Datasets:

gregb
/

product-taxonomy-bench

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
as_of: null
code_version: null
created_at: string
min_samples_per_taxonomy: int64
min_tag_count: int64
note: string
product_count: int64
product_table: string
snapshot_id: string
snapshot_name: string
tag_count: int64
taxonomy_count: int64
product_id_hash: string
tag_features: list<item: struct<in_title: bool, tag_id: string, title_part: int64, title_position: int64>>
  child 0, item: struct<in_title: bool, tag_id: string, title_part: int64, title_position: int64>
      child 0, in_title: bool
      child 1, tag_id: string
      child 2, title_part: int64
      child 3, title_position: int64
taxonomy_id: string
cv_fold: int64
title_part_count: int64
taxonomy_name: string
taxonomy_path: string
to
{'cv_fold': Value('int64'), 'product_id_hash': Value('string'), 'tag_count': Value('int64'), 'tag_features': List({'in_title': Value('bool'), 'tag_id': Value('string'), 'title_part': Value('int64'), 'title_position': Value('int64')}), 'taxonomy_id': Value('string'), 'taxonomy_name': Value('string'), 'taxonomy_path': Value('string'), 'title_part_count': Value('int64')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              as_of: null
              code_version: null
              created_at: string
              min_samples_per_taxonomy: int64
              min_tag_count: int64
              note: string
              product_count: int64
              product_table: string
              snapshot_id: string
              snapshot_name: string
              tag_count: int64
              taxonomy_count: int64
              product_id_hash: string
              tag_features: list<item: struct<in_title: bool, tag_id: string, title_part: int64, title_position: int64>>
                child 0, item: struct<in_title: bool, tag_id: string, title_part: int64, title_position: int64>
                    child 0, in_title: bool
                    child 1, tag_id: string
                    child 2, title_part: int64
                    child 3, title_position: int64
              taxonomy_id: string
              cv_fold: int64
              title_part_count: int64
              taxonomy_name: string
              taxonomy_path: string
              to
              {'cv_fold': Value('int64'), 'product_id_hash': Value('string'), 'tag_count': Value('int64'), 'tag_features': List({'in_title': Value('bool'), 'tag_id': Value('string'), 'title_part': Value('int64'), 'title_position': Value('int64')}), 'taxonomy_id': Value('string'), 'taxonomy_name': Value('string'), 'taxonomy_path': Value('string'), 'title_part_count': Value('int64')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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cv_fold int64	product_id_hash string	tag_count int64	tag_features list	taxonomy_id string	taxonomy_name string	taxonomy_path string	title_part_count int64
0	009e327c8477c11fbcf5f06863a948cc5d6b919d4d0fe6a723acd8d2b4d2a4f4	1	[ { "in_title": true, "tag_id": "tag007307", "title_part": 0, "title_position": 14 } ]	gid://shopify/TaxonomyCategory/fb-2-3-2	Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate	9.2.3.2	2
0	009f9571b1cfc02bdd3d545c00637d0f5252ca00c43089c290c82b9213f52280	25	[ { "in_title": false, "tag_id": "tag002117", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag003368", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag003373", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/bt-3-1	Baby & Toddler > Baby Health > Baby Health & Grooming Kits	4.3.1	1
0	00b67f29f80f7d2c92ebdc1ca240634cad4b069a5197e2b1819e74bd3c3ea41d	1	[ { "in_title": false, "tag_id": "tag004157", "title_part": null, "title_position": null } ]	gid://shopify/TaxonomyCategory/fb-2-3-1	Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy	9.2.3.1	1
3	00cd2ec3b7222396f28a92123ed2d571fde607b1b88b32a70a551644247a351c	2	[ { "in_title": true, "tag_id": "tag009076", "title_part": 0, "title_position": 8 }, { "in_title": true, "tag_id": "tag009212", "title_part": 0, "title_position": 0 } ]	gid://shopify/TaxonomyCategory/bi-3-1-2	Business & Industrial > Automation Control Components > Programmable Logic Controllers > Automation Control Modules	6.3.1.2	1
