gradio/demo/outbreak_forecast/run.py

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from math import sqrt
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import matplotlib.pyplot as plt
import numpy as np
import gradio as gr
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def outbreak(r, month, countries, social_distancing):
months = ["January", "February", "March", "April", "May"]
m = months.index(month)
start_day = 30 * m
final_day = 30 * (m + 1)
x = np.arange(start_day, final_day + 1)
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day_count = x.shape[0]
pop_count = {"USA": 350, "Canada": 40, "Mexico": 300, "UK": 120}
r = sqrt(r)
if social_distancing:
r = sqrt(r)
for i, country in enumerate(countries):
series = x ** (r) * (i + 1)
plt.plot(x, series)
plt.title("Outbreak in " + month)
plt.ylabel("Cases")
plt.xlabel("Days since Day 0")
plt.legend(countries)
return plt
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demo = gr.Interface(
outbreak,
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[
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gr.Slider(minimum=1, maximum=4, default_value=3.2, label="R"),
gr.Dropdown(["January", "February", "March", "April", "May"], label="Month"),
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gr.CheckboxGroup(["USA", "Canada", "Mexico", "UK"], label="Countries"),
gr.Checkbox(label="Social Distancing?"),
],
"plot",
)
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if __name__ == "__main__":
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demo.launch()