# Working with the Metadata The metadata files are in parquet format, and contain the following attributes: - `id`: A unique identifier for the image. - `url`: The URL of the image. - `s3_key`: The S3 file key of the image. - `caption`: A caption for the image. - `md5_hash`: The MD5 hash of the image file. - `mime_type`: The MIME type of the image file. - `width`: The width of the image in pixels. - `height`: The height of the image in pixels. - `license_type`: The URL of the license. #### Open a metadata file The files are in parquet format, and can be opened with a tool like `pandas` in Python. ```python import pandas as pd df = pd.read_parquet('pd15m-metadata.001.parquet') ``` #### Get URLs from metadata Once you have opened a maetadata file with pandas, you can get the URLs of the images with the following command: ```python urls = df['url'] ``` #### Get S3 File Keys from metadata You can also get the S3 file keys, which can be used to download the images using the S3 CLI: ```python s3_keys = df['s3_key'] ```