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
Look what you did to your country is full of centennial zombies thanks to you what have you done in the last 4 years nothing
Look what you did to your country is full of centennial zombies thanks to you what have you done in the last 4 years nothing
Criticizes government performance and leadership over a 4-year period, with identity-laden language about the country's condition.
@Fernando-d7i2u
Mar 4, 2025
all of them needs to be held accountable. how many is it in now for ministers of immagration?
all of them needs to be held accountable. how many is it in now for ministers of immagration?
Calls for accountability of immigration ministers while questioning how many have cycled through the position, critiquing government turnover and competence.
colecadieux9370
Feb 26, 2026
Ok Trump. Let’s see if your idea will bring back companies to the US. Time will tell.
Ok Trump. Let’s see if your idea will bring back companies to the US. Time will tell.
Skeptically questions whether Trump's policy will achieve its stated economic goal, inviting empirical evaluation.
Policy Critique
0.75
@ap3885
Mar 4, 2025
Imagine a candian prime minister speaking openly about hostile actions by americans and cnn calls it anti-americanism...
Imagine a candian prime minister speaking openly about hostile actions by americans and cnn calls it anti-americanism...
Critiques media framing of Trudeau's statements as anti-American while defending his right to speak about US actions.
@icexvi2573
Mar 4, 2025
From one dictator to another treadue is no different than trump most of these comments s must be from other nationalities cause most Canadians hate him as much as trump
From one dictator to another treadue is no different than trump most of these comments s must be from other nationalities cause most Canadians hate him as much as trump
Criticizes Trudeau as a dictator comparable to Trump, with a claim about Canadian public opinion; primarily policy-focused critique with identity framing.
@killer-nx3yp
Mar 4, 2025
Gotta say, we did it to ourselves Canada. Its like a corporation with only a couple customers. Then the customer decides he would rather own the business than keep paying it. Time to build smart …
Gotta say, we did it to ourselves Canada. Its like a corporation with only a couple customers. Then the customer decides he would rather own the business than keep paying it. Time to build smart business assets instead of blowing money on other countries BS. And when I say we, I mean Liberals.
Critiques Canadian policy using business metaphor, arguing Canada over-depends on US trade and should redirect resources domestically.
@DaveBGuest
Mar 4, 2025
Trump derangement is more importantly reported instead of real news based on how to better the relationship with USA as a partner to our economy and welfare No instead carney Goes off to other shores …
Trump derangement is more importantly reported instead of real news based on how to better the relationship with USA as a partner to our economy and welfare
No instead carney
Goes off to other shores
Because he knows his time in power is coming soon to an end
Once an election is called
And he only thinks of what’s next for him
Criticizes government priorities and media coverage while making claims about political leadership and national interests, with some identity-based framing about Canada-US relations.
TheMadame2023
Feb 26, 2026
its interesting how he went to the temple where they provide free meals but didnt metion that
its interesting how he went to the temple where they provide free meals but didnt metion that
Commenter questions the video's framing by pointing out an omitted detail about temple meal services, suggesting selective or incomplete reporting.
kumarsankalp33
Jan 28, 2026
He keeps listing all the fact and actions taken as if Trump and his supporters ever cared about that. You can't win against them, they are stupid, they are many!
He keeps listing all the fact and actions taken as if Trump and his supporters ever cared about that. You can't win against them, they are stupid, they are many!
Critiques Trump supporters' dismissal of factual arguments while asserting in-group/out-group division based on intelligence.
@doesntMetter1
Mar 4, 2025
Friends don’t ripoff friends, so you should have played fair…liars from the left
Friends don’t ripoff friends, so you should have played fair…liars from the left
Criticizes unfair dealing and dishonesty while framing it as left-vs-right political division.
@mrcountit
Mar 4, 2025
So you were allowing Fentanyl flow across the border,...... @#$%^&*() you pay up
So you were allowing Fentanyl flow across the border,...... @#$%^&*() you pay up
Criticizes Canada's border security policy regarding fentanyl and demands financial compensation, framing it as a security threat.
@Dcassimatis
Mar 4, 2025
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
Critiques PM Trudeau's demeanor and behavior as a political leader, with a secondary element of national identity commentary.
@amochswohntet99
Mar 4, 2025
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. …
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. He don't want minerals from Canada but he just tried to make a deal with Ukraine for minerals from them, it does not make sense when Canada was one of our best allies for the United States
Critiques U.S. presidential policy decisions while comparing Canada's value as an ally and mineral resources.
@jamesbaber1582
Mar 4, 2025
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Commenter criticizes Trump administration for spreading disinformation while acknowledging disagreement with Trudeau on other matters.
@craigarendse8417
Mar 4, 2025
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them …
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them in to oblivion with his father the last several decades. Be wise folks.
Critiques Trudeau's record on censorship, religious freedom, and taxation while dismissing current tariff response as performative.
@v.j.morrison1784
Mar 4, 2025
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the …
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the system. The guy in bicycle has no clue about India. What nonsense rape is in their culture, rubbish crap video.
Critiques immigration screening and fraud detection systems, though includes stereotyping and unsubstantiated cultural claims.
RashmiThakrat
Feb 3, 2026
Basically chickened out on a referendum to separate (avoid egg on the face) and here's some red meat for the wolves to distract themselves. I believe a new republic must stretch from the Great Lakes …
Basically chickened out on a referendum to separate (avoid egg on the face) and here's some red meat for the wolves to distract themselves.
I believe a new republic must stretch from the Great Lakes to the Pacific and have at least 80% support across a broad field including the western provinces, the indigenous treaty holders and the territories, including Ontario west of 88⁰ and so the idea of Alberta going it alone obviously ends up with them becoming a US state at best, a territory like Puerto Rico more likely.
More work is needed.
Critiques political strategy and proposes alternative policy framework for regional separation, comparing different governance models.
@brettb9194
Feb 20, 2026
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Critique of PM's political ideology and negotiating position, with identity-based framing about political heritage.
@dldiss5208
Mar 4, 2025
Everything in this video is flee information and fear monger ing
Everything in this video is flee information and fear monger ing
Accuses the video of spreading false information and fear-mongering, critiquing its content and approach.
NIDASARMOUR
Feb 5, 2026
The government allows it because they want to exploit people
The government allows it because they want to exploit people
Critiques government immigration policy as intentionally exploitative, combining policy analysis with a conspiracy-like claim about government motives.
Zanebadur420
Feb 8, 2026
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)