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BandsPlot

[1]:
import sisl
import sisl.viz
# This is just for convenience to retreive files
siesta_files = sisl._environ.get_environ_variable("SISL_FILES_TESTS") / "sisl" / "io" / "siesta"

Let’s get a bands_plot from a .bands file

[2]:
bands_plot = sisl.get_sile( siesta_files / "SrTiO3.bands").plot()
info:0: SislInfo: The plot has been initialized correctly, but the current settings were not enough to generate the figure.
Error: Could not read or generate data for BandsPlot from any of the possible sources.
Here are the errors for each source:
        - bands file: FileNotFoundError.[Errno 2] No such file or directory: '_THIS_DIRECTORY_DOES_NOT_EXIST_/sisl/io/siesta/SrTiO3.bands'
        - aiida bands: AttributeError.'NoneType' object has no attribute '_get_bandplot_data'
        - wfsx file: TypeError.expected str, bytes or os.PathLike object, not NoneType
        - band structure: ValueError.No band structure (k points path) was provided

and see what we’ve got:

[3]:
bands_plot
'<sisl.viz.plots.bands.BandsPlot object at 0x7f68c45778b0>'

Getting the bands that you want

By default, BandsPlot gives you the 15 bands below and above 0 eV (which is interpreted as the fermi level).

There are two main ways to specify the bands that you want to display: Erange and bands_range.

As you may have guessed, Erange specifies the energy range that is displayed:

[4]:
bands_plot.update_settings(Erange=[-10, 10])
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [4], in <module>
----> 1 bands_plot.update_settings(Erange=[-10, 10])

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

while with bands_range you can actually indicate the indices.

However, note that ``Erange`` has preference over ``bands_range``, therefore you need to set Erange to None if you want the change to take effect.

[5]:
bands_plot.update_settings(bands_range=[6, 15], Erange=None)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [5], in <module>
----> 1 bands_plot.update_settings(bands_range=[6, 15], Erange=None)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

If your fermi level is not correctly set or you want a different energy reference, you can provide a value for E0 to specify where your 0 should be and the bands to display will be automatically calculated from that.

However, if you want to update E0 after the plot has been build and you want BandsPlot to recalculate the bands for you you will need to set Erange and bands_range to None again.

[6]:
bands_plot.update_settings(E0=-10, bands_range=None, Erange=None)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [6], in <module>
----> 1 bands_plot.update_settings(E0=-10, bands_range=None, Erange=None)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

Notice how only 25 bands are displayed now: the only 10 that are below 0 eV (there are no lower states) and 15 above 0 eV.

[7]:
# Set them back to "normal"
bands_plot = bands_plot.update_settings(E0=0, bands_range=None, Erange=None)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [7], in <module>
      1 # Set them back to "normal"
----> 2 bands_plot = bands_plot.update_settings(E0=0, bands_range=None, Erange=None)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

Notice that in spin polarized bands, you can select the spins to display using the ``spin`` setting, just pass a list of spin components (e.g. spin=[0]).

Quick styling

If all you want is to change the color and width of the bands, there’s one simple solution: use the bands_color and bands_width settings.

Let’s show them in red:

[8]:
bands_plot.update_settings(bands_color="red")
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [8], in <module>
----> 1 bands_plot.update_settings(bands_color="red")

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

And now in green but also make them wider:

[9]:
bands_plot.update_settings(bands_color="green", bands_width=3)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [9], in <module>
----> 1 bands_plot.update_settings(bands_color="green", bands_width=3)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

If you have spin polarized bands, bands_color will modify the color of the first spin channel, while the second one can be tuned with spindown_color.

[10]:
bands_plot = bands_plot.update_settings(bands_color="black", bands_width=1)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [10], in <module>
----> 1 bands_plot = bands_plot.update_settings(bands_color="black", bands_width=1)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

Displaying the smallest gaps

The easiest thing to do is to let BandsPlot discover where the (minimum) gaps are.

This is indicated by setting the gap parameter to True. One can also use gap_color if a particular color is desired.

[11]:
bands_plot.update_settings(gap=True, gap_color="green", Erange=[-10,10]) # We reduce Erange just to see it better
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [11], in <module>
----> 1 bands_plot.update_settings(gap=True, gap_color="green", Erange=[-10,10])

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

This displays the minimum gaps. However there may be some issues with it: it will show all gaps with the minimum value. That is, if you have repeated points in the brillouin zone it will display multiple gaps that are equivalent.

What’s worse, if the region where your gap is is very flat, two consecutive points might have the same energy. Multiple gaps will be displayed one glued to another.

To help cope with this issues, you have the direct_gaps_only and gap_tol.

