Plotly FigureWidget Overview in Python
Introduction to the Plotly FigureWidget
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The Plotly FigureWidget allows you to add Plotly charts as interactive widgets in Jupyter and other compatible notebooks. To use the FigureWidget, you'll need to install anywidget:
In [1]:
%%bash
pip install anywidget
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[notice] A new release of pip is available: 25.3 -> 26.0.1 [notice] To update, run: pip install --upgrade pip
Create a Simple FigureWidget¶
Create an empty FigureWidget and then view it.
In [2]:
import plotly.graph_objects as go
f = go.FigureWidget()
f
Out[2]:
Add traces or update the layout and then watch the output above update in real time.
In [3]:
f.add_scatter(y=[2, 1, 4, 3]);
In [4]:
f.add_bar(y=[1, 4, 3, 2]);
In [5]:
f.layout.title = 'Hello FigureWidget'
Update the Data and the Layout¶
In [6]:
# update scatter data
scatter = f.data[0]
scatter.y = [3, 1, 4, 3]
In [7]:
# update bar data
bar = f.data[1]
bar.y = [5, 3, 2, 8]
In [8]:
f.layout.title.text = 'This is a new title'
Construct a FigureWidget from a Figure graph object¶
A standard Figure object can be passed to the FigureWidget constructor.
In [9]:
import plotly.graph_objects as go
trace = go.Heatmap(z=[[1, 20, 30, 50, 1], [20, 1, 60, 80, 30], [30, 60, 1, -10, 20]],
x=['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday'],
y=['Morning', 'Afternoon', 'Evening'])
data=[trace]
layout = go.Layout(title=dict(text='Activity Heatmap'))
figure = go.Figure(data=data, layout=layout)
f2 = go.FigureWidget(figure)
f2
Out[9]:
Reference¶
See these Jupyter notebooks for even more FigureWidget examples.
In [10]:
help(go.FigureWidget)
Help on class FigureWidget in module plotly.graph_objs._figurewidget:
class FigureWidget(plotly.basewidget.BaseFigureWidget)
| FigureWidget(data=None, layout=None, frames=None, skip_invalid=False, **kwargs)
|
| Method resolution order:
| FigureWidget
| plotly.basewidget.BaseFigureWidget
| plotly.basedatatypes.BaseFigure
| anywidget.widget.AnyWidget
| ipywidgets.widgets.domwidget.DOMWidget
| ipywidgets.widgets.widget.Widget
| ipywidgets.widgets.widget.LoggingHasTraits
| traitlets.traitlets.HasTraits
| traitlets.traitlets.HasDescriptors
| builtins.object
|
| Methods defined here:
|
| __init__(self, data=None, layout=None, frames=None, skip_invalid=False, **kwargs)
| Create a new :class:FigureWidget instance
|
| Parameters
| ----------
| data
| The 'data' property is a tuple of trace instances
| that may be specified as:
| - A list or tuple of trace instances
| (e.g. [Scatter(...), Bar(...)])
| - A single trace instance
| (e.g. Scatter(...), Bar(...), etc.)
| - A list or tuple of dicts of string/value properties where:
| - The 'type' property specifies the trace type
| One of: ['bar', 'barpolar', 'box', 'candlestick',
| 'carpet', 'choropleth', 'choroplethmap',
| 'choroplethmapbox', 'cone', 'contour',
| 'contourcarpet', 'densitymap',
| 'densitymapbox', 'funnel', 'funnelarea',
| 'heatmap', 'histogram', 'histogram2d',
| 'histogram2dcontour', 'icicle', 'image',
| 'indicator', 'isosurface', 'mesh3d', 'ohlc',
| 'parcats', 'parcoords', 'pie', 'sankey',
| 'scatter', 'scatter3d', 'scattercarpet',
| 'scattergeo', 'scattergl', 'scattermap',
| 'scattermapbox', 'scatterpolar',
| 'scatterpolargl', 'scattersmith',
| 'scatterternary', 'splom', 'streamtube',
| 'sunburst', 'surface', 'table', 'treemap',
| 'violin', 'volume', 'waterfall']
|
| - All remaining properties are passed to the constructor of
| the specified trace type
|
| (e.g. [{'type': 'scatter', ...}, {'type': 'bar, ...}])
|
| layout
| The 'layout' property is an instance of Layout
| that may be specified as:
| - An instance of :class:`plotly.graph_objs.Layout`
| - A dict of string/value properties that will be passed
| to the Layout constructor
|
| frames
| The 'frames' property is a tuple of instances of
| Frame that may be specified as:
| - A list or tuple of instances of plotly.graph_objs.Frame
| - A list or tuple of dicts of string/value properties that
| will be passed to the Frame constructor
|
| skip_invalid: bool
| If True, invalid properties in the figure specification will be
| skipped silently. If False (default) invalid properties in the
| figure specification will result in a ValueError
|
| Raises
| ------
| ValueError
| if a property in the specification of data, layout, or frames
| is invalid AND skip_invalid is False
|
