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Panel v1.6.3 - Home Panel v1.6.3 - Home
  • Getting Started
  • Tutorials
  • Explanation
  • Component Gallery
  • How-to
    • App Gallery
    • API Reference
    • Community
    • Upgrade Guide
    • FAQ
    • About
    • Developer Guide
  • GitHub
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  • Discourse
  • Discord
  • Getting Started
  • Tutorials
  • Explanation
  • Component Gallery
  • How-to
  • App Gallery
  • API Reference
  • Community
  • Upgrade Guide
  • FAQ
  • About
  • Developer Guide
  • GitHub
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  • Discourse
  • Discord

FOR USERS

  • Getting Started
    • Installation
    • Build an App
    • Core Concepts
  • Tutorials
    • Basic Tutorials
      • Build Hello World App
      • Develop in a Notebook
      • Develop in an Editor
      • Display Content with pn.panel
      • Display Content with Panes
      • Display Performance with Indicators
      • Layout Content
      • Control the Size
      • Aligning Content
      • Accept Inputs with Widgets
      • React to User Input
      • Reactive Expressions
      • Utilize Templates
      • Apply a Design
      • Enhance the Style
      • Optimize Performance with Caching
      • Display Activity
      • Update Progressively
      • Build a Dashboard
      • Deploy a Dashboard
      • Build a Report
      • Build Animation
      • Build an Image Classifier
      • Build a Monitoring Dashboard
      • Build Crossfiltering Dashboard
      • Build Streaming Dashboard
      • Build a Chat Bot
      • Build a Todo App
    • Intermediate Tutorials
      • Reactive Parameters
      • Reusable Components
      • Interactivity
      • Structure with a DataStore
      • Develop in an Editor
      • Serve Apps
      • Advanced Layouts
      • Create a Form with HoloViz Panel
      • Build a Todo App
      • Testing the Todo App
      • Build a Server Side Video Camera Application
    • Expert Tutorials
      • Creating a MarioButton with AnyWidgetComponent
      • Creating a MarioButton with JSComponent
  • Explanation
    • Develop Seamlessly Across Environments
    • APIs
      • API context
        • Param in Panel
        • Reactivity in Panel
        • Functions vs. Classes
        • Reactive API
        • Declarative API
        • Callbacks
    • Components
      • Components overview
      • Custom components
    • Dependencies
      • Panel and Param
      • Panel and Bokeh
    • Technology comparisons
      • Panel vs Dash
      • Panel vs ipywidgets
      • Panel vs Voila
      • Panel vs Streamlit
      • Panel vs JavaScript
      • Panel vs Bokeh
  • Component Gallery
    • Panes
      • Alert
      • Audio
      • Bokeh
      • DataFrame
      • DeckGL
      • ECharts
      • Folium
      • GIF
      • HTML
      • HoloViews
      • IPyWidget
      • Image
      • JPG
      • JSON
      • LaTeX
      • Markdown
      • Matplotlib
      • PDF
      • PNG
      • Param
      • Perspective
      • Placeholder
      • Plotly
      • ReactiveExpr
      • Reacton
      • SVG
      • Str
      • Streamz
      • Textual
      • VTK
      • VTKJS
      • VTKVolume
      • Vega
      • Video
      • Vizzu
      • WebP
    • Widgets
      • ArrayInput
      • AutocompleteInput
      • Button
      • ButtonIcon
      • CheckBoxGroup
      • CheckButtonGroup
      • Checkbox
      • CodeEditor
      • ColorMap
      • ColorPicker
      • CrossSelector
      • DataFrame
      • DatePicker
      • DateRangePicker
      • DateRangeSlider
      • DateSlider
      • DatetimeInput
      • DatetimePicker
      • DatetimeRangeInput
      • DatetimeRangePicker
      • DatetimeRangeSlider
      • DatetimeSlider
      • Debugger
      • DiscretePlayer
      • DiscreteSlider
      • EditableFloatSlider
      • EditableIntSlider
      • EditableRangeSlider
      • FileDownload
      • FileDropper
      • FileInput
      • FileSelector
      • FloatInput
      • FloatSlider
      • IntInput
      • IntRangeSlider
      • IntSlider
      • JSONEditor
      • LiteralInput
      • MenuButton
      • MultiChoice
      • MultiSelect
      • NestedSelect
      • PasswordInput
      • Player
      • RadioBoxGroup
      • RadioButtonGroup
      • RangeSlider
      • Select
      • SpeechToText
      • StaticText
      • Switch
      • Tabulator
      • Terminal
      • TextAreaInput
      • TextEditor
      • TextInput
      • TextToSpeech
      • TimePicker
      • Toggle
      • ToggleGroup
      • ToggleIcon
      • VideoStream
    • Layouts
      • Accordion
      • Card
      • Column
      • Divider
      • Feed
      • FlexBox
      • FloatPanel
      • GridBox
      • GridSpec
      • GridStack
      • Modal
      • Row
      • Swipe
      • Tabs
      • WidgetBox
    • Chat
      • ChatAreaInput
      • ChatFeed
      • ChatInterface
