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diff --git a/boxes/frame_000098.png b/boxes/frame_000098.png
deleted file mode 100644
index 5eba2cf3e16d0b06e5cfbd295273b442eb405e9b..0000000000000000000000000000000000000000
--- a/boxes/frame_000098.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9905097ae4cad868752aa14fe85db3ff979e249efb7c5a5fec7c42e83d4ce948
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diff --git a/boxes/frame_000099.png b/boxes/frame_000099.png
deleted file mode 100644
index b0d4a7317b16e12cd0406d89f1458cdc7e1d1f19..0000000000000000000000000000000000000000
--- a/boxes/frame_000099.png
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-version https://git-lfs.github.com/spec/v1
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diff --git a/cars-video-object-tracking.py b/cars-video-object-tracking.py
new file mode 100644
index 0000000000000000000000000000000000000000..36115b258969bccdfd5e73d9f5f5840c5bb61bf3
--- /dev/null
+++ b/cars-video-object-tracking.py
@@ -0,0 +1,80 @@
+import datasets
+import pandas as pd
+
+_CITATION = """\
+@InProceedings{huggingface:dataset,
+title = {cars-video-object-tracking},
+author = {TrainingDataPro},
+year = {2023}
+}
+"""
+
+_DESCRIPTION = """\
+The dataset comprises of annotated video frames from positioned in a public
+space camera. The tracking of each individual in the camera's view
+has been achieved using the rectangle tool in the Computer Vision Annotation Tool (CVAT).
+"""
+_NAME = 'cars-video-object-tracking'
+
+_HOMEPAGE = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}"
+
+_LICENSE = ""
+
+_DATA = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}/resolve/main/data/"
+
+
+class CarsVideoObjectTracking(datasets.GeneratorBasedBuilder):
+    """Small sample of image-text pairs"""
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features({
+                'image_id': datasets.Value('int32'),
+                'image': datasets.Image(),
+                'mask': datasets.Image(),
+                'annotations': datasets.Value('string')
+            }),
+            supervised_keys=None,
+            homepage=_HOMEPAGE,
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        images = dl_manager.download(f"{_DATA}images.tar.gz")
+        masks = dl_manager.download(f"{_DATA}boxes.tar.gz")
+        annotations = dl_manager.download(f"{_DATA}{_NAME}.csv")
+        images = dl_manager.iter_archive(images)
+        masks = dl_manager.iter_archive(masks)
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TRAIN,
+                                    gen_kwargs={
+                                        "images": images,
+                                        'masks': masks,
+                                        'annotations': annotations
+                                    }),
+        ]
+
+    def _generate_examples(self, images, masks, annotations):
+        annotations_df = pd.read_csv(annotations)
+
+        for idx, ((image_path, image),
+                  (mask_path, mask)) in enumerate(zip(images, masks)):
+            yield idx, {
+                'image_id':
+                    annotations_df.loc[
+                        annotations_df['image_name'] == image_path.lower()]
+                    ['image_id'].values[0],
+                "image": {
+                    "path": image_path,
