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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
created_at_utc: string
label_quality: string
schema_version: int64
selected_fake: int64
selected_manifest_sha256: string
selected_real: int64
selected_total: int64
selection_policy: string
source_file: string
source_file_sha256: string
source_repo: string
source_revision: string
discovery_method: string
eligible: bool
existing_split: string
label_policy: string
discovery_query: string
license: string
upload_date: string
evidence_text: string
proxy_label: int64
creator_name: string
collected_at_utc: string
video_id: string
cohort: string
exclusion_reason: string
source_group: string
creator_id: string
evidence_source: string
platform: string
title: string
proxy_label_name: string
video_type: string
duration_seconds: double
url: string
to
{'cohort': Value('string'), 'collected_at_utc': Value('string'), 'creator_id': Value('string'), 'creator_name': Value('string'), 'discovery_method': Value('string'), 'discovery_query': Value('string'), 'duration_seconds': Value('float64'), 'eligible': Value('bool'), 'evidence_source': Value('string'), 'evidence_text': Value('string'), 'exclusion_reason': Value('string'), 'existing_split': Value('string'), 'label_policy': Value('string'), 'label_quality': Value('string'), 'license': Value('string'), 'platform': Value('string'), 'proxy_label': Value('int64'), 'proxy_label_name': Value('string'), 'source_group': Value('string'), 'title': Value('string'), 'upload_date': Value('string'), 'url': Value('string'), 'video_id': Value('string'), 'video_type': Value('string')}
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
created_at_utc: string
label_quality: string
schema_version: int64
selected_fake: int64
selected_manifest_sha256: string
selected_real: int64
selected_total: int64
selection_policy: string
source_file: string
source_file_sha256: string
source_repo: string
source_revision: string
discovery_method: string
eligible: bool
existing_split: string
label_policy: string
discovery_query: string
license: string
upload_date: string
evidence_text: string
proxy_label: int64
creator_name: string
collected_at_utc: string
video_id: string
cohort: string
exclusion_reason: string
source_group: string
creator_id: string
evidence_source: string
platform: string
title: string
proxy_label_name: string
video_type: string
duration_seconds: double
url: string
to
{'cohort': Value('string'), 'collected_at_utc': Value('string'), 'creator_id': Value('string'), 'creator_name': Value('string'), 'discovery_method': Value('string'), 'discovery_query': Value('string'), 'duration_seconds': Value('float64'), 'eligible': Value('bool'), 'evidence_source': Value('string'), 'evidence_text': Value('string'), 'exclusion_reason': Value('string'), 'existing_split': Value('string'), 'label_policy': Value('string'), 'label_quality': Value('string'), 'license': Value('string'), 'platform': Value('string'), 'proxy_label': Value('int64'), 'proxy_label_name': Value('string'), 'source_group': Value('string'), 'title': Value('string'), 'upload_date': Value('string'), 'url': Value('string'), 'video_id': Value('string'), 'video_type': Value('string')}
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 datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
cohort string | collected_at_utc string | creator_id string | creator_name string | discovery_method string | discovery_query string | duration_seconds float64 | eligible bool | evidence_source string | evidence_text string | exclusion_reason string | existing_split string | label_policy string | label_quality string | license string | platform string | proxy_label int64 | proxy_label_name string | source_group string | title string | upload_date string | url string | video_id string | video_type string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
youtube_real_pre2021 | 2026-08-04T06:14:10.280784+00:00 | UCKjU3KzdbJE1EFcHVqXC3_g | CBC News: The National | direct_ytdlp_search_and_metadata | street interview 2011 | 342 | true | yt_dlp.upload_date | upload_date=20140222; before 2021 | test | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCKjU3KzdbJE1EFcHVqXC3_g | Georges St-Pierre: "I was going crazy." | 20140222 | https://www.youtube.com/watch?v=--owVCZftPU | --owVCZftPU | long-form | |
youtube_real_pre2021 | 2026-08-04T06:06:13.604000+00:00 | UCKs4Izm9cPcX7IDoHjr5WrQ | GoJohnniesDotCom | direct_ytdlp_search_and_metadata | interview talking head 2011 | 21 | true | yt_dlp.upload_date | upload_date=20111018; before 2021 | val | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCKs4Izm9cPcX7IDoHjr5WrQ | Interview w/SJU Head Soccer Coach John Haws - 2011 St. Thomas | 20111018 | https://www.youtube.com/watch?v=-07hNcw35yY | -07hNcw35yY | long-form | |
youtube_creator_disclosed_ai | 2026-08-04T08:54:50.443310+00:00 | Mr. Nightmare | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Mr. Nightmare | 3 Disturbing TRUE Sleepover Horror Stories | https://www.youtube.com/watch?v=-0ACvE0IOiY | -0ACvE0IOiY | long-form | |||
youtube_creator_disclosed_ai | 2026-08-04T06:54:49.280858+00:00 | Oración Poderosa Hoy | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | Made with AI | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Oración Poderosa Hoy | 🌹 EL SANTO ROSARIO DE HOY🙏 LUNES 3 DE AGOSTO DE 2026 ✨MISTERIOS GOZOSOS✝️ DIOS BENDICE ESTE MES🕊️ | https://www.youtube.com/watch?v=-0Njv3xcEpg | -0Njv3xcEpg | long-form | |||
