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import matplotlib.pyplot as plt | |
import numpy as np | |
import gradio as gr | |
def plot_forecast(final_year, cryptocurrencies, noise, show_legend, point_style): | |
start_year = 2020 | |
x = np.arange(start_year, final_year + 1) | |
year_count = x.shape[0] | |
plt_format = ({"cross": "X", "line": "-", "circle": "o--"})[point_style] | |
fig = plt.figure() | |
ax = fig.add_subplot(111) | |
for i, crypto in enumerate(cryptocurrencies): | |
series = np.arange(0, year_count, dtype=float) | |
series = series**2 * (i + 1) | |
series += np.random.rand(year_count) * noise | |
ax.plot(x, series, plt_format, label=crypto) | |
if show_legend: | |
plt.legend() | |
return fig | |
demo = gr.Interface( | |
plot_forecast, | |
[ | |
gr.Radio([2025, 2030, 2035, 2040], label="Project to:"), | |
gr.CheckboxGroup(["Bitcoin", "Ethereum", "Litecoin"], label="Cryptocurrency Selection"), | |
gr.Slider(1, 100, label="Noise Level"), | |
gr.Checkbox(label="Show Legend"), | |
gr.Dropdown(["cross", "line", "circle"], label="Style"), | |
], | |
gr.Plot(label="forecast", format="png"), | |
) | |
if __name__ == "__main__": | |
demo.launch(show_error=True) |