+                    "bytes": image.read()
+                },
+                "mask": {
+                    "path": mask_path,
+                    "bytes": mask.read()
+                },
+                'annotations':
+                    annotations_df.loc[
+                        annotations_df['image_name'] == image_path.lower()]
+                    ['annotations'].values[0]
+            }
diff --git a/data/boxes.tar.gz b/data/boxes.tar.gz
new file mode 100644
index 0000000000000000000000000000000000000000..3e8807182332da67cfaf11b688091ff57b0826cb
--- /dev/null
+++ b/data/boxes.tar.gz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:74f0aa3f97ae8e10a967b10ccacee9fe64d9f3232047cdd845e563160fd10ea8
+size 255073056
diff --git a/data/cars-video-object-tracking.csv b/data/cars-video-object-tracking.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fc6cca5d92e137d201a17c17728f27fc05dc466d
--- /dev/null
+++ b/data/cars-video-object-tracking.csv
@@ -0,0 +1,101 @@
+image_id,image_name,annotations
+0,frame_000000.png,"[{'type': 'box', 'label': 'car', 'points': [(339.68, 412.73), (476.81, 543.03)]}, {'type': 'box', 'label': 'car', 'points': [(601.54, 219.34), (679.17, 306.86)]}, {'type': 'box', 'label': 'car', 'points': [(531.85, 111.01), (589.22, 167.51)]}, {'type': 'box', 'label': 'car', 'points': [(429.23, 117.64), (486.89, 179.73)]}, {'type': 'box', 'label': 'car', 'points': [(550.04, 35.73), (587.4, 69.53)]}, {'type': 'box', 'label': 'car', 'points': [(599.44, 6.53), (630.74, 35.23)]}, {'type': 'box', 'label': 'car', 'points': [(842.56, 291.47), (937.37, 404.94)]}, {'type': 'box', 'label': 'car', 'points': [(884.32, 431.94), (1014.46, 602.64)]}]"
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+3,frame_000003.png,"[{'type': 'box', 'label': 'car', 'points': [(306.92, 444.13), (458.79, 586.81)]}, {'type': 'box', 'label': 'car', 'points': [(596.4, 233.97), (677.37, 326.49)]}, {'type': 'box', 'label': 'car', 'points': [(529.89, 120.75), (588.97, 179.99)]}, {'type': 'box', 'label': 'car', 'points': [(429.7, 117.98), (486.93, 180.07)]}, {'type': 'box', 'label': 'car', 'points': [(549.49, 40.47), (588.51, 75.25)]}, {'type': 'box', 'label': 'car', 'points': [(600.34, 9.32), (632.26, 38.52)]}, {'type': 'box', 'label': 'car', 'points': [(845.09, 295.7), (939.75, 411.11)]}, {'type': 'box', 'label': 'car', 'points': [(885.49, 437.28), (1016.27, 609.68)]}]"
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+7,frame_000007.png,"[{'type': 'box', 'label': 'car', 'points': [(259.25, 489.42), (430.76, 652.6)]}, {'type': 'box', 'label': 'car', 'points': [(589.54, 253.47), (674.96, 352.67)]}, {'type': 'box', 'label': 'car', 'points': [(527.27, 133.74), (588.63, 196.62)]}, {'type': 'box', 'label': 'car', 'points': [(430.33, 118.44), (486.99, 180.53)]}, {'type': 'box', 'label': 'car', 'points': [(548.75, 46.79), (589.99, 82.88)]}, {'type': 'box', 'label': 'car', 'points': [(601.54, 13.04), (634.28, 42.91)]}, {'type': 'box', 'label': 'car', 'points': [(848.45, 301.33), (942.92, 419.33)]}, {'type': 'box', 'label': 'car', 'points': [(887.06, 444.4), (1018.69, 619.06)]}]"
