python-package/lets_plot/plot/theme_.py (131 lines of code) (raw):
#
# Copyright (c) 2019. JetBrains s.r.o.
# Use of this source code is governed by the MIT license that can be found in the LICENSE file.
#
from .core import FeatureSpec
__all__ = [
'theme',
'element_blank',
"element_line",
'element_rect',
'element_text',
'element_markdown',
'margin',
'element_geom',
]
def theme(*,
exponent_format=None,
line=None,
rect=None,
text=None,
title=None,
# ToDo: aspect.ratio
axis=None,
axis_ontop=None, axis_ontop_x=None, axis_ontop_y=None,
axis_title=None, axis_title_x=None, axis_title_y=None,
# ToDo: axis.title.x.top, axis.title.x.bottom
# ToDo: axis.title.y.left, axis.title.y.right
axis_text=None, axis_text_x=None, axis_text_y=None,
# ToDo: axis.text.x.top, axis.text.x.bottom
# ToDo: axis.text.x.left, axis.text.x.right
axis_text_spacing=None, axis_text_spacing_x=None, axis_text_spacing_y=None,
axis_ticks=None, axis_ticks_x=None, axis_ticks_y=None,
axis_minor_ticks=None, axis_minor_ticks_x=None, axis_minor_ticks_y=None,
# ToDo: axis.ticks.x.top, axis.ticks.x.bottom
# ToDo: axis.ticks.x.left, axis.ticks.x.right
axis_ticks_length=None, axis_ticks_length_x=None, axis_ticks_length_y=None,
axis_minor_ticks_length=None, axis_minor_ticks_length_x=None, axis_minor_ticks_length_y=None,
axis_line=None, axis_line_x=None, axis_line_y=None,
# ToDo: axis.line.x.top, axis.line.x.bottom
# ToDo: axis.line.x.left, axis.line.x.right
legend_background=None,
legend_text=None, legend_title=None,
legend_position=None, legend_justification=None, legend_direction=None,
legend_margin=None,
legend_spacing=None, legend_spacing_x=None,legend_spacing_y=None,
legend_key=None,
legend_key_size=None, legend_key_width=None, legend_key_height=None,
legend_key_spacing=None, legend_key_spacing_x=None, legend_key_spacing_y=None,
legend_box=None, legend_box_just=None, legend_box_spacing=None,
legend_ticks=None, legend_ticks_length=None,
panel_background=None,
panel_border=None,
panel_border_ontop=None,
panel_grid=None,
panel_grid_ontop=None,
panel_grid_ontop_x=None,
panel_grid_ontop_y=None,
panel_grid_major=None,
panel_grid_minor=None,
panel_grid_major_x=None,
panel_grid_minor_x=None,
panel_grid_major_y=None,
panel_grid_minor_y=None,
panel_inset=None,
plot_background=None,
plot_title=None,
plot_subtitle=None,
plot_caption=None,
plot_message=None,
plot_margin=None,
plot_inset=None,
plot_title_position=None,
plot_caption_position=None,
strip_background=None, strip_background_x=None, strip_background_y=None,
strip_text=None, strip_text_x=None, strip_text_y=None,
strip_spacing=None, strip_spacing_x=None, strip_spacing_y=None,
panel_spacing=None, panel_spacing_x=None, panel_spacing_y=None,
# ToDo: strip.placement
axis_tooltip=None, axis_tooltip_x=None, axis_tooltip_y=None,
axis_tooltip_text=None, axis_tooltip_text_x=None, axis_tooltip_text_y=None,
tooltip=None,
tooltip_text=None, tooltip_title_text=None,
label_text=None,
geom=None
):
"""
Use ``theme()`` to modify individual components of a theme,
allowing you to control all non-data components of the plot.
See also the `Plot Layout Diagrams <https://lets-plot.org/python/pages/charts.html#plot-layout-diagrams>`__ section.
Parameters
----------
exponent_format : {'e', 'pow', 'pow_full'} or tuple, default='pow'
Controls the appearance of numbers formatted with 'e' or 'g' types.
