# Vizro is an open-source toolkit for creating modular data visualization applications.
# check out https://github.com/mckinsey/vizro for more info about Vizro
# and checkout https://vizro.readthedocs.io/en/stable/ for documentation.
import pandas as pd
import vizro.models as vm
from vizro import Vizro
from vizro.figures import kpi_card, kpi_card_reference
df_kpi = pd.DataFrame({"Actual": [100, 200, 700], "Reference": [100, 300, 500], "Category": ["A", "B", "C"]})
example_cards = [
kpi_card(data_frame=df_kpi, value_column="Actual", title="KPI with value"),
kpi_card(data_frame=df_kpi, value_column="Actual", title="KPI with aggregation", agg_func="median"),
kpi_card(
data_frame=df_kpi,
value_column="Actual",
title="KPI formatted",
value_format="${value:.2f}",
),
kpi_card(
data_frame=df_kpi,
value_column="Actual",
title="KPI with icon",
icon="shopping_cart",
),
]
example_reference_cards = [
kpi_card_reference(
data_frame=df_kpi,
value_column="Actual",
reference_column="Reference",
title="KPI ref. (pos)",
),
kpi_card_reference(
data_frame=df_kpi,
value_column="Actual",
reference_column="Reference",
agg_func="median",
title="KPI ref. (neg)",
),
kpi_card_reference(
data_frame=df_kpi,
value_column="Actual",
reference_column="Reference",
title="KPI ref. formatted",
value_format="{value:.2f}€",
reference_format="{delta:+.2f}€ vs. last year ({reference:.2f}€)",
),
kpi_card_reference(
data_frame=df_kpi,
value_column="Actual",
reference_column="Reference",
title="KPI ref. with icon",
icon="shopping_cart",
),
]
page = vm.Page(
title="KPI cards",
layout=vm.Layout(grid=[[0, 1, 2, 3], [4, 5, 6, 7]] + [[-1, -1, -1, -1]] * 1),
components=[vm.Figure(figure=figure) for figure in example_cards + example_reference_cards],
)
dashboard = vm.Dashboard(pages=[page])
Vizro().build(dashboard).run()