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To use IPython widgets in the notebook, the widget namespace and display function need to be imported.
from IPython.html import widgets # Widget definitions from IPython.display import display # Used to display widgets in the notebook
Basic Widgets¶
The IPython notebook comes preloaded with basic widgets that represent common data types. These widgets are
- BoolWidget : boolean
- FloatRangeWidget : bounded float
- FloatWidget : unbounded float
- IntRangeWidget : bounded integer
- IntWidget : unbounded integer
- SelectionWidget : enumeration
- StringWidget : string
A few special widgets are also included, that can be used to capture events and change how other widgets are displayed. These widgets are
- ButtonWidget
- ContainerWidget
- MulticontainerWidget
To see the complete list of widgets, one can execute the following
[widget for widget in dir(widgets) if widget.endswith('Widget')]
['BoolWidget', 'ButtonWidget', 'ContainerWidget', 'FloatRangeWidget', 'FloatWidget', 'IntRangeWidget', 'IntWidget', 'MulticontainerWidget', 'SelectionWidget', 'StringWidget', 'Widget']
The basic widgets can all be constructed without arguments. The following creates a FloatRangeWidget without displaying it
mywidget = widgets.FloatRangeWidget()
Constructing a widget does not display it on the page. To display a widget, the widget must be passed to the IPython display(object)
method. mywidget
is displayed by
display(mywidget)
It's important to realize that widgets are not the same as output, even though they are displayed with display
. Widgets are drawn in a special widget area. That area is marked with a close button which allows you to collapse the widgets. Widgets cannot be interleaved with output. Doing so would break the ability to make simple animations using clear_output
.
Widgets are manipulated via special instance properties (traitlets). The names of these instance properties are listed in the widget's keys
property (as seen below). A few of these properties are common to most, if not all, widgets. The common properties are value
, description
, visible
, and disabled
. _css
, _add_class
, and _remove_class
are internal properties that exist in all widgets and should not be modified.
mywidget.keys
['visible', '_css', '_add_class', '_remove_class', 'value', 'step', 'max', 'min', 'disabled', 'orientation', 'description']
Changing a widget's property value will automatically update that widget everywhere it is displayed in the notebook. Here the value of mywidget
is set. The slider shown above (after input 4) updates automatically to the new value. In reverse, changing the value of the displayed widget will update the property's value.
mywidget.value = 25.0
After changing the widget's value in the notebook by hand to 0.0 (sliding the bar to the far left).
mywidget.value
0.0
Widget property values can also be set with kwargs during the construction of the widget (as seen below).
mysecondwidget = widgets.SelectionWidget(values=["Item A", "Item B", "Item C"], value="Nothing Selected") display(mysecondwidget)
Views¶
The data types that most of the widgets represent can be displayed more than one way. A view
is a visual representation of a widget in the notebook. In the example in the section above, the default view
for the FloatRangeWidget
is used. The default view is set in the widgets default_view_name
instance property (as seen below).
mywidget.default_view_name
u'FloatSliderView'
When a widget is displayed using display(...)
, the default_view_name
is used to determine what view type should be used to display the widget. View names are case sensitive. Sometimes the default view isn't the best view to represent a piece of data. To change what view is used, either the default_view_name
can be changed or the view_name
kwarg of display
can be set. This also can be used to display one widget multiple ways in one output (as seen below).
display(mywidget) display(mywidget, view_name="FloatTextView")
Some views work with multiple different widget types and some views only work with one. The complete list of views and supported widgets is below. The default views are italicized.
Widget Name | View Names |
---|---|
BoolWidget | CheckboxView |
ToggleButtonView | |
ButtonWidget | ButtonView |
ContainerWidget | ContainerView |
FloatRangeWidget | FloatSliderView |
FloatTextView | |
ProgressView | |
FloatWidget | FloatTextView |
IntRangeWidget | IntSliderView |
IntTextView | |
ProgressView | |
IntWidget | IntTextView |
MulticontainerWidget | AccordionView |
TabView | |
SelectionWidget | ToggleButtonsView |
RadioButtonsView | |
DropdownView | |
ListBoxView | |
StringWidget | LabelView |
TextAreaView | |
TextBoxView |