Value is either a string - style, or a tuple: (style, lower_exp_bound, upper_exp_bound)
where style can be:
- 'e' : e-notation (e.g., 1e+6)
- 'pow' : superscript powers of 10 in shortened form (e.g., 10^6)
- 'pow_full' : superscript powers of 10 with coefficient (e.g., 1×10^6)
For 'g' type formatting, scientific notation is applied when the number's exponent
is less than or equal to the lower_exp_bound (-7 by default) or greater than or equal
to the upper_exp_bound (6 by default, but can be affected by ``precision`` in format specifier).
See `Formatting <https://lets-plot.org/python/pages/formats.html>`__.
Superscript is not supported when exporting to PNG/PDF.
line : str or dict
Style settings for all line elements.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_line() <https://lets-plot.org/python/pages/api/lets_plot.element_line.html>`__ to specify line parameters.
rect : str or dict
Style settings for all rectangular elements.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_rect() <https://lets-plot.org/python/pages/api/lets_plot.element_rect.html>`__ to specify rectangular element parameters.
text : str or dict
Style settings for all text elements.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify text parameters.
title : str or dict
Style settings for all title elements: plot, axes, legends.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify title text parameters, inherited from ``text``.
axis : str or dict
Style settings for all axis elements: lines, ticks, texts, titles.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_line() <https://lets-plot.org/python/pages/api/lets_plot.element_line.html>`__ to specify axes parameters.
axis_ontop, axis_ontop_x, axis_ontop_y : bool, default=True
Option to place axis (lines, tickmarks and labels) over the data layers.
axis_title, axis_title_x, axis_title_y : str or dict
Style settings for axis titles.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify axis title parameters.
``axis_title_*`` inherits from ``axis_title`` which inherits from ``text``.
axis_text, axis_text_x, axis_text_y : str or dict
Style settings for tick labels along axes.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify all axes tick label parameters.
``axis_text_*`` inherits from ``axis_text`` which inherits from ``text``.
axis_text_spacing, axis_text_spacing_x, axis_text_spacing_y : float
Spacing between the axis label text and its tick mark.
axis_ticks, axis_ticks_x, axis_ticks_y : str or dict
Style settings for tick marks along axes.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_line() <https://lets-plot.org/python/pages/api/lets_plot.element_line.html>`__ to specify all tick mark parameters.
``axis_ticks_*`` inherits from ``axis_ticks`` which inherits from ``line``.
axis_minor_ticks, axis_minor_ticks_x, axis_minor_ticks_y : str or dict
Style settings for minor tick marks along axes.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_line() <https://lets-plot.org/python/pages/api/lets_plot.element_line.html>`__ to specify all minor tick mark parameters.
``axis_minor_ticks_*`` inherits from ``axis_minor_ticks`` which inherits from ``line``.
axis_ticks_length, axis_ticks_length_x, axis_ticks_length_y : float
Length of tick marks in px.
axis_minor_ticks_length, axis_minor_ticks_length_x, axis_minor_ticks_length_y : float
Length of minor tick marks in px.
axis_line, axis_line_x, axis_line_y : str or dict
Style settings for lines along axes.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_line() <https://lets-plot.org/python/pages/api/lets_plot.element_line.html>`__ to specify line parameters along all axes.
``axis_line_*`` inherits from ``axis_line`` which inherits from ``line``.
legend_background : str or dict
Style settings for background of legend.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing.
Set `element_rect() <https://lets-plot.org/python/pages/api/lets_plot.element_rect.html>`__ to specify legend background parameters, inherited from ``rect``.
legend_text : str or dict
Style settings for legend item labels.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify legend item label parameters, inherited from ``text``.
legend_title : str or dict
Style settings for legend title.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify legend title parameters, inherited from ``title``.
legend_position : {'none', 'left', 'right', 'bottom', 'top'} or list
The position of legends.
To remove the plot legend, use the 'none' value.
If parameter is a list, then it should be a two-element numeric vector [x, y], where each value is between 0 and 1.
These coordinates position the legend inside the plotting area, where [0, 0] is the bottom left corner and [1, 1] is the top right corner.
The anchor point of the legend box can be controlled with ``legend_justification``.
legend_justification : {'center', 'left', 'right', 'top', 'bottom'} or list
Anchor point of the legend box for positioning.
