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Create README.md

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+ ## Code snippet to visualise the position of the box
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+
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+ ```python
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+ import matplotlib.image as img
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+ import matplotlib.pyplot as plt
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+ from datasets import load_dataset
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+ from matplotlib.patches import Rectangle
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+
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+ # Load dataset
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+ ds_name = "HuggingFaceM4/FGVC-Aircraft"
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+ ds = load_dataset(ds_name, use_auth_token=True)
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+
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+ # Extract information for the sample we want to show
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+ index = 300
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+ sample = ds["train"][index]
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+ box_coord = sample["bbox"]
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+ xmin = box_coord["xmin"]
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+ ymin = box_coord["ymin"]
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+ xmax = box_coord["xmax"]
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+ ymax = box_coord["ymax"]
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+ img_path = sample["image"].filename
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+
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+ # Create plot
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+ # define Matplotlib figure and axis
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+ fig, ax = plt.subplots()
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+
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+ # plot figure
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+ image = img.imread(img_path)
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+ ax.imshow(image)
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+
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+ # add rectangle to plot
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+ ax.add_patch(
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+ Rectangle((xmin, ymin), xmax-xmin, ymax - ymin, fill=None)
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+ )
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+
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+ # display plot
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+ plt.show()
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+ ```