+8,frame_000008.png,"[{'type': 'box', 'label': 'car', 'points': [(246.33, 501.59), (422.76, 670.9)]}, {'type': 'box', 'label': 'car', 'points': [(587.83, 258.35), (674.36, 359.21)]}, {'type': 'box', 'label': 'car', 'points': [(526.61, 136.99), (588.54, 200.78)]}, {'type': 'box', 'label': 'car', 'points': [(430.49, 118.55), (487.01, 180.64)]}, {'type': 'box', 'label': 'car', 'points': [(548.57, 48.37), (590.36, 84.79)]}, {'type': 'box', 'label': 'car', 'points': [(601.84, 13.97), (634.79, 44.01)]}, {'type': 'box', 'label': 'car', 'points': [(849.29, 302.74), (943.71, 421.39)]}, {'type': 'box', 'label': 'car', 'points': [(887.45, 446.18), (1019.29, 621.41)]}]"
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+31,frame_000031.png,"[{'type': 'box', 'label': 'car', 'points': [(592.95, 0.0), (619.46, 16.19)]}, {'type': 'box', 'label': 'car', 'points': [(485.87, 435.68), (629.8, 609.63)]}, {'type': 'box', 'label': 'car', 'points': [(478.12, 242.44), (568.87, 335.83)]}, {'type': 'box', 'label': 'car', 'points': [(432.38, 121.84), (488.61, 183.93)]}, {'type': 'box', 'label': 'car', 'points': [(545.77, 98.02), (596.27, 144.11)]}, {'type': 'box', 'label': 'car', 'points': [(608.74, 41.5), (645.87, 76.61)]}, {'type': 'box', 'label': 'car', 'points': [(858.79, 339.19), (958.2, 472.59)]}, {'type': 'box', 'label': 'car', 'points': [(892.42, 491.42), (1035.04, 690.29)]}]"
+32,frame_000032.png,"[{'type': 'box', 'label': 'car', 'points': [(593.07, 0.0), (619.82, 17.28)]}, {'type': 'box', 'label': 'car', 'points': [(477.53, 446.62), (625.61, 627.17)]}, {'type': 'box', 'label': 'car', 'points': [(473.14, 249.1), (566.02, 344.66)]}, {'type': 'box', 'label': 'car', 'points': [(432.48, 122.08), (488.71, 184.17)]}, {'type': 'box', 'label': 'car', 'points': [(545.36, 100.77), (596.44, 147.62)]}, {'type': 'box', 'label': 'car', 'points': [(609.07, 43.02), (646.34, 78.42)]}, {'type': 'box', 'label': 'car', 'points': [(859.04, 340.53), (958.6, 474.18)]}, {'type': 'box', 'label': 'car', 'points': [(892.46, 493.64), (1035.68, 693.58)]}]"
+33,frame_000033.png,"[{'type': 'box', 'label': 'car', 'points': [(593.19, 0.0), (620.18, 18.37)]}, {'type': 'box', 'label': 'car', 'points': [(1727.51, 412.82), (1868.52, 546.53)]}, {'type': 'box', 'label': 'car', 'points': [(469.2, 457.56), (621.41, 644.7)]}, {'type': 'box', 'label': 'car', 'points': [(468.16, 255.75), (563.18, 353.49)]}, {'type': 'box', 'label': 'car', 'points': [(432.58, 122.32), (488.81, 184.41)]}, {'type': 'box', 'label': 'car', 'points': [(544.94, 103.52), (596.61, 151.13)]}, {'type': 'box', 'label': 'car', 'points': [(609.4, 44.53), (646.81, 80.23)]}, {'type': 'box', 'label': 'car', 'points': [(859.29, 341.87), (959.0, 475.77)]}, {'type': 'box', 'label': 'car', 'points': [(892.5, 495.86), (1036.32, 696.87)]}]"
+34,frame_000034.png,"[{'type': 'box', 'label': 'car', 'points': [(593.31, 0.0), (620.54, 19.46)]}, {'type': 'box', 'label': 'car', 'points': [(1716.78, 415.72), (1865.6, 554.12)]}, {'type': 'box', 'label': 'car', 'points': [(458.6, 470.06), (616.87, 664.12)]}, {'type': 'box', 'label': 'car', 'points': [(463.18, 262.41), (560.33, 362.32)]}, {'type': 'box', 'label': 'car', 'points': [(432.68, 122.57), (488.91, 184.66)]}, {'type': 'box', 'label': 'car', 'points': [(544.53, 106.26), (596.78, 154.64)]}, {'type': 'box', 'label': 'car', 'points': [(609.74, 46.04), (647.28, 82.04)]}, {'type': 'box', 'label': 'car', 'points': [(859.53, 343.22), (959.4, 477.36)]}, {'type': 'box', 'label': 'car', 'points': [(892.53, 498.09), (1036.96, 700.16)]}]"