Determines which point of the legend box is placed at the coordinates specified by ``legend_position``.
If parameter is a list, then it should be a two-element numeric vector [x, y], where each value is between 0 and 1.
The pair [0, 0] corresponds to the bottom left corner of the legend box, and [1, 1] corresponds to the top right corner.
legend_direction : {'horizontal', 'vertical'}
Layout of items in legends.
legend_margin : number or list of numbers
Margin around each legend.
The margin may be specified using a number or a list of numbers:
- a number or list of one number - the same margin is applied to all four sides;
- a list of two numbers - the first margin applies to the top and bottom, the second - to the left and right;
- a list of three numbers - the first margin applies to the top, the second - to the right and left, the third - to the bottom;
- a list of four numbers - the margins are applied to the top, right, bottom and left in that order.
It is acceptable to use None for any side; in this case, the default value for the legend margin side will be used.
legend_spacing : float
Spacing between legends.
legend_spacing_x : float
Spacing between legends in the horizontal direction, inherited from ``legend_spacing``.
legend_spacing_y : float
Spacing between legends in the vertical direction, inherited from ``legend_spacing``.
legend_key : str or dict
Style settings for legend key background.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing.
Set `element_rect() <https://lets-plot.org/python/pages/api/lets_plot.element_rect.html>`__ to specify legend key background parameters, inherited from ``rect``.
legend_key_size : float
Size of legend keys.
legend_key_width : float
Key background width, inherited from ``legend_key_size``.
legend_key_height : float
Key background height, inherited from ``legend_key_size``.
legend_key_spacing : float
Spacing between legend keys.
legend_key_spacing_x : float
Spacing between legend keys in the horizontal direction, inherited from ``legend_key_spacing``.
legend_key_spacing_y : float
Spacing between legend keys in the vertical direction, inherited from ``legend_key_spacing``.
legend_box : {'horizontal', 'vertical'}
Arrangement of multiple legends.
legend_box_just : {'left', 'right', 'bottom', 'top', 'center'}
Justification of each legend within the overall bounding box, when there are multiple legends.
legend_box_spacing : float
Spacing between plotting area and legend box.
legend_ticks : str or dict
Style settings for tick marks in colorbars.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_line() <https://lets-plot.org/python/pages/api/lets_plot.element_line.html>`__ to specify all tick mark parameters.
``legend_ticks_*`` DOES NOT inherit from ``line``.
By default, the colorbar tick marks are drawn with the same color as the colorbar background.
legend_ticks_length : float
Length of colorbar tick marks in px.
panel_background : str or dict
Style settings for background of plotting area.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing.
Set `element_rect() <https://lets-plot.org/python/pages/api/lets_plot.element_rect.html>`__ to specify plotting area background parameters, inherited from ``rect``.
panel_border : str or dict
Style settings for border around plotting area.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing.
Set `element_rect() <https://lets-plot.org/python/pages/api/lets_plot.element_rect.html>`__ to specify border parameters, inherited from ``rect``.
panel_border_ontop : bool, default=True
Option to place border around plotting area over the data layers.
panel_grid, panel_grid_major, panel_grid_minor, panel_grid_major_x, panel_grid_major_y, panel_grid_minor_x, panel_grid_minor_y : str or dict
Style settings for grid lines. Specify major grid lines or minor grid lines separately if needed.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing.
Set `element_line() <https://lets-plot.org/python/pages/api/lets_plot.element_line.html>`__ to specify grid line parameters.
``panel_grid_*_*`` inherits from ``panel_grid_*`` which inherits from ``panel_grid``,
which in turn inherits from ``line``.
panel_inset : number or list of numbers
Inset for a panel. The inset behaves like a padding for ``coord_polar(transform_bkgr=False)`` otherwise it behaves like a margin around the panel.
The inset may be specified using a number or a list of numbers:
- a number or list of one number - the same inset is applied to all four sides;
- a list of two numbers - the first inset applies to the top and bottom, the second - to the left and right;
- a list of three numbers - the first inset applies to the top, the second - to the right and left, the third - to the bottom;
- a list of four numbers - the insets are applied to the top, right, bottom and left in that order.
