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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
Page 86 of 299
Shame on Trump but of course he doesn't have any. The man is destroying this country and it's amazing how many people voted for him and put him in a position to do it. Y'all …
Shame on Trump but of course he doesn't have any. The man is destroying this country and it's amazing how many people voted for him and put him in a position to do it. Y'all still think he is going to lower prices?
Criticizes Trump's policies and governance while questioning voter support, focusing on economic outcomes (prices).
@jbrose72 Mar 4, 2025
All of this coming from a guy who closed the parliament and refuses to tell us when we will have an election in Canada....This is his fault and Singh from NDP...He has no control over …
All of this coming from a guy who closed the parliament and refuses to tell us when we will have an election in Canada....This is his fault and Singh from NDP...He has no control over borders and crime is rampant in Canada..His own justice minister had his car stolen twice.He should protect his country like trump doing...
Criticizes government policy on borders and crime control, with secondary fear-based framing about rampant crime and lack of control.
@hb8or Mar 4, 2025
I didn’t vote Liberal because they ran the country for 10 years and they got nothing done so why should anyone else vote Liberal.
I didn’t vote Liberal because they ran the country for 10 years and they got nothing done so why should anyone else vote Liberal.
Criticizes Liberal government performance and questions their electoral viability based on perceived policy failures.
NolanBaptiste-z3q Feb 25, 2026
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire …
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire and they can’t get PR any more which their “consultants” promised them.
Critiques asylum policy and rejection rates as evidence of bogus claims, while making generalizations about Indian students that lack substantiation.
WanderingSkeptic-k3l Feb 25, 2026
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is …
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is 650k. Brampton has not been a city of 18k or 28 k as many for at least 60 years. In 1980 the population of Brampton was over 200k, so very far above the supposed 28k. Slightly over 150k are from India or of Indian ancestry, so not a majority. A little under a third of Brampton inhabitants are immigrants. Again not a majority. Homeless shelters are usually found in churches, especially ones with homeless centers in them like the one visited by the video crew. 4 bigots in the streets is what was interviewed to present a bigoted view of a city. Everyone of then deserve a serious beating. Asshole content creators. Reported.
Systematically critiques the video's factual accuracy regarding population statistics and editorial choices, calling out misleading presentation.
Lortmane Oct 20, 2025
Lmap. Blistering. As a Canadian, i am embarrassed of this man. He is not leading Canada.
Lmap. Blistering. As a Canadian, i am embarrassed of this man. He is not leading Canada.
Self-identified Canadian expresses criticism of Trudeau's leadership and governance.
@imnotoopinionated Mar 4, 2025
Well said Mr. Trudeau! We Canadians absolutely support your statements. I certainly hope, that if the US remove the said tariffs, that we will keep our export tariffs on the selected products for 4 years. …
Well said Mr. Trudeau! We Canadians absolutely support your statements. I certainly hope, that if the US remove the said tariffs, that we will keep our export tariffs on the selected products for 4 years. Let the next ad ministration get the win of us removing the tariffs. Yes we will go through a rough time, but we will get through it. Enough with the threats from Trump.
Critiques US tariff policy and Trump's threats while asserting Canadian national identity and resilience.
@harleyquebecenrevue3580 Mar 4, 2025
Guys, they didn't "lose control". It works exactly as the federal government intended.
Guys, they didn't "lose control". It works exactly as the federal government intended.
Claims government intentionally mismanaged immigration policy, presenting a conspiracy-adjacent critique of federal intent.
jacobsnider7304 Feb 27, 2026
I can't believe you all are lauding Trudeau. What a joke
I can't believe you all are lauding Trudeau. What a joke
Dismissive criticism of Trudeau's policies and leadership, expressing disapproval of government direction.
@maliajenningsaj Mar 4, 2025
As a Canadian, Trudeau is the reason we are in this mess.
As a Canadian, Trudeau is the reason we are in this mess.
Canadian commenter blames Trudeau and government policy for Canada's immigration problems.
@susannerobitaille9133 Mar 4, 2025
Notice that he didnt say anything about America working with Israel. I guess politicians say whatever is convenient.
Notice that he didnt say anything about America working with Israel. I guess politicians say whatever is convenient.
Criticism of political inconsistency and selective messaging in government statements.
@tomlewis9776 Mar 4, 2025
Nice going America. Have your egg prices gone down? Do you have a new national healthcare plan that blows the other one away? Do you consider this as more “owning the libs” and is it …
Nice going America. Have your egg prices gone down? Do you have a new national healthcare plan that blows the other one away? Do you consider this as more “owning the libs” and is it worth suffering more for the benefit of the rich? What a clown show.
Sarcastic critique of US policy outcomes and priorities, comparing healthcare and economic benefits unfavorably.
@mikehagmaier3949 Mar 4, 2025
Please for the love of God get rid of this asshat of a PM. Trudeau is moron of epic proportions.
Please for the love of God get rid of this asshat of a PM. Trudeau is moron of epic proportions.
Harsh criticism of PM Trudeau with implicit call to remove him from office.
@nicknamethieves Mar 4, 2025
Carney ran as an outsider, but is actually the biggest Trudeau insider there is. He's Trudean politics on steroids.
Carney ran as an outsider, but is actually the biggest Trudeau insider there is. He's Trudean politics on steroids.
Criticism of political figure Carney's positioning and alignment with Trudeau's political approach.
daroniousmaximus Oct 24, 2025
I fail to understand what more was expected of canada... Such reneging on deals will make others reluctant to make deals in the future.
I fail to understand what more was expected of canada... Such reneging on deals will make others reluctant to make deals in the future.
Critiques Canada's policy response and questions the government's actions regarding trade deals.
@ncvwrx2759 Mar 4, 2025
This is pandering. This guy is a puppet for people in control.
This is pandering. This guy is a puppet for people in control.
Dismisses the speaker's position as inauthentic political theater controlled by others.
@spilledit Mar 4, 2025
This guy is a con artist who has handcuffed Canada's economy for a decade. The claim that Canada has had record growth and prosperity since the signing of the Canada, Mexico, U.S. trade deal is …
This guy is a con artist who has handcuffed Canada's economy for a decade. The claim that Canada has had record growth and prosperity since the signing of the Canada, Mexico, U.S. trade deal is laughable. Canadian's standard of living has deteriorated for years.
Criticizes a political leader's economic policies and claims deteriorating living standards, combining policy analysis with economic impact discussion.
@goodflop255 Mar 4, 2025
Just stop the flow of fentanyl and help us secure the border. Tariffs will end if that happens. These politicians irritate me in that they clearly care more about themselves than us.
Just stop the flow of fentanyl and help us secure the border. Tariffs will end if that happens. These politicians irritate me in that they clearly care more about themselves than us.
Critiques government policy on border security and tariffs while questioning politicians' priorities.
@CHA773RBOX Mar 4, 2025
Trump is dumb, and he's doing dumb things!
Trump is dumb, and he's doing dumb things!
Direct criticism of Trump's intelligence and policy decisions.
@lasonescott4482 Mar 4, 2025
Canada runs its country so well that companies are lined up to come here, start new factories, and employ new people. \nNo, they are running away for lower taxes, lower gas and diesel, lower regulations, …
Canada runs its country so well that companies are lined up to come here, start new factories, and employ new people. \nNo, they are running away for lower taxes, lower gas and diesel, lower regulations, and a chance to start new businesses without the hassle that might as well be years before they get a permit.
Disputes the claim that Canada attracts business, arguing companies actually flee due to high taxes, regulations, and bureaucratic delays.
@lornebernard2505 Mar 4, 2025
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Category Distribution

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)