KoopmanDA / ERA5 /visual.py
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import numpy as np
import matplotlib.pyplot as plt
import os
file_path = "ERA5_data/weight_matrix.npy"
def main():
weight_matrix = np.load(file_path)
print(f"Loaded weight_matrix.npy with shape: {weight_matrix.shape}")
plt.figure(figsize=(8, 6))
im = plt.imshow(weight_matrix.T, cmap='viridis', origin='lower', aspect='auto')
plt.colorbar(im, label='Weight')
plt.title('Weight Matrix Heatmap')
plt.xlabel('X Grid Index (64)')
plt.ylabel('Y Grid Index (32)')
output_path = "weight_matrix_heatmap.png"
plt.tight_layout()
plt.savefig(output_path)
print(f"Heatmap saved to {output_path}")
if __name__ == "__main__":
main()