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
Its a wake up call for Canada , self sufficient is the word
Its a wake up call for Canada , self sufficient is the word
Frames Canada's immigration stance as a necessary 'wake up call' emphasizing self-sufficiency, critiquing current policy direction.
@princemushfiq
Mar 4, 2025
Trump just wants more tax money from Americans. The excuse of business and border control were just to get us to get things done for him. Time to annex the states and make them suffer …
Trump just wants more tax money from Americans. The excuse of business and border control were just to get us to get things done for him. Time to annex the states and make them suffer for trumps idiotic plans
Critiques Trump's tax and policy motivations while sarcastically calling for annexation as a form of protest.
@TheTrueMilery
Mar 4, 2025
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Suggestion for alternative tariff policy based on alliance relationships, offering policy analysis and critique.
@TheCozzie99
Mar 4, 2025
It’s not about fentanyl.
It’s not about fentanyl.
Brief dismissal of the fentanyl justification as the real reason for Trump's actions, implying the stated rationale is false.
Policy Critique
0.75
@LauraRooney-n1r
Mar 4, 2025
Talk is cheap ?
Talk is cheap ?
Dismisses the value of rhetoric alone, implying skepticism about the effectiveness of Trudeau's statements.
Policy Critique
0.75
@philippelee5720
Mar 4, 2025
We used to have articulate presidents like this but those days are gone
We used to have articulate presidents like this but those days are gone
Nostalgic critique of current leadership quality compared to past presidents, implying policy/governance decline.
@ShonSpeaks
Mar 4, 2025
always interesting when multiculturualism is in the most cases just one culture
always interesting when multiculturualism is in the most cases just one culture
Critiques multiculturalism policy as ineffective or contradictory in practice.
Bruckeraus78
Jan 27, 2026
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
Strong speech! Call a spoon a spoon. The US is directly supporting a dictator and attacking allies and friends. What do you do to a crazy dog?
Strong speech! Call a spoon a spoon. The US is directly supporting a dictator and attacking allies and friends. What do you do to a crazy dog?
Criticizes US foreign policy decisions regarding dictators and allies, with rhetorical questioning.
@dickelstephen
Mar 4, 2025
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
So why don't you just work with Trump and the American people, the demands are simple:\nStop the flow of fentanyl \nEnhance border security \nTake a look at the Trade deficit between the country and come …
So why don't you just work with Trump and the American people, the demands are simple:\nStop the flow of fentanyl \nEnhance border security \nTake a look at the Trade deficit between the country and come to a fair agreement.
Presents specific policy demands (border security, fentanyl, trade) framed as reasonable requests to address through negotiation.
@TJDowning21
Mar 4, 2025
Canada treated them truckers like dirt!
Canada treated them truckers like dirt!
Criticizes Canadian government's treatment of truckers, referencing a specific policy controversy.
Policy Critique
0.75
@MrImog65
Mar 4, 2025
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need …
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need to stay independent sovereign and ? ?♥️god bless
Criticizes government's military spending and civil liberties policies while implicitly calling for change in priorities.
@jennoneil9632
Mar 4, 2025
Trudeau's words would fall on deaf ears.... Trump only listens to Putin...
Trudeau's words would fall on deaf ears.... Trump only listens to Putin...
Critiques Trump's diplomatic approach and suggests he ignores Canadian positions, comparing leadership styles.
@AnythingJW
Mar 4, 2025
I wish the news reporters would let us listen to what Trudeau is saying and stop interrupting and putting in their own 2 cents! Just let us listen to Trudeau's speech, and THEN throw in …
I wish the news reporters would let us listen to what Trudeau is saying and stop interrupting and putting in their own 2 cents! Just let us listen to Trudeau's speech, and THEN throw in your 2 cents.
Criticism of news media editorial practices and their interruption of political speech, advocating for unfiltered access to the Prime Minister's words.
@reha1066
Mar 4, 2025
Who cares what he says ? idiot working to make peace and of course you don’t want it but also don’t want pay for their war. I really looked at what you import to our …
Who cares what he says ? idiot working to make peace and of course you don’t want it but also don’t want pay for their war. I really looked at what you import to our country I need nothing from you
Dismissive critique of leadership's peace efforts combined with complaint about trade imports, blending political and economic grievances.
@mariemaglione4079
Mar 4, 2025
I’m sorry the guy we elected is smart, but does dumb things. This is going to hurt everyone.
I’m sorry the guy we elected is smart, but does dumb things. This is going to hurt everyone.
Criticizes the elected leader's policy decisions as harmful, framed through personal regret about the election outcome.
@MrPhillip2
Mar 4, 2025
Why can’t we have a good leader like him???
Why can’t we have a good leader like him???
Expresses dissatisfaction with current leadership quality, implicitly critiquing government performance while asserting preference for alternative leaders.
@seancasey-p1f
Mar 4, 2025
Trudeau is a lying murderous dictator! Take one to know one
Trudeau is a lying murderous dictator! Take one to know one
Strong criticism of Trudeau using inflammatory language, framing him as dishonest and dangerous rather than engaging specific policies.
@bnaccas76
Mar 4, 2025
This shit will hurt Canada more than the USA
This shit will hurt Canada more than the USA
Predicts negative economic consequences for Canada from the policy, combining policy criticism with economic impact concerns.
@Enabu1
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)