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
there were no significant tariffs on US goods prior to Trumps war…the last trade agreement worked those out. Thus why you can’t do business with the US…can’t be trusted as they change the deal. …
there were no significant tariffs on US goods prior to Trumps war…the last trade agreement worked those out. Thus why you can’t do business with the US…can’t be trusted as they change the deal. Sad for the US
Critiques Trump's trade policy as unreliable and untrustworthy, framing it as damaging to US credibility.
@dacrab1
Mar 5, 2025
Never seen JT do anything, and still don't.
Never seen JT do anything, and still don't.
Dismissive criticism of Trudeau's effectiveness and accomplishments.
Policy Critique
0.80
@GolfYourself
Mar 4, 2025
And there's nothing we Americans can do about it because the clowns that Republicans elected are working against their own constituents because they are afraid of an ignorant narcissist who is manipulating the government completely …
And there's nothing we Americans can do about it because the clowns that Republicans elected are working against their own constituents because they are afraid of an ignorant narcissist who is manipulating the government completely for his interests and out of revenge for those who indicted him for all his illegal activity. He continues to skate above the law.
Critiques American political system and Republican governance while implicitly contrasting with Canadian approach.
@seemorebutts3428
Mar 4, 2025
Captain fuckin chaos is trumps plan. we are outclassed for real. I took the time to review some of our most recent presidents. The conduct of this POS is really degrading to what we have …
Captain fuckin chaos is trumps plan. we are outclassed for real. I took the time to review some of our most recent presidents. The conduct of this POS is really degrading to what we have tried to become. REALLY SAD no class in this crowd and whats worse they seem to be good with it. WAKE TO FUCK UP. PLEASE
Criticizes Trump's conduct and leadership while expressing alarm about degradation of presidential standards and national values.
@hershelgrice8020
Mar 4, 2025
Crazy. Goverment use Tarif to tax their own citizens and blame it on the other side. Who has a advantage of this ? Of course, the goverment !
Crazy. Goverment use Tarif to tax their own citizens and blame it on the other side. Who has a advantage of this ? Of course, the goverment !
Critiques government use of tariffs as a taxation mechanism that benefits the government at citizens' expense.
@TheKlaus3001
Mar 4, 2025
Trudeau is a liar. He has not done anything good for Canada. Now he wants to be a hero before elections? I thought he had resigned due to his incompetence. Everything he says is bs. …
Trudeau is a liar. He has not done anything good for Canada. Now he wants to be a hero before elections? I thought he had resigned due to his incompetence. Everything he says is bs. A wolf in sheep clothing
Comprehensive criticism of Trudeau's record and current actions, questioning his competence and sincerity; combines policy critique with character attack.
@sebm489
Mar 5, 2025
In short, we need clean air to breathe. Those who are in the country illegally should be sent back if they do not leave voluntarily.
In short, we need clean air to breathe. Those who are in the country illegally should be sent back if they do not leave voluntarily.
Advocates for enforcement of immigration law against illegal residents, framed with a metaphorical appeal to environmental/national health.
AlbertanOtter
Jan 15, 2026
Why do this against a close friend and NATO ally Canada. This president in Washington DC is a complete joke.
Why do this against a close friend and NATO ally Canada. This president in Washington DC is a complete joke.
Criticizes the tariff decision against an ally and attacks the US president's character and judgment.
@tore28
Mar 5, 2025
Wow is this the same clown that's been in power for the last 10 years? Could he not be like this for the last 10 years?
Wow is this the same clown that's been in power for the last 10 years? Could he not be like this for the last 10 years?
Criticizes Trudeau's performance and consistency during his tenure in office.
Policy Critique
0.80
@adi6293
Mar 4, 2025
Why does he feel the need to stroke Trump's ego, calling him a smart man, while condemning his actions. He articulates all the harm and difficulties Trump's actions, and these tariffs will cause, but refuses …
Why does he feel the need to stroke Trump's ego, calling him a smart man, while condemning his actions. He articulates all the harm and difficulties Trump's actions, and these tariffs will cause, but refuses to point to the source of this stupidity directly, and call him out for it.
