afshin-dini's picture
Update the margins
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"""Box Plot plugin for AI-Dashboard"""
# pylint: disable=R0801
from typing import Any, List
import plotly.express as px
from dash import html, dcc
from dash.dependencies import Input, Output
from ..base import BasePlotPlugin
class BoxPlotPlugin(BasePlotPlugin):
"""Box Plot Plugin for AI-Dashboard"""
name = "Box Plot"
def dropdown(self, id_suffix: str, label: str, options: 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 options], # type: ignore
value=options[0],
clearable=False,
persistence=True,
persistence_type="memory",
style={"color": "#000"},
),
],
style={"width": "130px"},
)
def controls(self) -> Any:
"""Generate plot controls."""
cats = self.categorical_columns()
nums = self.numeric_columns()
return html.Div(
[
self.dropdown("x", "Category", cats),
self.dropdown("y", "Value", nums),
]
)
def render(self, **kwargs: Any) -> Any: # pylint: disable=W0201
"""Render the box plot based on selected axes."""
fig = px.box(self.dataframe, x=kwargs["x_axis"], y=kwargs["y_axis"])
return dcc.Graph(figure=fig)
def register_callbacks(self, app: Any) -> None:
"""Register 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"),
)
def update(x_axis: str, y_axis: str) -> Any:
"""Update the box plot based on dropdown selections."""
return self.render(x_axis=x_axis, y_axis=y_axis)