3	00f9b44e8a6d0595720673c23f204cb7f7feef377fd429a2ea7379c6dfe9d29f	12	[ { "in_title": false, "tag_id": "tag002125", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag002126", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag006439", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/so-1-10-7	Software > Computer Software > Multimedia & Design Software > Music Composition Software	22.1.10.7	1
2	0125d1255cca41c2340df7255b6ba26526fffb94d6f8b57013964454d76e8e65	5	[ { "in_title": false, "tag_id": "tag004038", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag004818", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag004822", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/ha-15-49-2	Hardware > Tools > Pliers > Needle-Nose Pliers	12.15.49.2	1
4	013a2fee95f8026f57807c5aa4d7a7c0ede79e6390284ca5e02df7ba1f6ddf53	4	[ { "in_title": false, "tag_id": "tag001985", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag004071", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag005330", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/fb-2-3-2	Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate	9.2.3.2	1
4	013e1eaadc8a9d7af43e9667253bcbf369a248a42dfa3f4e39f79c0ce38c79d2	1	[ { "in_title": true, "tag_id": "tag009517", "title_part": 0, "title_position": 0 } ]	gid://shopify/TaxonomyCategory/bi-4	Business & Industrial > Construction	6.4	1
1	014f0a74c0c9108ec2c20322d3e0475347ecdaa41fdc93ee808ef8b92974661f	25	[ { "in_title": false, "tag_id": "tag001981", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag002086", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag002123", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/fb-2-13	Food, Beverages & Tobacco > Food Items > Nuts & Seeds	9.2.13	2
2	017ffec2b74e1b6cc7666cad12d07e87367b08931c419b2d55c98cb9d4a5d136	28	[ { "in_title": false, "tag_id": "tag002110", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag003368", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag003745", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/hb-1-8-8	Health & Beauty > Health Care > First Aid > Burn Care	13.1.8.8	2
2	01dd4ed0d110e54282d511c3e5ff4e40a7018b7ffbaefa0305220faa16443815	3	[ { "in_title": false, "tag_id": "tag009113", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag009115", "title_part": null, "title_position": null }, { "in_title": true, "tag_id": "tag009517", "title_part": 0, "title_position": 0 ...	gid://shopify/TaxonomyCategory/hg-12-6	Home & Garden > Lawn & Garden > Watering & Irrigation	14.12.6	1
2	01e7833b8a2021caf21249f558d74e7bfc1f1ab0d3b777963ae025e3b9c5c690	8	[ { "in_title": false, "tag_id": "tag000011", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag003470", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag004181", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/aa-2-14-12	Apparel & Accessories > Clothing Accessories > Hair Accessories > Wigs	1.2.14.12	1
0	027c35eaea90982ad7ce078abdc4375135c4b967b018c6f11b1f16c86f443bc6	4	[ { "in_title": true, "tag_id": "tag000075", "title_part": 0, "title_position": 24 }, { "in_title": true, "tag_id": "tag004152", "title_part": 0, "title_position": 0 }, { "in_title": false, "tag_id": "tag008174", "title_part": null, "title_position": null }, ...	gid://shopify/TaxonomyCategory/tg-4-12	Toys & Games > Puzzles > Wooden & Pegged Puzzles	24.4.12	1
0	02cc11da749008b712f69889c753ea79474dc021d4e8fb62ba03409332fc185e	1	[ { "in_title": true, "tag_id": "tag009517", "title_part": 0, "title_position": 0 } ]	gid://shopify/TaxonomyCategory/bi-15	Business & Industrial > Janitorial Carts & Caddies	6.15	1
2	0318df5c4e18bc58a3f2f387cd8d595e5f56eca0ba9820741a6a5a2919801996	2	[ { "in_title": false, "tag_id": "tag007537", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag009112", "title_part": null, "title_position": null } ]	gid://shopify/TaxonomyCategory/bi-8-7	Business & Industrial > Food Service > Disposable Tableware	6.8.7	1
3	03a2f2c23fbe21baa499050a44e298db8a8f11040cd6fb7aaa37ccd0c3b5c6f7	191	[ { "in_title": false, "tag_id": "tag000026", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag000042", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag000044", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/so-1-12	Software > Computer Software > Office Application Software	22.1.12	1
3	03e7e27c16c458de19a965b6a9c2e80fcf358de28c28d18ebac11398e5658f71	1	[ { "in_title": false, "tag_id": "tag001982", "title_part": null, "title_position": null } ]	gid://shopify/TaxonomyCategory/fb-2-3-2	Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate	9.2.3.2	3
