, subplot=None, rect=None, - aspect=80.5, show_heights=False): + def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5): r"""Create SkewT - logP plots. Parameters @@ -289,11 +288,6 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, Aspect ratio (i.e. ratio of y-scale to x-scale) to maintain in the plot. Defaults to 80.5. Passing the string ``'auto'`` tells matplotlib to handle the aspect ratio automatically (this is not recommended for SkewT). - show_heights : boolean, optional - Flag for showing heights as a secondary y axis. - Calculated from pressure_to_height_std. - (defaults to false) - """ if fig is None: import matplotlib.pyplot as plt @@ -342,28 +336,6 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, self.dry_adiabats = None self.moist_adiabats = None - if (show_heights): - # Set a secondary axis with height from pressure_to_height_standard - # Requires direct and inverse fctns - pressure axis and height axis - def pressure_axis(p): - return pressure_to_height_std(units.Quantity(p, 'hPa')).m_as('km') - - def height_axis(h): - return height_to_pressure_std(units.Quantity(h, 'km')).m - # Positions the axis .12 normalized units to the left of the pressure axis - self.heightax = self.ax.secondary_yaxis(-0.12, - functions=(pressure_axis, height_axis)) - # Set ylim based on pressure limits - self.heightax.set_ylim(pressure_to_height_std(units.Quantity - (self.ax.get_ylim(), 'hPa'))) - self.heightax.yaxis.set_units(units.km) - self.heightax.yaxis.set_minor_locator(NullLocator()) - self.heightax.yaxis.set_major_formatter(ScalarFormatter()) - # Create ticks on the height axis counting by 1 from min to max - ymin, ymax = self.heightax.get_ylim() - yticks = np.arange(ymin, ymax + 1, 1) - self.heightax.yaxis.set_major_locator(FixedLocator(yticks)) - # Maintain a reasonable ratio of data limits. self.ax.set_aspect(aspect, adjustable='box') @@ -771,6 +743,46 @@ def shade_cin(self, pressure, t, t_parcel, dewpoint=None, **kwargs): idx = np.arange(0, len(pressure)) return self.shade_area(pressure[idx], t_parcel[idx], t[idx], which='negative', **kwargs) + + def add_heightax(self): + r"""Add a secondary y axis with height values calculated from pressure_to_height_std. + + Axis is created to .12 normalized units to the left of the pressure axis and can be accessed + with the name "heightax". + + Parameters + ---------- + + Returns + ------- + + See Also + ------- + :class:`metpy.calc.basic` + :meth:`metpy.calc.basic.pressure_to_height_std` + + """ + # Set a secondary axis with height from pressure_to_height_standard + # Requires direct and inverse fctns - pressure axis and height axis + def pressure_axis(p): + return pressure_to_height_std(units.Quantity(p, 'hPa')).m_as('km') + + def height_axis(h): + return height_to_pressure_std(units.Quantity(h, 'km')).m + # Positions the axis .12 normalized units to the left of the pressure axis + self.heightax = self.ax.secondary_yaxis(-0.12, + functions=(pressure_axis, height_axis)) + # Set ylim based on pressure limits + self.heightax.set_ylim(pressure_to_height_std(units.Quantity + (self.ax.get_ylim(), 'hPa'))) + self.heightax.yaxis.set_units(units.km) + self.heightax.yaxis.set_minor_locator(NullLocator()) + self.heightax.yaxis.set_major_formatter(ScalarFormatter()) + # Create ticks on the height axis counting by 1 from min to max + ymin, ymax = self.heightax.get_ylim() + yticks = np.arange(ymin, ymax + 1, 1) + self.heightax.yaxis.set_major_locator(FixedLocator(yticks)) + @exporter.export diff --git a/tests/plots/baseline/test_skewt_height_change_coords.png b/tests/plots/baseline/test_skewt_height_change_coords.png new file mode 100644 index 0000000000000000000000000000000000000000..7a3d002037e3150fde103c3b0260ce2e2f7e51bd GIT binary patch literal 41872 zcmeHQc|6r=`)=OesiqRGN{edRhN4Z{FtjKwT1ZJuyQrkHWINMnmrRSa5|R+6BFb{w zP$Wws3L)9D@5fnw*Yo`zXK!ZS|9|i2^K1IeILCq^yqnv{9m75_&1%ac?a>yr)NxK)vOQb&VWv zeB)T}9qs5=+|F3s^k?aofMt#2Pq(Ly%P5KHeNM9`X?