It is acceptable to use None for any side; in this case, the default value for the panel inset side will be used.
panel_grid_ontop, panel_grid_ontop_x, panel_grid_ontop_y : bool, default=False
Option to place major grid lines and minor grid lines over the data layers.
plot_background : str or dict
Style settings for overall plot background.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing.
Set `element_rect() <https://lets-plot.org/python/pages/api/lets_plot.element_rect.html>`__ to specify plot background parameters, inherited from ``rect``.
plot_title : str or dict
Style settings for plot title.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify plot title parameters, inherited from ``title``.
plot_subtitle : str or dict
Style settings for plot subtitle.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify plot subtitle parameters, inherited from ``plot_title`` or ``title``.
plot_caption : str or dict
Style settings for plot caption.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify plot caption parameters, inherited from ``title``.
plot_message : str or dict
Style settings for plot message (e.g. sampling messages).
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to show nothing.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to show sampling messages (`element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ options don't affect a message text).
plot_margin : number or list of numbers
Margin around entire plot.
The margin may be specified using a number or a list of numbers:
- a number or list of one number - the same margin is applied to all four sides;
- a list of two numbers - the first margin applies to the top and bottom, the second - to the left and right;
- a list of three numbers - the first margin applies to the top, the second - to the right and left, the third - to the bottom;
- a list of four numbers - the margins are applied to the top, right, bottom and left in that order.
It is acceptable to use None for any side; in this case, the default value for the plot margin side will be used.
plot_inset : number or list of numbers
Inset for a plotting area, including the axes with their labels, but without titles.
The inset may be specified using a number or a list of numbers:
- a number or list of one number - the same inset is applied to all four sides;
- a list of two numbers - the first inset applies to the top and bottom, the second - to the left and right;
- a list of three numbers - the first inset applies to the top, the second - to the right and left, the third - to the bottom;
- a list of four numbers - the insets are applied to the top, right, bottom and left in that order.
It is acceptable to use None for any side; in this case, the default value for the plot inset side will be used.
plot_title_position : {'panel', 'plot'}, default='panel'
Alignment of the plot title/subtitle.
A value of 'panel' means that title and subtitle are aligned to the plot panels.
A value of 'plot' means that title and subtitle are aligned to the entire plot (excluding margins).
plot_caption_position : {'panel', 'plot'}, default='panel'
Alignment of the plot caption.
A value of 'panel' means that caption is aligned to the plot panels.
A value of 'plot' means that caption is aligned to the entire plot (excluding margins).
strip_background : str or dict
Style settings for facet strip background.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing.
Set `element_rect() <https://lets-plot.org/python/pages/api/lets_plot.element_rect.html>`__ to specify facet label background parameters, inherited from ``rect``.
strip_background_x : str or dict
Style settings for horizontal facet background.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing.
Set `element_rect() <https://lets-plot.org/python/pages/api/lets_plot.element_rect.html>`__ to specify facet label background parameters, inherited from ``strip_background``.
strip_background_y : str or dict
Style settings for vertical facet background.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing.
Set `element_rect() <https://lets-plot.org/python/pages/api/lets_plot.element_rect.html>`__ to specify facet label background parameters, inherited from ``strip_background``.
strip_text : str or dict
Style settings for facet labels.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify facet label parameters, inherited from ``text``.
strip_text_x : str or dict
Style settings for horizontal facet labels.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify facet label parameters, inherited from ``strip_text``.
strip_text_y : str or dict
Style settings for vertical facet labels.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify facet label parameters, inherited from ``strip_text``.
strip_spacing : float
Spacing between facet labels and the plotting area.
strip_spacing_x : float
Spacing between facet labels and the plotting area in horizontal direction, inherited from ``strip_spacing``.
strip_spacing_y : float
Spacing between facet labels and the plotting area in vertical direction, inherited from ``strip_spacing``.
panel_spacing : float
Spacing between panels in facets.
panel_spacing_x : float
Spacing between panels in facets in horizontal direction, inherited from ``panel_spacing``.
panel_spacing_y : float
Spacing between panels in facets in vertical direction, inherited from ``panel_spacing``.
axis_tooltip, axis_tooltip_x, axis_tooltip_y : str or dict
Style settings for axes tooltips.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_rect() <https://lets-plot.org/python/pages/api/lets_plot.element_rect.html>`__ to specify axes tooltip parameters.
