plotly.io package¶
-
plotly.io.
from_json
(value, output_type='Figure', skip_invalid=False, engine=None)¶ Construct a figure from a JSON string
- Parameters
value (str or bytes) – String or bytes object containing the JSON representation of a figure
output_type (type or str (default 'Figure')) – The output figure type or type name. One of: graph_objects.Figure, ‘Figure’, graph_objects.FigureWidget, ‘FigureWidget’
skip_invalid (bool (default False)) – False if invalid figure properties should result in an exception. True if invalid figure properties should be silently ignored.
engine (str (default None)) –
- The JSON decoding engine to use. One of:
if “json”, parse JSON using built in json module
if “orjson”, parse using the faster orjson module, requires the orjson package
if “auto” use orjson module if available, otherwise use the json module
If not specified, the default engine is set to the current value of plotly.io.json.config.default_engine.
- Raises
ValueError – if value is not a string, or if skip_invalid=False and value contains invalid figure properties
- Returns
- Return type
-
plotly.io.
full_figure_for_development
(fig, warn=True, as_dict=False)¶ Compute default values for all attributes not specified in the input figure and returns the output as a “full” figure. This function calls Plotly.js via Kaleido to populate unspecified attributes. This function is intended for interactive use during development to learn more about how Plotly.js computes default values and is not generally necessary or recommended for production use.
- Parameters
- Returns
The full figure
- Return type
-
plotly.io.
read_json
(file, output_type='Figure', skip_invalid=False, engine=None)¶ Construct a figure from the JSON contents of a local file or readable Python object
- Parameters
file (str or readable) – A string containing the path to a local file or a read-able Python object (e.g. a pathlib.Path object or an open file descriptor)
output_type (type or str (default 'Figure')) – The output figure type or type name. One of: graph_objects.Figure, ‘Figure’, graph_objects.FigureWidget, ‘FigureWidget’
skip_invalid (bool (default False)) – False if invalid figure properties should result in an exception. True if invalid figure properties should be silently ignored.
engine (str (default None)) –
- The JSON decoding engine to use. One of:
if “json”, parse JSON using built in json module
if “orjson”, parse using the faster orjson module, requires the orjson package
if “auto” use orjson module if available, otherwise use the json module
If not specified, the default engine is set to the current value of plotly.io.json.config.default_engine.
- Returns
- Return type
-
plotly.io.
show
(fig, renderer=None, validate=True, **kwargs)¶ Show a figure using either the default renderer(s) or the renderer(s) specified by the renderer argument
- Parameters
fig (dict of Figure) – The Figure object or figure dict to display
renderer (str or None (default None)) – A string containing the names of one or more registered renderers (separated by ‘+’ characters) or None. If None, then the default renderers specified in plotly.io.renderers.default are used.
validate (bool (default True)) – True if the figure should be validated before being shown, False otherwise.
width (int or float) – An integer or float that determines the number of pixels wide the plot is. The default is set in plotly.js.
height (int or float) – An integer or float that determines the number of pixels wide the plot is. The default is set in plotly.js.
config (dict) – A dict of parameters to configure the figure. The defaults are set in plotly.js.
- Returns
- Return type
-
plotly.io.
to_html
(fig, config=None, auto_play=True, include_plotlyjs=True, include_mathjax=False, post_script=None, full_html=True, animation_opts=None, default_width='100%', default_height='100%', validate=True, div_id=None)¶ Convert a figure to an HTML string representation.
- Parameters
fig – Figure object or dict representing a figure
config (dict or None (default None)) – Plotly.js figure config options
auto_play (bool (default=True)) – Whether to automatically start the animation sequence on page load if the figure contains frames. Has no effect if the figure does not contain frames.
include_plotlyjs (bool or string (default True)) –
Specifies how the plotly.js library is included/loaded in the output div string.
If True, a script tag containing the plotly.js source code (~3MB) is included in the output. HTML files generated with this option are fully self-contained and can be used offline.
If ‘cdn’, a script tag that references the plotly.js CDN is included in the output. The url used is versioned to match the bundled plotly.js. HTML files generated with this option are about 3MB smaller than those generated with include_plotlyjs=True, but they require an active internet connection in order to load the plotly.js library.
If ‘directory’, a script tag is included that references an external plotly.min.js bundle that is assumed to reside in the same directory as the HTML file.
If ‘require’, Plotly.js is loaded using require.js. This option assumes that require.js is globally available and that it has been globally configured to know how to find Plotly.js as ‘plotly’. This option is not advised when full_html=True as it will result in a non-functional html file.
If a string that ends in ‘.js’, a script tag is included that references the specified path. This approach can be used to point the resulting HTML file to an alternative CDN or local bundle.
