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dataset.py

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+from datasets import Dataset, Image
+
+import pandas as pd
+
+import os
+
+def load_dataset():
+
+    df = pd.read_csv('Comprehensive_Metadata.csv')
+
+    def load_image(example):
+
+        label = 'NORMAL' if example['Label'] == 'Normal' else 'PNEUMONIA'
+
+        image_path = f'Xray-images/{example["Dataset_type"]}/{label}/{example["X_ray_image_name"]}'
+
+        if os.path.exists(image_path):
+
+            example['image'] = Image.open(image_path)
+
+        return example
+
+    dataset = Dataset.from_pandas(df)
+
+    dataset = dataset.map(load_image)
+
+    return dataset