4	03f4e4bf91d3dbccb4b8d6fcbae1a394c9fcd8139ad38d846ebcd0a899a08063	56	[ { "in_title": false, "tag_id": "tag002121", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag002459", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag002570", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/so-1-10-1	Software > Computer Software > Multimedia & Design Software > 3D Modeling Software	22.1.10.1	1
1	040565cb03c8d0fb74a037b664f718687000c67747d308eabeede321c4ce2f88	4	[ { "in_title": false, "tag_id": "tag003469", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag004082", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag004858", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/fb-2-3-2	Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate	9.2.3.2	2
2	041b6640923b440ad5f19075919efab133a83bacef5791f5d898c4ce6b313c2a	8	[ { "in_title": false, "tag_id": "tag003972", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag004034", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag004676", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/hg-3-39-4	Home & Garden > Decor > Home Fragrance Accessories > Incense Holders	14.3.39.4	2
2	049db85e8c9d4f8bc0cd78b8ea5131fe5e17fdbd527e008fbab7e132fa692584	1	[ { "in_title": false, "tag_id": "tag008182", "title_part": null, "title_position": null } ]	gid://shopify/TaxonomyCategory/hg-10-19-4	Home & Garden > Household Supplies > Waste Containment Accessories > Waste Container Lids	14.10.19.4	1
0	04c696c278796efa2c2d590c402fc4e11d6c7975ebd4ff7b8768caf29dcd0cf2	191	[ { "in_title": false, "tag_id": "tag000034", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag000042", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag000044", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/so-1-12	Software > Computer Software > Office Application Software	22.1.12	1
4	04c8e2c183ef5b843b1da12fd307540a4ce35caf52186d7b0d89344f20de076b	16	[ { "in_title": false, "tag_id": "tag002111", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag002114", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag004683", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/fb-2-13	Food, Beverages & Tobacco > Food Items > Nuts & Seeds	9.2.13	1
2	05366b53f7103352dd5db5d7fdaeb0dec512b8ee6ff9a43f97a45b16a83c34d9	1	[ { "in_title": false, "tag_id": "tag003713", "title_part": null, "title_position": null } ]	gid://shopify/TaxonomyCategory/hg-11-2-3-14	Home & Garden > Kitchen & Dining > Cookware & Bakeware > Cookware > Stock Pots	14.11.2.3.14	1
1	05c92520322e3fb0d934bbdea9068b709c094230c86d4cc6c09a7012e5530a05	27	[ { "in_title": false, "tag_id": "tag001980", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag002123", "title_part": null, "title_position": null }, { "in_title": true, "tag_id": "tag004081", "title_part": 1, "title_position": 9 ...	gid://shopify/TaxonomyCategory/fb-2-5-25	Food, Beverages & Tobacco > Food Items > Cooking & Baking Ingredients > Meal	9.2.5.25	2
4	05ee9f5a445f5ac92557b32fa739bd643b7548c7026377385a2a712c4e662591	4	[ { "in_title": false, "tag_id": "tag003716", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag005243", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag006479", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/fb-2-3-2	Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate	9.2.3.2	1
3	06013c7e21653c321460e68aed812f97d4948ce533b5d6f339db1a1f0303212f	2	[ { "in_title": false, "tag_id": "tag004668", "title_part": null, "title_position": null }, { "in_title": true, "tag_id": "tag009235", "title_part": 0, "title_position": 8 } ]	gid://shopify/TaxonomyCategory/fb-1-4	Food, Beverages & Tobacco > Beverages > Cordials, Syrups & Squash	9.1.4	1
0	0664a81f944d61141bcbc880878011fa29a846205de389b9968bc134014fc2b7	111	[ { "in_title": false, "tag_id": "tag000332", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag000333", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag000335", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/so-1-10-3	Software > Computer Software > Multimedia & Design Software > Graphic Design & Illustration Software	22.1.10.3	1
0	06aa038054e6cff1e3023b23ed98d9fab9aa2c16cdfaa69676a5458813e4d85c	10	[ { "in_title": false, "tag_id": "tag003401", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag004847", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag005428", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/hb-3-10-14-2	Health & Beauty > Personal Care > Hair Care > Hair Treatments > Hair Oils	13.3.10.14.2	1
