def layout(self) -> html.Div:
return html.Div(
id=self.ids("layout"),
children=[
html.Span("Parameter distribution:",
style={"font-weight": "bold"}),
html.Div(
style=self.set_grid_layout("8fr 1fr 2fr"),
children=[
dcc.Dropdown(
id=self.ids("parameter"),
options=[{
"value": col,
"label": col
} for col in self.parameter_columns],
value=self.parameter_columns[0],
clearable=False,
persistence=True,
persistence_type="session",
),
self.make_buttons(self.ids("prev-btn"),
self.ids("next-btn")),
],
),
wsc.PriorPosteriorDistribution(id=self.ids("graph")),
],
)
def layout(self):
return html.Div(children=[
html.Span("Parameter distribution:", style={"font-weight":
"bold"}),
html.Div(
style=set_grid_layout("8fr 1fr 2fr"),
children=[
dcc.Dropdown(
id="parameter-selector",
options=self.parameter_options,
value=self.parameter_options[0]["value"],
clearable=False,
),
make_buttons("prev-btn", "next-btn"),
],
),
wsc.PriorPosteriorDistribution(
"parameter-graph",
data={
"iterations": [[]],
"values": [[]],
"labels": []
},
),
], )
for iteration in range(n_iter):
# Simulate that not all realizations are successfull usually.
n = random.randint(int(0.95 * n_real), n_real)
samples = np.random.normal(means[iteration], sigmas[iteration], n)
data["values"].append(list(samples))
data["labels"].append(
[f"realization-{real}" for real, _ in enumerate(samples)])
return data
if __name__ == "__main__":
MEANS = [400, 700, 500, 600]
SIGMAS = [300, 200, 100, 70]
N_REAL = 1000
N_ITER = 4
app = dash.Dash(__name__)
app.layout = html.Div(children=[
wsc.PriorPosteriorDistribution(
id="parameters",
data=generate_synthetic_data(MEANS, SIGMAS, N_ITER, N_REAL),
)
])
app.run_server(debug=True)