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
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
this guys a clown
this guys a clown
Brief dismissive critique of the PM's competence and leadership.
Policy Critique
0.80
@EthanReynolds3090
Mar 4, 2025
Unfortunately Mr Trudeau your voice will not be heard and your words will not be read, by the people that created this insanity.
Unfortunately Mr Trudeau your voice will not be heard and your words will not be read, by the people that created this insanity.
Critiques the PM's ineffectiveness in being heard by those responsible for the crisis.
@dougms9790
Mar 4, 2025
He lost me at “Trump is a smart guy”
He lost me at “Trump is a smart guy”
Expresses disagreement with a specific statement made by the Prime Minister, critiquing his characterization of Trump.
Policy Critique
0.80
@IsaacSosa-m7u
Mar 4, 2025
He has bankrupt Canadians
He has bankrupt Canadians
Criticizes Trudeau's economic policies for their alleged negative impact on Canadian citizens' financial wellbeing.
Policy Critique
0.80
@brycejohnson3273
Mar 4, 2025
People in canada want trudeau out. Man is a clown
People in canada want trudeau out. Man is a clown
Claims Canadians want Trudeau out and dismisses him as incompetent, combining collective sentiment with criticism of leadership.
@mandeepsinghfilms
Mar 4, 2025
This situation is far worse for Canada than for the U.S. Trudeau knows this. History is being made. I would say this will be viewed either as one of the smartest political moves by a …
This situation is far worse for Canada than for the U.S. Trudeau knows this. History is being made. I would say this will be viewed either as one of the smartest political moves by a U.S president, or perhaps one of the dumbest. Time will tell. One thing I would say is never underestimate president Trump. Every time he has been undermined, underestimated, and disregarded he has came back on top. Welcome to 2025
Analyzes the relative impact of tariff policy on Canada versus USA, evaluating Trump's strategic move as potentially brilliant or disastrous.
@Brad-x8q
Mar 4, 2025
I would prefer to live in Canada than the USA. So ashamed of this government. The words peace is just a word to get ahead of other countries and victimize themselves.
I would prefer to live in Canada than the USA. So ashamed of this government. The words peace is just a word to get ahead of other countries and victimize themselves.
Criticizes the Canadian government's policies and approach while comparing Canada favorably to the USA, expressing shame about government direction.
@veshonfrederick
Mar 4, 2025
Trudeau, what a joke. He’s PLAYING the big man because he has already stood down. He has NOTHING to lose. He was always useless, god only knows how he remained as leader for so long. …
Trudeau, what a joke. He’s PLAYING the big man because he has already stood down. He has NOTHING to lose. He was always useless, god only knows how he remained as leader for so long. He’s really acting, very hammy.
Criticizes Trudeau's leadership record and current performance as performative, questioning his competence and legitimacy.
@midasmusicco.5192
Mar 4, 2025
But the foolish American Republicans voted for Trump and thought they were fighting against migrants. Now they see Trump is chaos
But the foolish American Republicans voted for Trump and thought they were fighting against migrants. Now they see Trump is chaos
Criticism of Republican voters and Trump's policies, with comparative framing between Trump and Biden administrations.
@nwenfordivine3780
Mar 4, 2025
Day one of Trump's grand stupidity, I mean tariff plan.
Day one of Trump's grand stupidity, I mean tariff plan.
Criticizes Trump's tariff policy with sarcastic framing ('grand stupidity').
@there_is_nothing_here
Mar 4, 2025
TRUMP? we don't want your oil electricity we will get them from China
TRUMP? we don't want your oil electricity we will get them from China
Rejects US trade/resource dependence and asserts Canada's alternative sourcing options from China.
@KentPyle
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)