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
I’m not a fan of Trudeau over his stance with the truckers during Covid, but on this he is showing Trump up for the poor idiotic leader he is
I’m not a fan of Trudeau over his stance with the truckers during Covid, but on this he is showing Trump up for the poor idiotic leader he is
Expresses disagreement with Trudeau's COVID policy while praising his current stance against Trump, balancing personal critique with comparative judgment.
@Elvislives1977
Mar 4, 2025
That's right Ontario keep voting liberals .Good job. R u happy ?
That's right Ontario keep voting liberals .Good job. R u happy ?
Criticizes Ontario voters' electoral choices regarding Liberal governance, implying dissatisfaction with immigration-related policies.
sashastrong9995
Oct 5, 2025
Imagine voting for Trump over inflation while he was saying he would use tariffs and people thinking it wouldn't affect them. So naive. Trump is an agent of chaos who is anathema to everything this …
Imagine voting for Trump over inflation while he was saying he would use tariffs and people thinking it wouldn't affect them. So naive. Trump is an agent of chaos who is anathema to everything this country stands for, and it's self-evident by his actions. We are a country who is strong because of our friends around the world and no one will trust this country when we keep putting an idiot in office who doesn't honor former president's agreements. You can't work with a country who won't stick to it's agreements. You wouldn't tolerate a friend like that, and this is the same thing on a macro level.
Critiques Trump's economic and foreign policy decisions, arguing they violate agreements and undermine international relationships based on principle.
@Draleid_Sephy
Mar 4, 2025
THIS HAS SHOWN THE ACTUAL INSANITY OF THIS CROP OF LEADERS TODAY MANNING THE HELM OF AFFAIRS OF THE US GOVERNMENT. WHEN WILL THIS MADNESS STOP?
THIS HAS SHOWN THE ACTUAL INSANITY OF THIS CROP OF LEADERS TODAY MANNING THE HELM OF AFFAIRS OF THE US GOVERNMENT. WHEN WILL THIS MADNESS STOP?
Expresses strong criticism of US government leadership and policies, framed as 'insanity' and 'madness,' with underlying anxiety about governance.
@mukehkennethfahnbulleh2842
Mar 4, 2025
I deplore our current leadership, and on behalf of the persons who caused this idiocy, I offer apologies.
I deplore our current leadership, and on behalf of the persons who caused this idiocy, I offer apologies.
Expresses disapproval of current leadership and apologizes on behalf of those responsible, critiquing government decisions as idiotic.
@lindadunn2591
Mar 4, 2025
Isn't it fault of system? If you keep ur front door open and people break in your house, will you blame the people or yourself for keeping front gate open?
Isn't it fault of system? If you keep ur front door open and people break in your house, will you blame the people or yourself for keeping front gate open?
Uses analogy to critique government policy responsibility for immigration enforcement failures.
gigachadkartik
Dec 26, 2025
Wow. If Trudeau would have been like this for his entire career, he might have made something. Too late, but good move.
Wow. If Trudeau would have been like this for his entire career, he might have made something. Too late, but good move.
Backhanded criticism acknowledging a positive action while dismissing it as too little, too late given Trudeau's overall record.
Policy Critique
0.80
@Soulsmithing
Mar 4, 2025
Brought to you by the Federal Liberals. The Party of Choice, apparently…
Brought to you by the Federal Liberals. The Party of Choice, apparently…
Blames Liberal government for immigration policy outcomes, with sarcastic framing suggesting they prioritize immigrant choice over Canadian interests.
troyjollimore4100
Feb 18, 2026
I found it to be a very smart move when he directly addressed the American public.
I found it to be a very smart move when he directly addressed the American public.
Approves of Trudeau's strategic decision to directly address the American public as an effective political move.
Policy Critique
0.80
@thomaslangley1571
Mar 4, 2025
See the issue with multi culturalism is that “like people” tend to stick with “like people”. It’s human nature… for instance, when I go to school or the break room- I sit with my friends. …
See the issue with multi culturalism is that “like people” tend to stick with “like people”. It’s human nature… for instance, when I go to school or the break room- I sit with my friends. I interact with, socialize outside of the current setting - because that’s where we are comfortable. Everyone in life chooses to be comfortable, as it’s better. When we mass immigrate (especially from one country) we can’t be surprised that this happens. Of course Indian people do business, socialize, real estate, etc… with other Indian people. It’s what they are comfortable with. I think mass immigration is an awful idea and a culture that doesn’t encourage assimilation and chooses multi culturalism will find that it’ll no longer be multicultural- as the new dominate culture in Canada will be Punjabi.
Critiques multiculturalism and mass immigration policies as ineffective, with identity-based concerns about cultural dominance and assimilation.