youtube_real_pre2021 | 2026-08-04T07:21:23.903092+00:00 | UCjf1hrw3vyppb7WS79f-q1w | National Center for College and Career Transitions | direct_ytdlp_search_and_metadata | cooking tutorial presenter 2014 | 910 | true | yt_dlp.upload_date | upload_date=20140423; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCjf1hrw3vyppb7WS79f-q1w | PA Auto Body PLC Math Webinar, April 2014 | 20140423 | https://www.youtube.com/watch?v=-0tCfDU01pw | -0tCfDU01pw | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T01:08:38.573874+00:00 | Soft Revenge | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | Made with AI | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Soft Revenge | At Dinner, My Stepmother Snapped, "Give Your Brother Your Room, Or Pack Your Bags And |Soft Revenge | https://www.youtube.com/watch?v=-1B3VOiU6Ww | -1B3VOiU6Ww | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:27:28.528009+00:00 | UCQfwfsi5VrQ8yKZ-UWmAEFg | FRANCE 24 English | direct_ytdlp_search_and_metadata | news interview 2012 | 719 | true | yt_dlp.upload_date | upload_date=20121027; before 2021 | test | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCQfwfsi5VrQ8yKZ-UWmAEFg | FRANCE 24 The Interview - 10/27/2012 THE INTERVIEW | 20121027 | https://www.youtube.com/watch?v=-1G7w_SH8Gc | -1G7w_SH8Gc | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T11:54:49.380991+00:00 | RichardDWolff | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:RichardDWolff | Wolff Responds: "Lessons From The Revolutions" dated July 15, 2026 | https://www.youtube.com/watch?v=-1uMOPHhxn0 | -1uMOPHhxn0 | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:31:13.634622+00:00 | UC7jHltdRDwVR3edZKfKOz8g | Speech Academy Asia | direct_ytdlp_search_and_metadata | public speech 2015 | 336 | true | yt_dlp.upload_date | upload_date=20151207; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UC7jHltdRDwVR3edZKfKOz8g | Interbranch Grand Speech Competition 2015 (Age Category 11-12 years old) | 20151207 | https://www.youtube.com/watch?v=-37s79BlRQo | -37s79BlRQo | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T20:19:49.054635+00:00 | Baablu | direct_playwright_youtube_page_inspection | "made with AI" youtube video | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Baablu | I Put 10 YouTubers on One Minecraft Block | https://www.youtube.com/watch?v=-3Dog0KsSZw | -3Dog0KsSZw | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:17:29.649609+00:00 | UC6GbmPT-CEAew6gDNpjwZLw | LawUCC | direct_ytdlp_search_and_metadata | conference presentation 2011 | 2,055 | true | yt_dlp.upload_date | upload_date=20140131; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UC6GbmPT-CEAew6gDNpjwZLw | Law and the Environment Conference 2011 - Tony Lowes | 20140131 | https://www.youtube.com/watch?v=-3cC_nYYsdA | -3cC_nYYsdA | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T05:23:27.615389+00:00 | The Civil Rights Lawyer | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | val | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:The Civil Rights Lawyer | Cops Arrest Paraplegic in Wheelchair for "Kicking Down" Woman's Door and Fleeing "On Foot" | https://www.youtube.com/watch?v=-4D5V19zqFc | -4D5V19zqFc | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:55:05.538313+00:00 | UCDHK7RywWc4z8J5K3MKkvRw | CHEF AJ | direct_ytdlp_search_and_metadata | cooking tutorial presenter 2013 | 440 | true | yt_dlp.upload_date | upload_date=20131024; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCDHK7RywWc4z8J5K3MKkvRw | Healthy Taste of LA - 2013 | 20131024 | https://www.youtube.com/watch?v=-4QYAvc9vgk | -4QYAvc9vgk | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T03:14:59.569407+00:00 | KGW News | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:KGW News | Oregon wildfire crews stretched thin as fires grow across the state | https://www.youtube.com/watch?v=-4xVvnqA1MY | -4xVvnqA1MY | long-form | |||
youtube_creator_disclosed_ai | 2026-08-04T09:42:57.966497+00:00 | Phật Pháp Linh Ứng | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | Made with AI | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Phật Pháp Linh Ứng | LỜI PHẬT DẠY: Sau Tuổi 50, Phúc Hay Nghiệp Hiện Rõ – Ai Cũng Nên Nghe Một Lần | https://www.youtube.com/watch?v=-5Br38N3wHA | -5Br38N3wHA | long-form | |||
youtube_real_pre2021 | 2026-08-04T05:58:57.991243+00:00 | UCfKkk_XdeCr3S-KVkY8NE1Q | NC State ECE | direct_ytdlp_search_and_metadata | public speech 2013 | 395 | true | yt_dlp.upload_date | upload_date=20130520; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCfKkk_XdeCr3S-KVkY8NE1Q | Student Speech by Mr. Beddingfield - ECE Graduation, Spring 2013 | 20130520 | https://www.youtube.com/watch?v=-5JlRlvmtB0 | -5JlRlvmtB0 | long-form | |
youtube_real_pre2021 | 2026-08-04T06:28:21.976212+00:00 | UCh8t7sV_DBKz4A-RkL9feyg | Senator Marco Rubio | direct_ytdlp_search_and_metadata | public speech 2015 | 210 | true | yt_dlp.upload_date | upload_date=20150910; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCh8t7sV_DBKz4A-RkL9feyg | In Senate Floor Speech, Rubio Opposes Iran Deal | 20150910 | https://www.youtube.com/watch?v=-5dQIVh_QT4 | -5dQIVh_QT4 | long-form | |
youtube_creator_disclosed_ai | 2026-08-04T08:54:07.807189+00:00 | nectar | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:nectar | blind dating 6 girls based on glow ups | versus 1 | https://www.youtube.com/watch?v=-5rtymnYyPQ | -5rtymnYyPQ | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:14:09.495826+00:00 | UCBi2mrWuNuyYy4gbM6fU18Q | ABC News | direct_ytdlp_search_and_metadata | vlog talking to camera 2014 | 138 | true | yt_dlp.upload_date | upload_date=20140627; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCBi2mrWuNuyYy4gbM6fU18Q | Elliot Rodger's Father Discusses His Son | 20140627 | https://www.youtube.com/watch?v=-7JwcDeXqi8 | -7JwcDeXqi8 | long-form | |