      • ChatMessage
      • ChatStep
      • PanelCallbackHandler
    • Global
      • Notifications
    • Indicators
      • BooleanStatus
      • Dial
      • Gauge
      • LinearGauge
      • LoadingSpinner
      • Number
      • Progress
      • TooltipIcon
      • Tqdm
      • Trend
    • Templates
      • Bootstrap
      • EditableTemplate
      • FastGridTemplate
      • FastListTemplate
      • GoldenLayout
      • Material
      • React
      • Slides
      • Vanilla
    • Custom Components
      • AnyWidgetComponent
      • JSComponent
      • PyComponent
      • ReactComponent
      • Viewer
  • How-to
    • Prepare to develop
      • Develop in a notebook
        • Display Output in Notebooks
        • Preview Apps in JupyterLab
        • Publish a Notebook as a Dashboard Using the Layout Builder
        • Develop in other notebook environments
      • Develop in an editor
        • Configure VS Code
        • Configure PyCharm
        • Write apps in Markdown
    • Build apps
      • Construct individual components
        • Construct Panes
        • Access Pane Type
        • Access and Set Widget Values
        • Construct Widgets from Data
        • Add or Remove Components from Panels
      • Styling components
        • Apply a Design
        • Toggling themes
        • Apply CSS
        • Customize a Design
        • Customize Loading Icon
        • Control Visibility
        • Style Altair Plots
        • Style Echarts Plots
        • Style Matplotlib Plots
        • Style Plotly Plots
        • Style Vega Plots
      • Interactivity
        • Add interactivity to a function
        • Add interactivity with generators
        • Add reactivity to components
        • Make interactive data workflows
      • Arranging components
        • Customize Spacing
        • Align Components
        • Control Size
    • Use specialized UIs and APIs
      • Build a sequential UI
        • Create a Pipeline
        • Create a Non-Linear Pipeline
        • Customize Pipeline Layout
        • Control Pipeline Flow
      • Build custom components
        • Combine Existing Components
        • Build a Widget in Python
        • Plot Viewer
        • Reactive Tables
        • Compile and Bundle ESM Components
        • ESM component with callback
        • Create Panes using ESM Components
        • Create Custom Widgets using ESM Components
        • Create Custom Layouts using ESM Components
        • Rendering DataFrames using ESM components
        • Build a Custom Canvas Component
        • Build a Custom Leaflet Component
        • Wrapping Material UI components
        • Create Layouts With ReactiveHTML
        • Style your ReactiveHTML template
        • Create Panes with ReactiveHTML
        • Create Indicators With ReactiveHTML
        • ReactiveHTML component with callback
        • Widgets with ReactiveHTML
        • DataFrames and ReactiveHTML
        • Build a Custom Canvas Component
        • Build a Custom Leaflet Component
        • Wrap a Vue component
      • Explicitly link parameters (Callbacks API)
        • Create High-Level Python Links with .link
        • Create Low-Level Python Links Using .watch
        • Link Two Objects in Javascript
        • Link Plot Parameters in Javascript
        • Link Many Objects in Javascript
      • Generate UIs from declared parameters (Declarative API)
        • Generate Widgets from Parameters
        • Declare Custom Widgets
        • Declare parameter dependencies
        • Create nested UIs
    • Manage session tasks
      • Register Session Callbacks
        • Use Asynchronous Callbacks
        • Defer Bound Functions to Improve the User Experience
        • Defer Long Running Tasks to Improve the User Experience
        • Run Tasks at Session Start or End
        • Periodically Run Callbacks
        • Schedule Global Tasks
        • Modify Bokeh Models
        • Add notifications on connect and disconnect
      • Access Session State
        • Access and Manipulate the URL
        • Access HTTP Request State
        • Access Busyness state
    • Extending Panel
      • Create Custom Components
        • Combine Existing Components
        • Build a Widget in Python
        • Plot Viewer
        • Reactive Tables
        • Compile and Bundle ESM Components
        • ESM component with callback
        • Create Panes using ESM Components
        • Create Custom Widgets using ESM Components
        • Create Custom Layouts using ESM Components
        • Rendering DataFrames using ESM components
        • Build a Custom Canvas Component
        • Build a Custom Leaflet Component
        • Wrapping Material UI components
        • Create Layouts With ReactiveHTML
        • Style your ReactiveHTML template
        • Create Panes with ReactiveHTML
        • Create Indicators With ReactiveHTML
        • ReactiveHTML component with callback
