| ********************************** |
| Ticks, tick labels, and grid lines |
| ********************************** |
|
|
| For the example in the following page we start from the example introduced in |
| :ref:`initialization`. |
|
|
| .. plot:: |
| :context: reset |
| :nofigs: |
|
|
| from astropy.wcs import WCS |
| from astropy.io import fits |
| from astropy.utils.data import get_pkg_data_filename |
|
|
| filename = get_pkg_data_filename('galactic_center/gc_msx_e.fits') |
|
|
| hdu = fits.open(filename)[0] |
| wcs = WCS(hdu.header) |
|
|
| import matplotlib.pyplot as plt |
|
|
| ax = plt.subplot(projection=wcs) |
| ax.imshow(hdu.data, vmin=-2.e-5, vmax=2.e-4, origin='lower') |
|
|
| .. _coordinateobjects: |
|
|
| Coordinate objects |
| ****************** |
|
|
| While for many images, the coordinate axes are aligned with the pixel axes, |
| this is not always the case, especially if there is any rotation in the world |
| coordinate system, or in coordinate systems with high curvature, where the |
| coupling between x- and y-axis to actual coordinates become less well-defined. |
|
|
| Therefore rather than referring to ``x`` and ``y`` ticks as Matplotlib does, |
| we use specialized objects to access the coordinates. The coordinates used in |
| the plot can be accessed using the ``coords`` attribute of the axes. As a |
| reminder, if you use the pyplot interface, you can grab a reference to the axes |
| when creating a subplot:: |
|
|
| ax = plt.subplot() |
|
|
| or you can call ``plt.gca()`` at any time to get the current active axes:: |
|
|
| ax = plt.gca() |
|
|
| If you use the object-oriented interface to Matplotlib, you should already |
| have a reference to the axes. |
|
|
| Once you have an axes object, the coordinates can either be accessed by index:: |
|
|
| lon = ax.coords[0] |
| lat = ax.coords[1] |
|
|
| or, in the case of common coordinate systems, by their name: |
|
|
| .. plot:: |
| :context: |
| :include-source: |
| :nofigs: |
|
|
| lon = ax.coords['glon'] |
| lat = ax.coords['glat'] |
|
|
| In this example, the image is in Galactic coordinates, so the coordinates are |
| called ``glon`` and ``glat``. For an image in equatorial coordinates, you |
| would use ``ra`` and ``dec``. The names are only available for specific |
| celestial coordinate systems - for all other systems, you should use the index |
| of the coordinate (``0`` or ``1``). |
|
|
| Each coordinate is an instance of the |
| :class:`~astropy.visualization.wcsaxes.coordinate_helpers.CoordinateHelper` class, which can be used |
| to control the appearance of the ticks, tick labels, grid lines, and axis |
| labels associated with that coordinate. |
|
|
| Axis labels |
| *********** |
|
|
| Axis labels can be added using the |
| :meth:`~astropy.visualization.wcsaxes.coordinate_helpers.CoordinateHelper.set_axislabel` method: |
|
|
| .. plot:: |
| :context: |
| :include-source: |
| :align: center |
|
|
| lon.set_axislabel('Galactic Longitude') |
| lat.set_axislabel('Galactic Latitude') |
|
|
| The padding of the axis label with respect to the axes can also be adjusted by |
| using the ``minpad`` option. The default value for ``minpad`` is 1 and is in |
| terms of the font size of the axis label text. Negative values are also |
| allowed. |
|
|
| .. plot:: |
| :context: |
| :include-source: |
| :align: center |
|
|
| lon.set_axislabel('Galactic Longitude', minpad=0.3) |
| lat.set_axislabel('Galactic Latitude', minpad=-0.4) |
|
|
|
|
| .. plot:: |
| :context: |
| :nofigs: |
|
|
| lon.set_axislabel('Galactic Longitude', minpad=1) |
| lat.set_axislabel('Galactic Latitude', minpad=1) |
|
|
| .. note:: Note that, as shown in :ref:`wcsaxes-getting-started`, it is also |
| possible to use the normal ``plt.xlabel`` or ``ax.set_xlabel`` |
| notation to set the axis labels in the case where they do appear on |
| the x and y axis. |
|
|
| .. _tick_label_format: |
|
|
| Tick label format |
| ***************** |
|
|
