diff --git a/.gitignore b/.gitignore
deleted file mode 100644
index 154f1995877af55b1882244781246006b475b8b0..0000000000000000000000000000000000000000
--- a/.gitignore
+++ /dev/null
@@ -1,9 +0,0 @@
-
-.git/
-.idea/
-
-hub_datasets/
-
-**/__pycache__/
-
-222dataset_infos.json
diff --git a/README.md b/README.md
index 42ab410c9584729ab9383a6c1816ffbd89571dd1..dd59936a9e7922bd6ab0dbedbb427ce6a7920666 100644
--- a/README.md
+++ b/README.md
@@ -1,11 +1,55 @@
 ---
 license: apache-2.0
+size_categories:
+- 100M<n<1B
 task_categories:
 - object-detection
 tags:
 - object detection
-size_categories:
-- 100M<n<1B
+dataset_info:
+  features:
+  - name: image_id
+    dtype: int64
+  - name: image
+    dtype: image
+  - name: width
+    dtype: int32
+  - name: height
+    dtype: int32
+  - name: objects
+    sequence:
+    - name: id
+      dtype: int64
+    - name: area
+      dtype: int64
+    - name: bbox
+      sequence: float32
+      length: 4
+    - name: category
+      dtype:
+        class_label:
+          names:
+            '0': Coverall
+            '1': Face_Shield
+            '2': Gloves
+            '3': Goggles
+            '4': Mask
+  splits:
+  - name: train
+    num_bytes: 240463364.0
+    num_examples: 1000
+  - name: test
+    num_bytes: 4172164.0
+    num_examples: 29
+  download_size: 241152991
+  dataset_size: 244635528.0
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-*
+  - split: test
+    path: data/test-*
 ---
 ## cppe-5
 
diff --git a/cppe-5.py b/cppe-5.py
deleted file mode 100644
index aa7091e6d592eb05e54de90aa0284f6c4c7e07a0..0000000000000000000000000000000000000000
--- a/cppe-5.py
+++ /dev/null
@@ -1,135 +0,0 @@
-# coding=utf-8
-# Copyright 2021 The HuggingFace Datasets Authors and the current dataset script contributor.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-"""CPPE-5 dataset."""
-
-
-import collections
-import json
-import os
-
-import datasets
-
-
-_CITATION = """\
-@misc{dagli2021cppe5,
-      title={CPPE-5: Medical Personal Protective Equipment Dataset},
-      author={Rishit Dagli and Ali Mustufa Shaikh},
-      year={2021},
-      eprint={2112.09569},
-      archivePrefix={arXiv},
-      primaryClass={cs.CV}
-}
-"""
-
-_DESCRIPTION = """\
-CPPE - 5 (Medical Personal Protective Equipment) is a new challenging dataset with the goal
-to allow the study of subordinate categorization of medical personal protective equipments,
-which is not possible with other popular data sets that focus on broad level categories.
-"""
-
-_HOMEPAGE = "https://sites.google.com/view/cppe5"
-
-_LICENSE = "Unknown"
-
-# _URL = "https://drive.google.com/uc?id=1MGnaAfbckUmigGUvihz7uiHGC6rBIbvr"
-_URL = "data/dataset.tar.gz"
-
-_CATEGORIES = ["Coverall", "Face_Shield", "Gloves", "Goggles", "Mask"]
-
-
-class CPPE5(datasets.GeneratorBasedBuilder):
-    """CPPE - 5 dataset."""
-
-    VERSION = datasets.Version("1.0.0")
-
-    def _info(self):
-        features = datasets.Features(
-            {
-                "image_id": datasets.Value("int64"),
-                "image": datasets.Image(),
-                "width": datasets.Value("int32"),
-                "height": datasets.Value("int32"),
-                "objects": datasets.Sequence(
-                    {
-                        "id": datasets.Value("int64"),
-                        "area": datasets.Value("int64"),
-                        "bbox": datasets.Sequence(datasets.Value("float32"), length=4),
-                        "category": datasets.ClassLabel(names=_CATEGORIES),
-                    }
-                ),
-            }
-        )
-        return datasets.DatasetInfo(
-            description=_DESCRIPTION,
-            features=features,
-            homepage=_HOMEPAGE,
-            license=_LICENSE,
-            citation=_CITATION,
-        )
-
-    def _split_generators(self, dl_manager):
-        archive = dl_manager.download(_URL)
-        return [
-            datasets.SplitGenerator(
-                name=datasets.Split.TRAIN,
-                gen_kwargs={
-                    "annotation_file_path": "annotations/train.json",
-                    "files": dl_manager.iter_archive(archive),
-                },
-            ),
-            datasets.SplitGenerator(
-                name=datasets.Split.TEST,
-                gen_kwargs={
-                    "annotation_file_path": "annotations/test.json",
-                    "files": dl_manager.iter_archive(archive),
-                },
-            ),
-        ]
-
-    def _generate_examples(self, annotation_file_path, files):
-        def process_annot(annot, category_id_to_category):
-            return {
-                "id": annot["id"],
-                "area": annot["area"],
-                "bbox": annot["bbox"],
-                "category": category_id_to_category[annot["category_id"]],
-            }
-
-        image_id_to_image = {}
-        idx = 0
-        # This loop relies on the ordering of the files in the archive:
-        # Annotation files come first, then the images.