*^1MQi!9(H9@h7^V1j{?g3N zna@8wUmkqdvvBUSr%TU2IjuP7Kf_O7fB8e-_gnt!rm%hR%c9}7qiqU9j_i;3xb*V+ z6oYt=g$oz*dUq<@MK4fvW&T{9qMXt7W9756LDd(p#;k7L;_3EegPKp;fAC3r7~Q;< z*^~UG$JPT1Rx{D6PnGO+#sU-18H@c(fjwiiO3-xY6tY?jOACYo;EY*$+lt;s3WumAF8@#M*q z)wwJ-+ibyt1yAg1hVd3+7af>rwEsk6qIS;v2J4NARi4Vny1KfoY;5xC>LLmX3W{1B 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zs&o4tp8fe`0^DG8B|(NK>%5EX>3+Zm!;YSKgmYb4hsi@NC@@{QYE=@DtZ(^cE6SEg z?ZNpCL*x1ZV4s4TKjG0_(o3QYFMD}HdeN>udwwAo72^VP@*=Dwbq)_7ehO3?Sw~FaC*eZZ=*zdnS_H?N!;i(i zYNlfow)xbNgjr2A^4q?1B;|SP#(H2h>?MokbVG-cNP+;(4(c-Dc`jA8Mvlbdk?=)M z7e=IKm`UVPWcwTQ4&9NJTk_89#;$nt=FLmA9D$LMk@y+H>X2g!Z;6s}I-IhiCy15c z$u+OWej-OVS#D4|=!{0BoEsg6;2|9zbiU!@$C*;3Dn1)|qNB83VykCamEjz+1&o5v z8P2+7x+mHco!SV=lf~QwK~z#}u3p#qF#)Baf=y!QE>g-so>B@Wz3l9P?le@}e@5E| z*BV37-%TSjre(}hEqh#kWY^Ax zG4bW)<#P{xU5Sh3)z6KZx2|in~IO9=H7a>-FgI`-z!-Fqxy2 nI`;qn!~ZYIKLtZIqsRU>_n Date: Mon, 23 Jun 2025 13:31:01 -0600 Subject: [PATCH 13/26] Updating code style --- src/metpy/plots/skewt.py | 19 ++++++------------- tests/plots/test_skewt.py | 22 +++++++++++----------- 2 files changed, 17 insertions(+), 24 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 3454ceede60..e5b972211d8 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -743,24 +743,18 @@ def shade_cin(self, pressure, t, t_parcel, dewpoint=None, **kwargs): idx = np.arange(0, len(pressure)) return self.shade_area(pressure[idx], t_parcel[idx], t[idx], which='negative', **kwargs) - - def add_heightax(self): + + def add_heightax(self): r"""Add a secondary y axis with height values calculated from pressure_to_height_std. - + Axis is created to .12 normalized units to the left of the pressure axis and can be accessed - with the name "heightax". - - Parameters - ---------- - - Returns - ------- - + with the name "heightax". + See Also ------- :class:`metpy.calc.basic` :meth:`metpy.calc.basic.pressure_to_height_std` - + """ # Set a secondary axis with height from pressure_to_height_standard # Requires direct and inverse fctns - pressure axis and height axis @@ -784,7 +778,6 @@ def height_axis(h): self.heightax.yaxis.set_major_locator(FixedLocator(yticks)) - @exporter.export class Stuve(SkewT): r"""Make Stüve plots of data. diff --git a/tests/plots/test_skewt.py b/tests/plots/test_skewt.py index 33966a80de3..ec778334633 100644 --- a/tests/plots/test_skewt.py +++ b/tests/plots/test_skewt.py @@ -53,7 +53,7 @@ def test_skewt_api_with_heights(): fig = plt.figure(figsize=(9, 9)) skew = SkewT(fig, aspect='auto') skew.add_heightax() - + # Plot the data using normal plotting functions, in this case using # log scaling in Y, as dictated by the typical meteorological plot p = np.linspace(1000, 100, 10) @@ -304,25 +304,26 @@ def test_skewt_units(): return fig + @pytest.mark.mpl_image_compare(tolerance=.069, style='default') def test_skewt_height_change_coords(): """Test plotting a skewt with a height axis then changing the pressure axis.""" - + fig = plt.figure(figsize=(9, 9)) skew = SkewT(fig, aspect='auto') skew.add_heightax() - + skew.ax.set_ylim(500, 100) - + skew.ax.set_xticklabels([]) skew.ax.set_yticklabels([]) - + expected_ylim = np.array([15, 5]) - + # This updates the plot so get_ylim is accurate fig.canvas.draw() - - # Asserts that the ylims on height ax are as expected + + # Asserts that the ylims on height ax are as expected assert np.array_equal(np.int64(skew.heightax.get_ylim()), expected_ylim) # You can't remove text from a secax with remove_text so do it manually @@ -333,9 +334,8 @@ def test_skewt_height_change_coords(): skew.ax.set_ylabel('') skew.ax.set_xticklabels([]) skew.ax.set_yticklabels([]) - - return fig - + + return fig @pytest.fixture() From 699cfccc5b462f406523a61d00344ebf09fefc40 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Mon, 23 Jun 2025 13:33:15 -0600 Subject: [PATCH 14/26] Updating code style --- src/metpy/plots/skewt.py | 8 ++++---- tests/plots/test_skewt.py | 1 - 2 files changed, 4 insertions(+), 5 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index e5b972211d8..885eeef1ecf 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -747,13 +747,13 @@ def