If False, no script tag referencing plotly.js is included. This is useful when the resulting div string will be placed inside an HTML document that already loads plotly.js. This option is not advised when full_html=True as it will result in a non-functional html file.
include_mathjax (bool or string (default False)) –
Specifies how the MathJax.js library is included in the output html div string. MathJax is required in order to display labels with LaTeX typesetting.
If False, no script tag referencing MathJax.js will be included in the output.
If ‘cdn’, a script tag that references a MathJax CDN location will be included in the output. HTML div strings generated with this option will be able to display LaTeX typesetting as long as internet access is available.
If a string that ends in ‘.js’, a script tag is included that references the specified path. This approach can be used to point the resulting HTML div string to an alternative CDN.
post_script (str or list or None (default None)) – JavaScript snippet(s) to be included in the resulting div just after plot creation. The string(s) may include ‘{plot_id}’ placeholders that will then be replaced by the
id
of the div element that the plotly.js figure is associated with. One application for this script is to install custom plotly.js event handlers.full_html (bool (default True)) – If True, produce a string containing a complete HTML document starting with an <html> tag. If False, produce a string containing a single <div> element.
animation_opts (dict or None (default None)) – dict of custom animation parameters to be passed to the function Plotly.animate in Plotly.js. See https://github.com/plotly/plotly.js/blob/master/src/plots/animation_attributes.js for available options. Has no effect if the figure does not contain frames, or auto_play is False.
default_width (number or str (default '100%')) – The default figure width/height to use if the provided figure does not specify its own layout.width/layout.height property. May be specified in pixels as an integer (e.g. 500), or as a css width style string (e.g. ‘500px’, ‘100%’).
default_height (number or str (default '100%')) – The default figure width/height to use if the provided figure does not specify its own layout.width/layout.height property. May be specified in pixels as an integer (e.g. 500), or as a css width style string (e.g. ‘500px’, ‘100%’).
validate (bool (default True)) – True if the figure should be validated before being converted to JSON, False otherwise.
div_id (str (default None)) – If provided, this is the value of the id attribute of the div tag. If None, the id attribute is a UUID.
- Returns
Representation of figure as an HTML div string
- Return type
-
plotly.io.
to_image
(fig, format=None, width=None, height=None, scale=None, validate=True, engine='auto')¶ Convert a figure to a static image bytes string
- Parameters
fig – Figure object or dict representing a figure
- The desired image format. One of
’png’
’jpg’ or ‘jpeg’
’webp’
’svg’
’pdf’
’eps’ (Requires the poppler library to be installed and on the PATH)
- If not specified, will default to:
plotly.io.kaleido.scope.default_format
if engine is “kaleido”plotly.io.orca.config.default_format
if engine is “orca”
The width of the exported image in layout pixels. If the
scale
property is 1.0, this will also be the width of the exported image in physical pixels.- If not specified, will default to:
plotly.io.kaleido.scope.default_width
if engine is “kaleido”plotly.io.orca.config.default_width
if engine is “orca”
The height of the exported image in layout pixels. If the
scale
property is 1.0, this will also be the height of the exported image in physical pixels.- If not specified, will default to:
plotly.io.kaleido.scope.default_height
if engine is “kaleido”plotly.io.orca.config.default_height
if engine is “orca”
scale (int or float or None) –
The scale factor to use when exporting the figure. A scale factor larger than 1.0 will increase the image resolution with respect to the figure’s layout pixel dimensions. Whereas as scale factor of less than 1.0 will decrease the image resolution.
- If not specified, will default to:
plotly.io.kaleido.scope.default_scale
if engine is “kaleido”plotly.io.orca.config.default_scale
if engine is “orca”
- validate: bool
True if the figure should be validated before being converted to an image, False otherwise.
- engine: str
- Image export engine to use:
“kaleido”: Use Kaleido for image export
“orca”: Use Orca for image export
“auto” (default): Use Kaleido if installed, otherwise use orca
- Returns
The image data
- Return type
-
plotly.io.
to_json
(fig, validate=True, pretty=False, remove_uids=True, engine=None)¶ Convert a figure to a JSON string representation
- Parameters
fig – Figure object or dict representing a figure
validate (bool (default True)) – True if the figure should be validated before being converted to JSON, False otherwise.
pretty (bool (default False)) – True if JSON representation should be pretty-printed, False if representation should be as compact as possible.
remove_uids (bool (default True)) – True if trace UIDs should be omitted from the JSON representation
engine (str (default None)) –
- The JSON encoding engine to use. One of:
”json” for an engine based on the built-in Python json module
”orjson” for a faster engine that requires the orjson package
”auto” for the “orjson” engine if available, otherwise “json”
If not specified, the default engine is set to the current value of plotly.io.json.config.default_engine.
