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"""Example to show dashboard configuration."""
from dash import html, get_asset_url
import dash_bootstrap_components as dbc
import pandas as pd
import vizro.models as vm
from utils._charts import COLUMN_DEFS, FlexContainer, area, bar, choropleth, pie
from utils._helper import clean_data_and_add_columns, create_data_for_kpi_cards
from vizro import Vizro
from vizro.actions import filter_interaction
from vizro.figures import kpi_card_reference
from vizro.tables import dash_ag_grid
# DATA --------------------------------------------------------------------------------------------
df_complaints = pd.read_csv("https://query.data.world/s/glbdstahsuw3hjgunz3zssggk7dsfu?dws=00000")
df_complaints = clean_data_and_add_columns(df_complaints)
df_kpi_cards = create_data_for_kpi_cards(df_complaints)
vm.Page.add_type("components", FlexContainer)
# SUB-SECTIONS ------------------------------------------------------------------------------------
kpi_banner = FlexContainer(
components=[
vm.Figure(
id="kpi-reverse-coloring",
figure=kpi_card_reference(
df_kpi_cards,
value_column="Total Complaints_2019",
reference_column="Total Complaints_2018",
title="Total Complaints",
value_format="{value:.0f}",
reference_format="{delta_relative:+.1%} vs. 2018 ({reference:.0f})",
icon="person",
),
),
vm.Figure(
figure=kpi_card_reference(
df_kpi_cards,
value_column="Closed Complaints_2019",
reference_column="Closed Complaints_2018",
title="Closed Complaints",
value_format="{value:.1f}%",
reference_format="{delta:+.1f}pp vs. 2018 ({reference:.1f}%)",
icon="inventory",
)
),
vm.Figure(
figure=kpi_card_reference(
df_kpi_cards,
value_column="Timely response_2019",
reference_column="Timely response_2018",
title="Timely Response",
value_format="{value:.1f}%",
reference_format="{delta:+.1f}pp vs. 2018 ({reference:.1f}%)",
icon="timer",
)
),
vm.Figure(
figure=kpi_card_reference(
df_kpi_cards,
value_column="Closed w/o cost_2019",
reference_column="Closed w/o cost_2018",
title="Closed w/o cost",
value_format="{value:.1f}%",
reference_format="{delta:.1f}pp vs. 2018 ({reference:.1f}%)",
icon="payments",
)
),
vm.Figure(
figure=kpi_card_reference(
df_kpi_cards,
value_column="Consumer disputed_2019",
reference_column="Consumer disputed_2018",
title="Consumer disputed",
value_format="{value:.1f}%",
reference_format="{delta:+.1f}pp vs. 2018 ({reference:.1f}%)",
icon="sentiment_dissatisfied",
)
),
],
classname="kpi-banner",
)
bar_charts_tabbed = vm.Tabs(
tabs=[
vm.Container(
title="By Product",
components=[
vm.Graph(
figure=bar(
data_frame=df_complaints,
y="Product",
x="Complaint ID",
),
)
],
),
vm.Container(
title="By Channel",
components=[
vm.Graph(
figure=bar(
data_frame=df_complaints,
y="Channel",
x="Complaint ID",
),
)
],
),
vm.Container(
title="By Region",
components=[
vm.Graph(
figure=bar(
data_frame=df_complaints,
y="Region",
x="Complaint ID",
),
)
],
),
vm.Container(
title="By Issue",
components=[
vm.Graph(
figure=bar(
data_frame=df_complaints,
y="Issue",
x="Complaint ID",
),
)
],
),
],
)
# PAGES --------------------------------------------------------------------------------------
page_exec = vm.Page(
title="Executive View",
layout=vm.Layout(
grid=[
[0, 0],
[0, 0],
[1, 2],
[1, 2],
[1, 2],
[1, 3],
[1, 3],
[1, 3],
],
),
components=[
kpi_banner,
bar_charts_tabbed,
vm.Graph(figure=area(data_frame=df_complaints, y="Complaint ID", x="Month")),
vm.Graph(
figure=pie(
data_frame=df_complaints[df_complaints["Company response - Closed"] != "Not closed"],
values="Complaint ID",
names="Company response - Closed",
title="Closed company responses",
)
),
],
)
page_region = vm.Page(
title="Regional View",
layout=vm.Layout(grid=[[0, 1]]),
components=[
vm.Graph(
figure=choropleth(
data_frame=df_complaints,
locations="State",
color="Complaint ID",
title="Complaints by State <br><sup> ⤵ Click on a state to filter the "
"charts on the right. Refresh the page to deselect.</sup>",
custom_data=["State"],
),
actions=[
vm.Action(
function=filter_interaction(targets=["regional-issue", "regional-product"]),
)
],
),
vm.Tabs(
tabs=[
vm.Container(
title="By Product",
components=[
vm.Graph(
id="regional-product",
figure=bar(
data_frame=df_complaints,
y="Product",
x="Complaint ID",
),
)
],
),
vm.Container(
title="By Issue",
components=[
vm.Graph(
id="regional-issue",
figure=bar(
data_frame=df_complaints,
y="Issue",
x="Complaint ID",
),
)
],
),
],
),
],
controls=[
vm.Filter(column="Region", selector=vm.Checklist()),
vm.Filter(column="State"),
vm.Filter(column="Product"),
vm.Filter(column="Issue"),
],
)
page_table = vm.Page(
title="List of complaints",
components=[
vm.AgGrid(
figure=dash_ag_grid(
data_frame=df_complaints,
columnDefs=COLUMN_DEFS,
dashGridOptions={"pagination": True},
)
)
],
)
dashboard = vm.Dashboard(
pages=[page_exec, page_region, page_table],
title="Cumulus Financial Corp. - Fiscal Year 2019",
navigation=vm.Navigation(
nav_selector=vm.NavBar(
items=[
vm.NavLink(label="Executive View", icon="Leaderboard", pages=["Executive View"]),
vm.NavLink(label="Regional View", icon="South America", pages=["Regional View"]),
vm.NavLink(label="Table View", icon="Table View", pages=["List of complaints"]),
]
)
),
)
app = Vizro().build(dashboard)
app.dash.layout.children.append(
dbc.NavLink(
["Made with ", html.Img(src=get_asset_url("images/logo.svg"), id="banner", alt="Vizro logo"), "vizro"],
href="https://github.com/mckinsey/vizro",
target="_blank",
external_link=True,
className="anchor-container",
)
)
if __name__ == "__main__":
app.run()
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