``axis_tooltip_*`` inherits from ``axis_tooltip`` which inherits from ``rect``.
axis_tooltip_text, axis_tooltip_text_x, axis_tooltip_text_y : str or dict
Style settings for text in axes tooltips.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to draw nothing and assign no space.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify axes text tooltip parameters.
``axis_tooltip_text_*`` inherits from ``axis_tooltip_text`` which inherits from ``tooltip_text``.
tooltip : str or dict
Style settings for general tooltip.
Set 'blank' or result of `element_blank() <https://lets-plot.org/python/pages/api/lets_plot.element_blank.html>`__ to hide the tooltip (also hides side tooltips).
Set `element_rect() <https://lets-plot.org/python/pages/api/lets_plot.element_rect.html>`__ to specify tooltip rectangular parameters, inherited from ``rect``.
tooltip_text : dict
Style settings for text in general tooltip.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify tooltip text parameters.
tooltip_title_text : dict
Style settings for tooltip title text.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify tooltip title parameters, inherited from ``tooltip_text``. Bold by default.
label_text : dict
Style settings for annotation text.
Annotations are currently supported for pie, bar chart and crossbar.
Set `element_text() <https://lets-plot.org/python/pages/api/lets_plot.element_text.html>`__ to specify annotation text parameters: font family and face, text size, text color.
geom : dict
Color settings for geometries.
Set `element_geom() <https://lets-plot.org/python/pages/api/lets_plot.element_geom.html>`__ to specify new values for the named colors.
Returns
-------
``FeatureSpec``
Theme specification.
Examples
--------
.. jupyter-execute::
:linenos:
:emphasize-lines: 11-16
import numpy as np
from lets_plot import *
LetsPlot.setup_html()
n = 100
np.random.seed(42)
x = np.random.normal(size=n)
c = np.random.choice(['a', 'b', 'c'], size=n)
ggplot({'x': x, 'class': c}, aes('x')) + \\
geom_density(aes(color='class'), size=2) + \\
ggtitle('Density of classes') + \\
theme(axis_line=element_line(size=4), \\
axis_ticks_length=10, \\
axis_title_y='blank', \\
legend_position=[1, 1], legend_justification=[1, 1], \\
panel_background=element_rect(color='black', fill='#eeeeee', size=2), \\
panel_grid=element_line(color='black', size=1))
|
.. jupyter-execute::
:linenos:
:emphasize-lines: 14-19
import numpy as np
from lets_plot import *
LetsPlot.setup_html()
n = 1000
np.random.seed(42)
p = np.random.uniform(size=7)
x = np.random.choice(range(p.size), p=p/p.sum(), size=n)
c = np.random.choice(['a', 'b', 'c'], p=[.5, .3, .2], size=n)
ggplot({'x': x, 'class': c}) + \\
geom_bar(aes('x', fill='x')) + \\
scale_y_continuous(breaks=list(range(0, 151, 25))) + \\
scale_fill_discrete() + \\
facet_grid(y='class') + \\
theme(axis_line_x='blank', \\
axis_ticks=element_line(color='white'), \\
panel_grid_major_x='blank', \\
strip_background=element_rect(color='black', fill='white'), \\
axis_tooltip=element_rect(color='black', fill='white'), \\
legend_position='top')
"""
filtered = _filter_none(locals())
return FeatureSpec('theme', name=None, **filtered)
def _filter_none(original: dict) -> dict:
def _filter_val(value):
if isinstance(value, dict):
return _filter_none(value)
else:
return value
return {k: _filter_val(v) for k, v in original.items() if v is not None}
def element_blank() -> dict:
"""
Theme element that draws nothing and allocates no space for non-data components of the plot.
Returns
-------
``dict``
Theme element specification.
