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@@ -87,9 +87,14 @@ This dataset aims to develop effective solutions for detecting and mitigating th
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  ```python
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  from datasets import load_dataset
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- elsa_data = load_dataset("rs9000/ELSA1M_track1")
 
 
 
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  ```
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  ## Dataset Structure
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  Each parquet file contains nearly 1k images and a JSON file with metadata.
 
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  ```python
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  from datasets import load_dataset
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+ elsa_data = load_dataset("rs9000/ELSA1M_track1", split="train", streaming=True)
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+ for sample in elsa_data:
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+ image = sample.pop("image")
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+ metadata = sample
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  ```
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+ Using <a href="https://huggingface.co/docs/datasets/stream">streaming=True</a> lets you work with the dataset without downloading it.
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+
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  ## Dataset Structure
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  Each parquet file contains nearly 1k images and a JSON file with metadata.