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Upload 2611_252_159 (1).py

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+ # -*- coding: utf-8 -*-
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+ """2611.252.159
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+
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+ Automatically generated by Colab.
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+
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+ Original file is located at
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+ https://colab.research.google.com/drive/1LGQw7JHuJXozxi_BMJx2bxTZfAnM96ff
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+ """
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+
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+ import torch
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+ import matplotlib.pyplot as plt
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+ import numpy as np
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+
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+ # Define parameters for the base wave
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+ time = torch.linspace(0, 10, steps=1000) # Time vector
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+ frequency = 2 # Base frequency of the wave
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+ amplitude = 5 # Base amplitude of the wave
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+ phase_shift = torch.pi / 4 # Phase shift
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+
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+ # Generate the base sine wave
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+ base_wave = amplitude * torch.sin(2 * torch.pi * frequency * time + phase_shift)
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+
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+ # Add some complexity by combining additional sine waves
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+ wave2 = (amplitude / 2) * torch.sin(4 * torch.pi * frequency * time + phase_shift / 2)
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+ wave3 = (amplitude / 3) * torch.sin(6 * torch.pi * frequency * time + phase_shift / 3)
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+
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+ # Combine the waves to create a "wealthy" base pattern
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+ wealthy_wave = base_wave + wave2 + wave3
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+
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+ # Introduce unpredictability by adding random noise
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+ noise = torch.randn_like(time) * 0.5 # Random noise with small amplitude
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+
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+ # Combine the wealthy wave with noise to create unpredictability
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+ unpredictable_wealthy_wave = wealthy_wave + noise
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+
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+ # Convert to numpy for easier plotting
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+ time_np = time.numpy()
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+ unpredictable_wealthy_wave_np = unpredictable_wealthy_wave.numpy()
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+
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+ # Plot the unpredictable wealthy wave pattern
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+ plt.figure(figsize=(10, 5))
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+ plt.plot(time_np, unpredictable_wealthy_wave_np, label='Unpredictable Wealthy Wave Pattern')
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+ plt.title('.159 Wealthy Patterns')
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+ plt.xlabel('Time')
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+ plt.ylabel('Amplitude')
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+ plt.legend()
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+ plt.grid(True)
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+ plt.show()