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
Trudeau has no credibility. He's a lame duck... And actually never had any credibility especially because he made his relationship with Trump a mess (knowing he had chances to become 47th). Make a poll, and …
Trudeau has no credibility. He's a lame duck... And actually never had any credibility especially because he made his relationship with Trump a mess (knowing he had chances to become 47th). Make a poll, and I'm pretty sure support for Ukraine is nowhere near this excuse for a prime says.
Criticizes Trudeau's credibility and handling of US relations, with unsubstantiated claim about public support for Ukraine.
@mike_le_petit_bonhomme
Mar 4, 2025
Trudeau a true puppet of Macron - need to start aiding policiies that supports America than EU
Trudeau a true puppet of Macron - need to start aiding policiies that supports America than EU
Criticizes Trudeau's policy alignment with EU over US, framing it as problematic governance while comparing Canada's international positioning.
@nrajeshbabu5
Mar 4, 2025
They have a vindictive president
They have a vindictive president
Characterizes executive leadership as vindictive, implying criticism of governance approach.
Policy Critique
0.75
@christopherclarke5086
Mar 4, 2025
Why is there such an imbalance of payments between so called friendly countries. You may not like what Trump is trying to do, balance the offset, but you did set up the imbalance in the …
Why is there such an imbalance of payments between so called friendly countries. You may not like what Trump is trying to do, balance the offset, but you did set up the imbalance in the first place so this is karma. Trudeau was out before this started so he knows he will not have to sort the mess out he is now creating.
Critique of trade imbalances and Trudeau's policies, with comparative framing about Trump's approach and consequences.
@DavidBarlow-x2e
Mar 4, 2025
You’re true leader Canada is trying to win his election back. That’s all it is!!$
You’re true leader Canada is trying to win his election back. That’s all it is!!$
Suggests the PM's actions are motivated by electoral self-interest rather than genuine policy, critiquing political motives.
@kathyzinn8063
Mar 4, 2025
They should check the shipping containers in Vancouver you should’ve been doing this for seven years ago I don’t know why you’re not working on our military building it up I think you’re sleeping?️??
They should check the shipping containers in Vancouver you should’ve been doing this for seven years ago I don’t know why you’re not working on our military building it up I think you’re sleeping?️??
Criticizes government inaction on border security and military spending, calling for policy changes.
@georgemurphy9910
Mar 4, 2025
What do you expect from an imbecile that has bankrupted 6 times…Chaos…\nHe is going to drive the national debt even higher
What do you expect from an imbecile that has bankrupted 6 times…Chaos…\nHe is going to drive the national debt even higher
Criticizes Trump's economic management with reference to bankruptcies and debt concerns.
@jrparis114
Mar 4, 2025
We should refine our own oil. Any American country accessing our resource should have to refine it here.
We should refine our own oil. Any American country accessing our resource should have to refine it here.
Proposes policy change regarding resource refinement and trade conditions with American countries.
@fancypantsism
Mar 4, 2025
This man has highly overvalued his position
This man has highly overvalued his position
Critiques a political figure's overestimation of their authority or influence, a form of leadership/governance critique.
Policy Critique
0.75
@Keels5404
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
I am a scot..in scotland..Trump what a fool..a great country going down..because of your stupidity..resign
I am a scot..in scotland..Trump what a fool..a great country going down..because of your stupidity..resign
Identifies as Scottish observer criticizing Trump's leadership and calling for resignation, combining personal positioning with political critique.
@briantilbrook4773
Mar 4, 2025
Coddling the enemy while ?ng on allies. Disheartening
Coddling the enemy while ?ng on allies. Disheartening
Criticizes Trudeau's approach as appeasing enemies while abandoning allies, expressing concern about strategic direction.
@twizzle8993
Mar 4, 2025
This clown hates Canada. Shuts down our democracy, and calls Putin a Dictator. Meawhile Zelensky term is up and will not host election. FUKRAINE!!!!! GO RUSSIA!
This clown hates Canada. Shuts down our democracy, and calls Putin a Dictator. Meawhile Zelensky term is up and will not host election. FUKRAINE!!!!! GO RUSSIA!
Criticizes Trudeau for shutting down democracy and hypocrisy regarding Putin, while making unsubstantiated claims about Ukraine and Russia.
@JeanClaudeBeaucage
Mar 4, 2025
Ooh 5 eyes….ooh…a PM or a joker…someone remind him he can talk only to Canadians who now don’t like him either. Unsure why he wants to talk to Americans that’s something Trump will take care …
Ooh 5 eyes….ooh…a PM or a joker…someone remind him he can talk only to Canadians who now don’t like him either. Unsure why he wants to talk to Americans that’s something Trump will take care of
Critiques the leader's diplomatic approach and credibility, questioning his legitimacy to speak on behalf of Canadians.
@VishyVV
Mar 4, 2025
That’s right but he never play fair!
That’s right but he never play fair!
Brief criticism of unfair negotiating practices, though vague in specifics.
Policy Critique
0.75
@AshSmith-bc2rr
Mar 4, 2025
He’s done well, up until he used the word dumb on the orange man. He will fixate on that and now all the well intended and strategic words of persuasion are lost. He will not …
He’s done well, up until he used the word dumb on the orange man. He will fixate on that and now all the well intended and strategic words of persuasion are lost. He will not back down because this guy has a maturity of primary school kids he takes it so personal.
Critiques Trudeau's strategic communication approach and personal maturity, analyzing the effectiveness of his rhetoric.
@PBRN2236
Mar 4, 2025
??? Trudeau is a little limp wristed coward
??? Trudeau is a little limp wristed coward
Attacks the Prime Minister's leadership and competence through insulting language, framed as criticism of his handling of governance.
@OCWord
Mar 4, 2025
Am I the only one who finds it hard to accept that Tredeau is harsh? He speaks assertively, but that's not harsh at all. Considering how Trump speaks to other leaders.
Am I the only one who finds it hard to accept that Tredeau is harsh? He speaks assertively, but that's not harsh at all. Considering how Trump speaks to other leaders.
Questions characterization of PM's leadership style while comparing to another leader's approach, defending against criticism.
@Cruiser110388
Mar 4, 2025
TRUDEAU SHEECKING AS A ONE DICTATOR TALKING TO THE RUSIAN DICTATOR WOW !!!!
TRUDEAU SHEECKING AS A ONE DICTATOR TALKING TO THE RUSIAN DICTATOR WOW !!!!
Criticizes Trudeau's leadership and diplomatic approach, with inflammatory language suggesting authoritarian comparison.
@sonnyshook7981
Mar 4, 2025
Trudeau is begging USA and Trump. ?
Trudeau is begging USA and Trump. ?
Skeptical characterization of Trudeau's diplomatic approach as supplication, questioning the strategy.
@bharathrajnagaraj3347
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)