        • Widgets with ReactiveHTML
        • DataFrames and ReactiveHTML
        • Build a Custom Canvas Component
        • Build a Custom Leaflet Component
        • Wrap a Vue component
    • Test and debug
      • Enable profiling and debugging
        • Enable the admin panel
        • Profile your Application
        • View application logs
      • Set up testing for an application
        • Test functionality and performance
        • Test UI rendering
        • Test operating capacity
    • Prepare to share
      • Apply Templates
        • Set a Template
        • Arrange Components in a Template
        • Toggle Modal
        • Customize Template Theme
        • Build a Custom Template
      • Improve Performance
        • Reuse sessions
        • Enable Throttling
        • Batching Updates with hold
      • Cache Data
        • Manually Cache
        • Automatically Cache
      • Improve Scalability
        • Load balancing
        • Launch multiple processes
        • Enable Automatic Threading
        • Set Up Manual Threading
        • Use Asynchronous Callbacks
        • Run synchronous functions asynchronously
        • Scaling with Dask
      • Best Practices
        • Developer Experience
        • User Experience
      • Add Authentication
        • Configuring Basic Authentication
        • Configuring PAM Authentication
        • Configuring OAuth
        • OAuth Providers
        • Authentication Templates
        • Accessing User information
        • Access Tokens
        • Authorization callbacks
        • Allowing Guest Users
    • Share your work
      • Configure the server
        • Launch a server on the command line
        • Launching a server dynamically
        • Serving multiple applications
        • Connect to a remote server via SSH
        • Configuring a reverse proxy
        • Serving static files
        • Add custom endpoints to the Panel Server
      • Integrate with other servers
        • Running Panel apps in FastAPI
        • Embedding a Panel Server in FastAPI
        • Integrating Panel with Flask
        • Running Panel apps inside Django
      • Deploy applications
        • AWS: Amazon Web Services
        • Microsoft Azure
        • MyBinder
        • Google Cloud Platform (GCP)
        • Heroku
        • Hugging Face
        • Ploomber Cloud
        • PyCafe Guide
      • Export apps
        • Embedding state
        • Save App to File
        • Access the Bokeh Model
      • Run panel in WebAssembly
        • Converting Panel applications
        • Using Panel in Pyodide & PyScript
        • Embedding in Sphinx documentation
        • Setting up JupyterLite
    • Migrate to Panel
      • Migrate from Streamlit
        • Serve Apps
        • Display Objects with Panes
        • Layout Objects
        • Accepting User Inputs with Widgets
        • Organize and Style with Templates
        • Show Activity
        • Add Interactivity with pn.bind
        • Improve the performance with Caching
        • Session State
        • Create Chat Interfaces
        • Multi Page Apps
  • App Gallery
    • Altair Brushing
    • Deckgl Game Of Life
    • Gapminders
    • Glaciers
    • Hvplot Explorer
    • Iris Kmeans
    • Nyc Deckgl
    • Penguin Crossfilter
    • Penguin Kmeans
    • Portfolio Analyzer
    • Portfolio Optimizer
    • Streaming Videostream
    • Vtk Interactive
    • Vtk Slicer
    • Vtk Warp
    • Webllm
    • Windturbines
    • Xgboost Classifier
  • API Reference
    • Cheat Sheet
    • Config
    • State
    • panel.auth module
    • panel.chat package
      • panel.chat.feed module
      • panel.chat.icon module
      • panel.chat.input module
      • panel.chat.interface module
      • panel.chat.langchain module
      • panel.chat.message module
      • panel.chat.step module
      • panel.chat.utils module
    • panel.command package
      • panel.command.bundle module
      • panel.command.compile module
      • panel.command.convert module
      • panel.command.oauth_secret module
      • panel.command.serve module
    • panel.compiler module
    • panel.config module
    • panel.custom module
    • panel.depends module
    • panel.io package
      • panel.io.admin module
      • panel.io.application module
      • panel.io.browser module
      • panel.io.cache module
      • panel.io.callbacks module
      • panel.io.compile module
      • panel.io.convert module
      • panel.io.datamodel module
      • panel.io.django module
      • panel.io.document module
      • panel.io.embed module
      • panel.io.fastapi module
      • panel.io.handlers module
      • panel.io.ipywidget module
      • panel.io.jupyter_executor module
      • panel.io.jupyter_server_extension module
      • panel.io.liveness module
      • panel.io.loading module
      • panel.io.location module
      • panel.io.logging module