In this case, since we have no direct gaps, setting direct_gaps_only will hide them all:

[12]:
bands_plot.update_settings(direct_gaps_only=True)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [12], in <module>
----> 1 bands_plot.update_settings(direct_gaps_only=True)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

This example is not meaningful for gap_tol, but it is illustrative of what gap_tol does. It is the minimum k-distance between two points to consider them “the same point” in the sense that only one of them will be used to show the gap. In this case, if we set gap_tol all the way up to 3, the plot will consider the two gamma points to be part of the same “point” and therefore it will only show the gap once.

[13]:
bands_plot.update_settings(direct_gaps_only=False, gap_tol=3)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [13], in <module>
----> 1 bands_plot.update_settings(direct_gaps_only=False, gap_tol=3)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

This is not what gap_tol is meant for, since it is thought to remediate the effect of locally flat bands, but still you can get the idea of what it does.

[14]:
bands_plot = bands_plot.update_settings(gap=False, gap_tol=0.01)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [14], in <module>
----> 1 bands_plot = bands_plot.update_settings(gap=False, gap_tol=0.01)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

Displaying custom gaps

If you are not happy with the gaps that the plot is displaying for you or you simply want gaps that are not the smallest ones, you can always use custom_gaps.

Custom gaps should be a list where each item specifies how to draw that given gap. See the setting’s help message:

[15]:
print(bands_plot.get_param("custom_gaps").help)
List of all the gaps that you want to display.

 Each item is a dict.

 Structure of the dict: {
        'from': K value where to start measuring the gap.
                    It can be either the label of the k-point or the numeric value in the plot.
        'to': K value where to end measuring the gap.
                    It can be either the label of the k-point or the numeric value in the plot.
        'color': The color with which the gap should be displayed
        'spin': The spin components where the gap should be calculated.
}

So, for example, if we want to plot the gamma-gamma gap:

[16]:
bands_plot.update_settings(custom_gaps=[{"from": "Gamma", "to": "Gamma", "color": "red"}])
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [16], in <module>
----> 1 bands_plot.update_settings(custom_gaps=[{"from": "Gamma", "to": "Gamma", "color": "red"}])

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

Notice how we got the gap probably not where we wanted, since it would be better to have it in the middle Gamma point, which is more visible. As the help message of custom_gaps states, you can also pass the K value instead of a label.

Now, you’ll be happy to know that you can easily access the k values of all labels, as they are stored as attributes in the bands dataarray, which you can find in bands_plot.bands:

[17]:
bands_plot.bands.attrs
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [17], in <module>
----> 1 bands_plot.bands.attrs

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

Now all we need to do is to grab the value for the second gamma point:

[18]:
gap_k = None
for val, label in zip(bands_plot.bands.attrs["ticks"], bands_plot.bands.attrs["ticklabels"]):
    if label == "Gamma":
        gap_k = val
gap_k
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [18], in <module>
      1 gap_k = None
----> 2 for val, label in zip(bands_plot.bands.attrs["ticks"], bands_plot.bands.attrs["ticklabels"]):
      3     if label == "Gamma":
      4         gap_k = val

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

And use it to build a custom gap:

[19]:
bands_plot.update_settings(custom_gaps=[{"from": gap_k, "to": gap_k, "color": "orange"}])
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [19], in <module>
----> 1 bands_plot.update_settings(custom_gaps=[{"from": gap_k, "to": gap_k, "color": "orange"}])

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plotutils.py:829, in repeat_if_children.<locals>.apply_to_all_plots(obj, children_sel, *args, **kwargs)
    825     obj.get_figure()
    827 else:
--> 829     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:888, in vizplotly_settings.<locals>.decorator.<locals>.func(obj, *args, **kwargs)
    885 @wraps(method)
    886 def func(obj, *args, **kwargs):
    887     getattr(obj, method_name)(**kwargs, **extra_kwargs)
--> 888     return method(obj, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:1112, in Plot.set_data(self, update_fig, **kwargs)
   1104 @repeat_if_children
   1105 @vizplotly_settings('before')
   1106 def set_data(self, update_fig = True, **kwargs):
   1107     """ Method to process the data that has been read beforehand by read_data() and prepare the figure
   1108
   1109     If everything is succesful, it calls the next step in plotting (`get_figure`)
   1110     """
-> 1112     self._for_backend = self._set_data()
   1114     if update_fig:
   1115         self.get_figure()

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:642, in BandsPlot._set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color, gap, gap_tol, gap_color, direct_gaps_only, custom_gaps)
    639 def _set_data(self, Erange, E0, bands_range, spin, spin_texture_colorscale, bands_width, bands_color, spindown_color,
    640     gap, gap_tol, gap_color, direct_gaps_only, custom_gaps):
    641     # Calculate all the gaps of this band structure
--> 642     self._calculate_gaps(E0)
    644     # Shift all the bands to the reference
    645     filtered_bands = self.bands - E0

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:711, in BandsPlot._calculate_gaps(self, E0)
    705 """
    706 Calculates the gap (or gaps) assuming 0 is the fermi level.
    707
    708 It creates the attributes `gap` and `gap_info`
    709 """
    710 # Calculate the band gap to store it
--> 711 shifted_bands = self.bands - E0
    712 above_fermi = self.bands.where(shifted_bands > 0)
    713 below_fermi = self.bands.where(shifted_bands < 0)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute 'bands' was not found either in the plot, its backend, or in shared attributes.