youtube_real_pre2021 | 2026-08-04T06:34:14.617225+00:00 | UCvpgzixkVq80i2-b4QqW_fQ | Myspace | direct_ytdlp_search_and_metadata | street interview 2012 | 201 | true | yt_dlp.upload_date | upload_date=20120131; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCvpgzixkVq80i2-b4QqW_fQ | One-Two-Watch: Meet Lana Del Rey - Exclusive Interview | 20120131 | https://www.youtube.com/watch?v=-7QwPDRP__o | -7QwPDRP__o | long-form | |
youtube_real_pre2021 | 2026-08-04T05:55:10.848512+00:00 | UCgwv23FVv3lqh567yagXfNg | DisneyMusicVEVO | direct_ytdlp_search_and_metadata | makeup tutorial talking 2010 | 160 | true | yt_dlp.upload_date | upload_date=20200702; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCgwv23FVv3lqh567yagXfNg | Donna Murphy - Mother Knows Best (From "Tangled"/Sing-Along) | 20200702 | https://www.youtube.com/watch?v=-7jWt3JvJto | -7jWt3JvJto | long-form | |
youtube_real_pre2021 | 2026-08-04T06:33:41.247177+00:00 | UCzPAlRRUqh-PUYL5h9-PO8w | @HOLLYWOOD | direct_ytdlp_search_and_metadata | public speech 2015 | 112 | true | yt_dlp.upload_date | upload_date=20150921; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCzPAlRRUqh-PUYL5h9-PO8w | Tracy Morgan Emmys Speech 2015 | 20150921 | https://www.youtube.com/watch?v=-7mt05qccl0 | -7mt05qccl0 | long-form | |
youtube_creator_disclosed_ai | 2026-08-04T22:18:19.562233+00:00 | EverythingProfessor | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | Made with AI | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:EverythingProfessor | Sleep Glitches YOU Might Experience | https://www.youtube.com/watch?v=-7vROAniks8 | -7vROAniks8 | long-form | |||
youtube_real_pre2021 | 2026-08-04T07:17:32.005872+00:00 | UCDGlA2zMWqamowOu-l9C5Rg | YutakaRecipes | direct_ytdlp_search_and_metadata | cooking tutorial presenter 2014 | 229 | true | yt_dlp.upload_date | upload_date=20141210; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCDGlA2zMWqamowOu-l9C5Rg | Temari Sushi | Yutaka | 20141210 | https://www.youtube.com/watch?v=-9Ppo9-glro | -9Ppo9-glro | long-form | |
youtube_creator_disclosed_ai | 2026-08-03T00:07:26.433897+00:00 | Prevail Islam | direct_playwright_youtube_page_inspection | "made with AI" youtube video | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Prevail Islam | The Most Powerful Dua The Prophet (ﷺ) Ever Taught | Dr. Omar Suleiman | https://www.youtube.com/watch?v=-9Z7yWG3XrE | -9Z7yWG3XrE | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:43:57.437187+00:00 | UCducQkMYEL4eFWSoTcVz1lQ | Botond Antal | direct_ytdlp_search_and_metadata | interview talking head 2016 | 385 | true | yt_dlp.upload_date | upload_date=20160618; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCducQkMYEL4eFWSoTcVz1lQ | Talking head interview | 20160618 | https://www.youtube.com/watch?v=-9ZvJM4KECI | -9ZvJM4KECI | long-form | |
youtube_creator_disclosed_ai | 2026-08-04T08:20:17.764364+00:00 | VOA 한국어 | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:VOA 한국어 | [VOA 뉴스] 한국 계엄∙탄핵 사태…‘미한일 협력 지속’ 의문 | https://www.youtube.com/watch?v=-9hK4Pnftcg | -9hK4Pnftcg | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:34:48.906456+00:00 | UC4PSHGe-6KDUM3WWkdNU8Zg | etv2sakhi | direct_ytdlp_search_and_metadata | cooking tutorial presenter 2012 | 107 | true | yt_dlp.upload_date | upload_date=20121229; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UC4PSHGe-6KDUM3WWkdNU8Zg | Etv2 Sakhi 29th December 2012 Part 2 | 20121229 | https://www.youtube.com/watch?v=-9vtPjUzTQ4 | -9vtPjUzTQ4 | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T06:43:34.143493+00:00 | Side Hustle Nation | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Side Hustle Nation | The High-Paying Remote Skill Nobody Talks About! | https://www.youtube.com/watch?v=-AVFpzAfjW0 | -AVFpzAfjW0 | long-form | |||
youtube_creator_disclosed_ai | 2026-08-04T09:03:08.160154+00:00 | slow indie | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | Made with AI | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:slow indie | i wish it had ended differently. [indie playlist] | https://www.youtube.com/watch?v=-AmJ0i-q_5c | -AmJ0i-q_5c | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:51:48.555330+00:00 | UCJNBp2ooLDaifLdCL0Bt33A | ExpressoPartners | direct_ytdlp_search_and_metadata | cooking tutorial presenter 2013 | 1,487 | true | yt_dlp.upload_date | upload_date=20140619; before 2021 | test | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCJNBp2ooLDaifLdCL0Bt33A | WoolWorths Fathers Day Cook off (13 June 2013) | 20140619 | https://www.youtube.com/watch?v=-BFh7XqZaQU | -BFh7XqZaQU | long-form | |
youtube_real_pre2021 | 2026-08-04T07:04:44.590775+00:00 | UC6TaYtcc4hbJPaXt6SHmyyQ | HidalgoCountyTx | direct_ytdlp_search_and_metadata | conference presentation 2016 | 90 | true | yt_dlp.upload_date | upload_date=20160126; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UC6TaYtcc4hbJPaXt6SHmyyQ | 2016 South Texas Hurricane Conference Promo | 20160126 | https://www.youtube.com/watch?v=-BYZrHfscBk | -BYZrHfscBk | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T02:43:00.179724+00:00 | PBS NewsHour | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:PBS NewsHour | PBS News Hour full episode, July 31, 2026 | https://www.youtube.com/watch?v=-C1_E1NWxFk | -C1_E1NWxFk | long-form | |||