      • panel.io.mime_render module
      • panel.io.model module
      • panel.io.notebook module
      • panel.io.notifications module
      • panel.io.profile module
      • panel.io.pyodide module
      • panel.io.reload module
      • panel.io.resources module
      • panel.io.rest module
      • panel.io.save module
      • panel.io.server module
      • panel.io.session module
      • panel.io.state module
      • panel.io.threads module
    • panel.layout package
      • panel.layout.accordion module
      • panel.layout.base module
      • panel.layout.card module
      • panel.layout.feed module
      • panel.layout.flex module
      • panel.layout.float module
      • panel.layout.grid module
      • panel.layout.gridstack module
      • panel.layout.modal module
      • panel.layout.spacer module
      • panel.layout.swipe module
      • panel.layout.tabs module
    • panel.links module
    • panel.models package
      • panel.models.ace module
      • panel.models.browser module
      • panel.models.chatarea_input module
      • panel.models.comm_manager module
      • panel.models.datetime_picker module
      • panel.models.datetime_slider module
      • panel.models.deckgl module
      • panel.models.echarts module
      • panel.models.enums module
      • panel.models.esm module
      • panel.models.feed module
      • panel.models.file_dropper module
      • panel.models.icon module
      • panel.models.ipywidget module
      • panel.models.jsoneditor module
      • panel.models.katex module
      • panel.models.layout module
      • panel.models.location module
      • panel.models.markup module
      • panel.models.mathjax module
      • panel.models.modal module
      • panel.models.perspective module
      • panel.models.plotly module
      • panel.models.quill module
      • panel.models.reactive_html module
      • panel.models.speech_to_text module
      • panel.models.state module
      • panel.models.tabs module
      • panel.models.tabulator module
      • panel.models.terminal module
      • panel.models.text_to_speech module
      • panel.models.time_picker module
      • panel.models.trend module
      • panel.models.vega module
      • panel.models.vizzu module
      • panel.models.vtk module
      • panel.models.widgets module
    • panel.pane package
      • panel.pane.vtk package
        • panel.pane.vtk.enums module
        • panel.pane.vtk.synchronizable_deserializer module
        • panel.pane.vtk.synchronizable_serializer module
        • panel.pane.vtk.vtk module
      • panel.pane.alert module
      • panel.pane.base module
      • panel.pane.deckgl module
      • panel.pane.echarts module
      • panel.pane.equation module
      • panel.pane.holoviews module
      • panel.pane.image module
      • panel.pane.ipywidget module
      • panel.pane.markup module
      • panel.pane.media module
      • panel.pane.perspective module
      • panel.pane.placeholder module
      • panel.pane.plot module
      • panel.pane.plotly module
      • panel.pane.streamz module
      • panel.pane.textual module
      • panel.pane.vega module
      • panel.pane.vizzu module
    • panel.param module
    • panel.pipeline module
    • panel.reactive module
    • panel.template package
      • panel.template.bootstrap package
      • panel.template.editable package
      • panel.template.fast package
        • panel.template.fast.grid package
        • panel.template.fast.list package
        • panel.template.fast.base module
      • panel.template.golden package
      • panel.template.material package
      • panel.template.react package
      • panel.template.slides package
      • panel.template.vanilla package
      • panel.template.base module
    • panel.theme package
      • panel.theme.base module
      • panel.theme.bootstrap module
      • panel.theme.fast module
      • panel.theme.material module
      • panel.theme.native module
    • panel.util package
      • panel.util.checks module
      • panel.util.parameters module
      • panel.util.warnings module
    • panel.viewable module
    • panel.widgets package
      • panel.widgets.base module
      • panel.widgets.button module
      • panel.widgets.codeeditor module
      • panel.widgets.debugger module
      • panel.widgets.file_selector module
      • panel.widgets.icon module
      • panel.widgets.indicators module
      • panel.widgets.input module
      • panel.widgets.misc module
      • panel.widgets.player module
      • panel.widgets.select module
      • panel.widgets.slider module
      • panel.widgets.speech_to_text module
      • panel.widgets.tables module
      • panel.widgets.terminal module
      • panel.widgets.text_to_speech module
      • panel.widgets.texteditor module
      • panel.widgets.widget module
  • Community
  • Upgrade Guide
  • FAQ
  • About
    • Releases
    • People
    • Roadmap

