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diff --git a/printed_photos_attacks.py b/printed_photos_attacks.py
new file mode 100644
index 0000000000000000000000000000000000000000..4660ad057f35006923bf1b4b3243d500adc85b25
--- /dev/null
+++ b/printed_photos_attacks.py
@@ -0,0 +1,75 @@
+import datasets
+import pandas as pd
+
+_CITATION = """\
+@InProceedings{huggingface:dataset,
+title = {anti-spoofing_replay},
+author = {TrainingDataPro},
+year = {2023}
+}
+"""
+
+_DESCRIPTION = """\
+The dataset consists of 40,000 videos and selfies with unique people. 15,000
+attack replays from 4,000 unique devices. 10,000 attacks with A4 printouts and
+10,000 attacks with cut-out printouts.
+"""
+_NAME = 'anti-spoofing_replay'
+
+_HOMEPAGE = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}"
+
+_LICENSE = "cc-by-nc-nd-4.0"
+
+_DATA = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}/resolve/main/data/"
+
+
+class AntiSpoofingReplay(datasets.GeneratorBasedBuilder):
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features({
+                'live_video_id': datasets.Value('string'),
+                'phone': datasets.Value('string'),
+                'video_file': datasets.Value('string'),
+                'phone_video_playback': datasets.Value('string'),
+                'worker_id': datasets.Value('string')
+            }),
+            supervised_keys=None,
+            homepage=_HOMEPAGE,
+            citation=_CITATION,
+            license=_LICENSE)
+
+    def _split_generators(self, dl_manager):
+        videos = dl_manager.download(f"{_DATA}videos.tar.gz")
+        annotations = dl_manager.download(f"{_DATA}{_NAME}.csv")
+        videos = dl_manager.iter_archive(videos)
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TRAIN,
+                                    gen_kwargs={
+                                        "videos": videos,
+                                        'annotations': annotations
+                                    }),
+        ]
+
+    def _generate_examples(self, videos, annotations):
+        annotations_df = pd.read_csv(annotations, sep=';')
+        for idx, (video_path, video) in enumerate(videos):
+            file_name = '/'.join(video_path.split('/')[-2:])
+
+            yield idx, {
+                'live_video_id':
+                    annotations_df.loc[annotations_df['link'] == file_name]
+                    ['live_video_id'].values[0],
+                'phone':
+                    annotations_df.loc[annotations_df['link'] == file_name]
+                    ['phone'].values[0],
+                'video_file':
+                    video_path,
+                'phone_video_playback':
+                    annotations_df.loc[annotations_df['link'] == file_name]
+                    ['phone_video_playback'].values[0],
+                'worker_id':
+                    annotations_df.loc[annotations_df['link'] == file_name]
+                    ['worker_id'].values[0]
+            }