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
Don't tell lie to people border was not safe look at the historic number in 2021, 2022, 2023 where people crossed border illegally from Canada that's only because of you Trudiot. you opened door for …
Don't tell lie to people border was not safe look at the historic number in 2021, 2022, 2023 where people crossed border illegally from Canada that's only because of you Trudiot. you opened door for mass immigration like student, visitor and work permit. so, some people used those visas to enter Canada and crossed US border. I am Canadian and moved to US for work only because of this guy Trudeau who devalued Loonie in 10 years. Only Canadian lived better in Harper Era. You destroyed everything.
Criticizes Trudeau's immigration and economic policies, cites unverified border crossing statistics, and includes personal narrative of emigration.
@RajPatel-Conscience
Mar 4, 2025
He's being the same as always. Saying the opposite. And since U.S. has imposed a25% tariff on Canada, that means Canada has that tariff on U.S. so stuck it up and you're on way out …
He's being the same as always. Saying the opposite. And since U.S. has imposed a25% tariff on Canada, that means Canada has that tariff on U.S. so stuck it up and you're on way out bye ?
Criticizes Trudeau's inconsistency and references US tariffs on Canada, combining policy critique with economic concerns.
@HJDtemp
Mar 4, 2025
I’m so ashamed of this idiots in government ruining our country.
I’m so ashamed of this idiots in government ruining our country.
Expresses shame and criticism of government officials and their policies affecting the country.
Policy Critique
0.80
@OYUKISUE
Mar 4, 2025
Love it. Canada will continue to suffer as long as Trudeau and his party are at the wheel. Canada will be the big loser in this.
Love it. Canada will continue to suffer as long as Trudeau and his party are at the wheel. Canada will be the big loser in this.
Criticizes Trudeau's government leadership and predicts negative outcomes for Canada, framed as policy failure.
@liamschubel4739
Mar 4, 2025
It is time for a FAIR TRADE.. Thank You President Trump .....
It is time for a FAIR TRADE.. Thank You President Trump .....
Comment supports Trump's trade policy position, framing it as fair and necessary economic policy.
Policy Critique
0.80
@MrTulipvang
Mar 4, 2025
Its quite simple, make the trade inequities between the two countries fair and equal and tariffs go away......simple wuss boy!
Its quite simple, make the trade inequities between the two countries fair and equal and tariffs go away......simple wuss boy!
Critiques trade policy inequities between countries and proposes a solution while comparing bilateral relations.
@luisfuentes6877
Mar 4, 2025
Canada: Why wait 21 days with the last tariffs?!?!? You are too damn soft. For all the harm Trump has put on the Canadians, You are too soft. \nBtw: A dusin eggs in Denmark is …
Canada: Why wait 21 days with the last tariffs?!?!? You are too damn soft. For all the harm Trump has put on the Canadians, You are too soft. \nBtw: A dusin eggs in Denmark is $2,5 and $4 in Greenland (and Greenland doesn’t have one living soul of chickens)?
Criticizes Canada's response as insufficiently strong while comparing egg prices across countries to illustrate economic points.
@scanstyles
Mar 4, 2025
Shame you didn't support your citizens during other recent events!
Shame you didn't support your citizens during other recent events!
Expresses criticism that the government failed to support citizens during previous events, implying policy failure.
Policy Critique
0.80
@amandaslade9072
Mar 4, 2025
I wish Trudeau would not say America but say Trump...
I wish Trudeau would not say America but say Trump...
The commenter expresses a preference for more direct naming of Trump rather than America, critiquing Trudeau's rhetorical approach.
Policy Critique
0.80
@GamingMusicTechAndLife
Mar 4, 2025
Lost credibility when he said Trump's a smart guy ? ?
Lost credibility when he said Trump's a smart guy ? ?
The commenter criticizes Trudeau's credibility based on his characterization of Trump as smart, questioning his judgment.
