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
This guy is a joke. The people of Canada don’t even stand behind this guy. Worry about your borders and fentanyl problems.
This guy is a joke. The people of Canada don’t even stand behind this guy. Worry about your borders and fentanyl problems.
Criticism of political leadership combined with claims about public opinion and policy priorities (borders, fentanyl).
@JakeAdams-im7oq
Mar 4, 2025
Use the money fighting drugs give it to average people to have a good life watch the drug problem go away
Use the money fighting drugs give it to average people to have a good life watch the drug problem go away
Critiques government spending priorities and proposes an alternative policy approach to address drug problems and living standards.
@Rwmd953
Mar 4, 2025
Sad that Justin Trudeau has become a good Prime Minister now that he is leaving.
Sad that Justin Trudeau has become a good Prime Minister now that he is leaving.
Expresses a paradoxical critique that the PM has improved as a leader only now that he is leaving, implying prior policy failures.
Policy Critique
0.80
@gusj2800
Mar 4, 2025
Sending our troupes in Ukraine \nUneceptable, a other stupid idea from the guy that ruine our economy ... ? budget will balance it selft what a fool
Sending our troupes in Ukraine \nUneceptable, a other stupid idea from the guy that ruine our economy ... ? budget will balance it selft what a fool
Criticizes military deployment to Ukraine and economic management as foolish decisions, with underlying anxiety about national consequences.
@justicewarrior9166
Mar 4, 2025
Canada will vote this woke president out. Fair enough. Reciprocal tariffs. It’s not a trade war. It’s trade fairness. Every advanced country depends on trade with other advanced country and China. In fact Germany depends …
Canada will vote this woke president out. Fair enough. Reciprocal tariffs. It’s not a trade war. It’s trade fairness. Every advanced country depends on trade with other advanced country and China. In fact Germany depends heavily on Russian energy which they’re now buying for a much higher price via other channels. So screw playing nice. Get with the game Canada and Europe unless you can hold your own
Critiques Canadian government policy and advocates for reciprocal trade fairness, combining political and economic arguments.
@basemgerges1979
Mar 4, 2025
Of course they are our government is so dumb they are a bunch of dishonest people
Of course they are our government is so dumb they are a bunch of dishonest people
Criticizes government competence and honesty regarding immigration policy implementation.
chrisophernevitt3603
Oct 2, 2025
The dayTrudeau remembered he was Canadian and not US lapdog ? but don’t be fooled he is also a lying murderous asshole supporting US proxy wars and the gen-0-cide in Gaza .
The dayTrudeau remembered he was Canadian and not US lapdog ? but don’t be fooled he is also a lying murderous asshole supporting US proxy wars and the gen-0-cide in Gaza .
Criticizes Trudeau's foreign policy alignment with the US and support for military interventions, framing him as complicit in unethical actions.
@skeptic0cynic0
Mar 4, 2025
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
Critiques immigration policy by arguing that concentration from specific countries prevents assimilation.
SumerS-j7e
Oct 2, 2025
Sure this was necessary, but don't forget Trudeau has been putting tariffs on Canadians for a while with carbon tax and was planning to quadruple it. Trump might not be the hero for America, Trudeau …
Sure this was necessary, but don't forget Trudeau has been putting tariffs on Canadians for a while with carbon tax and was planning to quadruple it. Trump might not be the hero for America, Trudeau is for sure the villain of Canada.
Critiques Trudeau's domestic policies (carbon tax) while comparing him unfavorably to Trump, framing Trudeau as Canada's primary problem.
@chickenshawarman
Mar 4, 2025
Trudeau - zero people care about anything you say and none of it is true. Changing the channel.
Trudeau - zero people care about anything you say and none of it is true. Changing the channel.
Dismisses Trudeau's credibility and statements as false, expressing distrust in leadership and policy messaging.
@Missionroad49
Mar 4, 2025
Everything was working fine until NAFTA swooped in. people forget!
Everything was working fine until NAFTA swooped in. people forget!
Critiques NAFTA policy as causing economic problems, though the causal claim lacks supporting evidence.