youtube_creator_disclosed_ai | 2026-08-04T08:11:25.750961+00:00 | Andromeda | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Andromeda | "Szykujemy się na najgorsze". Odcięty Krym na krawędzi katastrofy humanitarnej [PODCAST] | https://www.youtube.com/watch?v=-ElRs_zYSNE | -ElRs_zYSNE | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:41:15.322738+00:00 | UCHZPd3JtrmoakLAHVUbeiMA | WalledLkSchools | direct_ytdlp_search_and_metadata | podcast conversation 2013 | 344 | true | yt_dlp.upload_date | upload_date=20130401; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCHZPd3JtrmoakLAHVUbeiMA | Superintendent Community Podcast March 2013 | 20130401 | https://www.youtube.com/watch?v=-EndIMqq7hI | -EndIMqq7hI | long-form | |
youtube_real_pre2021 | 2026-08-04T06:16:38.623399+00:00 | UC28QAYHj0clfOvMMmR6kYGA | IFPRI | direct_ytdlp_search_and_metadata | conference presentation 2011 | 293 | true | yt_dlp.upload_date | upload_date=20110413; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UC28QAYHj0clfOvMMmR6kYGA | Highlights from the 2020 conference - Feb 10-12, 2011 | 20110413 | https://www.youtube.com/watch?v=-EqGw9BhIG4 | -EqGw9BhIG4 | long-form | |
youtube_real_pre2021 | 2026-08-02T15:20:19.735476+00:00 | UCsOoQeBWPnfWBYAwmO795zg | Hillsong UNITED | direct_ytdlp_search_and_metadata | street interview 2016 | 243 | true | yt_dlp.upload_date | upload_date=20160723; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCsOoQeBWPnfWBYAwmO795zg | Touch The Sky - Of Dirt And Grace (Live From The Land) - Hillsong UNITED | 20160723 | https://www.youtube.com/watch?v=-FAsEB6pRtc | -FAsEB6pRtc | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T10:02:41.470575+00:00 | CNN TÜRK | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:CNN TÜRK | Dünya ABD-İran Hattında Nefesini Tuttu! Hamaney'den Trump'a Rest: Savaş Başlatırlarsa... | https://www.youtube.com/watch?v=-FFQ4bMF7kg | -FFQ4bMF7kg | long-form | |||
youtube_real_pre2021 | 2026-08-04T05:52:47.993863+00:00 | UCAuUUnT6oDeKwE6v1NGQxug | TED | direct_ytdlp_search_and_metadata | public speech 2013 | 477 | true | yt_dlp.upload_date | upload_date=20160419; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCAuUUnT6oDeKwE6v1NGQxug | TED's secret to great public speaking | Chris Anderson | TED | 20160419 | https://www.youtube.com/watch?v=-FOCpMAww28 | -FOCpMAww28 | long-form | |
youtube_creator_disclosed_ai | 2026-08-04T11:11:52.565307+00:00 | Anime Girl Live Wallpapers | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | Made with AI | test | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Anime Girl Live Wallpapers | Anime Aesthetic Live Wallpaper | 4K | No Sound | https://www.youtube.com/watch?v=-FYaeu2RTTI | -FYaeu2RTTI | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:15:27.038374+00:00 | UCYzwGkfOqrevO-4TuTjPLwQ | RSAC Cybersecurity | direct_ytdlp_search_and_metadata | conference presentation 2011 | 3,023 | true | yt_dlp.upload_date | upload_date=20110906; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCYzwGkfOqrevO-4TuTjPLwQ | RSA Conference 2011 - The Seven Most Dangerous New Attack Techniques, and What's Coming Next | 20110906 | https://www.youtube.com/watch?v=-FoLe_Cr26g | -FoLe_Cr26g | long-form | |
youtube_creator_disclosed_ai | 2026-08-04T10:39:41.157505+00:00 | ترتيل وبيان - Holy Quran | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:ترتيل وبيان - Holy Quran | سورة الفرقان بترتيل خاشع من رمضان 1445 للشيخ محمد اللحيدان | https://www.youtube.com/watch?v=-FrTTZQs5Rs | -FrTTZQs5Rs | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:49:00.709448+00:00 | UCYzot7AKCB5paA4vp8wXuvw | The University of Waikato | direct_ytdlp_search_and_metadata | educational lecture 2013 | 457 | true | yt_dlp.upload_date | upload_date=20130812; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCYzot7AKCB5paA4vp8wXuvw | 2013 Winter Lecture Series: Class Struggles: Is our Education on Track? | 20130812 | https://www.youtube.com/watch?v=-GA1NpFwVYA | -GA1NpFwVYA | long-form | |
youtube_real_pre2021 | 2026-08-04T07:01:44.760311+00:00 | UCHZeKyjqpK9diTD1g4yDl5g | Human Rights Campaign | direct_ytdlp_search_and_metadata | conference presentation 2016 | 545 | true | yt_dlp.upload_date | upload_date=20160213; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCHZeKyjqpK9diTD1g4yDl5g | Marsha Aizumi at the 2016 HRC Time To THRIVE Conference | 20160213 | https://www.youtube.com/watch?v=-GHW7wg6OTk | -GHW7wg6OTk | long-form | |
youtube_real_pre2021 | 2026-08-04T06:55:16.906236+00:00 | UCTolOJ5WR_fPjZG1UrcVZgA | Nigel Brown, Chef & TV Presenter | direct_ytdlp_search_and_metadata | cooking tutorial presenter 2013 | 189 | true | yt_dlp.upload_date | upload_date=20131212; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCTolOJ5WR_fPjZG1UrcVZgA | Yorkshire Food Series Promo Clip 2013 | 20131212 | https://www.youtube.com/watch?v=-HAH0sCsYKY | -HAH0sCsYKY | long-form | |
youtube_real_pre2021 | 2026-08-04T06:35:21.897752+00:00 | UCtuyPu3R0SPTfppEZ3c8wpw | Virus | direct_ytdlp_search_and_metadata | street interview 2012 | 398 | true | yt_dlp.upload_date | upload_date=20120624; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCtuyPu3R0SPTfppEZ3c8wpw | Linkin Park - Interview Berlin 2012 (Telekom Street Gigs) [HD] | 20120624 | https://www.youtube.com/watch?v=-HAuKlRw7iQ | -HAuKlRw7iQ | long-form | |
