Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Meta-Commentary
3,846 comments
That guy in the orange on the bike was wildly honest with his views on things lol
That guy in the orange on the bike was wildly honest with his views on things lol
Comment about a specific person featured in the video and their on-camera statements.
Meta-Commentary
0.90
Teabone3
Jan 27, 2026
I will believe it when I see it
I will believe it when I see it
Expresses skepticism about the video's claims or the government's stated policy changes, commenting on credibility rather than substantive immigration debate.
Meta-Commentary
0.90
mariacarreiro5770
Apr 14, 2025
This youtuber is the biggest waste of oxygen I've ever seen
This youtuber is the biggest waste of oxygen I've ever seen
Directly attacks the YouTuber and video creator rather than engaging with immigration topic.
Meta-Commentary
0.90
agentfortyseven4034
Feb 9, 2026
I see why this was deleted and put back up
I see why this was deleted and put back up
The commenter speculates about why the video was deleted and restored, focusing on the video's platform status rather than immigration substance.
Meta-Commentary
0.90
87cozart
Feb 8, 2026
The guy with the bike 🚲 has a good head over his shoulders
The guy with the bike 🚲 has a good head over his shoulders
Brief endorsement of another commenter's credibility and perspective rather than substantive immigration discussion.
Meta-Commentary
0.90
danielvasquez6516
Feb 9, 2026
Dear CNN: it is extremely irritating that your reporters are speaking over the PM answering questions.
Dear CNN: it is extremely irritating that your reporters are speaking over the PM answering questions.
Complaint about CNN's journalistic conduct and reporter behavior during the interview, not about immigration or policy substance.
Meta-Commentary
0.90
@oOKatieeOo
Mar 4, 2025
I love that he is not reading from a script!?
I love that he is not reading from a script!?
Comment about the video/speaker's delivery style rather than the substantive content of immigration or policy.
Meta-Commentary
0.90
@nobraintrader546
Mar 5, 2025
Most racist and ragebait channel
Most racist and ragebait channel
Attacks the channel itself rather than engaging with immigration policy discussion.
Meta-Commentary
0.90
ProductiveYash-g8d
Feb 24, 2026
Prime Minister Justin Trudeau?!
Prime Minister Justin Trudeau?!
Brief reference to the Prime Minister, likely commenting on the video's subject matter or creator rather than substantive immigration discourse.
Meta-Commentary
0.90
plackattumathew3557
Apr 16, 2025
This guy is racist
This guy is racist
Direct accusation about the content creator's character, commenting on the video/creator rather than immigration policy.
Meta-Commentary
0.90
rd-rams2193
Feb 9, 2026
Just the intro is gross to this video
Just the intro is gross to this video
Directly critiques the video's introduction rather than engaging with immigration content.
Meta-Commentary
0.90
christygray5353
Feb 9, 2026
This has nothing to do with drug trafficking.
This has nothing to do with drug trafficking.
Brief statement disputing the relevance or framing of the video content itself.
Meta-Commentary
0.90
@circleofintent1775
Mar 4, 2025
*Canada's Response to US Tariffs: A Measured Approach*\n\n*Executive Summary*\n\nIn response to the 25% tariffs imposed by the US on Canadian goods, Canada has announced a robust countermeasure. Effective immediately, Canada will impose 25% tariffs on …
*Canada's Response to US Tariffs: A Measured Approach*\n\n*Executive Summary*\n\nIn response to the 25% tariffs imposed by the US on Canadian goods, Canada has announced a robust countermeasure. Effective immediately, Canada will impose 25% tariffs on $20.7 billion worth of imported goods from the US. This initial phase is part of a larger plan to impose tariffs on up to $155 billion worth of US goods, should the current tariffs remain in place.\n\n*Key Highlights*\n\n- *Tariffs on $20.7 Billion Worth of US Goods*: Canada's initial response includes tariffs on various products, such as:\n - Food and beverages: orange juice, peanut butter, wine, spirits, beer, coffee\n - Consumer goods: appliances, apparel, footwear, motorcycles, cosmetics\n - Industrial products: pulp and paper products\n- *Additional Tariffs on $155 Billion Worth of US Goods*: If the current tariffs remain in place, Canada plans to impose additional tariffs on products, including:\n - Electric vehicles\n - Fruits and vegetables\n - Beef, pork, dairy\n - Electronics\n - Steel, aluminum\n - Trucks, buses\n- *Non-Tariff Options*: Canada is exploring non-tariff options, including export restrictions and investment measures.\n- *Remission Process*: A remission process has been established to consider requests for exceptional relief from the tariffs.\n\n*Rationale*\n\nCanada's response is a direct result of President Trump's decision to impose tariffs on Canadian and Mexican goods, citing concerns over fentanyl trafficking and trade agreements. However, Canada has argued that the tariffs are unjustified and will have devastating consequences for both American and Canadian economies.\n\n*Conclusion*\n\nCanada's response to the US tariffs is a measured and targeted approach, aimed at protecting Canadian interests and jobs while also encouraging the US to reconsider its decision ¹ ² ³.
Appears to be a formatted executive summary or informational document posted as a comment, likely copied from external source rather than original commentary.
Meta-Commentary
0.90
@stanleyweller6856
Mar 4, 2025
Iim not canadian nor indian so i dont really care, i just clicked on this vid for info
Iim not canadian nor indian so i dont really care, i just clicked on this vid for info
Commenter explains their motivation for watching the video and their lack of personal stake, which is meta-commentary about their own engagement with the content.
Meta-Commentary
0.90
NaraPlayz-c5v
Feb 8, 2026
guy on the bicycle is based
guy on the bicycle is based
Brief endorsement of a video participant using slang ('based'), commenting on the video content rather than immigration policy.
Meta-Commentary
0.90
etherisfree
Feb 8, 2026
So this Tyler Oliveira guy is just lidl Channel 5 but clickbait for racists or what?
So this Tyler Oliveira guy is just lidl Channel 5 but clickbait for racists or what?
Critiques the video creator's content strategy and audience, making judgments about the channel itself rather than immigration policy.
Meta-Commentary
0.90
finneas9894
Feb 7, 2026
4:53 oh yeah he be saying it a regular daily basis
4:53 oh yeah he be saying it a regular daily basis
References a specific timestamp in the video and comments on what a speaker said, focusing on the video content itself.
Meta-Commentary
0.90
zkilla_G
Feb 8, 2026
green shirt lady
green shirt lady
Brief observation about a person visible in the video content.
Meta-Commentary
0.90
Trashcreep
Feb 8, 2026
Bro you are trash😂
Bro you are trash😂
The comment is a direct personal insult directed at another commenter or the video creator, with no substantive engagement with immigration topics.
Meta-Commentary
0.90
oyejokergamingbgmi4545
Mar 1, 2026
CNN is a joke ????
CNN is a joke ????
Direct criticism of CNN as a news organization/media outlet rather than substantive policy discussion.
Meta-Commentary
0.90
@juanandrade8733
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)