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Update app.py
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app.py
CHANGED
@@ -2,33 +2,49 @@ import matplotlib.pyplot as plt
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import numpy as np
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import gradio as gr
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def plot_forecast(final_year, cryptocurrencies, noise, show_legend, point_style):
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start_year = 2020
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x = np.arange(start_year, final_year + 1)
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year_count = x.shape[0]
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plt_format = ({"cross": "X", "line": "-", "circle": "o--"})[point_style]
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fig = plt.figure()
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ax = fig.add_subplot(111)
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for i, crypto in enumerate(cryptocurrencies):
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series = np.arange(0, year_count, dtype=float)
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series = series**2 * (i + 1)
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series += np.random.rand(year_count) * noise
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ax.plot(x, series, plt_format, label=crypto)
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if show_legend:
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plt.legend()
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return fig
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demo = gr.Interface(
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plot_forecast,
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[
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gr.Radio([2025, 2030, 2035, 2040], label="Project to:"),
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gr.CheckboxGroup(["Bitcoin", "Ethereum", "Litecoin"], label="Cryptocurrency Selection"),
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gr.Slider(1, 100, label="Noise Level"),
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gr.Checkbox(label="Show Legend"),
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gr.Dropdown(["cross", "line", "circle"], label="Style"),
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],
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gr.Plot(label="
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)
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if __name__ == "__main__":
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demo.launch(show_error=True)
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import numpy as np
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import gradio as gr
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def plot_forecast(final_year, cryptocurrencies, noise, show_legend, point_style, line_colors):
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start_year = 2020
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x = np.arange(start_year, final_year + 1)
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year_count = x.shape[0]
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plt_format = ({"cross": "X", "line": "-", "circle": "o--"})[point_style]
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fig = plt.figure()
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ax = fig.add_subplot(111)
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for i, crypto in enumerate(cryptocurrencies):
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series = np.arange(0, year_count, dtype=float)
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series = series**2 * (i + 1)
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series += np.random.rand(year_count) * noise
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ax.plot(x, series, plt_format, label=crypto, color=line_colors[i % len(line_colors)])
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if show_legend:
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plt.legend()
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ax.set_xlabel("Year")
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ax.set_ylabel("Value")
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ax.set_title(f"Cryptocurrency Forecast from {start_year} to {final_year}")
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return fig
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# Create a color palette for the plot
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def generate_color_palette():
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return ["#1f77b4", "#ff7f0e", "#2ca02c", "#d62728", "#9467bd"]
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demo = gr.Interface(
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plot_forecast,
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[
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gr.Radio([2025, 2030, 2035, 2040], label="Project to:", info="Select the forecast year."),
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gr.CheckboxGroup(["Bitcoin", "Ethereum", "Litecoin"], label="Cryptocurrency Selection", info="Choose which cryptocurrencies to forecast."),
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gr.Slider(1, 100, label="Noise Level", info="Adjust the level of random noise added to the data."),
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gr.Checkbox(label="Show Legend", info="Toggle the display of the legend."),
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gr.Dropdown(["cross", "line", "circle"], label="Point Style", info="Choose the marker style for the plot."),
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gr.ColorPicker(label="Line Colors", value="#1f77b4", info="Choose line colors for the plot.", show_alpha=False), # Color picker for lines
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],
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outputs=gr.Plot(label="Forecast Plot", format="png"),
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layout="vertical", # Improved layout for better organization
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title="Cryptocurrency Forecasting Tool", # Added title
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theme="huggingface", # Applying a predefined theme for better look and feel
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)
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if __name__ == "__main__":
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demo.launch(show_error=True)
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