youtube_real_pre2021 | 2026-08-02T20:11:08.165388+00:00 | UCWJ2lWNubArHWmf3FIHbfcQ | NBA | direct_ytdlp_search_and_metadata | news interview 2018 | 313 | true | yt_dlp.upload_date | upload_date=20180609; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCWJ2lWNubArHWmf3FIHbfcQ | Klay Thompson Draymond Green & Andre Iguodala Postgame Interview | NBA Finals Game 4 | 20180609 | https://www.youtube.com/watch?v=-HJ4BxXob9I | -HJ4BxXob9I | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T23:55:30.848358+00:00 | Yaqeen Institute | direct_playwright_youtube_page_inspection | "made with AI" youtube video | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Yaqeen Institute | Abu Lubabah (ra): A Rope Only the Prophet ﷺ Could Untie | The Firsts | Dr. Omar Suleiman | https://www.youtube.com/watch?v=-HS_8vAUAUk | -HS_8vAUAUk | long-form | |||
youtube_real_pre2021 | 2026-08-04T05:57:20.802313+00:00 | UClG-rdY5as65wEetHBQcZIg | Gehlenburg | direct_ytdlp_search_and_metadata | cooking tutorial presenter 2010 | 252 | true | yt_dlp.upload_date | upload_date=20110604; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UClG-rdY5as65wEetHBQcZIg | Anne Thornton: Drop-Dead Delicious Desserts | 20110604 | https://www.youtube.com/watch?v=-Hw-kf7zPjU | -Hw-kf7zPjU | long-form | |
youtube_real_pre2021 | 2026-08-04T05:48:28.614471+00:00 | UCeY0bbntWzzVIaj2z3QigXg | NBC News | direct_ytdlp_search_and_metadata | news interview 2010 | 1,055 | true | yt_dlp.upload_date | upload_date=20170619; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCeY0bbntWzzVIaj2z3QigXg | Alex Jones Of 'Infowars,' Conspiracy Theories, And Trump Campaign (Full) | Megyn Kelly | NBC News | 20170619 | https://www.youtube.com/watch?v=-HzOqZeX3Yk | -HzOqZeX3Yk | long-form | |
youtube_real_pre2021 | 2026-08-04T06:16:20.810629+00:00 | UCYzwGkfOqrevO-4TuTjPLwQ | RSAC Cybersecurity | direct_ytdlp_search_and_metadata | conference presentation 2011 | 1,438 | true | yt_dlp.upload_date | upload_date=20110708; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCYzwGkfOqrevO-4TuTjPLwQ | RSA Conference 2011 - The Evolution of Software Security Assurance and its Relevance Today | 20110708 | https://www.youtube.com/watch?v=-IOIM6HDAaU | -IOIM6HDAaU | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T20:03:54.369759+00:00 | American Veterans Center | direct_playwright_youtube_page_inspection | "made with AI" youtube video | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:American Veterans Center | 9/11 Attack Survivor on ESCAPING the WORLD TRADE CENTER | Giovanni Renteria | https://www.youtube.com/watch?v=-J9XHW1WrUY | -J9XHW1WrUY | long-form | |||
youtube_creator_disclosed_ai | 2026-08-02T03:16:01.400791+00:00 | Atlanta Journal-Constitution | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Atlanta Journal-Constitution | How Atlanta became the most surveilled city in America | Full Episode | https://www.youtube.com/watch?v=-JA-H_PrjtU | -JA-H_PrjtU | long-form | |||
youtube_real_pre2021 | 2026-08-02T15:22:06.676640+00:00 | UCtggghgcffr7-OSjiRXRM3Q | BAFTA | direct_ytdlp_search_and_metadata | street interview 2016 | 136 | true | yt_dlp.upload_date | upload_date=20200202; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCtggghgcffr7-OSjiRXRM3Q | Margot Robbie's Hilarious Speech for Brad Pitt's Supporting Actor Win | EE BAFTA Film Awards 2020 | 20200202 | https://www.youtube.com/watch?v=-JA3_QBfjG8 | -JA3_QBfjG8 | long-form | |
youtube_real_pre2021 | 2026-08-04T06:04:32.673597+00:00 | UCx27eLO0NXYGULLF6cebnIQ | Rich Homie Quan | direct_ytdlp_search_and_metadata | street interview 2010 | 274 | true | yt_dlp.upload_date | upload_date=20130715; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCx27eLO0NXYGULLF6cebnIQ | Rich Homie Quan - Type of Way | 20130715 | https://www.youtube.com/watch?v=-KKbdErJkiY | -KKbdErJkiY | long-form | |
youtube_real_pre2021 | 2026-08-02T16:45:59.687415+00:00 | UCkxHOnkV6-_8H0EN7rUg5XQ | Ashley Yaniz | direct_ytdlp_search_and_metadata | makeup tutorial talking 2017 | 938 | true | yt_dlp.upload_date | upload_date=20170620; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCkxHOnkV6-_8H0EN7rUg5XQ | WARM GLOWY SUMMER MAKEUP TUTORIAL 2017! (NO FALSIES) | 20170620 | https://www.youtube.com/watch?v=-KlDgJ678VI | -KlDgJ678VI | long-form | |
youtube_creator_disclosed_ai | 2026-08-05T12:55:55.357576+00:00 | Yurihandmade | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Yurihandmade | Shuttle tatting bracelet making tutorial/How to make beaded lace jewelry DIY- US/EU/JP/AU style | https://www.youtube.com/watch?v=-KzO6blIhS4 | -KzO6blIhS4 | long-form | |||
youtube_creator_disclosed_ai | 2026-08-02T23:06:11.469268+00:00 | Democracy At Work | direct_playwright_youtube_page_inspection | "made with AI" youtube video | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Democracy At Work | Economic Update: Understanding Communism Pt. 1 | https://www.youtube.com/watch?v=-L9rxsESNGU | -L9rxsESNGU | long-form | |||
youtube_creator_disclosed_ai | 2026-08-04T08:32:05.829115+00:00 | Dhar Mann Studios | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Dhar Mann Studios | BULLY Takes ADVANTAGE Of NERD Brother | Dhar Mann Studios | https://www.youtube.com/watch?v=-LZIGjMggMw | -LZIGjMggMw | long-form | |||
youtube_real_pre2021 | 2026-08-02T20:27:48.338797+00:00 | UCcjvSEs9T6EFsBYWuqLX6yg | RAEview | direct_ytdlp_search_and_metadata | makeup tutorial talking 2018 | 895 | true | yt_dlp.upload_date | upload_date=20180317; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCcjvSEs9T6EFsBYWuqLX6yg | TUTORIAL | Full Coverage Foundation Routine + New Makeup Try-On Talk Through | 20180317 | https://www.youtube.com/watch?v=-Lmv3smRGew | -Lmv3smRGew | long-form | |
