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import gradio as gr
import pandas as pd
from vega_datasets import data
barley = data.barley()
simple = pd.DataFrame({
'a': ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I'],
'b': [28, 55, 43, 91, 81, 53, 19, 87, 52]
})
def bar_plot_fn(display):
if display == "simple":
return gr.BarPlot(
simple,
x="a",
y="b",
color=None,
group=None,
title="Simple Bar Plot with made up data",
tooltip=['a', 'b'],
y_lim=[20, 100],
x_title=None,
y_title=None,
vertical=True,
)
elif display == "stacked":
return gr.BarPlot(
barley,
x="variety",
y="yield",
color="site",
group=None,
title="Barley Yield Data",
tooltip=['variety', 'site'],
y_lim=None,
x_title=None,
y_title=None,
vertical=True,
)
elif display == "grouped":
return gr.BarPlot(
barley.astype({"year": str}),
x="year",
y="yield",
color="year",
group="site",
title="Barley Yield by Year and Site",
tooltip=["yield", "site", "year"],
y_lim=None,
x_title=None,
y_title=None,
vertical=True,
)
elif display == "simple-horizontal":
return gr.BarPlot(
simple,
x="a",
y="b",
color=None,
group=None,
title="Simple Bar Plot with made up data",
tooltip=['a', 'b'],
y_lim=[20, 100],
x_title="Variable A",
y_title="Variable B",
vertical=False,
)
elif display == "stacked-horizontal":
return gr.BarPlot(
barley,
x="variety",
y="yield",
color="site",
group=None,
title="Barley Yield Data",
tooltip=['variety', 'site'],
y_lim=None,
x_title=None,
y_title=None,
vertical=False,
)
elif display == "grouped-horizontal":
return gr.BarPlot(
barley.astype({"year": str}),
x="year",
y="yield",
color="year",
group="site",
title="Barley Yield by Year and Site",
group_title="",
tooltip=["yield", "site", "year"],
y_lim=None,
x_title=None,
y_title=None,
vertical=False
)
with gr.Blocks() as bar_plot:
with gr.Row():
with gr.Column():
display = gr.Dropdown(
choices=["simple", "stacked", "grouped", "simple-horizontal", "stacked-horizontal", "grouped-horizontal"],
value="simple",
label="Type of Bar Plot"
)
with gr.Column():
plot = gr.BarPlot(show_label=False, show_actions_button=True)
display.change(bar_plot_fn, inputs=display, outputs=plot)
bar_plot.load(fn=bar_plot_fn, inputs=display, outputs=plot)
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