FOR DEVELOPERS

  • Developer Guide
    • Extensions
    • WASM
    • Developing custom models
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  • Lumen
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  • Examples Gallery
  • Blog
  • Component Gallery

Component Gallery#

Panes#

Alert
Alert
Alert
Audio
Audio
Audio
Bokeh
Bokeh
Bokeh
DataFrame
DataFrame
DataFrame
PyDeck & Deck.gl
PyDeck & Deck.gl
DeckGL
PyEcharts & ECharts
PyEcharts & ECharts
ECharts
Folium
Folium
Folium
GIF
GIF
GIF
HTML
HTML
HTML
HoloViews
HoloViews
HoloViews
ipywidgets
ipywidgets
IPyWidget
Image
Image
Image
JPG
JPG
JPG
JSON
JSON
JSON
LaTeX
LaTeX
LaTeX
Markdown
Markdown
Markdown
Matplotlib
Matplotlib
Matplotlib
PDF
PDF
PDF
PNG
PNG
PNG
Param
Param
Param
Perspective
Perspective
Perspective
Placeholder
Placeholder
Placeholder
Plotly
Plotly
Plotly
ReactiveExpr
ReactiveExpr
ReactiveExpr
Reacton
Reacton
Reacton
SVG
SVG
SVG
Str
Str
Str
Streamz
Streamz
Streamz
Textual
Textual
Textual
VTK
VTK
VTK
VTKJS
VTKJS
VTKJS
VTKVolume
VTKVolume
VTKVolume
Altair & Vega
Altair & Vega
Vega
Video
Video
Video
Vizzu
Vizzu
Vizzu
WebP
WebP
WebP

