diff --git "a/data/train/metadata.jsonl" "b/data/train/metadata.jsonl"
--- "a/data/train/metadata.jsonl"
+++ "b/data/train/metadata.jsonl"
@@ -86,116 +86,116 @@
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+{"file_name": "09669b56-0dbb-425b-9a18-b3c5807906c6.jpeg", "class": "cabbage", "id": "09669b56-0dbb-425b-9a18-b3c5807906c6", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": true, "blue": null, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "7024179b-8bf2-4601-817a-07c209de1460.jpg", "class": "cabbage", "id": "7024179b-8bf2-4601-817a-07c209de1460", "sphere": null, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": null, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "94899428-7d68-4302-83fc-b158ab53afff.jpg", "class": "cabbage", "id": "94899428-7d68-4302-83fc-b158ab53afff", "sphere": null, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": null, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": null, "black": false, "purple": false}
 {"file_name": "a237a53a-571c-4fba-a937-36f8c4720ee3.jpg", "class": "cabbage", "id": "a237a53a-571c-4fba-a937-36f8c4720ee3", "sphere": null, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": null, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": null, "black": false, "purple": false}
@@ -458,7 +458,7 @@
 {"file_name": "0ff46716-e53d-4da4-ac19-ebdbb8920ef1.jpg", "class": "spinach", "id": "0ff46716-e53d-4da4-ac19-ebdbb8920ef1", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "5447980b-82ea-48bc-9b0b-623869d6ef82.jpg", "class": "spinach", "id": "5447980b-82ea-48bc-9b0b-623869d6ef82", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "d8e1deeb-d6c2-4756-beec-3dc6c96ef4dd.jpg", "class": "spinach", "id": "d8e1deeb-d6c2-4756-beec-3dc6c96ef4dd", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
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+{"file_name": "c6d92f74-5847-47f7-9025-ceeee669ea02.JPG", "class": "spinach", "id": "c6d92f74-5847-47f7-9025-ceeee669ea02", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": null, "leaf": null, "tail": null, "seed": null, "pulp": null, "soil": null, "tree": null, "ovaloid": null, "blue": null, "brown": null, "white": null, "black": null, "purple": null}
 {"file_name": "990028fb-c8d9-4366-b498-8cd0036166eb.jpg", "class": "spinach", "id": "990028fb-c8d9-4366-b498-8cd0036166eb", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "8087828c-f6f0-4f53-80f2-b85c00c92ff5.jpg", "class": "spinach", "id": "8087828c-f6f0-4f53-80f2-b85c00c92ff5", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "9fcb6048-13f5-4b9e-9a5e-10d24248414f.jpg", "class": "spinach", "id": "9fcb6048-13f5-4b9e-9a5e-10d24248414f", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
@@ -494,7 +494,7 @@
 {"file_name": "86834c1b-7729-471e-ae5d-b7d05a4f68f6.jpg", "class": "spinach", "id": "86834c1b-7729-471e-ae5d-b7d05a4f68f6", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "e4685e3e-a9a5-4705-af0a-44cf39834ffd.jpg", "class": "spinach", "id": "e4685e3e-a9a5-4705-af0a-44cf39834ffd", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "3aab8235-365c-4b79-afc7-a37f77b2aaec.jpg", "class": "spinach", "id": "3aab8235-365c-4b79-afc7-a37f77b2aaec", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
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+{"file_name": "114ac5f7-916c-401a-84dc-4f316e2c5d28.JPG", "class": "spinach", "id": "114ac5f7-916c-401a-84dc-4f316e2c5d28", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": null, "leaf": null, "tail": null, "seed": null, "pulp": null, "soil": null, "tree": null, "ovaloid": null, "blue": null, "brown": null, "white": null, "black": null, "purple": null}
 {"file_name": "9792b316-4917-425e-a630-bc151a194aff.jpg", "class": "spinach", "id": "9792b316-4917-425e-a630-bc151a194aff", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "e4ce1e74-b953-468c-ac21-5eb5f484102e.jpg", "class": "spinach", "id": "e4ce1e74-b953-468c-ac21-5eb5f484102e", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "f77d9b46-31d3-442e-aa1a-bd0207672611.png", "class": "spinach", "id": "f77d9b46-31d3-442e-aa1a-bd0207672611", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
@@ -532,7 +532,7 @@
 {"file_name": "a31317e0-442e-4569-9c57-ada201020d1c.jpg", "class": "jalepeno", "id": "a31317e0-442e-4569-9c57-ada201020d1c", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "f191bf89-6a5d-4a15-8ecc-0098431d8ac7.jpg", "class": "jalepeno", "id": "f191bf89-6a5d-4a15-8ecc-0098431d8ac7", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "83b30f60-5baa-4eb2-8bc6-717700d78faa.jpg", "class": "jalepeno", "id": "83b30f60-5baa-4eb2-8bc6-717700d78faa", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
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+{"file_name": "1e277694-8823-42d5-bd73-bd70c948fa6a.jpg", "class": "jalepeno", "id": "1e277694-8823-42d5-bd73-bd70c948fa6a", "sphere": false, "cube": false, "cylinder": true, "red": true, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "d02f00ca-8e51-4a0f-a913-3ef0fc62015a.jpg", "class": "jalepeno", "id": "d02f00ca-8e51-4a0f-a913-3ef0fc62015a", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "6e99a7fe-b9bd-47a4-8493-b0af4891c6c8.jpg", "class": "jalepeno", "id": "6e99a7fe-b9bd-47a4-8493-b0af4891c6c8", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "052b2512-41a7-4a66-994f-d2a7a92dff68.jpg", "class": "jalepeno", "id": "052b2512-41a7-4a66-994f-d2a7a92dff68", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