youtube_real_pre2021 | 2026-08-04T05:52:13.151745+00:00 | UCHzd_Gnx-VXaulIXO-mnKLw | AmberKatelynBeale | direct_ytdlp_search_and_metadata | makeup tutorial talking 2010 | 435 | true | yt_dlp.upload_date | upload_date=20110123; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCHzd_Gnx-VXaulIXO-mnKLw | everyday hair&makeup routine. | 20110123 | https://www.youtube.com/watch?v=-MToB72v6_0 | -MToB72v6_0 | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T03:26:37.211959+00:00 | Forbes Breaking News | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Forbes Breaking News | BREAKING NEWS: Hawley Goes Absolutely Nuclear On Biden-Era Pardon Attorney | https://www.youtube.com/watch?v=-N1cM5d1msM | -N1cM5d1msM | long-form | |||
youtube_creator_disclosed_ai | 2026-08-02T23:38:34.341260+00:00 | Show Me Vegas | direct_playwright_youtube_page_inspection | "made with AI" youtube video | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Show Me Vegas | Would you leave the Las Vegas strip to stay here? Watch THIS before you stay at the M Resort! | https://www.youtube.com/watch?v=-NWWBvdXEnQ | -NWWBvdXEnQ | long-form | |||
youtube_creator_disclosed_ai | 2026-08-02T19:27:56.498025+00:00 | RTVI Новости | direct_playwright_youtube_page_inspection | "made with AI" youtube video | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:RTVI Новости | Крах экономики и рост налогов: кто заплатит за военные расходы? / Вьюгин | https://www.youtube.com/watch?v=-NaYFEPyxM8 | -NaYFEPyxM8 | long-form | |||
youtube_real_pre2021 | 2026-08-04T07:04:48.348419+00:00 | UCBi2mrWuNuyYy4gbM6fU18Q | ABC News | direct_ytdlp_search_and_metadata | news interview 2014 | 513 | true | yt_dlp.upload_date | upload_date=20141215; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCBi2mrWuNuyYy4gbM6fU18Q | Scarlett Johansson Interview 2014: Actress Opens Up on Motherhood Being 'Overwhelming' | 20141215 | https://www.youtube.com/watch?v=-NaxFsuEiwg | -NaxFsuEiwg | long-form | |
youtube_creator_disclosed_ai | 2026-08-04T09:49:19.203692+00:00 | WuckaSpeaks | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | val | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:WuckaSpeaks | why you can't leave them | https://www.youtube.com/watch?v=-OCFlzNPPrc | -OCFlzNPPrc | long-form | |||
youtube_real_pre2021 | 2026-08-04T05:52:35.506237+00:00 | UCrrG_WxXH9JA81wDTmoBqqw | Utah Valley University | direct_ytdlp_search_and_metadata | educational lecture 2010 | 2,917 | true | yt_dlp.upload_date | upload_date=20110115; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCrrG_WxXH9JA81wDTmoBqqw | UVU: Maurice Stouse Executive Lecture Series Fall 2010 | 20110115 | https://www.youtube.com/watch?v=-OKrAjD91C4 | -OKrAjD91C4 | long-form | |
youtube_real_pre2021 | 2026-08-04T06:08:24.614714+00:00 | UCL4sBd69WbC2JyeOF7kC-4g | New Mexico in Focus | direct_ytdlp_search_and_metadata | news interview 2011 | 1,304 | true | yt_dlp.upload_date | upload_date=20111126; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCL4sBd69WbC2JyeOF7kC-4g | INTERVIEW: News for All the People (2011-11-25) | 20111126 | https://www.youtube.com/watch?v=-P-dyWLY1QE | -P-dyWLY1QE | long-form | |
youtube_creator_disclosed_ai | 2026-08-04T09:54:24.867188+00:00 | Cozy Rain Sleep | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | Made with AI | test | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Cozy Rain Sleep | No Ads Rain Sounds for Sleeping | Fall Asleep in 3Minutes with Heavy Rain & Thunderstorm on Cozy Car | https://www.youtube.com/watch?v=-PDWksi9JmQ | -PDWksi9JmQ | long-form | |||
youtube_real_pre2021 | 2026-08-04T07:20:17.065800+00:00 | UCMt-n4RshYvkUVCZ69NB7uw | Jacquees | direct_ytdlp_search_and_metadata | interview talking head 2018 | 278 | true | yt_dlp.upload_date | upload_date=20181109; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCMt-n4RshYvkUVCZ69NB7uw | Jacquees - You | 20181109 | https://www.youtube.com/watch?v=-PLCJqiKbjw | -PLCJqiKbjw | long-form | |
youtube_real_pre2021 | 2026-08-04T05:58:42.752771+00:00 | UCtekX9wD_FXl7qYsjKLZd2Q | IdiotsInWigs | direct_ytdlp_search_and_metadata | cooking tutorial presenter 2010 | 593 | true | yt_dlp.upload_date | upload_date=20100907; before 2021 | test | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCtekX9wD_FXl7qYsjKLZd2Q | Commoner's Cooking with the Host Club | 20100907 | https://www.youtube.com/watch?v=-PrHJ8SSV3I | -PrHJ8SSV3I | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T02:03:20.020624+00:00 | Silent Sweet Revenge | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | Made with AI | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Silent Sweet Revenge | My Son And His Wife Celebrated Kicking Me Out—Until 50 Unpaid Bills Reached Their Door... | https://www.youtube.com/watch?v=-QSo8WNsgsM | -QSo8WNsgsM | long-form | |||
youtube_real_pre2021 | 2026-08-02T19:00:04.375527+00:00 | UCwm2qAW70wloNW0Qrxo27oA | Tony Mendes | direct_ytdlp_search_and_metadata | interview talking head 2018 | 264 | true | yt_dlp.upload_date | upload_date=20191016; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCwm2qAW70wloNW0Qrxo27oA | Talking Heads - Psycho Killer (Original Version - Tony Mendes Video Re Edit) | 20191016 | https://www.youtube.com/watch?v=-Qylhk6jsT0 | -Qylhk6jsT0 | long-form | |
youtube_real_pre2021 | 2026-08-04T06:09:40.081719+00:00 | UCBi2mrWuNuyYy4gbM6fU18Q | ABC News | direct_ytdlp_search_and_metadata | news interview 2011 | 782 | true | yt_dlp.upload_date | upload_date=20110217; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCBi2mrWuNuyYy4gbM6fU18Q | Lady Gaga on GMA! Weighs in on Grammys, HIV/AIDS (02.17.11) | 20110217 | https://www.youtube.com/watch?v=-R0t3ceLCjA | -R0t3ceLCjA | long-form | |
