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
Equality in protecting each other is a must. Mexico and Canada haven’t stopped illegal drugs from coming into their countries which then comes to the USA. Need to beef up your ports and international airports. …
Equality in protecting each other is a must. Mexico and Canada haven’t stopped illegal drugs from coming into their countries which then comes to the USA. Need to beef up your ports and international airports. Your border is safe because of the USA.
Commenter critiques Canada and Mexico's border security efforts while asserting U.S. protective role, using comparative framing.
@auroralance8546
Mar 4, 2025
Trump is removing sanctions from Russia.\nWhy is Trump leaving friends and joining axis of evil?
Trump is removing sanctions from Russia.\nWhy is Trump leaving friends and joining axis of evil?
Criticizes Trump's foreign policy decisions regarding Russia sanctions, framing it as morally problematic alignment.
@richardkeller4892
Mar 4, 2025
Justin Castreau will cave to Trump. They all do.
Justin Castreau will cave to Trump. They all do.
Criticizes Trudeau's anticipated response to Trump pressure, using a derogatory nickname to undermine credibility.
@Gern-b8s
Mar 4, 2025
Canada president is a clown ! What a joke didn’t they remove him already !
Canada president is a clown ! What a joke didn’t they remove him already !
Criticizes Trudeau's leadership with dismissive language, using sarcasm to question his continued tenure.
@user-glyde07
Mar 4, 2025
Dude , you have no nukes.
Dude , you have no nukes.
Critiques Canada's military capability (lack of nuclear weapons) with a dismissive tone, implying weakness in geopolitical standing.
@RobertBiondo-h7e
Mar 4, 2025
This guy is loathe by the middle class in his own country!
This guy is loathe by the middle class in his own country!
Claims leadership lacks support from middle class, critiquing political standing and governance.
Policy Critique
0.80
@cass7866
Mar 4, 2025
Australia, like Canada is full of spin doctors After the last 4 years this guy has a record He pomises everything and delivers nothing
Australia, like Canada is full of spin doctors After the last 4 years this guy has a record He pomises everything and delivers nothing
Criticizes political leadership's credibility and delivery record while comparing Australia and Canada as similar cases.
@evabarabas4945
Mar 4, 2025
Canada will cave like they aways do...
Canada will cave like they aways do...
Expresses skepticism about Canada's negotiating position and government resolve, critiquing expected policy outcomes.
@dave34573
Mar 4, 2025
What about the past 4 years of fentanyl crossing the Canadian boarder.
What about the past 4 years of fentanyl crossing the Canadian boarder.
Raises a concern about drug trafficking across the Canadian border as a policy failure, with implicit threat framing.
@knutealger7298
Mar 4, 2025
The guys on the way out it’s all talk, the new guy will make a deal. Very easy to be tough when you’ll be gone in days like CNN admitted. This is his you didn’t …
The guys on the way out it’s all talk, the new guy will make a deal. Very easy to be tough when you’ll be gone in days like CNN admitted. This is his you didn’t fire me I quit type speech. Trying to spin narrative with the last chance he has
Skeptically analyzes the subject's political posturing as performative given imminent departure, suggesting narrative manipulation.
@Pb44104
Mar 4, 2025
I think its a great way to acknowledge how unpresidential donald is... dont use his title or even last name... just donald.
I think its a great way to acknowledge how unpresidential donald is... dont use his title or even last name... just donald.
Critiques Trump's unpresidential behavior through the rhetorical device of refusing to use his title, combining critique with subtle satire.
@MrZoomah
Mar 4, 2025
Trump stop crazy policy you are mad ????
Trump stop crazy policy you are mad ????
Criticism of Trump's policies characterized as crazy and questioning his mental state.
@gulfheart891
Mar 4, 2025
why does he care?? he has destroyed Canada more than Trump ever will. Enjoy your retirement and never come back to politics.
why does he care?? he has destroyed Canada more than Trump ever will. Enjoy your retirement and never come back to politics.
Criticism of Trudeau's governance record and implicit call for his retirement from politics.
@goranmarjanovic2071
Mar 4, 2025
Illegal drugs and immigration entering US is the problem of US Custom and Border Protection, not the neighbour's.
Illegal drugs and immigration entering US is the problem of US Custom and Border Protection, not the neighbour's.
Critiques US border and drug enforcement policy, arguing the responsibility lies with US agencies rather than Canada.
Policy Critique
0.80
@WNTran-v5b
Mar 4, 2025
I must disagree with PM Trudeau. These tariffs are dumb and yes Donald Trump is a very dumb person and not qualified to represent the USA. Oh before I forget how soon do you think …
I must disagree with PM Trudeau. These tariffs are dumb and yes Donald Trump is a very dumb person and not qualified to represent the USA. Oh before I forget how soon do you think he will drop all sanctions aganist Russia and their dictator.
Critiques Trump's tariffs and qualifications while making an unverified claim about potential sanctions removal.
@leon4591
Mar 4, 2025
This is the kind of speech we should see more often. Not only the speech is well articulated and full of logical flow to understand intent. \nWe should air less of Trump’s speeches. They are …
This is the kind of speech we should see more often. Not only the speech is well articulated and full of logical flow to understand intent. \nWe should air less of Trump’s speeches. They are a bad influence for kids’ speech learning.
Critiques media coverage choices and Trump's speeches as harmful influence, with implicit moral concern.
@rijien1984
Mar 4, 2025
Leave us alone. didn't your resign? you are the reason that this happened.
Leave us alone. didn't your resign? you are the reason that this happened.
Criticizes a political leader's actions and holds them responsible for negative consequences.
Policy Critique
0.80
@dannas9684
Mar 4, 2025
It takes a lying murderous dictator to no one champ you are the worst thing that ever happened to Canada corrupt to the core
It takes a lying murderous dictator to no one champ you are the worst thing that ever happened to Canada corrupt to the core
Harshly criticizes political leadership as corrupt and harmful to Canada, with alarmist language.
@Nick-o7e
Mar 4, 2025
Of course, none of this has anything to do with fentanyl. He could care less about people dying, from fentanyl or from anything else. The man simply doesn’t care about anyone but himself.
Of course, none of this has anything to do with fentanyl. He could care less about people dying, from fentanyl or from anything else. The man simply doesn’t care about anyone but himself.
Criticizes a political leader for neglecting the fentanyl crisis and prioritizing self-interest over public welfare.
Policy Critique
0.80
@GoodWitchIntuitiveTarot
Mar 4, 2025
You can't fix whats not broken!!! FDT is demanding major changes where it's not realistic. Perhaps he believes his own lies. There were more illegal immigrants being removed under Biden, crime was down, the economy …
You can't fix whats not broken!!! FDT is demanding major changes where it's not realistic. Perhaps he believes his own lies. There were more illegal immigrants being removed under Biden, crime was down, the economy was going up parabolicaly. Reminds me of thugs breaking your shop windows and asking you to pay for protection.
Criticism of Trump's policy demands as unnecessary, with unverified claims about immigration removals and crime statistics under Biden.
@TheHuzbub
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)