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
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.
Policy Critique
0.85
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.
Policy Critique
0.85
@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.
Policy Critique
0.85
@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.
Policy Critique
0.85
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.
Policy Critique
0.85
@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.
Policy Critique
0.85
@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.
Policy Critique
0.85
@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
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)