Widgets#

ArrayInput
ArrayInput
ArrayInput
AutocompleteInput
AutocompleteInput
AutocompleteInput
Button
Button
Button
ButtonIcon
ButtonIcon
ButtonIcon
CheckBoxGroup
CheckBoxGroup
CheckBoxGroup
CheckButtonGroup
CheckButtonGroup
CheckButtonGroup
Checkbox
Checkbox
Checkbox
CodeEditor
CodeEditor
CodeEditor
ColorMap
ColorMap
ColorMap
ColorPicker
ColorPicker
ColorPicker
CrossSelector
CrossSelector
CrossSelector
DataFrame
DataFrame
DataFrame
DatePicker
DatePicker
DatePicker
DateRangePicker
DateRangePicker
DateRangePicker
DateRangeSlider
DateRangeSlider
DateRangeSlider
DateSlider
DateSlider
DateSlider
DatetimeInput
DatetimeInput
DatetimeInput
DatetimePicker
DatetimePicker
DatetimePicker
DatetimeRangeInput
DatetimeRangeInput
DatetimeRangeInput
DatetimeRangePicker
DatetimeRangePicker
DatetimeRangePicker
DatetimeRangeSlider
DatetimeRangeSlider
DatetimeRangeSlider
DatetimeSlider
DatetimeSlider
DatetimeSlider
Debugger
Debugger
Debugger
DiscretePlayer
DiscretePlayer
DiscretePlayer
DiscreteSlider
DiscreteSlider
DiscreteSlider
EditableFloatSlider
EditableFloatSlider
EditableFloatSlider
EditableIntSlider
EditableIntSlider
EditableIntSlider
EditableRangeSlider
EditableRangeSlider
EditableRangeSlider
FileDownload
FileDownload
FileDownload
FileDropper
FileDropper
FileDropper
FileInput
FileInput
FileInput
FileSelector
FileSelector
FileSelector
FloatInput
FloatInput
FloatInput
FloatSlider
FloatSlider
FloatSlider
IntInput
IntInput
IntInput
IntRangeSlider
IntRangeSlider
IntRangeSlider
IntSlider
IntSlider
IntSlider
JSONEditor
JSONEditor
JSONEditor
LiteralInput
LiteralInput
LiteralInput
MenuButton
MenuButton
MenuButton
MultiChoice
MultiChoice
MultiChoice
MultiSelect
MultiSelect
MultiSelect
NestedSelect
NestedSelect
NestedSelect
PasswordInput
PasswordInput
PasswordInput
Player
Player
Player
RadioBoxGroup
RadioBoxGroup
RadioBoxGroup
RadioButtonGroup
RadioButtonGroup
RadioButtonGroup
RangeSlider
RangeSlider
RangeSlider
Select
Select
Select
SpeechToText
SpeechToText
SpeechToText
StaticText
StaticText
StaticText
Switch
Switch
Switch
Tabulator
Tabulator
Tabulator
Terminal
Terminal
Terminal
TextAreaInput
TextAreaInput
TextAreaInput
TextEditor
TextEditor
TextEditor
TextInput
TextInput
TextInput
TextToSpeech
TextToSpeech
TextToSpeech
TimePicker
TimePicker
TimePicker
Toggle
Toggle
Toggle
ToggleGroup
ToggleGroup
ToggleGroup
ToggleIcon
ToggleIcon
ToggleIcon
VideoStream
VideoStream
VideoStream

Layouts#

Accordion
Accordion
Accordion
Card
Card
Card
Column
Column
Column
Divider
Divider
Divider
Feed
Feed
Feed
FlexBox
FlexBox
FlexBox
FloatPanel
FloatPanel
FloatPanel
GridBox
GridBox
GridBox
GridSpec
GridSpec
GridSpec
GridStack
GridStack
GridStack
Modal
Modal
Modal
Row
Row
Row
Swipe
Swipe
Swipe
Tabs
Tabs
Tabs
WidgetBox
WidgetBox
WidgetBox

Chat#

ChatAreaInput
ChatAreaInput
ChatAreaInput
ChatFeed
ChatFeed
ChatFeed
ChatInterface
ChatInterface
ChatInterface
ChatMessage
ChatMessage
ChatMessage
ChatStep
ChatStep
ChatStep
LangChain CallbackHandler
LangChain CallbackHandler
PanelCallbackHandler

Global#

Notifications
Notifications
Notifications

Indicators#

BooleanStatus
BooleanStatus
BooleanStatus
Dial
Dial
Dial
Gauge
Gauge
Gauge
LinearGauge
LinearGauge
LinearGauge
LoadingSpinner
LoadingSpinner
LoadingSpinner
Number
Number
Number
Progress
Progress
Progress
TooltipIcon
TooltipIcon
TooltipIcon
Tqdm
Tqdm
Tqdm
Trend
Trend
Trend

Templates#

Bootstrap
Bootstrap
Bootstrap
EditableTemplate
EditableTemplate
EditableTemplate
FastGridTemplate
FastGridTemplate
FastGridTemplate
FastListTemplate
FastListTemplate
FastListTemplate
GoldenLayout
GoldenLayout
GoldenLayout
Material
Material
Material
React
React
React
Slides
Slides
Slides
Vanilla
Vanilla
Vanilla

Custom_Components#

AnyWidgetComponent
AnyWidgetComponent
AnyWidgetComponent
JSComponent
JSComponent
JSComponent
PyComponent
PyComponent
PyComponent
ReactComponent
ReactComponent
ReactComponent
Viewer
Viewer
Viewer

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