Examples
--------
.. jupyter-execute::
:linenos:
:emphasize-lines: 7
import numpy as np
from lets_plot import *
LetsPlot.setup_html()
np.random.seed(42)
data = {'x': np.random.normal(size=1000)}
ggplot(data, aes(x='x')) + geom_histogram() + \\
theme(axis_title_x=element_blank(), axis_ticks=element_blank())
"""
return dict(blank=True)
def element_rect(
fill=None,
color=None,
size=None,
linetype=None,
blank=False,
) -> dict:
"""
Theme element that draws rectangular non-data components of the plot: borders and backgrounds.
Parameters
----------
fill : str
Fill color.
color : str
Border color.
size : int
Border size.
linetype : int or str or list
Type of the line. Accepts the following values:
- Codes or names: 0 = 'blank', 1 = 'solid', 2 = 'dashed', 3 = 'dotted', 4 = 'dotdash', 5 = 'longdash', 6 = 'twodash'.
- A string of an even number (up to eight) of hexadecimal digits, specifying the lengths in consecutive positions.
- A list defines the pattern of dashes and gaps, either with an offset: [offset, [dash, gap, ...]], or without an offset: [dash, gap, ...].
For more info see `Line Types <https://lets-plot.org/python/pages/aesthetics.html#line-types>`__.
blank : bool, default=False
If True - draws nothing, and assigns no space.
Returns
-------
``dict``
Theme element specification.
Examples
--------
.. jupyter-execute::
:linenos:
:emphasize-lines: 7
import numpy as np
from lets_plot import *
LetsPlot.setup_html()
np.random.seed(42)
data = {'x': np.random.normal(size=1000)}
ggplot(data, aes(x='x')) + geom_histogram() + \\
theme(panel_background=element_rect(fill='#f7fcf5'))
"""
return locals()
def element_line(
color=None,
size=None,
linetype=None,
# ToDo: lineend, arrow
blank=False,
) -> dict:
"""
Theme element that draws line-based non-data components of the plot.
Parameters
----------
color : str
Line color.
size : int
Line size.
linetype : int or str or list
Type of the line. Accepts the following values:
- Codes or names: 0 = 'blank', 1 = 'solid', 2 = 'dashed', 3 = 'dotted', 4 = 'dotdash', 5 = 'longdash', 6 = 'twodash'.
- A string of an even number (up to eight) of hexadecimal digits, specifying the lengths in consecutive positions.
- A list defines the pattern of dashes and gaps, either with an offset: [offset, [dash, gap, ...]], or without an offset: [dash, gap, ...].
For more info see `Line Types <https://lets-plot.org/python/pages/aesthetics.html#line-types>`__.
blank : bool, default=False
If True - draws nothing, and assigns no space.
Returns
-------
``dict``
Theme element specification.
Examples
--------
.. jupyter-execute::
:linenos:
:emphasize-lines: 7
import numpy as np
from lets_plot import *
LetsPlot.setup_html()
np.random.seed(42)
data = {'x': np.random.normal(size=1000)}
ggplot(data, aes(x='x')) + geom_histogram() + \\
theme(panel_grid=element_line(size=3, linetype='dashed'))
"""
return locals()
def element_text(
color=None,
family=None,
face=None,
size=None,
angle=None,
# ToDo: lineheight
hjust=None,
vjust=None,
margin=None,
blank=False,
) -> dict:
"""
Theme element that draws text for non-data components of the plot.
Parameters
----------
color : str
Text color.
family : str
Font family.
face : str
Font face ("plain", "italic", "bold", "bold_italic").
size : int
Text size in px.
angle : float
Angle to rotate the text (in degrees).
hjust : float
Horizontal justification (in [0, 1]).
0 - left-justified;
1 - right-justified;
0.5 - center-justified.
Values outside the [0, 1] range are allowed but may produce unpredictable results.
vjust : float
Vertical justification (in [0, 1]).
0 - bottom-justified;
1 - top-justified;
0.5 - middle-justified.
Values outside the [0, 1] range are allowed but may produce unpredictable results.
margin : number or list of numbers
Margins around the text.
The margin may be specified using a number or a list of numbers:
- a number or list of one number - the same margin is applied to all four sides;
- a list of two numbers - the first margin applies to the top and bottom, the second - to the left and right;
- a list of three numbers - the first margin applies to the top, the second - to the right and left, the third - to the bottom;
- a list of four numbers - the margins are applied to the top, right, bottom and left in that order.