TheHeatLockerFanCave
Oct 3, 2025
Don’t fall for this, he’s not speaking for all Canadians he resigned as the liberal party was falling apart at the request of the liberals. He’s been flying around the world doing nothing the provinces …
Don’t fall for this, he’s not speaking for all Canadians he resigned as the liberal party was falling apart at the request of the liberals. He’s been flying around the world doing nothing the provinces have stepped up not the prime minister. He is putting another 25% carbon tax on Canadians come April 1. He’s no hero he decided to tax carbon and that will help the climate. Our gas usage is less than the carbon tax we are being charged as well as numerous other taxes but he flies in his big carbon polluter plane all over the world. Let him explain why he’s not on Canadian media ??? WEF PUPPET
Extensive criticism of government policies and leadership credibility, with unsubstantiated claims about carbon tax impacts and WEF connections.
@kimlitwin1254
Mar 4, 2025
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a place where they feel they belong—whether it's a gated community with an average household income of $250,000, or a neighborhood where Italian is predominantly spoken. With the exception of Indigenous peoples, everyone here has settled on land that once belonged to someone else, reshaping it to fit their own culture and needs. In Canada, this dynamic is particularly visible. It’s one of the easiest countries in the world to migrate to—whether through official channels or otherwise—largely due to historically lenient laws. Beyond immigration, Canada faces deeper systemic challenges. From weak enforcement around serious crimes to broader identity issues, the country may be in need of a serious re-evaluation. At its core, Canada must ask itself what it stands for, and what kind of nation it wants to be.
Analyzes Canada's immigration and systemic challenges through historical and comparative lens, questioning what the nation stands for and needs re-evaluation.
fashionfruit99
Oct 2, 2025
She came here to study. And then she is classed as a TEMPORARY Foreign Worker. She even acknowleges that she doesn't have enough experience under the program's stipulations to stay. Is something lost in translation …
She came here to study. And then she is classed as a TEMPORARY Foreign Worker. She even acknowleges that she doesn't have enough experience under the program's stipulations to stay.
Is something lost in translation here? 🧐
She now has transferrable skills AND an education to take back to her home country. AND she can reapply to reimmigrate as a PERMANENT RESIDENT next time.
She is exploiting the system.
Analyzes temporary foreign worker program rules and accuses the individual of exploiting the system, questioning the fairness of the arrangement.
robinhightower9031
Feb 12, 2026
New rules favouring 'new citizens' whilst 'old stock' Canadians struggle.
New rules favouring 'new citizens' whilst 'old stock' Canadians struggle.
Critique of perceived preferential treatment for new citizens over established Canadians, framed as policy unfairness.
bvictoria6605
Jan 18, 2026
All I got to say is Canada you better get this piece of ? out of power while you still have a country he is absolutely destroying your country time for America to make shit …
All I got to say is Canada you better get this piece of ? out of power while you still have a country he is absolutely destroying your country time for America to make shit fair period Tredou needs imprisoned facts
Criticizes Trudeau's governance as destructive and calls for his removal from power, with unsubstantiated claim of imprisonment.
@jasonerickson1033
Mar 4, 2025
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Attacks government immigration policy and political opponents, with partisan framing and dismissive language.
brendastebeleski6168
Feb 18, 2026
Polar opposite of our entitled little man-baby, Trump. This is what we get for (somehow) voting tRUMP into power AGAIN. Blows my mind.
Polar opposite of our entitled little man-baby, Trump. This is what we get for (somehow) voting tRUMP into power AGAIN. Blows my mind.
Critiques Trump's leadership while asserting Canadian identity and expressing regret about US political choices.
@JustinRampage
Mar 4, 2025
Yes, let the bankrupt Canada who is taxing their own people into poverty start a trade war instead of just complying. What a good idea, Fidel Jr.?
Yes, let the bankrupt Canada who is taxing their own people into poverty start a trade war instead of just complying. What a good idea, Fidel Jr.?
Commenter critiques Canada's economic situation and trade war strategy while using sarcasm and a derisive nickname for the PM.
@joshuawilliams2310
Mar 4, 2025
What a colossal fail on this Goverment. This isnt Canada anymore its a third world country. The Administration people are Indian too what a FAIL
What a colossal fail on this Goverment. This isnt Canada anymore its a third world country. The Administration people are Indian too what a FAIL
Criticizes government administration as a failure and invokes ethnic identity ('Administration people are Indian') to frame decline.
rickym3
Oct 2, 2025
Nearly half of the foolish American voters installed this verified criminal as a pretend president once again, knowing damn well the chaos this imbecile caused four years ago. But not all the blame goes to …
Nearly half of the foolish American voters installed this verified criminal as a pretend president once again, knowing damn well the chaos this imbecile caused four years ago. But not all the blame goes to them, the Demo-rat politicians, with their shallow 2024 candidates along with zero support for struggling American Working Class help cause Trump. The corporate elites own the Democrats and the oligarchs control the Republicans. This is the sad state of affairs in 2024 in the United States.
Critiques voter choices and political leadership across parties, analyzing systemic failures in governance and economic policy while making moral judgments about institutional corruption.
@Thekarlskorner
Mar 4, 2025
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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)