shade_cin(self, pressure, t, t_parcel, dewpoint=None, **kwargs): def add_heightax(self): r"""Add a secondary y axis with height values calculated from pressure_to_height_std. - Axis is created to .12 normalized units to the left of the pressure axis and can be accessed - with the name "heightax". + Axis is created to .12 normalized units to the left of the pressure axis and can + be accessedwith the name "heightax". See Also - ------- + -------- :class:`metpy.calc.basic` - :meth:`metpy.calc.basic.pressure_to_height_std` + :meth:`metpy.calc.pressure_to_height_std` """ # Set a secondary axis with height from pressure_to_height_standard diff --git a/tests/plots/test_skewt.py b/tests/plots/test_skewt.py index ec778334633..6abf8f5c962 100644 --- a/tests/plots/test_skewt.py +++ b/tests/plots/test_skewt.py @@ -308,7 +308,6 @@ def test_skewt_units(): @pytest.mark.mpl_image_compare(tolerance=.069, style='default') def test_skewt_height_change_coords(): """Test plotting a skewt with a height axis then changing the pressure axis.""" - fig = plt.figure(figsize=(9, 9)) skew = SkewT(fig, aspect='auto') skew.add_heightax() From 904abb51f65c63fe4a63f552d65e56ad39a5457e Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Mon, 23 Jun 2025 13:34:59 -0600 Subject: [PATCH 15/26] Code style fixes --- src/metpy/plots/skewt.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 885eeef1ecf..389f324993f 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -747,8 +747,8 @@ def shade_cin(self, pressure, t, t_parcel, dewpoint=None, **kwargs): def add_heightax(self): r"""Add a secondary y axis with height values calculated from pressure_to_height_std. - Axis is created to .12 normalized units to the left of the pressure axis and can - be accessedwith the name "heightax". + Axis is created to .12 normalized units to the left of the pressure axis and can + be accessed with the name "heightax". See Also -------- From 7c3c93a87446456d5a7260149b06e1143c17e5a7 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Mon, 23 Jun 2025 14:06:44 -0600 Subject: [PATCH 16/26] Updating testing tolerance --- src/metpy/plots/skewt.py | 2 +- tests/plots/test_skewt.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 389f324993f..c7e39b4af5d 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -17,7 +17,7 @@ from matplotlib.patches import Circle from matplotlib.projections import register_projection import matplotlib.spines as mspines -from matplotlib.ticker import (MultipleLocator, FixedLocator, NullFormatter, +from matplotlib.ticker import (MultipleLocator, FixedLocator, NullFormatter, ScalarFormatter, NullLocator) import matplotlib.transforms as transforms import numpy as np diff --git a/tests/plots/test_skewt.py b/tests/plots/test_skewt.py index 6abf8f5c962..d3656af391f 100644 --- a/tests/plots/test_skewt.py +++ b/tests/plots/test_skewt.py @@ -46,7 +46,7 @@ def test_skewt_api(): return fig -@pytest.mark.mpl_image_compare(style='default', tolerance=0.069) +@pytest.mark.mpl_image_compare(style='default', tolerance=0.071) def test_skewt_api_with_heights(): """Test the SkewT API with height axis.""" with matplotlib.rc_context({'axes.autolimit_mode': 'data'}): From 35e2a501a3e8a32f0ae9f14b03db5f0ebad3f5e5 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Mon, 23 Jun 2025 14:08:32 -0600 Subject: [PATCH 17/26] Removed trailing whitespace --- src/metpy/plots/skewt.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index c7e39b4af5d..389f324993f 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -17,7 +17,7 @@ from matplotlib.patches import Circle from matplotlib.projections import register_projection import matplotlib.spines as mspines -from matplotlib.ticker import (MultipleLocator, FixedLocator, NullFormatter, +from matplotlib.ticker import (MultipleLocator, FixedLocator, NullFormatter, ScalarFormatter, NullLocator) import matplotlib.transforms as transforms import numpy as np From 2bbe60228d5167d1096e2fe6635094b45c4d5ad4 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Mon, 23 Jun 2025 14:32:17 -0600 Subject: [PATCH 18/26] Fixing doc building error --- src/metpy/plots/skewt.