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
Trump betrays everybody eventually, even his own wife and supporters.
Trump betrays everybody eventually, even his own wife and supporters.
Criticizes Trump's character and reliability, framed as a critique of his leadership and trustworthiness.
Policy Critique
0.75
@Knapweed
Mar 4, 2025
Trudeau can puff up his chest as much as he wants. He stole millions from the Canadian people. \nCanada has suffered long enough.. liberate them from this absolute fool.
Trudeau can puff up his chest as much as he wants. He stole millions from the Canadian people. \nCanada has suffered long enough.. liberate them from this absolute fool.
Critiques Trudeau's governance and makes an unsubstantiated claim about theft, framed as policy failure.
@damemarshall8956
Mar 4, 2025
And the" She Devil" rises! Your mismanagement of Provincial funds have been an issue for a long time...why don't you tell the truth....how much is the Oil Cartel Paying you 😉
And the" She Devil" rises! Your mismanagement of Provincial funds have been an issue for a long time...why don't you tell the truth....how much is the Oil Cartel Paying you 😉
Criticizes government mismanagement and financial decisions while making conspiratorial insinuations about corruption.
@mercedessiebert8585
Feb 21, 2026
Didn’t this guy destroy Canada lol
Didn’t this guy destroy Canada lol
Questions the effectiveness or impact of a political leader's policies on Canada.
Policy Critique
0.75
@YouzaFugazi
Mar 4, 2025
Please understand.. thats a Nice Speach, at least it would be if he actually meant any of it, understand hes a Compulsive Liar and rarely if ever, does anything he states, usually its the exact …
Please understand.. thats a Nice Speach, at least it would be if he actually meant any of it, understand hes a Compulsive Liar and rarely if ever, does anything he states, usually its the exact opposite in fact... a whole lot of blee bla bla blee blee... a** h*** .... in my opinion
Criticizes a political figure as dishonest and ineffective, with unsubstantiated claims about compulsive lying and broken promises.
@blableebleebla
Mar 4, 2025
Incorrect! Our moronic president and his goons launched a trade war.
Incorrect! Our moronic president and his goons launched a trade war.
Critiques Trump administration's trade war policy while using inflammatory language ('moronic president').
@abaddon181
Mar 4, 2025
Sorry but I disagree with Trudeau. The word Smart is never associated with Trump. Only words like stupid, dumb, bully, racist and narcissistic described him.
Sorry but I disagree with Trudeau. The word Smart is never associated with Trump. Only words like stupid, dumb, bully, racist and narcissistic described him.
Commenter disagrees with Trudeau's characterization of Trump, offering critical commentary on political figures and their descriptions.
Policy Critique
0.75
@siewgantan7202
Mar 4, 2025
This guy is a woke joke!! Canada has been riding the coat tails of the USA for way too long. Time's up jack wipe. Canada needs us much more than we need the. Ariculate? Someone …
This guy is a woke joke!! Canada has been riding the coat tails of the USA for way too long. Time's up jack wipe. Canada needs us much more than we need the. Ariculate? Someone said? Makes sense? Another one said? Take the deal and win. Otherwise you're throwing the Canadian people under the bus.
Criticizes political leadership and government strategy while asserting national dependency dynamics and power relations.
@pistol777
Mar 4, 2025
Ya we not paying for them anymore
Ya we not paying for them anymore
Cryptic statement suggesting opposition to government spending or support for immigrants, critiquing policy direction.
Policy Critique
0.75
@WestKenny-l5i
Mar 4, 2025
I think this is a desperate move. Our country is in a big trouble Joe Biden, he burn a lot of money so we have to take that inconsideration of these tariff.
I think this is a desperate move. Our country is in a big trouble Joe Biden, he burn a lot of money so we have to take that inconsideration of these tariff.
Criticizes government economic policy (tariffs, spending) as a desperate move causing national trouble, blending policy analysis with economic concerns.
@g_g9329
Mar 4, 2025
Eye for eye, that is all Trump wants. There is no trade war. Trudeau should not act as an offended abandoned bride.
Eye for eye, that is all Trump wants. There is no trade war. Trudeau should not act as an offended abandoned bride.
Critiques Trudeau's policy response to Trump, comparing approaches and arguing for a different negotiating stance.
@jovankabanjac2310
Mar 4, 2025
Is he still.....relevant???
Is he still.....relevant???
Rhetorical question questioning Trudeau's political relevance and legitimacy as Prime Minister, implying criticism of his leadership.
Policy Critique
0.75
@athenazoey5093
Mar 4, 2025
What a joke why is he still involved in politics. We need an entity to crackdown on fentanyl, homeless, and migrants to stop tariffs and being cooperate trade. Not spend more money towards more deaths …
What a joke why is he still involved in politics. We need an entity to crackdown on fentanyl, homeless, and migrants to stop tariffs and being cooperate trade. Not spend more money towards more deaths in Ukraine.
Criticizes current government priorities and leadership, calling for different policy focus on domestic issues rather than international spending.
@Ceecee384
Mar 4, 2025
Well stop taking advantage of America
Well stop taking advantage of America
Criticizes Canada's immigration or trade practices as exploitative toward America.
Policy Critique
0.75
@Vuhjayjay68
Mar 4, 2025
If you believe a word this worm says, you're a fool. Canadians know better than to believe a word this self-serving fluffer says.
If you believe a word this worm says, you're a fool. Canadians know better than to believe a word this self-serving fluffer says.
Attacks a political figure's credibility and self-serving motives, appealing to Canadian identity as basis for rejection.
@CoreyBorne-mm2zg
Mar 4, 2025
The prsident that froze his own peoples bank accounts,.......
The prsident that froze his own peoples bank accounts,.......
References a specific controversial government action (freezing bank accounts) as implicit criticism, though the incomplete sentence limits clarity.
Policy Critique
0.75
@BKP68
Mar 4, 2025
Good. I think Trump should be overthrown by any means necessary
Good. I think Trump should be overthrown by any means necessary
Dismissing the credibility of the video/speakers (CNN, Trudeau) while questioning the seriousness of the situation.
@ohthatpaul
Mar 4, 2025
Time for the rich people of this country to step and help us weather this storm and not move your head office and business to the U S Can't wait to see the end of …
Time for the rich people of this country to step and help us weather this storm and not move your head office and business to the U S Can't wait to see the end of the Liberals but I have to say that might be Trudeau's best speech. Too little too late tho.. Not sure calling him dumb will help no matter how true it is.
Criticizes wealthy individuals and government policy while acknowledging Trudeau's speech, mixing economic and political concerns.
@danielmarshall6732
Mar 4, 2025
kenney is a jag off clown egotistical prick thinks he ,s special
kenney is a jag off clown egotistical prick thinks he ,s special
Personal attack on Jason Kenney criticizing his character and ego in relation to policy decisions.
toddyurkowski
Feb 18, 2026
Trudeau worried about tariffs what about the carbon tax increase by 63 percent on April 1st ?Canadians are tired of fake taxes !!!!
Trudeau worried about tariffs what about the carbon tax increase by 63 percent on April 1st ?Canadians are tired of fake taxes !!!!
Critiques Trudeau's focus on tariffs while raising concerns about carbon tax increases, with unsubstantiated characterization of taxes as 'fake.'
@RicoMANUEL-sz6cs
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)