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
Trump's tariffs and other senseless foreign policy initiatives destabilize the international order. And Trump knows it. Another head of state is doing likewise whose efforts Trump is helping, intentionally or not. In view of other …
Trump's tariffs and other senseless foreign policy initiatives destabilize the international order. And Trump knows it. Another head of state is doing likewise whose efforts Trump is helping, intentionally or not. In view of other recent events, they may not be coincidental, to America's shame and disgrace!
Analyzes Trump's foreign policy as destabilizing and critiques international consequences while comparing leaders.
@RaulFields-s6z
Mar 4, 2025
Imagine gaslighting during your speech. Oh wait, it's Trudeau. Every speech is gaslighting his own people and the world.
Imagine gaslighting during your speech. Oh wait, it's Trudeau. Every speech is gaslighting his own people and the world.
Criticizes Trudeau's rhetoric and governance as deceptive and misleading to citizens.
Policy Critique
0.80
@4baller_kids
Mar 4, 2025
How quickly we forget: nine years of Trudeau have brought rising prices, high inflation, a housing crisis, multiple scandals, and let's not forget the Freedom Convoy fiasco. He is an opportunist exploiting tariffs as a …
How quickly we forget: nine years of Trudeau have brought rising prices, high inflation, a housing crisis, multiple scandals, and let's not forget the Freedom Convoy fiasco. He is an opportunist exploiting tariffs as a political ploy, so don’t fall for it.
Critiques Trudeau's nine-year record on multiple policy fronts while claiming he is exploiting tariffs for political gain.
@lesliespencer5408
Mar 4, 2025
And on April 1st, we’ll see an automatic increase on an unfair Carbon Tax and liquor. Meanwhile our administration continues to print more money after failing to balance the budget, exceeding it by a whopping …
And on April 1st, we’ll see an automatic increase on an unfair Carbon Tax and liquor. Meanwhile our administration continues to print more money after failing to balance the budget, exceeding it by a whopping 50%.
Criticizes government policies (carbon tax, spending) and includes an unverified budget deficit claim, but primarily critiques policy decisions.
@kamloopspaul2210
Mar 4, 2025
Trudeua trying to get the Americans to hate Trump is reason enough to believe the tariffs will hurt Canada, and not the American people. Lying coward that doesn't care about his own citizens.
Trudeua trying to get the Americans to hate Trump is reason enough to believe the tariffs will hurt Canada, and not the American people. Lying coward that doesn't care about his own citizens.
Critiques Trudeau's handling of tariff policy and his alleged dishonesty about economic impacts, framing it as a policy failure that harms Canadian citizens.
@TheEnvelopeOZ
Mar 4, 2025
This guy is so soft.. let’s see what Pierre does once he’s PM.
This guy is so soft.. let’s see what Pierre does once he’s PM.
Criticizes the current PM as weak on policy and expresses preference for an alternative political leader.
@JonPessoa09
Mar 4, 2025
WE ARE JUST MATCHING YOUR TARIFFS!!
WE ARE JUST MATCHING YOUR TARIFFS!!
Defense of government tariff policy by framing it as reciprocal response to external action.
Policy Critique
0.80
@davidmathews9633
Mar 4, 2025
Remember fellow Canadians we pay 42% taxation and the liberals are the worst for this as they are set to increase the carbon tax April 1st.
Remember fellow Canadians we pay 42% taxation and the liberals are the worst for this as they are set to increase the carbon tax April 1st.
Criticizes government taxation policy and planned carbon tax increases as problematic.
@KyleDog88
Mar 4, 2025
And Justin still doesn't dare to call Trump a dictator.
And Justin still doesn't dare to call Trump a dictator.
Criticizes the PM's response to Trump, suggesting insufficient directness in characterizing him as a dictator.
Policy Critique
0.80
@araara4746
Mar 4, 2025
no justin, don old is not a smart man, he thinks he is going to make a killing with the tariffs so that tells you how smart he is, not
no justin, don old is not a smart man, he thinks he is going to make a killing with the tariffs so that tells you how smart he is, not
Criticizes a political figure's intelligence and tariff policy approach.
@helenaarm
Mar 4, 2025
This is bs! The tariffs back and forth are a wash, netting zero! Stop allowing fentanyl in our country!