youtube_real_pre2021 | 2026-08-02T20:17:51.912586+00:00 | UC-yXuc1__OzjwpsJPlxYUCQ | WORLDSTARHIPHOP | direct_ytdlp_search_and_metadata | vlog talking to camera 2018 | 213 | true | yt_dlp.upload_date | upload_date=20180324; before 2021 | test | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UC-yXuc1__OzjwpsJPlxYUCQ | Sada Baby & Drego "Bloxk Party" (WSHH Exclusive - Official Music Video) | 20180324 | https://www.youtube.com/watch?v=-R4Of4G4gew | -R4Of4G4gew | long-form | |
youtube_real_pre2021 | 2026-08-04T06:35:17.146005+00:00 | UCXzaEAP-03qktmjNF2M4qLg | beautygloss | direct_ytdlp_search_and_metadata | makeup tutorial talking 2012 | 80 | true | yt_dlp.upload_date | upload_date=20120312; before 2021 | val | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCXzaEAP-03qktmjNF2M4qLg | Micro tutorial: cool brown | 20120312 | https://www.youtube.com/watch?v=-SW3q6jw9dw | -SW3q6jw9dw | long-form | |
youtube_creator_disclosed_ai | 2026-08-04T07:07:14.648343+00:00 | Pudding4TW | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | test | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Pudding4TW | i always reach out first... | https://www.youtube.com/watch?v=-SsKIqCv8pI | -SsKIqCv8pI | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:44:11.574798+00:00 | UCa-4jjDscqWXc0UQqe5mMzQ | Wai Lok Wong | direct_ytdlp_search_and_metadata | interview talking head 2016 | 273 | true | yt_dlp.upload_date | upload_date=20161031; before 2021 | val | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCa-4jjDscqWXc0UQqe5mMzQ | Assignment 1: Talking head interview | 20161031 | https://www.youtube.com/watch?v=-T-m1WTDsI4 | -T-m1WTDsI4 | long-form | |
youtube_creator_disclosed_ai | 2026-08-04T08:07:32.634356+00:00 | Phật Pháp Linh Ứng | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | Made with AI | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Phật Pháp Linh Ứng | NGHE LỜI PHẬT DẠY: Sống Có Tâm Sẽ Có Tất Cả, Phước Báu Và Bình Yên Tự Đến (Nghe Rất Thấm) | https://www.youtube.com/watch?v=-TK-EjFXkQs | -TK-EjFXkQs | long-form | |||
youtube_real_pre2021 | 2026-08-04T05:52:37.121958+00:00 | UCLhhm6RlzeepFykQdHC7JLQ | alexistequiere | direct_ytdlp_search_and_metadata | makeup tutorial talking 2010 | 586 | true | yt_dlp.upload_date | upload_date=20080709; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCLhhm6RlzeepFykQdHC7JLQ | How to Apply Makeup Like the Typical High School Girl | 20080709 | https://www.youtube.com/watch?v=-TMDo4JfNkI | -TMDo4JfNkI | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T03:20:05.097858+00:00 | tomatoanus | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | test | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:tomatoanus | How speedrunners beat Fallout 4 in 35 minutes (SPEEDRUN EXPLAINED - Any%) | https://www.youtube.com/watch?v=-VFgizBWjFI | -VFgizBWjFI | long-form | |||
youtube_creator_disclosed_ai | 2026-08-02T04:48:26.001788+00:00 | General Conference of The Church of Jesus Christ | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | val | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:General Conference of The Church of Jesus Christ | Christ Is Risen; Faith in Him Will Move Mountains | Russell M. Nelson | April 2021 | https://www.youtube.com/watch?v=-VGCEQLzITk | -VGCEQLzITk | long-form | |||
youtube_creator_disclosed_ai | 2026-08-02T02:45:38.039540+00:00 | FDD | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:FDD | Testing the waters of Hormuz | feat. Behnam Ben Taleblu | https://www.youtube.com/watch?v=-VyRHhaVX6s | -VyRHhaVX6s | long-form | |||
youtube_creator_disclosed_ai | 2026-08-03T00:23:25.629722+00:00 | David Bombal | direct_playwright_youtube_page_inspection | "made with AI" youtube video | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:David Bombal | Flipper Zero vs "Proper" Hacking Tools | https://www.youtube.com/watch?v=-W1Ee1E_INY | -W1Ee1E_INY | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:16:01.585624+00:00 | UCoyHQsqQbqLAq-MXDLL8Bgg | Market Kitchen Diaries | direct_ytdlp_search_and_metadata | cooking tutorial presenter 2011 | 241 | true | yt_dlp.upload_date | upload_date=20111222; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCoyHQsqQbqLAq-MXDLL8Bgg | Mackerel with rhubarb - Market Kitchen | 20111222 | https://www.youtube.com/watch?v=-Ww84zWGX5o | -Ww84zWGX5o | long-form | |
youtube_real_pre2021 | 2026-08-04T06:41:40.323975+00:00 | UCKbj5d8f70i0AYLyiJ3YMXg | KMPH FOX26 NEWS | direct_ytdlp_search_and_metadata | news interview 2013 | 350 | true | yt_dlp.upload_date | upload_date=20130207; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCKbj5d8f70i0AYLyiJ3YMXg | Full Interview With Kai, The Homeless Hitchhiker With A Hatchet [OFFICIAL VIDEO] | 20130207 | https://www.youtube.com/watch?v=-Xa0NfCdLk4 | -Xa0NfCdLk4 | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T19:42:47.518226+00:00 | Редакция | direct_playwright_youtube_page_inspection | "made with AI" youtube video | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Редакция | Что за Константиновкой? | https://www.youtube.com/watch?v=-YB2m5gE8w4 | -YB2m5gE8w4 | long-form | |||
youtube_creator_disclosed_ai | 2026-08-02T04:05:02.286869+00:00 | Elevate With Angela | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Elevate With Angela | Your Views Just Disappeared... Here's Why | https://www.youtube.com/watch?v=-YlaXvRmQ1o | -YlaXvRmQ1o | long-form | |||