-        for path, f in files:
-            file_name = os.path.basename(path)
-            if path == annotation_file_path:
-                annotations = json.load(f)
-                category_id_to_category = {category["id"]: category["name"] for category in annotations["categories"]}
-                image_id_to_annotations = collections.defaultdict(list)
-                for annot in annotations["annotations"]:
-                    image_id_to_annotations[annot["image_id"]].append(annot)
-                image_id_to_image = {annot["file_name"]: annot for annot in annotations["images"]}
-            elif file_name in image_id_to_image:
-                image = image_id_to_image[file_name]
-                objects = [
-                    process_annot(annot, category_id_to_category) for annot in image_id_to_annotations[image["id"]]
-                ]
-                yield idx, {
-                    "image_id": image["id"],
-                    "image": {"path": path, "bytes": f.read()},
-                    "width": image["width"],
-                    "height": image["height"],
-                    "objects": objects,
-                }
-                idx += 1
diff --git a/cppe_5_backup.py b/cppe_5_backup.py
deleted file mode 100644
index d3af6b9492d5668e07021aa9cd6ecbde5fd0f4e8..0000000000000000000000000000000000000000
--- a/cppe_5_backup.py
+++ /dev/null
@@ -1,118 +0,0 @@
-#!/usr/bin/python3
-# -*- coding: utf-8 -*-
-from glob import glob
-import json
-import os
-from pathlib import Path
-
-import datasets
-from PIL import Image
-
-# _URL = "https://drive.google.com/uc?id=1MGnaAfbckUmigGUvihz7uiHGC6rBIbvr"
-
-_HOMEPAGE = "https://sites.google.com/view/cppe5"
-
-_LICENSE = "Unknown"
-
-_CATEGORIES = ["Coverall", "Face_Shield", "Gloves", "Goggles", "Mask"]
-
-_CITATION = """\
-@misc{dagli2021cppe5,
-      title={CPPE-5: Medical Personal Protective Equipment Dataset},
-      author={Rishit Dagli and Ali Mustufa Shaikh},
-      year={2021},
-      eprint={2112.09569},
-      archivePrefix={arXiv},
-      primaryClass={cs.CV}
-}
-"""
-
-_DESCRIPTION = """\
-CPPE - 5 (Medical Personal Protective Equipment) is a new challenging dataset with the goal
-to allow the study of subordinate categorization of medical personal protective equipments,
-which is not possible with other popular data sets that focus on broad level categories.
-"""
-
-
-class CPPE5(datasets.GeneratorBasedBuilder):
-    """CPPE - 5 dataset."""
-
-    VERSION = datasets.Version("1.0.0")
-
-    def _info(self):
-        features = datasets.Features(
-            {
-                "image_id": datasets.Value("int64"),
-                "image": datasets.Image(),
-                "width": datasets.Value("int32"),
-                "height": datasets.Value("int32"),
-                "objects": datasets.Sequence(
-                    feature=datasets.Features({
-                        "id": datasets.Value("int64"),
-                        "area": datasets.Value("int64"),
-                        "bbox": datasets.Sequence(datasets.Value("float32"), length=4),
-                        "category": datasets.ClassLabel(names=_CATEGORIES),
-                    })
-                ),
-            }
-        )
-        return datasets.DatasetInfo(
-            description=_DESCRIPTION,
-            features=features,
-            homepage=_HOMEPAGE,
-            license=_LICENSE,
-            citation=_CITATION,
-        )
-
-    def _split_generators(self, dl_manager):
-        """Returns SplitGenerators."""