1	071d5a915d019fa54fef2832831373ffa9e15c7604e240f169933df1b1f9c915	16	[ { "in_title": false, "tag_id": "tag002281", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag002379", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag002703", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/so-1-10-1	Software > Computer Software > Multimedia & Design Software > 3D Modeling Software	22.1.10.1	1
4	072a8ad79ff82a0f3c6141d482b744eb2cea86dc8b93edfa7d9340e4e3974724	2	[ { "in_title": false, "tag_id": "tag009117", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag009485", "title_part": null, "title_position": null } ]	gid://shopify/TaxonomyCategory/hg-10-6-17	Home & Garden > Household Supplies > Household Cleaning Supplies > Sponges & Scouring Pads	14.10.6.17	1
2	07480cc089f0b1a82e72d46984c002c92ab494bbc96ffeeb76f0d1d1c5f649b0	2	[ { "in_title": true, "tag_id": "tag006730", "title_part": 1, "title_position": 5 }, { "in_title": false, "tag_id": "tag007307", "title_part": null, "title_position": null } ]	gid://shopify/TaxonomyCategory/fb-2-3-2	Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate	9.2.3.2	2
3	0790d2da8aa4f1e90bdd2cca2a81aa864b8f7fe91fd66c37239d3408c45a7cad	1	[ { "in_title": false, "tag_id": "tag008963", "title_part": null, "title_position": null } ]	gid://shopify/TaxonomyCategory/bi-12-3	Business & Industrial > Hotel & Hospitality > Hotel Supplies	6.12.3	1
2	07992e600cb0b0169c0b7857442bef58287e26c61db8991d1235b4ca12661362	28	[ { "in_title": false, "tag_id": "tag000325", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag001987", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag003518", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/hb-3-10-14-2	Health & Beauty > Personal Care > Hair Care > Hair Treatments > Hair Oils	13.3.10.14.2	1
4	07d88f94ce5d3a71407d7773fc9c13e64186ef1939fde8042fa3136ba4d12cb9	4	[ { "in_title": false, "tag_id": "tag001985", "title_part": null, "title_position": null }, { "in_title": true, "tag_id": "tag004071", "title_part": 0, "title_position": 0 }, { "in_title": false, "tag_id": "tag005330", "title_part": null, "title_position": null ...	gid://shopify/TaxonomyCategory/fb-2-3-2	Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate	9.2.3.2	1
1	085a27979d4513a84084e6c7d478cf931ef70b35376d3e9cc156b2ae9ef89fc5	2	[ { "in_title": false, "tag_id": "tag006463", "title_part": null, "title_position": null }, { "in_title": true, "tag_id": "tag010941", "title_part": 0, "title_position": 27 } ]	gid://shopify/TaxonomyCategory/fb-2-5-36	Food, Beverages & Tobacco > Food Items > Cooking & Baking Ingredients > Yeast	9.2.5.36	1
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0	09bf1ce94006f05d282b63453dcc74cd2f040f33b54dcb9f1c9b9eb72e4f6216	192	[ { "in_title": false, "tag_id": "tag000033", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag000042", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag000044", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/so-1-10-9	Software > Computer Software > Multimedia & Design Software > Video Editing Software	22.1.10.9	1
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3	181736d15a18714245d76b03adb9373527595d17ae5fddb37341f3782b152f3e	6	[ { "in_title": false, "tag_id": "tag005476", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag006317", "title_part": null, "title_position": null }, { "in_title": true, "tag_id": "tag008317", "title_part": 0, "title_position": 11...	gid://shopify/TaxonomyCategory/hg-13-9-2	Home & Garden > Lighting > Lighting Fixtures > Ceiling Light Fixtures	14.13.9.2	2
4	182ff893be22a53a0857e0d610bcc3f2ed4920c6d8f7594df8d39ffbe15021eb	3	[ { "in_title": false, "tag_id": "tag004605", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag009522", "title_part": null, "title_position": null }, { "in_title": true, "tag_id": "tag009944", "title_part": 0, "title_position": 21...	gid://shopify/TaxonomyCategory/fb-1-14-2	Food, Beverages & Tobacco > Beverages > Tea & Infusions > Tea	9.1.14.2	1
2	18c9ccba983416d5a2f29fa048fbde0ad70c33387dec03cbb5f2904e3a557799	19	[ { "in_title": false, "tag_id": "tag003401", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag003709", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag003788", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/hb-3-14-21	Health & Beauty > Personal Care > Shaving & Grooming > Shaving Soap	13.3.14.21	1