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 389f324993f..32cb523df4f 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -751,8 +751,6 @@ def add_heightax(self): be accessed with the name "heightax". See Also - -------- - :class:`metpy.calc.basic` :meth:`metpy.calc.pressure_to_height_std` """ From 8b7cd8acab8d70db7d08c6e5f29668392e1eb3cf Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Tue, 24 Jun 2025 09:24:37 -0600 Subject: [PATCH 19/26] Cleaning up tick logic for heightax --- src/metpy/plots/skewt.py | 20 +++++++++----------- 1 file changed, 9 insertions(+), 11 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 32cb523df4f..feca74d6cc0 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -17,8 +17,7 @@ from matplotlib.patches import Circle from matplotlib.projections import register_projection import matplotlib.spines as mspines -from matplotlib.ticker import (MultipleLocator, FixedLocator, NullFormatter, - ScalarFormatter, NullLocator) +from matplotlib.ticker import MultipleLocator, ScalarFormatter, NullLocator, NullFormatter import matplotlib.transforms as transforms import numpy as np @@ -753,27 +752,26 @@ def add_heightax(self): See Also :meth:`metpy.calc.pressure_to_height_std` - """ + """ # Set a secondary axis with height from pressure_to_height_standard # Requires direct and inverse fctns - pressure axis and height axis - def pressure_axis(p): + def height_axis(p): return pressure_to_height_std(units.Quantity(p, 'hPa')).m_as('km') - - def height_axis(h): + def pressure_axis(h): return height_to_pressure_std(units.Quantity(h, 'km')).m # Positions the axis .12 normalized units to the left of the pressure axis self.heightax = self.ax.secondary_yaxis(-0.12, - functions=(pressure_axis, height_axis)) - # Set ylim based on pressure limits + functions=(height_axis, pressure_axis)) + # Set height axis ylims based on pressure ylims + # This doesn't really seem to do anything except make it so that the unit is shown + # on the axis self.heightax.set_ylim(pressure_to_height_std(units.Quantity (self.ax.get_ylim(), 'hPa'))) self.heightax.yaxis.set_units(units.km) self.heightax.yaxis.set_minor_locator(NullLocator()) self.heightax.yaxis.set_major_formatter(ScalarFormatter()) # Create ticks on the height axis counting by 1 from min to max - ymin, ymax = self.heightax.get_ylim() - yticks = np.arange(ymin, ymax + 1, 1) - self.heightax.yaxis.set_major_locator(FixedLocator(yticks)) + self.heightax.yaxis.set_major_locator(MultipleLocator(1)) @exporter.export From 732486070d4771295f19917482f1bfa0456b50ba Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Tue, 24 Jun 2025 09:29:15 -0600 Subject: [PATCH 20/26] Fixing style errors --- src/metpy/plots/skewt.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index feca74d6cc0..3452e129f06 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -752,18 +752,19 @@ def add_heightax(self): See Also :meth:`metpy.calc.pressure_to_height_std` - """ + """ # Set a secondary axis with height from pressure_to_height_standard # Requires direct and inverse fctns - pressure axis and height axis def height_axis(p): return pressure_to_height_std(units.Quantity(p, 'hPa')).m_as('km') + def pressure_axis(h): return height_to_pressure_std(units.Quantity(h, 'km')).m # Positions the axis .12 normalized units to the left of the pressure axis self.heightax = self.ax.secondary_yaxis(-0.12, functions=(height_axis, pressure_axis)) - # Set height axis ylims based on pressure ylims - # This doesn't really seem to do anything except make it so that the unit is shown + # Set height axis ylims based on pressure ylims + # This doesn't really seem to do anything except make it so that the unit is shown # on the axis self.heightax.set_ylim(pressure_to_height_std(units.Quantity (self.ax.get_ylim(), 'hPa'))) From 6a2b441e1b6770803299917137d2035965d7bc4b Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Tue, 24 Jun 2025 09:30:47 -0600 Subject: [PATCH 21/26] Style errors --- src/metpy/plots/skewt.