youtube_creator_disclosed_ai | 2026-08-02T03:27:19.967771+00:00 | Forbes Breaking News | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Forbes Breaking News | Brandon Gill Asks SPLC's CEO Straight-Up For His Opinion On Graham Platner's Totenkopf Tattoo | https://www.youtube.com/watch?v=-ZXES6P4fXo | -ZXES6P4fXo | long-form | |||
youtube_real_pre2021 | 2026-08-04T07:15:07.625562+00:00 | UCyXH8k7w7atZUXIYVOj8bVw | UMass Boston | direct_ytdlp_search_and_metadata | educational lecture 2014 | 2,547 | true | yt_dlp.upload_date | upload_date=20141209; before 2021 | val | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCyXH8k7w7atZUXIYVOj8bVw | 2014 Distinguished Faculty Lecture | 20141209 | https://www.youtube.com/watch?v=-ZXfrphZp5s | -ZXfrphZp5s | long-form | |
youtube_creator_disclosed_ai | 2026-08-02T02:47:40.360830+00:00 | ABC News | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | test | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:ABC News | ABC World News Tonight with David Muir Full Broadcast - July 30, 2026 | https://www.youtube.com/watch?v=-_N8wkYTGOQ | -_N8wkYTGOQ | long-form | |||
youtube_creator_disclosed_ai | 2026-08-02T06:38:23.715645+00:00 | Madan Gowri | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Madan Gowri | Kerala Teachers Case! என்ன நடந்தது? | Madan Gowri | MG Squad 🖖🏻 | https://www.youtube.com/watch?v=-_Ov8E5oaHY | -_Ov8E5oaHY | long-form | |||
youtube_real_pre2021 | 2026-08-04T06:50:01.569421+00:00 | UC5NC5nShZqL5YkDDkSj1zsw | Indus Media | direct_ytdlp_search_and_metadata | interview talking head 2016 | 127 | true | yt_dlp.upload_date | upload_date=20160627; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UC5NC5nShZqL5YkDDkSj1zsw | Interview Mr. Felix Klauda, Head of Division, KfW, 100 Smart Cities 2016 | 20160627 | https://www.youtube.com/watch?v=-a01mCpaIcM | -a01mCpaIcM | long-form | |
youtube_creator_disclosed_ai | 2026-08-03T00:24:54.280383+00:00 | SpaceX | direct_playwright_youtube_page_inspection | "made with AI" youtube video | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:SpaceX | Starship - Critical Path | https://www.youtube.com/watch?v=-a0ecQMq-rM | -a0ecQMq-rM | long-form | |||
youtube_creator_disclosed_ai | 2026-08-04T07:24:14.688785+00:00 | Grandpa’s Revenge | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | Made with AI | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Grandpa’s Revenge | On Father's Day, My Millionaire Son Asked, "My Wife Is Still Bring You $4,200 Every Month, Right?" | https://www.youtube.com/watch?v=-a559z8iBsk | -a559z8iBsk | long-form | |||
youtube_real_pre2021 | 2026-08-04T07:23:28.003782+00:00 | UCX6b_0xWmne2VnbFtZjrFfg | HeadOnPhotoFest | direct_ytdlp_search_and_metadata | interview talking head 2015 | 200 | true | yt_dlp.upload_date | upload_date=20150507; before 2021 | train | pre2021_real_heuristic | trusted_scraper_assumption | null | youtube | 0 | real | youtube_creator:UCX6b_0xWmne2VnbFtZjrFfg | Head On 2015 Artist Interview with Sandro Miller | 20150507 | https://www.youtube.com/watch?v=-aFjbGQp1ZU | -aFjbGQp1ZU | long-form | |
youtube_creator_disclosed_ai | 2026-08-04T08:00:48.083244+00:00 | JTBC News | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:JTBC News | "홈캠 달아주면 안돼?" 무너진 엄마…체포 뒤 한 말 "가관" #뉴스다 / JTBC News | https://www.youtube.com/watch?v=-aJhaNnin7A | -aJhaNnin7A | long-form | |||
youtube_creator_disclosed_ai | 2026-08-04T08:11:59.656213+00:00 | Dudek o Historii | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Dudek o Historii | Reparacje od Niemiec | Dudek o Historii | https://www.youtube.com/watch?v=-aMsBUpGCMY | -aMsBUpGCMY | long-form | |||
youtube_creator_disclosed_ai | 2026-08-04T08:06:04.065485+00:00 | Micah Korus | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | How this was made | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Micah Korus | How To Make $500/Day Giving Away Free AI Receptionist | https://www.youtube.com/watch?v=-aUjJB6-hvk | -aUjJB6-hvk | long-form | |||
youtube_creator_disclosed_ai | 2026-08-04T21:53:14.098886+00:00 | Apex Psychology | direct_playwright_youtube_page_inspection | "altered or synthetic content" youtube | null | true | yt_initial_data_how_this_was_made_component | Made with AI | train | creator_disclosure_proxy | trusted_scraper_assumption | null | youtube | 1 | fake | youtube_creator:Apex Psychology | Psychology of People Who Imagine Fake Scenarios Before Sleep | https://www.youtube.com/watch?v=-b9JrRMfmTc | -b9JrRMfmTc | long-form |
End of preview.
Orislop YouTube prepared v2
This public research dataset contains compact NPZ v2 samples inside uncompressed WebDataset tar shards. It has 29510 prepared samples from 8698 source videos; 57 sources were recorded as terminal skips.
Label warning
The real and fake values are trusted scraper assumptions, not independently
verified ground truth. Pre-2021 videos are proxy-real and creator-disclosed altered
videos are proxy-fake. Do not report model agreement as verified accuracy.
Format
Each .npz stores a JPEG-quality-95 frame bank with spatial/temporal index arrays,
variable-count mouth tracks, PCM16 16 kHz waveforms, face masks, quality vectors,
section timestamps, split ownership, and provenance. Load with allow_pickle=False.
All sections from the same source group use the same train/validation/test split.
See dataset_info.json, manifest.jsonl, terminal_skips.jsonl, and SHA256SUMS
for the authoritative inventory.
The repository is public. Dataset maintainers are responsible for confirming the redistribution basis for every included source and responding to removal requests.
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