3	18dc40bcf04c2f27222d6f58744b6dcabd60dc37fd96abf53d79c3bbc6ff2d35	3	[ { "in_title": true, "tag_id": "tag004684", "title_part": 0, "title_position": 31 }, { "in_title": true, "tag_id": "tag005409", "title_part": 0, "title_position": 9 }, { "in_title": false, "tag_id": "tag007743", "title_part": null, "title_position": null } ]	gid://shopify/TaxonomyCategory/aa-1-6-13	Apparel & Accessories > Clothing > Lingerie > Women's Underwear Slips	1.1.6.13	1
2	19ae59ea08b13aab97ce30b00ddb7bdb3644153cfbb6df9da0197a419bb188c3	3	[ { "in_title": false, "tag_id": "tag002144", "title_part": null, "title_position": null }, { "in_title": true, "tag_id": "tag006147", "title_part": 0, "title_position": 0 }, { "in_title": false, "tag_id": "tag010846", "title_part": null, "title_position": null ...	gid://shopify/TaxonomyCategory/hb-1-24	Health & Beauty > Health Care > Supports & Braces	13.1.24	2
0	1a1cedbd5ace66df06de77ebd6dceacb8b50aa8f3e538638ae110348ec3ca7b1	2	[ { "in_title": true, "tag_id": "tag005187", "title_part": 0, "title_position": 13 }, { "in_title": true, "tag_id": "tag007342", "title_part": 0, "title_position": 5 } ]	gid://shopify/TaxonomyCategory/bu	Bundles	Bundles	1
1	1a630f05cdca0f76f2c1ac4b9b818d3c7f44373151a556301df2a80930b5962f	2	[ { "in_title": false, "tag_id": "tag003177", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag005135", "title_part": null, "title_position": null } ]	gid://shopify/TaxonomyCategory/tg-5-8-2	Toys & Games > Toys > Dolls, Playsets & Toy Figures > Bobblehead Figures	24.5.8.2	1
2	1ae8ae726a3c2d71935a69f07d47c2e0028e7e3d34ef9279d76c3d2da71e48a9	1	[ { "in_title": true, "tag_id": "tag005239", "title_part": 0, "title_position": 5 } ]	gid://shopify/TaxonomyCategory/fb-2-3-2	Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate	9.2.3.2	1
2	1b068076ef16a4768e06c573f57ad428e2933134468f153da99ef2d304718736	111	[ { "in_title": false, "tag_id": "tag000332", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag000333", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag000335", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/so-1-10-3	Software > Computer Software > Multimedia & Design Software > Graphic Design & Illustration Software	22.1.10.3	1
3	1b0ea084006856786381db227b33b5e617513dcf2243e753e1d461d8d2ead28d	8	[ { "in_title": false, "tag_id": "tag003734", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag004847", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag004848", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/bt-10-12-2	Baby & Toddler > Nursing & Feeding > Nursing Pads & Shields > Reusable Nursing Pads	4.10.12.2	1
2	1b1a57958fddb328d3bf2d6870b3de4b3c37faef82f9c83e2d7e9e17c8c4712e	14	[ { "in_title": false, "tag_id": "tag003387", "title_part": null, "title_position": null }, { "in_title": true, "tag_id": "tag004065", "title_part": 0, "title_position": 0 }, { "in_title": false, "tag_id": "tag004164", "title_part": null, "title_position": null ...	gid://shopify/TaxonomyCategory/aa-2-14-6	Apparel & Accessories > Clothing Accessories > Hair Accessories > Hair Pins, Claws & Clips	1.2.14.6	1
0	1ba437eec2f8467ee7b5682a9060bc38570f2ce432e9986c72738c6d4be6eb99	9	[ { "in_title": false, "tag_id": "tag003391", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag003448", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag003716", "title_part": null, "title_position"...	gid://shopify/TaxonomyCategory/fb-2-3-2	Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate	9.2.3.2	1
4	1c2b70ece2febd67536049575f277b398a1a63817227d4d90fb0090d20be1d3f	2	[ { "in_title": false, "tag_id": "tag004633", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag007603", "title_part": null, "title_position": null } ]	gid://shopify/TaxonomyCategory/hg-3-66	Home & Garden > Decor > Vase Fillers & Table Scatters	14.3.66	1
4	1c4379a05953e79ebd40b1d1755eca865a4ed6fd5f4042b542cdd5a865cc2fc8	1	[ { "in_title": true, "tag_id": "tag007307", "title_part": 0, "title_position": 14 } ]	gid://shopify/TaxonomyCategory/fb-2-3-2	Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate	9.2.3.2	2
0	1c7813b7a1c928c093619c258007b58d194cccc8955d9d42c3da64ab8e4f6210	2	[ { "in_title": false, "tag_id": "tag004633", "title_part": null, "title_position": null }, { "in_title": false, "tag_id": "tag007603", "title_part": null, "title_position": null } ]	gid://shopify/TaxonomyCategory/hg-3-66-2	Home & Garden > Decor > Vase Fillers & Table Scatters > Vase Fillers	14.3.66.2	1

