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save the scores in swap

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Mhrooz 2024-08-25 21:39:15 +02:00
parent 0b66220df4
commit aead4df707
1 changed files with 5 additions and 2 deletions
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7
correlation.py
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@ -93,11 +93,14 @@ if __name__ == "__main__":
print(f'Average SWAP score: {np.mean(swap_score)}') print(f'Average SWAP score: {np.mean(swap_score)}')
print(f'Elapsed time: {end_time - start_time:.2f} seconds') print(f'Elapsed time: {end_time - start_time:.2f} seconds')
results.append([np.mean(swap_score), acc]) results.append([np.mean(swap_score), acc, i])
results = pd.DataFrame(results, columns=['swap_score', 'valid_acc', 'index'])
results = pd.DataFrame(results, columns=['swap_score', 'valid_acc'])
print() print()
print(f'Spearman\'s Correlation Coefficient: {stats.spearmanr(results.swap_score, results.valid_acc)[0]}') print(f'Spearman\'s Correlation Coefficient: {stats.spearmanr(results.swap_score, results.valid_acc)[0]}')
results.to_csv('swap_results.csv', float_format='%.4f', index=False)