+35,frame_000035.png,"[{'type': 'box', 'label': 'car', 'points': [(593.43, 0.0), (620.9, 20.55)]}, {'type': 'box', 'label': 'car', 'points': [(1706.06, 418.63), (1862.68, 561.72)]}, {'type': 'box', 'label': 'car', 'points': [(448.0, 482.56), (612.33, 683.54)]}, {'type': 'box', 'label': 'car', 'points': [(458.2, 269.07), (557.48, 371.15)]}, {'type': 'box', 'label': 'car', 'points': [(432.78, 122.81), (489.01, 184.9)]}, {'type': 'box', 'label': 'car', 'points': [(544.11, 109.01), (596.95, 158.15)]}, {'type': 'box', 'label': 'car', 'points': [(610.07, 47.56), (647.75, 83.85)]}, {'type': 'box', 'label': 'car', 'points': [(859.78, 344.56), (959.8, 478.95)]}, {'type': 'box', 'label': 'car', 'points': [(892.57, 500.31), (1037.6, 703.45)]}]"
+36,frame_000036.png,"[{'type': 'box', 'label': 'car', 'points': [(593.55, 0.0), (621.26, 21.64)]}, {'type': 'box', 'label': 'car', 'points': [(1695.34, 421.53), (1859.76, 569.31)]}, {'type': 'box', 'label': 'car', 'points': [(437.39, 495.05), (607.78, 702.95)]}, {'type': 'box', 'label': 'car', 'points': [(453.22, 275.72), (554.63, 379.98)]}, {'type': 'box', 'label': 'car', 'points': [(432.88, 123.05), (489.11, 185.14)]}, {'type': 'box', 'label': 'car', 'points': [(543.7, 111.76), (597.12, 161.66)]}, {'type': 'box', 'label': 'car', 'points': [(610.41, 49.07), (648.22, 85.66)]}, {'type': 'box', 'label': 'car', 'points': [(860.03, 345.91), (960.2, 480.54)]}, {'type': 'box', 'label': 'car', 'points': [(892.6, 502.53), (1038.24, 706.74)]}]"
+37,frame_000037.png,"[{'type': 'box', 'label': 'car', 'points': [(593.67, 0.0), (621.62, 22.73)]}, {'type': 'box', 'label': 'car', 'points': [(1684.62, 424.44), (1856.84, 576.91)]}, {'type': 'box', 'label': 'car', 'points': [(426.79, 507.55), (603.24, 722.37)]}, {'type': 'box', 'label': 'car', 'points': [(448.24, 282.38), (551.78, 388.81)]}, {'type': 'box', 'label': 'car', 'points': [(432.98, 123.3), (489.21, 185.39)]}, {'type': 'box', 'label': 'car', 'points': [(543.28, 114.51), (597.29, 165.17)]}, {'type': 'box', 'label': 'car', 'points': [(610.74, 50.59), (648.69, 87.47)]}, {'type': 'box', 'label': 'car', 'points': [(860.28, 347.25), (960.6, 482.13)]}, {'type': 'box', 'label': 'car', 'points': [(892.64, 504.75), (1038.88, 710.03)]}]"
+38,frame_000038.png,"[{'type': 'box', 'label': 'car', 'points': [(593.79, 0.0), (621.98, 23.82)]}, {'type': 'box', 'label': 'car', 'points': [(1673.9, 427.34), (1853.92, 584.5)]}, {'type': 'box', 'label': 'car', 'points': [(415.33, 522.35), (597.01, 743.95)]}, {'type': 'box', 'label': 'car', 'points': [(443.26, 289.04), (548.94, 397.64)]}, {'type': 'box', 'label': 'car', 'points': [(433.08, 123.54), (489.31, 185.63)]}, {'type': 'box', 'label': 'car', 'points': [(542.87, 117.25), (597.46, 168.68)]}, {'type': 'box', 'label': 'car', 'points': [(611.07, 52.1), (649.16, 89.28)]}, {'type': 'box', 'label': 'car', 'points': [(860.53, 348.59), (961.0, 483.72)]}, {'type': 'box', 'label': 'car', 'points': [(892.67, 506.97), (1039.52, 713.32)]}]"
+39,frame_000039.png,"[{'type': 'box', 'label': 'car', 'points': [(593.91, 0.0), (622.34, 24.91)]}, {'type': 'box', 'label': 'car', 'points': [(1662.95, 433.98), (1848.3, 592.5)]}, {'type': 'box', 'label': 'car', 'points': [(403.86, 537.14), (590.78, 765.52)]}, {'type': 'box', 'label': 'car', 'points': [(438.28, 295.69), (546.09, 406.47)]}, {'type': 'box', 'label': 'car', 'points': [(433.18, 123.78), (489.41, 185.87)]}, {'type': 'box', 'label': 'car', 'points': [(542.45, 120.0), (597.63, 172.19)]}, {'type': 'box', 'label': 'car', 'points': [(611.41, 53.61), (649.63, 91.09)]}, {'type': 'box', 'label': 'car', 'points': [(860.78, 349.94), (961.4, 485.31)]}, {'type': 'box', 'label': 'car', 'points': [(892.71, 509.19), (1040.16, 716.61)]}]"
