"""This is the scatter plot module for AI Dashboard.""" # pylint: disable=R0801 from typing import Any, List import logging import plotly.express as px from dash import html, dcc from dash.dependencies import Input, Output from ..base import BasePlotPlugin logger = logging.getLogger(__name__) class ScatterPlotPlugin(BasePlotPlugin): """Scatter plot plugin for AI Dashboard.""" name = "Scatter Plot" def dropdown(self, id_suffix: str, label: str, option: List[str]) -> Any: """Generate a dropdown for plot controls.""" return html.Div( [ html.Label(label), dcc.Dropdown( id={"type": "control", "plot": self.name, "axis": id_suffix}, options=[{"label": c, "value": c} for c in option], # type: ignore value=option[0], clearable=False, persistence=True, persistence_type="memory", style={"color": "#000"}, ), ], style={"width": "130px"}, ) def controls(self) -> Any: """Connect the scatter plot plugin to the Dash app.""" nums = self.numeric_columns() cats = self.categorical_columns() all_cols = nums + cats return html.Div( [ self.dropdown("x", "X-Axis", nums), self.dropdown("y", "Y-Axis", nums), self.dropdown("size", "Size", nums), self.dropdown("color", "Color", all_cols), self.dropdown("hover", "Hover", all_cols), ], style={"display": "flex", "flexWrap": "wrap"}, ) def render(self, **kwargs: Any) -> Any: """Render the scatter plot.""" x_axis = kwargs.get("x_axis") y_axis = kwargs.get("y_axis") size_axis = kwargs.get("size_axis") color_axis = kwargs.get("color_axis") hover_axis = kwargs.get("hover_axis") fig = px.scatter( self.dataframe, x=x_axis, y=y_axis, size=size_axis if size_axis in self.dataframe.columns else None, color=color_axis if color_axis in self.dataframe.columns else None, hover_name=hover_axis if hover_axis in self.dataframe.columns else None, log_x=True, size_max=60, ) return dcc.Graph(figure=fig) def register_callbacks(self, app: Any) -> None: """Register the callbacks for the scatter plot plugin.""" @app.callback( # type: ignore Output({"type": "plot-output", "plot": self.name}, "children"), Input({"type": "control", "plot": self.name, "axis": "x"}, "value"), Input({"type": "control", "plot": self.name, "axis": "y"}, "value"), Input({"type": "control", "plot": self.name, "axis": "size"}, "value"), Input({"type": "control", "plot": self.name, "axis": "color"}, "value"), Input({"type": "control", "plot": self.name, "axis": "hover"}, "value"), ) def update_scatter( x_axis: str, y_axis: str, size_axis: str, color_axis: str, hover_axis: str ) -> Any: """Update the scatter plot based on user input.""" return self.render( x_axis=x_axis, y_axis=y_axis, size_axis=size_axis, color_axis=color_axis, hover_axis=hover_axis, )