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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Policy Critique
5,980 comments
Close the border, 1% of 20 million is to many
Close the border, 1% of 20 million is to many
Advocates for border closure based on an unspecified statistical claim about problematic immigrants.
@michaellaughery6411
Mar 4, 2025
Believe nothing he says.
Believe nothing he says.
Expresses distrust of a political figure's statements, implicitly critiquing credibility and trustworthiness.
Policy Critique
0.75
@crazycarbo
Mar 4, 2025
Do allow pagan religions into your country.
Do allow pagan religions into your country.
Advises against accepting certain religious groups in immigration policy, framing it as a policy recommendation.
Neilfachman1234
Jan 29, 2026
what in the right-wing propaganda bullshit is this?
what in the right-wing propaganda bullshit is this?
Dismisses the video's content as propaganda, critiquing the framing and ideological positioning of the immigration discussion.
7Genoux
Jan 29, 2026
THIS IS WHAT LIBERALS WANT
THIS IS WHAT LIBERALS WANT
Attributes immigration policy to Liberal party ideology, critiquing government direction without elaboration.
ernestturriziani2489
Feb 28, 2026
Fine speech for a CCP sympathizer. Get the Chinese drug lords out of Canada
Fine speech for a CCP sympathizer. Get the Chinese drug lords out of Canada
Criticizes a political figure as sympathetic to China and calls for removal of 'Chinese drug lords,' combining policy critique with identity-based framing.
@brianh2421
Mar 4, 2025
The best response is 25 % export tariff on oil and minerals, but then there's a risk that Trump will invade Canada with troops.
The best response is 25 % export tariff on oil and minerals, but then there's a risk that Trump will invade Canada with troops.
Proposes a policy response while expressing fear of military escalation as a potential consequence.
@elephant3625
Mar 4, 2025
how could canada be soo deaf dumb and blind?
how could canada be soo deaf dumb and blind?
Expresses frustration with government decision-making on immigration, using rhetorical language to criticize perceived incompetence.
gabrielehalley8533
Jan 29, 2026
Justin was wrong about one thing tho, that orange monster is NOT a smart man. I get it, gotta be polite I guess.
Justin was wrong about one thing tho, that orange monster is NOT a smart man. I get it, gotta be polite I guess.
Critiques a political figure's intelligence while acknowledging diplomatic politeness, with a slightly sarcastic tone.
@TheEvilMinion
Mar 4, 2025
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons.
However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places.
So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up.
Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Critiques both immigration policy outcomes and video framing while asserting Canadian cultural identity tied to traditional establishments, with nuanced historical context.
lanceyrenzo932
Jan 29, 2026
"This provides a safe environment".....aka gentrification of america
"This provides a safe environment".....aka gentrification of america
Critique of policy framing, equating 'safe environment' language with gentrification outcomes.
Policy Critique
0.75
imgonnacatchyou6680
Jan 27, 2026
We knew this during the campaign. No body in the right listened now we all have to suffer. ?
We knew this during the campaign. No body in the right listened now we all have to suffer. ?
Criticizes lack of attention to campaign warnings and expresses frustration about current consequences.
@sonnetiaquarles4248
Mar 4, 2025
Trudeau has to explain how dumb trade wars are in English and in French.
Trudeau has to explain how dumb trade wars are in English and in French.
Critiques trade war policy as 'dumb' and calls for explanation, focusing on government policy analysis.
Policy Critique
0.75
@ConAntonakos
Mar 4, 2025
Trudeau, this is a lame accusation simply run to justify all the following decisions that move US to a totalitarian regime. Trump could give a shit that people are dying from fentynal od
Trudeau, this is a lame accusation simply run to justify all the following decisions that move US to a totalitarian regime. Trump could give a shit that people are dying from fentynal od
Criticizes government policy decisions as moving toward totalitarianism while expressing concern about fentanyl deaths, blending policy critique with fear-based framing.
@danabennett4330
Mar 4, 2025
The only way to achieve peace is by getting both sides to the table. You're not freaked out about people talking to Hamas... Why are you so worried about a world leader who is trying …
The only way to achieve peace is by getting both sides to the table. You're not freaked out about people talking to Hamas... Why are you so worried about a world leader who is trying to achieve peace talking to Putin? Because, as bad as he is, he's not as bad as Hamas...
Critiques concerns about diplomatic engagement with Russia, questioning the logic of opposition to peace negotiations.
Policy Critique
0.75
@jonnysterling6917
Mar 4, 2025
Blistering? Don't think so
Blistering? Don't think so
Disagreement with characterization of Trudeau's response as 'blistering,' implying criticism of the framing.
Policy Critique
0.75
@timhenry8078
Mar 4, 2025
As a India this look really bad man politicians are really bad what the hell man and the question is why?
As a India this look really bad man politicians are really bad what the hell man and the question is why?
Commenter identifies as Indian and criticizes politicians/policy, expressing frustration about governance.
Dream-xs4zd
Jan 30, 2026
Trudeau wouldn't be around for long, useful idiot. No winner in a trade war but it is ok to take advantage of a friend.
Trudeau wouldn't be around for long, useful idiot. No winner in a trade war but it is ok to take advantage of a friend.
Critiques trade war policy as exploitative of friendship while dismissing Trudeau, arguing that no winner emerges from such economic conflict.
@annieyip2176
Mar 4, 2025
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons …
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons is a lil ignorant tho, intelligence may be an issue but I’d say the bigger issue is customer service , communication, understanding and laziness. Cannot be bothered to do their job correctly or maintain a comprehension level higher than a kindergarten student. It’s soooooo problematic.
The comment critiques service quality and worker behavior as systemic issues while acknowledging immigrant presence itself isn't inherently problematic, focusing on institutional/behavioral problems.
leosfinest
Jan 30, 2026
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Criticizes government immigration decisions and directs blame toward the government rather than immigrants, urging accountability.
crumb6238
Mar 1, 2026
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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