Critiques the video speaker's approach to discussing Trump's economic policies and tariffs, questioning his rhetorical strategy.
@snicklefritzsnicklefritz5069
Mar 4, 2025
Just look at the disaster the liberals created in CBN Newfoundland,it's a crime laden Muslim caliphate now and Pam Parson is proud of it and her part in filling the area up with Somali refugees.
Just look at the disaster the liberals created in CBN Newfoundland,it's a crime laden Muslim caliphate now and Pam Parson is proud of it and her part in filling the area up with Somali refugees.
Criticizes government immigration policy and specific officials while expressing security/crime concerns about refugee resettlement.
HoboSmitty
Feb 28, 2026
Finally Trudeau is talking sense after 9 years of rubbish from him and his Liberal government, I guess he really doesn't care because he's fianally quitting and we are getting a new leader!?!?
Finally Trudeau is talking sense after 9 years of rubbish from him and his Liberal government, I guess he really doesn't care because he's fianally quitting and we are getting a new leader!?!?
The comment criticizes Trudeau's 9-year record as ineffective, though acknowledges recent policy shifts, focusing on government performance evaluation.
Policy Critique
0.80
@brummie0007
Mar 4, 2025
As soon as Trudeau is gone, things will get better.
As soon as Trudeau is gone, things will get better.
Expresses belief that Trudeau's departure would improve conditions, implying criticism of current leadership.
Policy Critique
0.80
@caltriton6904
Mar 5, 2025
Carney is.canadas threat. Getnrid of this scumbag.
Carney is.canadas threat. Getnrid of this scumbag.
Criticizes a specific political figure (Carney) and implicitly calls for their removal from office.
hyper-1
Jan 4, 2026
You know it's a libtard news agency calling this harsh language. Your president and vice president used alot harsher language ?
You know it's a libtard news agency calling this harsh language. Your president and vice president used alot harsher language ?
Critiques media characterization of language as harsh while comparing to US leadership rhetoric, focusing on perceived double standards.
@ezze9590
Mar 5, 2025
Yeah I respect your courage of fighting back but how? You are highly dependent on the US, you can't lose the US market. In the meantime you keep a 100B trade surplus, you have no …
Yeah I respect your courage of fighting back but how? You are highly dependent on the US, you can't lose the US market. In the meantime you keep a 100B trade surplus, you have no weapon fighting back.
Acknowledges courage but critiques Canada's limited leverage due to economic dependence on the US, blending policy analysis with economic constraints.
@eamoncat
Mar 5, 2025
If you double immigration, then increase it every year for 4 years, cutting it back by 10% isnt making a defference.... if we had stayed on a reasonable growth scale instead of doubling immigration in …
If you double immigration, then increase it every year for 4 years, cutting it back by 10% isnt making a defference.... if we had stayed on a reasonable growth scale instead of doubling immigration in 2021, then we would be letting in about 60% of the current target
Commenter analyzes immigration policy trajectory, arguing that recent increases make modest cuts ineffective.
danners238
Jan 12, 2026
Trudeau is part of the swamp.\nYou froze the accounts of your own citizens, you are the global elite.\nYou will fail.
Trudeau is part of the swamp.\nYou froze the accounts of your own citizens, you are the global elite.\nYou will fail.
Criticizes Trudeau and government actions (account freezing) as authoritarian, with unsubstantiated conspiracy framing about 'the swamp' and 'global elite.'
@ians713
Mar 4, 2025
Everyone forget when they blocked all of their own truckers from getting paid because they peacefully protested?
Everyone forget when they blocked all of their own truckers from getting paid because they peacefully protested?
Criticizes government handling of trucker protests, presenting a specific factual claim about blocking payment without evidence.
@ryanmiller9957
Mar 4, 2025
We can definitely do without #1. There's no reason why it shouldn't take 7-9 years to obtain citizenship just like most other nations in the world.
We can definitely do without #1. There's no reason why it shouldn't take 7-9 years to obtain citizenship just like most other nations in the world.
Criticizes citizenship timeline as too long compared to other nations' standards.
unforseenlikness
Jan 12, 2026
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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)