- Returns
Representation of figure as a JSON string
- Return type
See also
to_json_plotly
Convert an arbitrary plotly graph_object or Dash component to JSON
-
plotly.io.
to_templated
(fig, skip=('title', 'text'))¶ Return a copy of a figure where all styling properties have been moved into the figure’s template. The template property of the resulting figure may then be used to set the default styling of other figures.
- Parameters
fig – Figure object or dict representing a figure
skip – A collection of names of properties to skip when moving properties to the template. Defaults to (‘title’, ‘text’) so that the text of figure titles, axis titles, and annotations does not become part of the template
Examples
Imports
>>> import plotly.graph_objects as go >>> import plotly.io as pio
Construct a figure with large courier text
>>> fig = go.Figure(layout={'title': 'Figure Title', ... 'font': {'size': 20, 'family': 'Courier'}, ... 'template':"none"}) >>> fig Figure({ 'data': [], 'layout': {'font': {'family': 'Courier', 'size': 20}, 'template': '...', 'title': {'text': 'Figure Title'}} })
Convert to a figure with a template. Note how the ‘font’ properties have been moved into the template property.
>>> templated_fig = pio.to_templated(fig) >>> templated_fig.layout.template layout.Template({ 'layout': {'font': {'family': 'Courier', 'size': 20}} }) >>> templated_fig Figure({ 'data': [], 'layout': {'template': '...', 'title': {'text': 'Figure Title'}} })
Next create a new figure with this template
>>> fig2 = go.Figure(layout={ ... 'title': 'Figure 2 Title', ... 'template': templated_fig.layout.template}) >>> fig2.layout.template layout.Template({ 'layout': {'font': {'family': 'Courier', 'size': 20}} })
The default font in fig2 will now be size 20 Courier.
Next, register as a named template…
>>> pio.templates['large_courier'] = templated_fig.layout.template
and specify this template by name when constructing a figure.
>>> go.Figure(layout={ ... 'title': 'Figure 3 Title', ... 'template': 'large_courier'}) Figure(...)
Finally, set this as the default template to be applied to all new figures
>>> pio.templates.default = 'large_courier' >>> fig = go.Figure(layout={'title': 'Figure 4 Title'}) >>> fig.layout.template layout.Template({ 'layout': {'font': {'family': 'Courier', 'size': 20}} })
- Returns
- Return type
go.Figure
-
plotly.io.
write_html
(fig, file, config=None, auto_play=True, include_plotlyjs=True, include_mathjax=False, post_script=None, full_html=True, animation_opts=None, validate=True, default_width='100%', default_height='100%', auto_open=False, div_id=None)¶ Write a figure to an HTML file representation
- Parameters
fig – Figure object or dict representing a figure
file (str or writeable) – A string representing a local file path or a writeable object (e.g. a pathlib.Path object or an open file descriptor)
config (dict or None (default None)) – Plotly.js figure config options
auto_play (bool (default=True)) – Whether to automatically start the animation sequence on page load if the figure contains frames. Has no effect if the figure does not contain frames.
include_plotlyjs (bool or string (default True)) –
Specifies how the plotly.js library is included/loaded in the output div string.
If True, a script tag containing the plotly.js source code (~3MB) is included in the output. HTML files generated with this option are fully self-contained and can be used offline.
If ‘cdn’, a script tag that references the plotly.js CDN is included in the output. The url used is versioned to match the bundled plotly.js. HTML files generated with this option are about 3MB smaller than those generated with include_plotlyjs=True, but they require an active internet connection in order to load the plotly.js library.
If ‘directory’, a script tag is included that references an external plotly.min.js bundle that is assumed to reside in the same directory as the HTML file. If
file
is a string to a local file path andfull_html
is True, then the plotly.min.js bundle is copied into the directory of the resulting HTML file. If a file named plotly.min.js already exists in the output directory then this file is left unmodified and no copy is performed. HTML files generated with this option can be used offline, but they require a copy of the plotly.min.js bundle in the same directory. This option is useful when many figures will be saved as HTML files in the same directory because the plotly.js source code will be included only once per output directory, rather than once per output file.If ‘require’, Plotly.js is loaded using require.js. This option assumes that require.js is globally available and that it has been globally configured to know how to find Plotly.js as ‘plotly’. This option is not advised when full_html=True as it will result in a non-functional html file.
If a string that ends in ‘.js’, a script tag is included that references the specified path. This approach can be used to point the resulting HTML file to an alternative CDN or local bundle.
If False, no script tag referencing plotly.js is included. This is useful when the resulting div string will be placed inside an HTML document that already loads plotly.js. This option is not advised when full_html=True as it will result in a non-functional html file.
include_mathjax (bool or string (default False)) –
Specifies how the MathJax.js library is included in the output html div string. MathJax is required in order to display labels with LaTeX typesetting.