@valiente252
Mar 4, 2025
We don't want this either, Mr. Trudeau. Unfortunately 49.9% of voters in this country DO want it because they follow orders from the orange man without questions. And the rest of us must suffer due …
We don't want this either, Mr. Trudeau. Unfortunately 49.9% of voters in this country DO want it because they follow orders from the orange man without questions. And the rest of us must suffer due to this minority.
Critiques Canadian voters who support Trump-aligned policies and expresses frustration that a minority's preferences harm the majority.
@jimhenderson387
Mar 4, 2025
The reason is so juvenile. DT doesn’t like Trudeau personally because he said things about him that bruised his ego. He’s not that smart.
The reason is so juvenile. DT doesn’t like Trudeau personally because he said things about him that bruised his ego. He’s not that smart.
Analyzes the underlying motivation for tariffs as personal ego-driven rather than policy-based, critiquing decision-making rationale.
Policy Critique
0.80
@sheteg1
Mar 4, 2025
All you US dems liberal cnn brainwashed morons speaking good about Trudeau is hilarious. This idiot has destroyed Canada that's why he and his libtards is getting the boot come election. Liberal woke idiots
All you US dems liberal cnn brainwashed morons speaking good about Trudeau is hilarious. This idiot has destroyed Canada that's why he and his libtards is getting the boot come election. Liberal woke idiots
Criticizes PM's governance record and policies while dismissing supporters through partisan identity framing.
@gussalex3740
Mar 4, 2025
This person is naming and shaming India and hoping that her conservative voters will be happy. India is quite a huge country; the numbers are going to be high. it is not prudent for politicians …
This person is naming and shaming India and hoping that her conservative voters will be happy. India is quite a huge country; the numbers are going to be high. it is not prudent for politicians to do this PR stunt that will have long term consequences.
Critique of political strategy and policy approach regarding country-specific immigration targeting.
Policy Critique
0.80
vishnupvNB
Oct 2, 2025
These CNN followers are so one-sided and blind . Trudeau has been terrible for canada so just stfu
These CNN followers are so one-sided and blind . Trudeau has been terrible for canada so just stfu
Criticism of Trudeau's governance record and dismissal of CNN followers as biased, combining policy critique with meta-commentary.
@EndZiiel
Mar 4, 2025
You had to open borders just like Biden. That's why nobody trusts you well. One of the reasons anyway.
You had to open borders just like Biden. That's why nobody trusts you well. One of the reasons anyway.
Criticism of Trudeau's border policy compared to Biden's, citing loss of public trust as a consequence.
@BruceChuff
Mar 4, 2025
Someone told him what a was a tariff was a couple months ago and now he loves the word he said. It effects him 0 percent
Someone told him what a was a tariff was a couple months ago and now he loves the word he said. It effects him 0 percent
Commenter critiques Trump's understanding and use of tariff policy with sarcastic undertones about his lack of personal impact.
@danielryandesigns
Mar 4, 2025
THIS HAS SHOWN THE ACTUAL INSANITY OF THIS CROP OF LEADERS TODAY MANNING THE HELM OF AFFAIRS OF THE US GOVERNMENT. WHEN WILL THIS MADNESS STOP?
THIS HAS SHOWN THE ACTUAL INSANITY OF THIS CROP OF LEADERS TODAY MANNING THE HELM OF AFFAIRS OF THE US GOVERNMENT. WHEN WILL THIS MADNESS STOP?
Expresses strong criticism of US government leadership and policies, framed as 'insanity' and 'madness,' with underlying anxiety about governance.
@mukehkennethfahnbulleh2842
Mar 4, 2025
If Canada is such a great friend of the US, then why have they not paid their NATO bill or manned their borders? Also, if Canada feels that the US is being unfair or not …
If Canada is such a great friend of the US, then why have they not paid their NATO bill or manned their borders? Also, if Canada feels that the US is being unfair or not great friends and allies, then wy the public temper tantrum. Go find new friends build new alliances. Dear Canadians you are a sovereign nation. JT says you will fight? Why? The US is also a sovereign nation and has a right to be friends with any country. Yes, including Russia. Isnt that what you claimed when Russia invaded the Ukraine? Ukraine could be friends with anyone and did not give Russia the rigt to invade.
Critiques Canadian NATO contributions and government response while comparing Canada's sovereignty claims to Ukraine's situation.
@colleenjones8607
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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