-        train_json = dl_manager.download("data/annotations/train.jsonl")
-        test_json = dl_manager.download("data/annotations/test.jsonl")
-
-        return [
-            datasets.SplitGenerator(
-                name=datasets.Split.TRAIN,
-                gen_kwargs={
-                    "archive_path": train_json,
-                    "dl_manager": dl_manager,
-                },
-            ),
-            datasets.SplitGenerator(
-                name=datasets.Split.TEST,
-                gen_kwargs={
-                    "archive_path": test_json,
-                    "dl_manager": dl_manager,
-                },
-            ),
-        ]
-
-    def _generate_examples(self, archive_path, dl_manager):
-        """Yields examples."""
-        archive_path = Path(archive_path)
-
-        idx = 0
-
-        with open(archive_path, "r", encoding="utf-8") as f:
-            for row in f:
-                sample = json.loads(row)
-
-                file_path = sample["image"]
-                file_path = dl_manager.download(file_path)
-
-                with open(file_path, "rb") as image_f:
-                    image_bytes = image_f.read()
-                    # image = Image.open(image_f)
-
-                yield idx, {
-                    "image_id": sample["image_id"],
-                    "image": {"path": file_path, "bytes": image_bytes},
-                    # "image": image,
-                    "width": sample["width"],
-                    "height": sample["height"],
-                    "objects": sample["objects"],
-                }
-                idx += 1
-
-
-if __name__ == '__main__':
-    pass
diff --git a/data/annotations/test.jsonl b/data/annotations/test.jsonl
deleted file mode 100644
index d158080e6c40d2da25ed53e26682a694882d677b..0000000000000000000000000000000000000000
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-oid sha256:2dd85c9919bcd33ab761b7ff40024a8bdc81dc936cb30007de267d712c6fd448
-size 18910
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-#!/usr/bin/python3
-# -*- coding: utf-8 -*-
-from collections import defaultdict
-import json
-import os
-from pathlib import Path
-
-from project_settings import project_path
-
-
-def main():
-
-    for subset in ["train", "test"]:
-        filename = project_path / "data/annotations/{}.json".format(subset)
-        with open(filename.as_posix(), "r", encoding="utf-8") as f:
-            js = json.load(f)
-
-        images = js["images"]
-        type_ = js["type"]
-        annotations = js["annotations"]
-        categories = js["categories"]
-
-        index_to_label = dict()
-        for category in categories:
-            index = category["id"]
-            name = category["name"]
-            index_to_label[index] = name
-
-        # print(images)
-        image_id_to_annotations = defaultdict(list)
-        for annotation in annotations:
-            image_id = annotation["image_id"]
-            image_id_to_annotations[image_id].append(annotation)
-
-        to_filename = project_path / "data/annotations/{}.jsonl".format(subset)
-        with open(to_filename.as_posix(), "w", encoding="utf-8") as f:
-            for image in images:
-                image_id = image["id"]
-                annotations = image_id_to_annotations[image_id]
-
-                image_path = Path("data/images") / image["file_name"]
-
-                row = {
-                    "image_id": image["id"],
-                    "image": image_path.as_posix(),
-                    "width": image["width"],
-                    "height": image["height"],
-                    "objects": [
-                        {
-                            "id": annotation["id"],
-                            "area": annotation["area"],
-                            "bbox": annotation["bbox"],
-                            "category": index_to_label[annotation["category_id"]],
-                        } for annotation in annotations
-                    ]
-                }
-                row = json.dumps(row, ensure_ascii=False)
-                f.write("{}\n".format(row))
-
-    return
-
-
-if __name__ == '__main__':
-    main()
diff --git a/main.py b/main.py
deleted file mode 100644
index fa1df7b2d12740b7a2d13b686abf6986cbce9f72..0000000000000000000000000000000000000000
--- a/main.py
+++ /dev/null
@@ -1,20 +0,0 @@
-#!/usr/bin/python3
-# -*- coding: utf-8 -*-
-from datasets import load_dataset
-
-dataset = load_dataset(
-    # "qgyd2021/cppe-5",
-    "cppe-5.py",
-    name=None,
-    split="train",
-    streaming=True
-)
-
-for sample in dataset:
-    print(sample)
-    # image = sample["image"]
-    # image.show()
-
-
-if __name__ == '__main__':
-    pass
diff --git a/project_settings.py b/project_settings.py
deleted file mode 100644
index c163cd1e87bbe86789c857eeec735be4f21203e8..0000000000000000000000000000000000000000
--- a/project_settings.py
+++ /dev/null
@@ -1,12 +0,0 @@
-#!/usr/bin/python3
-# -*- coding: utf-8 -*-
-import os
-from pathlib import Path
-
-
-project_path = os.path.abspath(os.path.dirname(__file__))
-project_path = Path(project_path)
-
-
-if __name__ == '__main__':
-    pass