If False, no script tag referencing MathJax.js will be included in the output.
If ‘cdn’, a script tag that references a MathJax CDN location will be included in the output. HTML div strings generated with this option will be able to display LaTeX typesetting as long as internet access is available.
If a string that ends in ‘.js’, a script tag is included that references the specified path. This approach can be used to point the resulting HTML div string to an alternative CDN.
post_script (str or list or None (default None)) – JavaScript snippet(s) to be included in the resulting div just after plot creation. The string(s) may include ‘{plot_id}’ placeholders that will then be replaced by the
id
of the div element that the plotly.js figure is associated with. One application for this script is to install custom plotly.js event handlers.full_html (bool (default True)) – If True, produce a string containing a complete HTML document starting with an <html> tag. If False, produce a string containing a single <div> element.
animation_opts (dict or None (default None)) – dict of custom animation parameters to be passed to the function Plotly.animate in Plotly.js. See https://github.com/plotly/plotly.js/blob/master/src/plots/animation_attributes.js for available options. Has no effect if the figure does not contain frames, or auto_play is False.
default_width (number or str (default '100%')) – The default figure width/height to use if the provided figure does not specify its own layout.width/layout.height property. May be specified in pixels as an integer (e.g. 500), or as a css width style string (e.g. ‘500px’, ‘100%’).
default_height (number or str (default '100%')) – The default figure width/height to use if the provided figure does not specify its own layout.width/layout.height property. May be specified in pixels as an integer (e.g. 500), or as a css width style string (e.g. ‘500px’, ‘100%’).
validate (bool (default True)) – True if the figure should be validated before being converted to JSON, False otherwise.
auto_open (bool (default True)) – If True, open the saved file in a web browser after saving. This argument only applies if
full_html
is True.div_id (str (default None)) – If provided, this is the value of the id attribute of the div tag. If None, the id attribute is a UUID.
- Returns
Representation of figure as an HTML div string
- Return type
-
plotly.io.
write_image
(fig, file, format=None, scale=None, width=None, height=None, validate=True, engine='auto')¶ Convert a figure to a static image and write it to a file or writeable object
- Parameters
fig – Figure object or dict representing a figure
file (str or writeable) – A string representing a local file path or a writeable object (e.g. a pathlib.Path object or an open file descriptor)
- The desired image format. One of
’png’
’jpg’ or ‘jpeg’
’webp’
’svg’
’pdf’
’eps’ (Requires the poppler library to be installed and on the PATH)
If not specified and
file
is a string then this will default to the file extension. If not specified andfile
is not a string then this will default to:plotly.io.kaleido.scope.default_format
if engine is “kaleido”plotly.io.orca.config.default_format
if engine is “orca”
The width of the exported image in layout pixels. If the
scale
property is 1.0, this will also be the width of the exported image in physical pixels.- If not specified, will default to:
plotly.io.kaleido.scope.default_width
if engine is “kaleido”plotly.io.orca.config.default_width
if engine is “orca”
The height of the exported image in layout pixels. If the
scale
property is 1.0, this will also be the height of the exported image in physical pixels.- If not specified, will default to:
plotly.io.kaleido.scope.default_height
if engine is “kaleido”plotly.io.orca.config.default_height
if engine is “orca”
scale (int or float or None) –
The scale factor to use when exporting the figure. A scale factor larger than 1.0 will increase the image resolution with respect to the figure’s layout pixel dimensions. Whereas as scale factor of less than 1.0 will decrease the image resolution.
- If not specified, will default to:
plotly.io.kaleido.scope.default_scale
if engine is “kaleido”plotly.io.orca.config.default_scale
if engine is “orca”
validate (bool) – True if the figure should be validated before being converted to an image, False otherwise.
engine (str) –
- Image export engine to use:
”kaleido”: Use Kaleido for image export
”orca”: Use Orca for image export
”auto” (default): Use Kaleido if installed, otherwise use orca
- Returns
- Return type
-
plotly.io.
write_json
(fig, file, validate=True, pretty=False, remove_uids=True, engine=None)¶ Convert a figure to JSON and write it to a file or writeable object
- Parameters
fig – Figure object or dict representing a figure
file (str or writeable) – A string representing a local file path or a writeable object (e.g. a pathlib.Path object or an open file descriptor)
pretty (bool (default False)) – True if JSON representation should be pretty-printed, False if representation should be as compact as possible.
remove_uids (bool (default True)) – True if trace UIDs should be omitted from the JSON representation
engine (str (default None)) –
- The JSON encoding engine to use. One of:
”json” for an engine based on the built-in Python json module
”orjson” for a faster engine that requires the orjson package
”auto” for the “orjson” engine if available, otherwise “json”
If not specified, the default engine is set to the current value of plotly.io.json.config.default_engine.
- Returns
- Return type