| ... | ... | @@ -153,7 +153,7 @@ For each of the numerical features (Open, High, Low, Close, Adj Close, Volume), |
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Purpose:
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Random Noise: The random noise is added by generating values from a normal distribution centered around the mean of the feature, with a standard deviation scaled to 5% of the original data's standard deviation. This introduces slight variations to simulate natural fluctuations.
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Ensuring Realism: This noise ensures the generated data has a similar range and distribution as the original data, making it realistic and useful for model training.
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####Step 4: Generate Synthetic Volume Data with Spikes
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#### Step 4: Generate Synthetic Volume Data with Spikes
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Volume data is particularly important in financial markets as it reflects the trading activity. Synthetic volume data is generated with added variability to simulate real-world market behavior.
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