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 3452e129f06..9a034e2450a 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -757,7 +757,7 @@ def add_heightax(self): # Requires direct and inverse fctns - pressure axis and height axis def height_axis(p): return pressure_to_height_std(units.Quantity(p, 'hPa')).m_as('km') - + def pressure_axis(h): return height_to_pressure_std(units.Quantity(h, 'km')).m # Positions the axis .12 normalized units to the left of the pressure axis From c8b598b461981f3e3b7e0649f345f4a21fac64d4 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Tue, 24 Jun 2025 11:31:31 -0600 Subject: [PATCH 22/26] Style fixes --- src/metpy/plots/skewt.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 9a034e2450a..9dc95be52aa 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -750,6 +750,7 @@ def add_heightax(self): be accessed with the name "heightax". See Also + -------- :meth:`metpy.calc.pressure_to_height_std` """ From 76c026142996dce87523312661a3e802c37b3b2b Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Tue, 24 Jun 2025 14:51:36 -0600 Subject: [PATCH 23/26] Updating to twinx() bc log/linear axis on secondary_yaxis didn't work --- src/metpy/plots/skewt.py | 23 +++++++++++++++++------ 1 file changed, 17 insertions(+), 6 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 9dc95be52aa..480de3c8563 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -336,7 +336,7 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5): self.moist_adiabats = None # Maintain a reasonable ratio of data limits. - self.ax.set_aspect(aspect, adjustable='box') + self.ax.set_aspect(aspect, adjustable='datalim') def plot(self, pressure, t, *args, **kwargs): r"""Plot data. @@ -743,6 +743,10 @@ def shade_cin(self, pressure, t, t_parcel, dewpoint=None, **kwargs): return self.shade_area(pressure[idx], t_parcel[idx], t[idx], which='negative', **kwargs) + def update_heightax_limits(self, ax): + self.heightax.set_ylim(pressure_to_height_std(units.Quantity + (self.ax.get_ylim(), 'hPa'))) + def add_heightax(self): r"""Add a secondary y axis with height values calculated from pressure_to_height_std. @@ -762,18 +766,25 @@ def height_axis(p): def pressure_axis(h): return height_to_pressure_std(units.Quantity(h, 'km')).m # Positions the axis .12 normalized units to the left of the pressure axis - self.heightax = self.ax.secondary_yaxis(-0.12, - functions=(height_axis, pressure_axis)) + self.heightax = self.ax.twinx() + self.heightax.set_ylim(pressure_to_height_std(units.Quantity + (self.ax.get_ylim(), 'hPa'))) + self.heightax.spines["left"].set_position(("axes", -.12)) + self.heightax.spines["left"].set_visible(True) + self.heightax.yaxis.set_label_position('left') + self.heightax.yaxis.set_ticks_position('left') # Set height axis ylims based on pressure ylims # This doesn't really seem to do anything except make it so that the unit is shown # on the axis - self.heightax.set_ylim(pressure_to_height_std(units.Quantity - (self.ax.get_ylim(), 'hPa'))) + self.heightax.set_yscale('linear') self.heightax.yaxis.set_units(units.km) self.heightax.yaxis.set_minor_locator(NullLocator()) self.heightax.yaxis.set_major_formatter(ScalarFormatter()) - # Create ticks on the height axis counting by 1 from min to max self.heightax.yaxis.set_major_locator(MultipleLocator(1)) + self.ax.callbacks.connect('ylim_changed', self.update_heightax_limits) + + + @exporter.export From 1c446fe88d4299e6ab9a4d9a86cb0e1c0f422b05 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Thu, 3 Jul 2025 12:27:40 -0600 Subject: [PATCH 24/26] im going to revert this anyways --- src/metpy/calc/thermo.