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@@ -87,7 +87,7 @@ print(f'Unique cluster values in set 0: {unq_vals}')
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  ```
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  # Example cross-validation loop
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- We will use the the geographic cluster feature to cross-validate performance. First lets format set the format of the dataset to torch format and define some functions for our training loop:
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  ```python
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  import torch.nn as nn
 
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  ```
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  # Example cross-validation loop
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+ We will use the the geographic cluster feature to cross-validate performance. First let's reformat the dataset for torch and define some functions for our training loop:
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  ```python
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  import torch.nn as nn