| add_annotation(self, arg=None, align=None, arrowcolor=None, arrowhead=None, arrowside=None, arrowsize=None, arrowwidth=None, ax=None, axref=None, ay=None, ayref=None, bgcolor=None, bordercolor=None, borderpad=None, borderwidth=None, captureevents=None, clicktoshow=None, font=None, height=None, hoverlabel=None, hovertext=None, name=None, opacity=None, showarrow=None, standoff=None, startarrowhead=None, startarrowsize=None, startstandoff=None, templateitemname=None, text=None, textangle=None, valign=None, visible=None, width=None, x=None, xanchor=None, xclick=None, xref=None, xshift=None, y=None, yanchor=None, yclick=None, yref=None, yshift=None, row=None, col=None, secondary_y=None, exclude_empty_subplots=None, **kwargs) -> 'FigureWidget'
| Create and add a new annotation to the figure's layout
|
| Parameters
| ----------
| arg
| instance of Annotation or dict with compatible
| properties
| align
| Sets the horizontal alignment of the `text` within the
| box. Has an effect only if `text` spans two or more
| lines (i.e. `text` contains one or more <br> HTML tags)
| or if an explicit width is set to override the text
| width.
| arrowcolor
| Sets the color of the annotation arrow.
| arrowhead
| Sets the end annotation arrow head style.
| arrowside
| Sets the annotation arrow head position.
| arrowsize
| Sets the size of the end annotation arrow head,
| relative to `arrowwidth`. A value of 1 (default) gives
| a head about 3x as wide as the line.
| arrowwidth
| Sets the width (in px) of annotation arrow line.
| ax
| Sets the x component of the arrow tail about the arrow
| head. If `axref` is `pixel`, a positive (negative)
| component corresponds to an arrow pointing from right
| to left (left to right). If `axref` is not `pixel` and
| is exactly the same as `xref`, this is an absolute
| value on that axis, like `x`, specified in the same
| coordinates as `xref`.
| axref
| Indicates in what coordinates the tail of the
| annotation (ax,ay) is specified. If set to a x axis id
| (e.g. "x" or "x2"), the `x` position refers to a x
| coordinate. If set to "paper", the `x` position refers
| to the distance from the left of the plotting area in
| normalized coordinates where 0 (1) corresponds to the
| left (right). If set to a x axis ID followed by
| "domain" (separated by a space), the position behaves
| like for "paper", but refers to the distance in
| fractions of the domain length from the left of the
| domain of that axis: e.g., *x2 domain* refers to the
| domain of the second x axis and a x position of 0.5
| refers to the point between the left and the right of
| the domain of the second x axis. In order for absolute
| positioning of the arrow to work, "axref" must be
| exactly the same as "xref", otherwise "axref" will
| revert to "pixel" (explained next). For relative
| positioning, "axref" can be set to "pixel", in which
| case the "ax" value is specified in pixels relative to
| "x". Absolute positioning is useful for trendline
| annotations which should continue to indicate the
| correct trend when zoomed. Relative positioning is
| useful for specifying the text offset for an annotated
| point.
| ay
| Sets the y component of the arrow tail about the arrow
| head. If `ayref` is `pixel`, a positive (negative)
| component corresponds to an arrow pointing from bottom
| to top (top to bottom). If `ayref` is not `pixel` and
| is exactly the same as `yref`, this is an absolute
| value on that axis, like `y`, specified in the same
| coordinates as `yref`.
| ayref
| Indicates in what coordinates the tail of the
| annotation (ax,ay) is specified. If set to a y axis id
| (e.g. "y" or "y2"), the `y` position refers to a y
| coordinate. If set to "paper", the `y` position refers
| to the distance from the bottom of the plotting area in
| normalized coordinates where 0 (1) corresponds to the
| bottom (top). If set to a y axis ID followed by
| "domain" (separated by a space), the position behaves
| like for "paper", but refers to the distance in
| fractions of the domain length from the bottom of the
| domain of that axis: e.g., *y2 domain* refers to the
| domain of the second y axis and a y position of 0.5
| refers to the point between the bottom and the top of
| the domain of the second y axis. In order for absolute
| positioning of the arrow to work, "ayref" must be
| exactly the same as "yref", otherwise "ayref" will
| revert to "pixel" (explained next). For relative
| positioning, "ayref" can be set to "pixel", in which
| case the "ay" value is specified in pixels relative to
| "y". Absolute positioning is useful for trendline
| annotations which should continue to indicate the
| correct trend when zoomed. Relative positioning is
| useful for specifying the text offset for an annotated
| point.