It is acceptable to use None for any side; in this case, the default side value for this element will be used.
blank : bool, default=False
If True - draws nothing, and assigns no space.
Returns
-------
``dict``
Theme element specification.
Examples
--------
.. jupyter-execute::
:linenos:
:emphasize-lines: 7
import numpy as np
from lets_plot import *
LetsPlot.setup_html()
np.random.seed(42)
data = {'x': np.random.normal(size=1000)}
ggplot(data, aes(x='x')) + geom_histogram() + \\
theme(axis_text=element_text(color='#cb181d', face='bold_italic'))
"""
return locals()
def element_markdown(
color=None,
family=None,
face=None,
size=None,
angle=None,
# ToDo: lineheight
hjust=None,
vjust=None,
margin=None,
blank=False,
) -> dict:
"""
Theme element that draws text with Markdown support for non-data components of the plot.
Supported features:
- Emphasis (\*, \*\*, \*\*\*, _, __, ___)
- Coloring with inline style (<span style='color:red'>text</span>)
- Links with anchor tags (<a href="https://lets-plot.org">Lets-Plot</a>). Supports target attribute (default is "_blank")
- Multiple lines using double space and a newline delimiter ( ``\\n``)
Parameters
----------
color : str
Text color.
family : str
Font family.
face : {'plain', 'italic', 'bold', 'bold_italic'}, default='plain'
Font face.
size : int
Text size in px.
angle : float
Angle to rotate the text (in degrees).
hjust : float
Horizontal justification (in [0, 1]).
0 - left-justified;
1 - right-justified;
0.5 - center-justified.
Can be used with values out of range, but behaviour is not specified.
vjust : float
Vertical justification (in [0, 1]).
0 - bottom-justified;
1 - top-justified;
0.5 - middle-justified.
Can be used with values out of range, but behaviour is not specified.
margin : number or list of numbers
Margins around the text.
The margin may be specified using a number or a list of numbers:
- a number or list of one number - the same margin is applied to all four sides;
- a list of two numbers - the first margin applies to the top and bottom, the second - to the left and right;
- a list of three numbers - the first margin applies to the top, the second - to the right and left, the third - to the bottom;
- a list of four numbers - the margins are applied to the top, right, bottom and left in that order.
It is acceptable to use None for any side; in this case, the default side value for this element will be used.
blank : bool, default=False
If True - draws nothing, and assigns no space.
Returns
-------
``dict``
Theme element specification.
Examples
--------
.. jupyter-execute::
:linenos:
:emphasize-lines: 12
from lets_plot import *
LetsPlot.setup_html()
ggplot() + \\
geom_blank() + \\
labs(
title='*Hello*, **world**',
subtitle='_Simple plot_',
caption='*Powered by **lets-plot***',
x='Title **X**',
y='Title **Y**'
) + \\
theme(title=element_markdown())
"""
return {'markdown': True, **locals()}
def margin(t=None, r=None, b=None, l=None):
"""
Function ``margin()`` is deprecated.
Please, use a number or list of numbers to specify margins (see description of the parameter used).
"""
print("WARN: The margin() is deprecated and will be removed in future releases.\n"
" Please, use a number or list of numbers to specify margins (see description of the parameter used).")
return [t, r, b, l]
def element_geom(
pen=None,
brush=None,
paper=None,
# ToDo: fatten
) -> dict:
"""
Theme element that specifies custom values for named geom colors used in plot elements.
Parameters
----------
pen : str
Color to use by name "pen".
brush : str
Color to use by name "brush".
paper : str
Color to use by name "paper".
Returns
-------
``dict``
Theme element specification.
Examples
--------
.. jupyter-execute::
:linenos:
:emphasize-lines: 7
import numpy as np
from lets_plot import *
LetsPlot.setup_html()
np.random.seed(42)
data = {'x': np.random.normal(size=1000)}
ggplot(data, aes(x='x')) + geom_histogram(color='pen', fill='paper') + \\
theme(geom=element_geom(pen='dark_blue', paper='light_blue'))
"""
return locals()