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
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
This is the result of liberals in office for the past 10 years
This is the result of liberals in office for the past 10 years
Blames government policy (liberal administration) for immigration outcomes, with partisan framing.
Logan_869
Jan 27, 2026
Sounds good. But the guy still sucks.
Sounds good. But the guy still sucks.
Brief negative assessment of a political figure's performance, though vague in specifics.
Policy Critique
0.75
@travisalder9360
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
Governor Trudeau spoke well. But tariff can be easily avoided across the state line.
Governor Trudeau spoke well. But tariff can be easily avoided across the state line.
Acknowledges Trudeau's speech positively but critiques the practical effectiveness of tariffs given cross-border commerce dynamics.
Policy Critique
0.75
@yuema2078
Mar 4, 2025
The word is Trump is trying to force Mexico and Canada to sign a blanket tariff against Mexico and these tariffs are his way to muscle them to join US.
The word is Trump is trying to force Mexico and Canada to sign a blanket tariff against Mexico and these tariffs are his way to muscle them to join US.
Presents a specific claim about Trump's tariff strategy as coercion, mixing factual assertion with political analysis.
@ericsummers1230
Mar 4, 2025
Trump not fitted to be president!
Trump not fitted to be president!
Critiques Trump's fitness for presidency, comparing leadership quality across nations in the context of Canadian political discussion.
@TotoGuerrero-jv1tl
Mar 4, 2025
Trudeau is an extension of Biden and his mindless leadership. Why were you not taking stronger measures on the border before you were threatened tariffs? It’s bc you were part of the root problem. Now …
Trudeau is an extension of Biden and his mindless leadership. Why were you not taking stronger measures on the border before you were threatened tariffs? It’s bc you were part of the root problem. Now you’re pretending like you wanna play along but you should have chosen this a long time ago.
Critiques Trudeau's border policy as inadequate and frames him as complicit in problems, using comparative blame.
@rogerchambers6533
Mar 4, 2025
Surely Canadians are polite but not Trudeau . Trudeau is another Zelensky who is most suspicious, egoistic, double standard moron who will ultimately take Canada to Ukraine path. The west have been most cunning who …
Surely Canadians are polite but not Trudeau . Trudeau is another Zelensky who is most suspicious, egoistic, double standard moron who will ultimately take Canada to Ukraine path. The west have been most cunning who befooled USSR &after its disintegration expanded NATO to Russia's boundaries. The world understand & now USA realizes that it was a mistake which started Cold War & paved way for Nuclear race. Russia has a better history than USA or Europe & specially Europe has a history of colonization. Be ware of Truedeau!?
Criticizes Trudeau and compares geopolitical histories; includes unsubstantiated characterizations of leaders and Western intentions.
@VivekShri95
Mar 4, 2025
Ok, maybe Canada is starting to do something now...but where were you for the last 4 dam years??? Letting Chinese and other illegal aliens enter into our country!!! Only now you want to step up …
Ok, maybe Canada is starting to do something now...but where were you for the last 4 dam years??? Letting Chinese and other illegal aliens enter into our country!!! Only now you want to step up and do the right thing when you should've been doing it all along!!!! POS!!!!
Criticizes Canada's immigration enforcement as inadequate while making unverified claims about 'illegal aliens' entering the country.
@randylunsford7740
Mar 4, 2025
United States didnt do this to you Canada. Trump did this to you all by himself cuz he thinks he's the king
United States didnt do this to you Canada. Trump did this to you all by himself cuz he thinks he's the king
Blames Trump personally for harm to Canada, framing him as authoritarian and self-serving.
@ralphpeabody9101
Mar 4, 2025
0:24 You're appeasing Emmanuel Macron. He's doing the same thing to New Caledonia what Putin is doing to Ukraine. You're a hypocrite!
0:24 You're appeasing Emmanuel Macron. He's doing the same thing to New Caledonia what Putin is doing to Ukraine. You're a hypocrite!
Accuses Trudeau of hypocrisy by drawing a disputed parallel between Macron's actions and Putin's, without substantiation.
@தமிழோன்
Mar 4, 2025
Its mainly one major Indian community that prefers to settle there but others are present as well.
Its mainly one major Indian community that prefers to settle there but others are present as well.
Observational comment about settlement patterns of specific immigrant communities, analyzing demographic distribution.
Policy Critique
0.75
SwapRaytv
Jan 27, 2026
Increase military spending problem solved
Increase military spending problem solved
Suggests increased military spending as a solution to the issue at hand, offering a policy-based response to the problem.
Policy Critique
0.75
@jakgats1411
Mar 4, 2025
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of indians have been allowed in the country in record numbers. There is so much fraud in the government with their diploma mills, drug trafficking and employment scams. This video could have been so much bigger and exposed the corruption in the Canadian government.
This is not what Canadians want
Criticism of government immigration policy and alleged corruption, with underlying demographic concerns.
abaird681
Jan 27, 2026
Nobodies apeazing russia dummy, its called preventing ww3? 1:46
Nobodies apeazing russia dummy, its called preventing ww3? 1:46
The comment defends diplomatic engagement as preventing war rather than appeasement, critiquing the framing of negotiations as weakness.
@stankystuff5028
Mar 4, 2025
too little, too late
too little, too late
Brief dismissal of government action as insufficient and delayed, expressing skepticism about policy effectiveness.
Policy Critique
0.75
pretty_troll
Feb 18, 2026
Trudeau. On CNN giving a speech because no one in Canada cares to listen to him anymore. \nTrudeau, giving a masterclass in pompous posing and self importance in front of the cameras. \nTrudeau, a Zero's …
Trudeau. On CNN giving a speech because no one in Canada cares to listen to him anymore. \nTrudeau, giving a masterclass in pompous posing and self importance in front of the cameras. \nTrudeau, a Zero's Hero! \nTrudeau, the 3 time blackface wearing semi-whiteboy champion of Multiculturism. \nTrudeau- Defender of Woman's rights!!- until you disagree and he throws you under the bus. Trudeau, a man's man! A ham's ham!! He is Justin Trudeau! \nTrudeau is the kind of guy that wakes up the entire family to let them know he's going to bed...
Extended satirical attack on Trudeau's character, policies, and public image using exaggerated mockery and sarcasm.
@travishatfeeld6513
Mar 4, 2025
Funny. Before tariff , drugs were 97% more in dec last month according to his saying..\nDumb guy, Trudeau does not know what he was saying implied that canada was careless last year till Tariff introduced …
Funny. Before tariff , drugs were 97% more in dec last month according to his saying..\nDumb guy, Trudeau does not know what he was saying implied that canada was careless last year till Tariff introduced by trump. ya Dumb guy I would say
Criticizes Trudeau's policy statements on tariffs and drug prices with sarcastic tone, mixing policy analysis with mocking language.
@SWTAN-JEFFREY
Mar 4, 2025
If the justification is that Canada is not fighting against fentanyl, but here's Trudeau saying they are, then can't Trump's tariff war stop?? We will all be asking him to stop it.
If the justification is that Canada is not fighting against fentanyl, but here's Trudeau saying they are, then can't Trump's tariff war stop?? We will all be asking him to stop it.
Questions the logical consistency of Trump's tariff justification regarding fentanyl while implying Canada is already addressing the issue.
@sfrobink
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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