This is bs! The tariffs back and forth are a wash, netting zero! Stop allowing fentanyl in our country!
Criticizes tariff policy as ineffective and calls for stricter border/drug control measures.
@Amy-oy5hk
Mar 4, 2025
Trudeau is a raging idiot. Canada wouldn’t be in this position if he was doing his job and followed his obligations. He’s talking tough, looking like he cares for Canada after he has ruined our …
Trudeau is a raging idiot. Canada wouldn’t be in this position if he was doing his job and followed his obligations. He’s talking tough, looking like he cares for Canada after he has ruined our once great country try for the last 9 years.
Criticizes Trudeau's governance and policy failures while asserting Canada's former national greatness.
@SlimeyEel
Mar 4, 2025
Trudeau is awful!!\nI stand for the truckers!!!???honk honk!!!\nTrudeau is a a dictator !!
Trudeau is awful!!\nI stand for the truckers!!!???honk honk!!!\nTrudeau is a a dictator !!
Expresses strong disapproval of Trudeau while invoking trucker protest movement as political stance.
@nannierose4329
Mar 4, 2025
TrueDope made about five hours after he made his last hard-line stance to Trump. Then he caved and put 10,000 Canadian troops on the border.
TrueDope made about five hours after he made his last hard-line stance to Trump. Then he caved and put 10,000 Canadian troops on the border.
Criticizes Trudeau's policy inconsistency (hard-line stance followed by military deployment), using sarcasm and derisive nickname.
@neighborbob3043
Mar 4, 2025
I said that allready there will be no winners in this trade , Trump is biting of his nose to spite his face.?
I said that allready there will be no winners in this trade , Trump is biting of his nose to spite his face.?
Critiques Trump's trade strategy as self-destructive with no winners, using metaphorical language.
@dermotgibney8827
Mar 4, 2025
All Canada has to do is stop the Fentanyl coming across the border! Its that simple!
All Canada has to do is stop the Fentanyl coming across the border! Its that simple!
Proposes a specific policy solution to border security/drug trafficking, framed as straightforward criticism of current approach.
@lesliekloer8544
Mar 4, 2025
Treaudu is a clown. \nJust like Biden and zelensy. I remember what he did to the protesters. \nAmerica doesn't need you. We never have. We DONT NEED YOU. YOU ARENT EVEN FOLLOWING JESUS CHRIST ❤ …
Treaudu is a clown. \nJust like Biden and zelensy. I remember what he did to the protesters. \nAmerica doesn't need you. We never have. We DONT NEED YOU. YOU ARENT EVEN FOLLOWING JESUS CHRIST ❤ YOU SIR ARE THE ?
Harshly criticizes the Prime Minister's character and past actions, with moral/religious framing.
@Spiderseatchopsuey
Mar 4, 2025
Canadian here: I don’t agree with the WSJ that DJT is a very smart man. I think they are just being diplomatic and putting the emphasis on the actions, rather than speaking ad hominem. I …
Canadian here: I don’t agree with the WSJ that DJT is a very smart man. I think they are just being diplomatic and putting the emphasis on the actions, rather than speaking ad hominem. I think he is crafty, but not well-informed, or logical. Even if he is smart, he is not wise, and there is a huge difference. If you read Proverbs, you’ll see he has the traits of a nabal, a fool. Plus, he is showing signs of cognitive decline. That’s not his fault, but he should be reassessed, and then those who CAN act, need the courage to do the right thing for the sake of the US and the world.
Canadian commenter critiques Trump's intelligence and fitness for office, arguing for reassessment and calling for responsible action by those in power.
@reppepper
Mar 4, 2025
Won't back down from a fight says the coward that wouldn't even save and come out and talk to his own country during the trucker protests ROFL stfu boy
Won't back down from a fight says the coward that wouldn't even save and come out and talk to his own country during the trucker protests ROFL stfu boy
Criticizes Trudeau's handling of the trucker protests and his public communication style, delivered with sarcastic tone.
@sturggaming6759
Mar 4, 2025
F…! Pay your dues Trudeau you don’t care about your own people
F…! Pay your dues Trudeau you don’t care about your own people
Criticizes the PM for not caring about citizens and failing to address their needs, combining policy critique with moral judgment.
@gabrielcoello-ml2ul
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)