End of preview.

Dataset Summary

product-taxonomy-bench is an anonymised benchmark dataset for predicting Shopify Product Taxonomy categories from Shopify product tags.

This dataset does not include raw product titles, raw tags, or product URLs. Tags are anonymised as tagNNNNNN.

Start Here

Read this dataset card for the snapshot layout and field definitions.
Open the benchmark notebook at notebooks/product_taxonomy_bench.ipynb. On the notebook page, use the Hub's Open in Colab button to run it interactively.
Use the three snapshot folders according to your goal: first1000/ for a tiny sanity-check slice, paper/ for the point-in-time paper snapshot, and latest/ for the rolling benchmark.

Configurations

Three configurations are provided:

Paper snapshot

paper-2026-02-11T1915Z (created 2026-02-26T17:35:34.843938+11:00; 6,693 products, 2,542 tags, 363 taxonomies; as_of 2026-02-12T06:15:00+11:00)

Latest snapshot

latest-2026-07-31T1700Z (created 2026-08-01T03:00:04.054366+10:00; 5,071 products, 1,824 tags, 340 taxonomies)

First 1000 snapshot

first1000-2026-07-31T1700Z (created 2026-08-01T03:00:45.518050+10:00; 1,000 products, 11,055 tags, 306 taxonomies)

Data Fields

Each record corresponds to one product:

product_id_hash: SHA-256 hash of a canonicalised product URL
taxonomy_id: Shopify taxonomy GID
taxonomy_path: Numeric hierarchy path (dot-separated) when available
taxonomy_name: Human-readable hierarchy name
cv_fold: 0–4 fold assignment (or null if missing)
tag_features: list of {tag_id, in_title, title_part, title_position}

Tag semantics are not included; tag_id values are stable only within a snapshot.

Generation

Products were collected by fetching public Shopify product .json endpoints, then joined to the taxonomy label used by the cantbuymelove site. Tags are uppercased and substring-nested tags are filtered before anonymisation. Title overlap positions are computed by case-insensitive substring search and splitting titles on " - " to match the paper’s tag-battle logic. The paper snapshot is generated with a fixed as_of cutoff timestamp.

Citation

Add your paper citation here (BibTeX).

@article{todo,
  title={TODO},
  author={TODO},
  year={2026}
}

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