Dash is an open-source framework for building interactive web applications using Python.
It is particularly well-suited for data visualization and dashboard creation.
Dash integrates with popular libraries such as Plotly, Pandas, and NumPy, making it ideal for creating dynamic and interactive visualizations.
In ML_Tools see Clustering_Dashboard.py
Key Components of Dash
- Dash App: The main application instance, created using
dash.Dash(__name__)
. - Dash HTML Components (
dash_html_components
): Provides wrappers for standard HTML elements (e.g.,html.Div
,html.H1
). - Dash Core Components (
dash_core_components
): Includes interactive UI components like graphs, dropdowns, sliders, and more (e.g.,dcc.Graph
,dcc.Dropdown
). - Callback Functions: Used to make components interactive by linking inputs (user actions) to outputs (changes in the UI).
- Plotly Integration: Dash apps leverage Plotly for creating interactive visualizations.