| The format of the tick labels can be specified with a string describing the |
| format: |
|
|
| .. plot:: |
| :context: |
| :include-source: |
| :align: center |
|
|
| lon.set_major_formatter('dd:mm:ss.s') |
| lat.set_major_formatter('dd:mm') |
|
|
| The syntax for the format string is the following: |
|
|
| ==================== ==================== |
| format result |
| ==================== ==================== |
| ``'dd'`` ``'15d'`` |
| ``'dd:mm'`` ``'15d24m'`` |
| ``'dd:mm:ss'`` ``'15d23m32s'`` |
| ``'dd:mm:ss.s'`` ``'15d23m32.0s'`` |
| ``'dd:mm:ss.ssss'`` ``'15d23m32.0316s'`` |
| ``'hh'`` ``'1h'`` |
| ``'hh:mm'`` ``'1h02m'`` |
| ``'hh:mm:ss'`` ``'1h01m34s'`` |
| ``'hh:mm:ss.s'`` ``'1h01m34.1s'`` |
| ``'hh:mm:ss.ssss'`` ``'1h01m34.1354s'`` |
| ``'d'`` ``'15'`` |
| ``'d.d'`` ``'15.4'`` |
| ``'d.dd'`` ``'15.39'`` |
| ``'d.ddd'`` ``'15.392'`` |
| ``'m'`` ``'924'`` |
| ``'m.m'`` ``'923.5'`` |
| ``'m.mm'`` ``'923.53'`` |
| ``'s'`` ``'55412'`` |
| ``'s.s'`` ``'55412.0'`` |
| ``'s.ss'`` ``'55412.03'`` |
| ``'x.xxxx'`` ``'15.3922'`` |
| ``'%.2f'`` ``'15.39'`` |
| ``'%.3f'`` ``'15.392'`` |
| ``'%d'`` ``'15'`` |
| ==================== ==================== |
|
|
| All the ``h...``, ``d...``, ``m...``, and ``s...`` formats can be used for |
| angular coordinate axes, while the ``x...`` format or valid Python formats |
| (see `String Formatting Operations |
| <https://docs.python.org/3/library/stdtypes.html |
| be used for non-angular coordinate axes. |
|
|
| The separators for angular coordinate tick labels can also be set by |
| specifying a string or a tuple. |
|
|
| .. plot:: |
| :context: |
| :include-source: |
| :align: center |
|
|
| lon.set_separator(('d', "'", '"')) |
| lat.set_separator(':-s') |
|
|
|
|
| Tick/label spacing and properties |
| ********************************* |
|
|
| The spacing of ticks/tick labels should have a sensible default, but you may |
| want to be able to manually specify the spacing. This can be done using the |
| :meth:`~astropy.visualization.wcsaxes.coordinate_helpers.CoordinateHelper.set_ticks` method. There |
| are different options that can be used: |
|
|
| * Set the tick positions manually as an Astropy :class:`~astropy.units.quantity.Quantity`:: |
|
|
| from astropy import units as u |
| lon.set_ticks([242.2, 242.3, 242.4] * u.degree) |
|
|
| * Set the spacing between ticks also as an Astropy :class:`~astropy.units.quantity.Quantity`:: |
|
|
| lon.set_ticks(spacing=5. * u.arcmin) |
|
|
| * Set the approximate number of ticks:: |
|
|
| lon.set_ticks(number=4) |
|
|
| In the case of angular axes, specifying the spacing as an Astropy |
| :class:`~astropy.units.quantity.Quantity` avoids roundoff errors. The |
| :meth:`~astropy.visualization.wcsaxes.coordinate_helpers.CoordinateHelper.set_ticks` method can also |
| be used to set the appearance (color and size) of the ticks, using the |
| ``color=`` and ``size=`` options. |
|
|
| The :meth:`~astropy.visualization.wcsaxes.coordinate_helpers.CoordinateHelper.set_ticklabel` method can be used |
| to change settings for the tick labels, such as color, font, size, and so on:: |
|
|
| lon.set_ticklabel(color='red', size=12) |
|
|
| In addition, this method has an option ``exclude_overlapping=True`` to prevent |
| overlapping tick labels from being displayed. |
|
|
| We can apply this to the previous example: |
|
|
| .. plot:: |
| :context: |
| :include-source: |
| :align: center |
|
|
| from astropy import units as u |
| lon.set_ticks(spacing=10 * u.arcmin, color='white') |
| lat.set_ticks(spacing=10 * u.arcmin, color='white') |
| lon.set_ticklabel(exclude_overlapping=True) |
| lat.set_ticklabel(exclude_overlapping=True) |
|
|
| Minor ticks |
| *********** |
|
|
| WCSAxes does not display minor ticks by default but these can be shown by |
| using the |
| :meth:`~astropy.visualization.wcsaxes.coordinate_helpers.CoordinateHelper.display_minor_ticks` |
| method. The default frequency of minor ticks is 5 but this can also be |
| specified. |