+40,frame_000040.png,"[{'type': 'box', 'label': 'car', 'points': [(594.03, 0.0), (622.7, 26.0)]}, {'type': 'box', 'label': 'car', 'points': [(1652.0, 440.62), (1842.69, 600.5)]}, {'type': 'box', 'label': 'car', 'points': [(392.4, 551.94), (584.55, 787.1)]}, {'type': 'box', 'label': 'car', 'points': [(433.3, 302.35), (543.24, 415.3)]}, {'type': 'box', 'label': 'car', 'points': [(433.28, 124.03), (489.51, 186.12)]}, {'type': 'box', 'label': 'car', 'points': [(542.04, 122.75), (597.8, 175.7)]}, {'type': 'box', 'label': 'car', 'points': [(611.74, 55.13), (650.1, 92.9)]}, {'type': 'box', 'label': 'car', 'points': [(861.03, 351.28), (961.8, 486.9)]}, {'type': 'box', 'label': 'car', 'points': [(892.75, 511.41), (1040.8, 719.9)]}]"
+41,frame_000041.png,"[{'type': 'box', 'label': 'car', 'points': [(594.29, 1.05), (623.12, 27.29)]}, {'type': 'box', 'label': 'car', 'points': [(1641.25, 447.25), (1834.01, 610.21)]}, {'type': 'box', 'label': 'car', 'points': [(376.82, 569.39), (577.02, 816.38)]}, {'type': 'box', 'label': 'car', 'points': [(425.46, 310.05), (539.43, 427.23)]}, {'type': 'box', 'label': 'car', 'points': [(433.29, 124.23), (489.53, 186.32)]}, {'type': 'box', 'label': 'car', 'points': [(541.44, 126.37), (597.67, 179.93)]}, {'type': 'box', 'label': 'car', 'points': [(611.85, 56.83), (650.72, 94.93)]}, {'type': 'box', 'label': 'car', 'points': [(861.13, 352.59), (962.26, 488.64)]}, {'type': 'box', 'label': 'car', 'points': [(893.03, 513.6), (1041.52, 722.84)]}]"
+42,frame_000042.png,"[{'type': 'box', 'label': 'car', 'points': [(594.55, 2.1), (623.54, 28.58)]}, {'type': 'box', 'label': 'car', 'points': [(1630.5, 453.88), (1825.34, 619.92)]}, {'type': 'box', 'label': 'car', 'points': [(361.25, 586.83), (569.48, 845.65)]}, {'type': 'box', 'label': 'car', 'points': [(417.62, 317.75), (535.63, 439.15)]}, {'type': 'box', 'label': 'car', 'points': [(433.31, 124.43), (489.54, 186.52)]}, {'type': 'box', 'label': 'car', 'points': [(540.83, 130.0), (597.54, 184.16)]}, {'type': 'box', 'label': 'car', 'points': [(611.96, 58.53), (651.34, 96.96)]}, {'type': 'box', 'label': 'car', 'points': [(861.24, 353.89), (962.72, 490.38)]}, {'type': 'box', 'label': 'car', 'points': [(893.32, 515.79), (1042.24, 725.78)]}]"
+43,frame_000043.png,"[{'type': 'box', 'label': 'car', 'points': [(594.81, 3.15), (623.96, 29.87)]}, {'type': 'box', 'label': 'car', 'points': [(1619.75, 460.51), (1816.67, 629.63)]}, {'type': 'box', 'label': 'car', 'points': [(345.67, 604.28), (561.94, 874.93)]}, {'type': 'box', 'label': 'car', 'points': [(409.78, 325.45), (531.82, 451.08)]}, {'type': 'box', 'label': 'car', 'points': [(433.32, 124.63), (489.56, 186.72)]}, {'type': 'box', 'label': 'car', 'points': [(540.23, 133.63), (597.41, 188.39)]}, {'type': 'box', 'label': 'car', 'points': [(612.07, 60.23), (651.96, 98.99)]}, {'type': 'box', 'label': 'car', 'points': [(861.34, 355.2), (963.18, 492.12)]}, {'type': 'box', 'label': 'car', 'points': [(893.61, 517.97), (1042.96, 728.72)]}]"
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