Policy Critique
0.80
@Teddy2Nuts
Mar 4, 2025
Agree with Trudeau here, and as a Canadian conservative, that’s not something I say easily. But let’s get real here. Trump is NOT a smart guy. He has cratered most businesses he’s started, he has …
Agree with Trudeau here, and as a Canadian conservative, that’s not something I say easily. But let’s get real here. Trump is NOT a smart guy. He has cratered most businesses he’s started, he has no understanding of economics whatsoever and he speaks like a five-year old. Conversely, here in Canada and around the world (including many in the US who are voicing heir support here) we have A LOT of smart people and an enormous amount of good will, and we will persevere and overcome. Bring it MAGA!
Self-identified conservative Canadian expressing agreement with Trudeau while critiquing Trump's competence and intelligence, with solidarity toward Canadian resilience.
@ZeusVorkon
Mar 4, 2025
Your resignation effectivity cannot come close enough! You’re just like Zelenskyy. You’re putting your country at great economic risk!!!
Your resignation effectivity cannot come close enough! You’re just like Zelenskyy. You’re putting your country at great economic risk!!!
Demands resignation and criticizes the government's economic policies as reckless, with implicit call for leadership change.
@admyrable2254
Mar 4, 2025
Coming from the guy who shut down his people's Banks because they wanted to help support worker's that this Guy also screwed over.
Coming from the guy who shut down his people's Banks because they wanted to help support worker's that this Guy also screwed over.
Criticizes the subject's past actions (bank shutdowns) as hypocritical given current positions on worker support.
@j.a.r.family2576
Mar 4, 2025
It finally CLICKED. Trump just wants to end globalization. Trump envisions a terrible world with the USA being at the top. The reality is that only the USA can operate with true isolation
It finally CLICKED. Trump just wants to end globalization. Trump envisions a terrible world with the USA being at the top. The reality is that only the USA can operate with true isolation
Analyzes Trump's globalization stance and critiques his vision of US isolation as unrealistic and problematic.
@yeimarsoto3196
Mar 4, 2025
Trudeau is such a clown. Not even your own countrymen can stand you. Much like Gavin Newscum.
Trudeau is such a clown. Not even your own countrymen can stand you. Much like Gavin Newscum.
Criticizes the Canadian Prime Minister's leadership and invokes national sentiment ('your own countrymen'), combining policy critique with identity framing.
@jamez_estrada82
Mar 4, 2025
Trudeau own people hate him lol
Trudeau own people hate him lol
Critiques Trudeau's unpopularity among Canadians using humorous tone.
@pepebro
Mar 4, 2025
You openly called Donald a misogynist and called him all sorts of things now you want to be teammates smh
You openly called Donald a misogynist and called him all sorts of things now you want to be teammates smh
Criticizes Trudeau for past rhetoric against Trump while now seeking cooperation.
Policy Critique
0.80
@selbee9025
Mar 4, 2025
We can't get mad at Canada this is exactly what Trump wanted you said once you said 100 times Trump does not give a damn about the American people
We can't get mad at Canada this is exactly what Trump wanted you said once you said 100 times Trump does not give a damn about the American people
Critiques Trump's policies and motivations, arguing his actions are intentional and harmful to American interests.
Policy Critique
0.80
@catgalloway4282
Mar 4, 2025
Only one mistake in this magnificent speech, our Government did not launch Tariffs, TRUMP did! Trump is running a mock and we are going to have to deal with this raging lunatic!
Only one mistake in this magnificent speech, our Government did not launch Tariffs, TRUMP did! Trump is running a mock and we are going to have to deal with this raging lunatic!
Critiques government response to Trump's tariffs while expressing alarm about Trump as a threat.
@EnocAbraham
Mar 4, 2025
Not the United States. Donald Smuck did this.
Not the United States. Donald Smuck did this.
Attributes responsibility for a problem to a specific U.S. political figure rather than Canada.
@purpleprincess7281
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)