Individual band styling

The bands_color and bands_width should be enough for most uses. However, you may want to style each band differently. Since we can not support every possible case, you can pass a function to the add_band_data. Here’s the help message:

[20]:
print(bands_plot.get_param("add_band_data").help)
This function receives each band and should return a dictionary with additional arguments
            that are passed to the band drawing routine. It also receives the plot as the second argument.
            See the docs of `sisl.viz.backends.templates.Backend.draw_line` to understand what are the supported arguments
            to be returned. Notice that the arguments that the backend is able to process can be very framework dependant.

You can build a dummy function to print the band and see how it looks like. Notice that you only get those bands that are inside the range specified for the plot, therefore the first band here is band 11!

[21]:
def add_band_data(band, self):
    """Dummy function to see the band DataArray"""
    if band.band == 11:
        print(band)

    return {}

bands_plot.update_settings(add_band_data=add_band_data)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [21], in <module>
      4         print(band)
      6     return {}
----> 8 bands_plot.update_settings(add_band_data=add_band_data)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:701, in BandsPlot.get_figure(self, backend, add_band_data, **kwargs)
    700 def get_figure(self, backend, add_band_data, **kwargs):
--> 701     self._for_backend["draw_bands"]["add_band_data"] = add_band_data
    702     return super().get_figure(backend, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute '_for_backend' was not found either in the plot, its backend, or in shared attributes.

Just as an educational example, we are going to style the bands according to this conditions: - If the band is +- 5 eV within the fermi level, we are going to draw markers whose size is proportional to the gradient of the band at each point. - Otherwise, we will just display the bands as purple dotted lines that fade as we get far from the fermi level (just because we can!)

Note: Of course, to modify traces, one must have some notion of how plotly traces work. Just hit plotly’s visual reference page https://plotly.com/python/ for inspiration.

[22]:
import numpy as np
def draw_gradient(band, self):
    """
    Takes a band and styles it according to its energy dispersion.

    NOTE: If it's to far from the fermi level, it fades it in purple for additional coolness.
    """
    dist_from_Ef = np.max(abs(band))
    if dist_from_Ef < 5:
        return {
            "mode": "lines+markers",
            "marker_size": np.abs(np.gradient(band))*40,
        }
    else:
        return {
            "line_color": "purple",
            "line_dash": "dot",
            "opacity": 1-float(dist_from_Ef/10)
        }

bands_plot.update_settings(add_band_data=draw_gradient)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Input In [22], in <module>
     14     else:
     15         return {
     16             "line_color": "purple",
     17             "line_dash": "dot",
     18             "opacity": 1-float(dist_from_Ef/10)
     19         }
---> 21 bands_plot.update_settings(add_band_data=draw_gradient)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:437, in ConfigurableMeta.__new__.<locals>.update_settings(self, *args, **kwargs)
    436 def update_settings(self, *args, **kwargs):
--> 437     return self._update_settings(*args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:558, in Configurable._update_settings(self, run_updates, **kwargs)
    556     #Do things after updating the settings
    557     if len(self.settings_history.last_updated) > 0 and run_updates:
--> 558         self._run_updates(self.settings_history.last_updated)
    560 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:586, in Configurable._run_updates(self, for_keys)
    584 # Execute the functions that we need to execute.
    585 for f_name in func_names:
--> 586     getattr(self, f_name)()
    588 return self

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/configurable.py:969, in _populate_with_settings.<locals>.f_default_setting_args(self, *args, **kwargs)
    966         except KeyError:
    967             pass
--> 969 return f(self, *args, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plots/bands.py:701, in BandsPlot.get_figure(self, backend, add_band_data, **kwargs)
    700 def get_figure(self, backend, add_band_data, **kwargs):
--> 701     self._for_backend["draw_bands"]["add_band_data"] = add_band_data
    702     return super().get_figure(backend, **kwargs)

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/viz/plot.py:727, in Plot.__getattr__(self, key)
    724     except (KeyError, AttributeError):
    725         pass
--> 727 raise AttributeError(f"The attribute '{key}' was not found either in the plot, its backend, or in shared attributes.")

AttributeError: The attribute '_for_backend' was not found either in the plot, its backend, or in shared attributes.