|
|
| .. plot:: |
| :context: |
| :include-source: |
| :align: center |
|
|
| lon.display_minor_ticks(True) |
| lat.display_minor_ticks(True) |
| lat.set_minor_frequency(10) |
|
|
| Tick, tick label, and axis label position |
| ***************************************** |
|
|
| By default, the tick and axis labels for the first coordinate are shown on the |
| x-axis, and the tick and axis labels for the second coordinate are shown on |
| the y-axis. In addition, the ticks for both coordinates are shown on all axes. |
| This can be customized using the |
| :meth:`~astropy.visualization.wcsaxes.coordinate_helpers.CoordinateHelper.set_ticks_position` and |
| :meth:`~astropy.visualization.wcsaxes.coordinate_helpers.CoordinateHelper.set_ticklabel_position` methods, which each |
| take a string that can contain any or several of ``l``, ``b``, ``r``, or ``t`` |
| (indicating the ticks or tick labels should be shown on the left, bottom, |
| right, or top axes respectively): |
|
|
| .. plot:: |
| :context: |
| :include-source: |
| :align: center |
|
|
| lon.set_ticks_position('bt') |
| lon.set_ticklabel_position('bt') |
| lon.set_axislabel_position('bt') |
| lat.set_ticks_position('lr') |
| lat.set_ticklabel_position('lr') |
| lat.set_axislabel_position('lr') |
|
|
| We can set the defaults back using: |
|
|
| .. plot:: |
| :context: |
| :include-source: |
| :align: center |
|
|
| lon.set_ticks_position('all') |
| lon.set_ticklabel_position('b') |
| lon.set_axislabel_position('b') |
| lat.set_ticks_position('all') |
| lat.set_ticklabel_position('l') |
| lat.set_axislabel_position('l') |
|
|
| On plots with elliptical frames, three alternate tick positions are supported: |
| ``c`` for the outer circular or elliptical border, ``h`` for the horizontal |
| axis (which is usually the major axis of the ellipse), and ``v`` for the |
| vertical axis (which is usually the minor axis of the ellipse). |
|
|
|
|
| Hiding ticks and tick labels |
| **************************** |
|
|
| Sometimes it's desirable to hide ticks and tick labels. A common scenario |
| is where WCSAxes is being used in a grid of subplots and the tick labels |
| are redundant across rows or columns. Tick labels and ticks can be hidden with |
| the :meth:`~astropy.visualization.wcsaxes.coordinate_helpers.CoordinateHelper.set_ticklabel_visible` |
| and :meth:`~astropy.visualization.wcsaxes.coordinate_helpers.CoordinateHelper.set_ticks_visible` |
| methods, respectively: |
| |
| .. plot:: |
| :context: |
| :include-source: |
| :align: center |
| |
| lon.set_ticks_visible(False) |
| lon.set_ticklabel_visible(False) |
| lat.set_ticks_visible(False) |
| lat.set_ticklabel_visible(False) |
| lon.set_axislabel('') |
| lat.set_axislabel('') |
| |
| And we can restore the ticks and tick labels again using: |
| |
| .. plot:: |
| :context: |
| :include-source: |
| :align: center |
| |
| lon.set_ticks_visible(True) |
| lon.set_ticklabel_visible(True) |
| lat.set_ticks_visible(True) |
| lat.set_ticklabel_visible(True) |
| lon.set_axislabel('Galactic Longitude') |
| lat.set_axislabel('Galactic Latitude') |
| |
| |
| Coordinate grid |
| *************** |
| |
| Since the properties of a coordinate grid are linked to the properties of the |
| ticks and labels, grid lines 'belong' to the coordinate objects described |
| above. For example, you can show a grid with yellow lines for RA and orange lines |
| for declination with: |
| |
| .. plot:: |
| :context: |
| :include-source: |
| :align: center |
| |
| lon.grid(color='yellow', alpha=0.5, linestyle='solid') |
| lat.grid(color='orange', alpha=0.5, linestyle='solid') |
| |
| For convenience, you can also simply draw a grid for all the coordinates in |
| one command: |
| |
| .. plot:: |
| :context: |
| :include-source: |
| :align: center |
| |
| ax.coords.grid(color='white', alpha=0.5, linestyle='solid') |
| |
| .. note:: If you use the pyplot interface, you can also plot the grid using |
| ``plt.grid()``. |
| |