@@ -548,7 +548,7 @@
 {"file_name": "c10cb531-7c8d-4254-bbd5-a8b8d0613d09.jpg", "class": "jalepeno", "id": "c10cb531-7c8d-4254-bbd5-a8b8d0613d09", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "3a22d7dd-f32d-497d-94fe-9ce6d3f2b773.jpg", "class": "jalepeno", "id": "3a22d7dd-f32d-497d-94fe-9ce6d3f2b773", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "ac97a819-9e5d-42fb-8443-4dbb819b11a5.jpg", "class": "jalepeno", "id": "ac97a819-9e5d-42fb-8443-4dbb819b11a5", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
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+{"file_name": "e88176f8-57c5-4332-a71c-9b00ff188f62.jpeg", "class": "jalepeno", "id": "e88176f8-57c5-4332-a71c-9b00ff188f62", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "73309cb6-5d1c-462c-a9f6-0802d901ab58.jpg", "class": "jalepeno", "id": "73309cb6-5d1c-462c-a9f6-0802d901ab58", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "14d5b279-7fcd-483f-aac1-30f7d6c6a16d.jpg", "class": "jalepeno", "id": "14d5b279-7fcd-483f-aac1-30f7d6c6a16d", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "9bc50037-5a8f-49f4-9d9d-e89993f3d2d0.jpg", "class": "jalepeno", "id": "9bc50037-5a8f-49f4-9d9d-e89993f3d2d0", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
@@ -620,7 +620,7 @@
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 {"file_name": "44f8e661-e114-4931-9520-fa02a211f79b.jpg", "class": "soy beans", "id": "44f8e661-e114-4931-9520-fa02a211f79b", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": false, "orange": false, "yellow": false, "stem": false, "leaf": false, "tail": false, "seed": true, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": true, "white": false, "black": false, "purple": false}
 {"file_name": "26b3b1e0-2702-4025-afc0-b7f77f42211e.jpg", "class": "soy beans", "id": "26b3b1e0-2702-4025-afc0-b7f77f42211e", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": false, "orange": false, "yellow": false, "stem": false, "leaf": false, "tail": false, "seed": true, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": true, "white": false, "black": false, "purple": false}
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+{"file_name": "32d7dce7-3d41-4f0a-9609-d52ecd3c6bbb.jpg", "class": "soy beans", "id": "32d7dce7-3d41-4f0a-9609-d52ecd3c6bbb", "sphere": false, "cube": false, "cylinder": false, "red": false, "green": false, "orange": false, "yellow": true, "stem": null, "leaf": null, "tail": null, "seed": null, "pulp": null, "soil": null, "tree": null, "ovaloid": null, "blue": null, "brown": null, "white": null, "black": null, "purple": null}
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@@ -1454,7 +1454,7 @@
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@@ -1484,7 +1484,7 @@
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@@ -1543,7 +1543,7 @@
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@@ -1595,133 +1595,133 @@
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@@ -1812,7 +1812,7 @@
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@@ -1824,7 +1824,7 @@
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@@ -1840,7 +1840,7 @@
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@@ -1868,135 +1868,135 @@
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@@ -2322,7 +2322,7 @@
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@@ -2349,7 +2349,7 @@
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@@ -2358,82 +2358,82 @@
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@@ -2466,7 +2466,7 @@
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 {"file_name": "4ea5004c-8df6-46fe-a1b7-0171c00ca408.JPG", "class": "cucumber", "id": "4ea5004c-8df6-46fe-a1b7-0171c00ca408", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": true, "leaf": true, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
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@@ -2494,11 +2494,11 @@
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 {"file_name": "45edd924-8529-4183-8ae6-c0416970f8cf.jpg", "class": "cucumber", "id": "45edd924-8529-4183-8ae6-c0416970f8cf", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
 {"file_name": "55d67d72-9ebd-4a01-8bcb-932b65d99792.png", "class": "cucumber", "id": "55d67d72-9ebd-4a01-8bcb-932b65d99792", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
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 {"file_name": "ac513d0a-4bd1-424e-a8ee-8bdc74de8217.jpg", "class": "cucumber", "id": "ac513d0a-4bd1-424e-a8ee-8bdc74de8217", "sphere": false, "cube": false, "cylinder": true, "red": false, "green": true, "orange": false, "yellow": false, "stem": false, "leaf": false, "tail": false, "seed": false, "pulp": false, "soil": false, "tree": false, "ovaloid": false, "blue": false, "brown": false, "white": false, "black": false, "purple": false}
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@@ -2511,69 +2511,69 @@
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