Displaying spin texture

If your bands plot comes from a non-colinear spin calculation (or is using a Hamiltonian with non-colinear spin), you can pass "x", "y" or "z" to the spin setting in order to get a display of the spin texture.

Let’s read in a hamiltonian coming from a spin orbit SIESTA calculation, which is obtained from this fantastic spin texture tutorial:

[23]:
H = sisl.get_sile(siesta_files / "Bi2D_BHex.TSHS").read_hamiltonian()
H.spin.is_spinorbit
---------------------------------------------------------------------------
SileError                                 Traceback (most recent call last)
Input In [23], in <module>
----> 1 H = sisl.get_sile(siesta_files / "Bi2D_BHex.TSHS").read_hamiltonian()
      2 H.spin.is_spinorbit

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/io/siesta/binaries.py:263, in tshsSileSiesta.read_hamiltonian(self, **kwargs)
    261 def read_hamiltonian(self, **kwargs):
    262     """ Returns the electronic structure from the siesta.TSHS file """
--> 263     tshs_g = self.read_geometry()
    264     geom = _geometry_align(tshs_g, kwargs.get('geometry', tshs_g), self.__class__, 'read_hamiltonian')
    266     # read the sizes used...

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/io/siesta/binaries.py:157, in onlysSileSiesta.read_geometry(self, geometry)
    154 """ Returns Geometry object from a TranSiesta file """
    156 # Read supercell
--> 157 sc = self.read_supercell()
    159 na = _siesta.read_tshs_sizes(self.file)[1]
    160 self._fortran_check('read_geometry', 'could not read sizes.')

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/io/siesta/binaries.py:140, in onlysSileSiesta.read_supercell(self)
    138 """ Returns a SuperCell object from a TranSiesta file """
    139 n_s = _siesta.read_tshs_sizes(self.file)[3]
--> 140 self._fortran_check('read_supercell', 'could not read sizes.')
    141 arr = _siesta.read_tshs_cell(self.file, n_s)
    142 self._fortran_check('read_supercell', 'could not read cell.')

File ~/checkouts/readthedocs.org/user_builds/sisl/checkouts/v0.12.0/sisl/io/siesta/sile.py:47, in SileBinSiesta._fortran_check(self, method, message)
     45 ierr = _siesta.io_m.iostat_query()
     46 if ierr != 0:
---> 47     raise SileError(f'{self!s}.{method} {message} (ierr={ierr})')

SileError: tshsSileSiesta(Bi2D_BHex.TSHS, base=_THIS_DIRECTORY_DOES_NOT_EXIST_/sisl/io/siesta).read_supercell could not read sizes. (ierr=2)

Generate the path for our band structure:

[24]:
band_struct = sisl.BandStructure(H, point=[[1./2, 0., 0.], [0., 0., 0.],
                                     [1./3, 1./3, 0.], [1./2, 0., 0.]],
                           division=301,
                           name=['M', r'$\Gamma$', 'K', 'M'])
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
Input In [24], in <module>
----> 1 band_struct = sisl.BandStructure(H, point=[[1./2, 0., 0.], [0., 0., 0.],
      2                                      [1./3, 1./3, 0.], [1./2, 0., 0.]],
      3                            division=301,
      4                            name=['M', r'$\Gamma$', 'K', 'M'])

NameError: name 'H' is not defined

And finally generate the plot:

[25]:
spin_texture_plot = band_struct.plot(Erange=[-2,2])
spin_texture_plot
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
Input In [25], in <module>
----> 1 spin_texture_plot = band_struct.plot(Erange=[-2,2])
      2 spin_texture_plot

NameError: name 'band_struct' is not defined

These are the bands, now let’s ask for a particular spin texture:

[26]:
spin_texture_plot.update_settings(spin="x", bands_width=3)
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
Input In [26], in <module>
----> 1 spin_texture_plot.update_settings(spin="x", bands_width=3)

NameError: name 'spin_texture_plot' is not defined

And let’s change the colorscale for the spin texture:

[27]:
spin_texture_plot.update_settings(backend="plotly", spin_texture_colorscale="temps")
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
Input In [27], in <module>
----> 1 spin_texture_plot.update_settings(backend="plotly", spin_texture_colorscale="temps")

NameError: name 'spin_texture_plot' is not defined

We hope you enjoyed what you learned!


This next cell is just to create the thumbnail for the notebook in the docs

[28]:
thumbnail_plot = spin_texture_plot

if thumbnail_plot:
    thumbnail_plot.show("png")
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
Input In [28], in <module>
----> 1 thumbnail_plot = spin_texture_plot
      3 if thumbnail_plot:
      4     thumbnail_plot.show("png")

NameError: name 'spin_texture_plot' is not defined