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/metpy/calc/thermo.py b/src/metpy/calc/thermo.py index 40274192b28..5bcd5c33596 100644 --- a/src/metpy/calc/thermo.py +++ b/src/metpy/calc/thermo.py @@ -5,6 +5,7 @@ from inspect import Parameter, Signature, signature import numpy as np +import time # Can drop fallback once we rely on numpy>=2 try: @@ -4399,6 +4400,7 @@ def wet_bulb_temperature(pressure, temperature, dewpoint): caution on large arrays. """ + time.sleep(30) if not getattr(pressure, 'shape', False): pressure = np.atleast_1d(pressure) temperature = np.atleast_1d(temperature) From 989e09450a817bc9c5d6d260760d75ee831ebbb4 Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Thu, 3 Jul 2025 13:19:15 -0600 Subject: [PATCH 25/26] like i said gonna reset --- src/metpy/calc/thermo.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/metpy/calc/thermo.py b/src/metpy/calc/thermo.py index 5bcd5c33596..422efb76241 100644 --- a/src/metpy/calc/thermo.py +++ b/src/metpy/calc/thermo.py @@ -4400,7 +4400,7 @@ def wet_bulb_temperature(pressure, temperature, dewpoint): caution on large arrays. """ - time.sleep(30) + time.sleep(1) if not getattr(pressure, 'shape', False): pressure = np.atleast_1d(pressure) temperature = np.atleast_1d(temperature) From 3f8760fd52adbeeaf20341ba81299e452ff9f00b Mon Sep 17 00:00:00 2001 From: Jaye Norman Date: Wed, 30 Jul 2025 10:25:12 -0600 Subject: [PATCH 26/26] Reverting skewt.py to my most successful attempt --- src/metpy/plots/skewt.py | 31 +++++++++---------------------- 1 file changed, 9 insertions(+), 22 deletions(-) diff --git a/src/metpy/plots/skewt.py b/src/metpy/plots/skewt.py index 480de3c8563..e0eef6363b7 100644 --- a/src/metpy/plots/skewt.py +++ b/src/metpy/plots/skewt.py @@ -336,7 +336,7 @@ def __init__(self, fig=None, rotation=30, subplot=None, rect=None, aspect=80.5): self.moist_adiabats = None # Maintain a reasonable ratio of data limits. - self.ax.set_aspect(aspect, adjustable='datalim') + self.ax.set_aspect(aspect, adjustable='box') def plot(self, pressure, t, *args, **kwargs): r"""Plot data. @@ -743,10 +743,6 @@ def shade_cin(self, pressure, t, t_parcel, dewpoint=None, **kwargs): return self.shade_area(pressure[idx], t_parcel[idx], t[idx], which='negative', **kwargs) - def update_heightax_limits(self, ax): - self.heightax.set_ylim(pressure_to_height_std(units.Quantity - (self.ax.get_ylim(), 'hPa'))) - def add_heightax(self): r"""Add a secondary y axis with height values calculated from pressure_to_height_std. @@ -754,37 +750,28 @@ def add_heightax(self): be accessed with the name "heightax". See Also - -------- :meth:`metpy.calc.pressure_to_height_std` - """ + """ # Set a secondary axis with height from pressure_to_height_standard # Requires direct and inverse fctns - pressure axis and height axis def height_axis(p): return pressure_to_height_std(units.Quantity(p, 'hPa')).m_as('km') - def pressure_axis(h): return height_to_pressure_std(units.Quantity(h, 'km')).m # Positions the axis .12 normalized units to the left of the pressure axis - self.heightax = self.ax.twinx() + self.heightax = self.ax.secondary_yaxis(-0.16, + functions=(height_axis, pressure_axis)) + # Set height axis ylims based on pressure ylims + # This doesn't really seem to do anything except make it so that the unit is shown + # on the axis self.heightax.set_ylim(pressure_to_height_std(units.Quantity (self.ax.get_ylim(), 'hPa'))) - self.heightax.spines["left"].set_position(("axes", -.12)) - self.heightax.spines["left"].set_visible(True) - self.heightax.yaxis.set_label_position('left') - self.heightax.yaxis.set_ticks_position('left') - # Set height axis ylims based on pressure ylims - # This doesn't really seem to do anything except make it so that the unit is shown - # on the axis - self.heightax.set_yscale('linear') self.heightax.yaxis.set_units(units.km) self.heightax.yaxis.set_minor_locator(NullLocator()) self.heightax.yaxis.set_major_formatter(ScalarFormatter()) + # Create ticks on the height axis counting by 1 from min to max self.heightax.yaxis.set_major_locator(MultipleLocator(1)) - self.ax.callbacks.connect('ylim_changed', self.update_heightax_limits) - - - @exporter.export @@ -1115,4 +1102,4 @@ def plot_colormapped(self, u, v, c, intervals=None, colors=None, **kwargs): c = getattr(c, 'magnitude', c) lc = colored_line(u, v, c, **line_args) self.ax.add_collection(lc) - return lc + return lc \ No newline at end of file