"""3D Scatter Plot plugin 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 Scatter3DPlotPlugin(BasePlotPlugin): """3D Scatter plot plugin.""" name = "3D Scatter Plot" def dropdown(self, id_suffix: str, label: str, options: List[str]) -> Any: """Create a dropdown component.""" 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 options], # type: ignore value=options[0], clearable=False, persistence=True, persistence_type="memory", style={"color": "#000"}, ), ], style={"width": "130px"}, ) def controls(self) -> Any: """Render control components for the plot.""" nums = self.numeric_columns() cats = self.categorical_columns() return html.Div( [ self.dropdown("x", "X-Axis", nums), self.dropdown("y", "Y-Axis", nums), self.dropdown("z", "Z-Axis", nums), self.dropdown("color", "Color By", nums + cats), self.dropdown("size", "Size", nums), ], style={"display": "flex", "flexDirection": "column"}, ) def render(self, **kwargs: Any) -> Any: """Render the 3D scatter plot.""" x = kwargs.get("x_axis") y = kwargs.get("y_axis") z = kwargs.get("z_axis") color = kwargs.get("color_axis") size = kwargs.get("size_axis") fig = px.scatter_3d( self.dataframe, x=x, y=y, z=z, color=color if color in self.dataframe.columns else None, size=size if size in self.dataframe.columns else None, ) return dcc.Graph(figure=fig) def register_callbacks(self, app: Any) -> None: """Register Dash callbacks for interactivity.""" @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": "z"}, "value"), Input({"type": "control", "plot": self.name, "axis": "color"}, "value"), Input({"type": "control", "plot": self.name, "axis": "size"}, "value"), ) def update( x_axis: str, y_axis: str, z_axis: str, color_axis: str, size_axis: str ) -> Any: """Update plot based on control inputs.""" return self.render( x_axis=x_axis, y_axis=y_axis, z_axis=z_axis, color_axis=color_axis, size_axis=size_axis, )