| bgcolor
| Sets the background color of the annotation.
| bordercolor
| Sets the color of the border enclosing the annotation
| `text`.
| borderpad
| Sets the padding (in px) between the `text` and the
| enclosing border.
| borderwidth
| Sets the width (in px) of the border enclosing the
| annotation `text`.
| captureevents
| Determines whether the annotation text box captures
| mouse move and click events, or allows those events to
| pass through to data points in the plot that may be
| behind the annotation. By default `captureevents` is
| False unless `hovertext` is provided. If you use the
| event `plotly_clickannotation` without `hovertext` you
| must explicitly enable `captureevents`.
| clicktoshow
| Makes this annotation respond to clicks on the plot. If
| you click a data point that exactly matches the `x` and
| `y` values of this annotation, and it is hidden
| (visible: false), it will appear. In "onoff" mode, you
| must click the same point again to make it disappear,
| so if you click multiple points, you can show multiple
| annotations. In "onout" mode, a click anywhere else in
| the plot (on another data point or not) will hide this
| annotation. If you need to show/hide this annotation in
| response to different `x` or `y` values, you can set
| `xclick` and/or `yclick`. This is useful for example to
| label the side of a bar. To label markers though,
| `standoff` is preferred over `xclick` and `yclick`.
| font
| Sets the annotation text font.
| height
| Sets an explicit height for the text box. null
| (default) lets the text set the box height. Taller text
| will be clipped.
| hoverlabel
| :class:`plotly.graph_objects.layout.annotation.Hoverlab
| el` instance or dict with compatible properties
| hovertext
| Sets text to appear when hovering over this annotation.
| If omitted or blank, no hover label will appear.
| name
| When used in a template, named items are created in the
| output figure in addition to any items the figure
| already has in this array. You can modify these items
| in the output figure by making your own item with
| `templateitemname` matching this `name` alongside your
| modifications (including `visible: false` or `enabled:
| false` to hide it). Has no effect outside of a
| template.
| opacity
| Sets the opacity of the annotation (text + arrow).
| showarrow
| Determines whether or not the annotation is drawn with
| an arrow. If True, `text` is placed near the arrow's
| tail. If False, `text` lines up with the `x` and `y`
| provided.
| standoff
| Sets a distance, in pixels, to move the end arrowhead
| away from the position it is pointing at, for example
| to point at the edge of a marker independent of zoom.
| Note that this shortens the arrow from the `ax` / `ay`
| vector, in contrast to `xshift` / `yshift` which moves
| everything by this amount.
| startarrowhead
| Sets the start annotation arrow head style.
| startarrowsize
| Sets the size of the start annotation arrow head,
| relative to `arrowwidth`. A value of 1 (default) gives
| a head about 3x as wide as the line.
| startstandoff
| Sets a distance, in pixels, to move the start arrowhead
| away from the position it is pointing at, for example
| to point at the edge of a marker independent of zoom.
| Note that this shortens the arrow from the `ax` / `ay`
| vector, in contrast to `xshift` / `yshift` which moves
| everything by this amount.
| templateitemname
| Used to refer to a named item in this array in the
| template. Named items from the template will be created
| even without a matching item in the input figure, but
| you can modify one by making an item with
| `templateitemname` matching its `name`, alongside your
| modifications (including `visible: false` or `enabled:
| false` to hide it). If there is no template or no
| matching item, this item will be hidden unless you
| explicitly show it with `visible: true`.
| text
| Sets the text associated with this annotation. Plotly
| uses a subset of HTML tags to do things like newline
| (`<br>`), bold (`<b></b>`), italics (`<i></i>`),
| hyperlinks (`<a 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What About Dash?¶
Dash is an open-source framework for building analytical applications, with no Javascript required, and it is tightly integrated with the Plotly graphing library.
Learn about how to install Dash at https://dash.plot.ly/installation.
Everywhere in this page that you see fig.show(), you can display the same figure in a Dash application by passing it to the figure argument of the Graph component from the built-in dash_core_components package like this:
import plotly.graph_objects as go # or plotly.express as px
fig = go.Figure() # or any Plotly Express function e.g. px.bar(...)
# fig.add_trace( ... )
# fig.update_layout( ... )
from dash import Dash, dcc, html
app = Dash()
app.layout = html.Div([
dcc.Graph(figure=fig)
])
app.run(debug=True, use_reloader=False) # Turn off reloader if inside Jupyter