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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
Today, we realize how silly and dumb you are, just like your counterpart, Donald Trump, Justin Trudeau. . Do you think you’re better than Trump? I’m not a Trump supporter, but you’re not in a …
Today, we realize how silly and dumb you are, just like your counterpart, Donald Trump, Justin Trudeau. . Do you think you’re better than Trump? I’m not a Trump supporter, but you’re not in a better situation.
Criticizes both Trudeau and Trump as ineffective leaders while comparing their relative competence.
@IndependenObserver
Mar 4, 2025
You brought 5 million peoples all over the world without even background check and what do u expect? Soon other countries will also do the same things with canada look at canada 4 million to …
You brought 5 million peoples all over the world without even background check and what do u expect? Soon other countries will also do the same things with canada look at canada 4 million to 5 million temporary resident in canada
Criticizes government immigration policy for insufficient background checks and warns of reciprocal consequences from other nations.
Jutt_4X4
Dec 8, 2025
Truedope should cut the tariffs that Canada Had Long before Trump was in Office.\n\nThey love to tariff against us and not get a response.
Truedope should cut the tariffs that Canada Had Long before Trump was in Office.\n\nThey love to tariff against us and not get a response.
Criticizes Canadian tariff policy and calls for specific policy change (cutting tariffs).
@adelliottky
Mar 4, 2025
CNN thx for leaving comments ON. Now now, Trudeau isn't liked much by his own ppl. He wants to look tough by replying with more tarrifs of his own and hurting his own people. While …
CNN thx for leaving comments ON. Now now, Trudeau isn't liked much by his own ppl. He wants to look tough by replying with more tarrifs of his own and hurting his own people. While trying to say US is bad yet doing the very same thing while saying he didn't have a choice when he did. He's a liar. Now its fine if he wants to place tarrifs, he's free to do whatever. But ppl already chose a conservative leader, and i think if he plays ball with Trump, Canada will have lots to win.
Extended critique of Trudeau's tariff policy and perceived hypocrisy, with implicit support for conservative leadership and Trump cooperation.
@Mc3ks
Mar 4, 2025
Liberals have been in Power for over 10 years The Blame in the fall of our Country falls squarely on their Shoulders!!!!!!!!
Liberals have been in Power for over 10 years
The Blame in the fall of our Country falls squarely on their Shoulders!!!!!!!!
Blames Liberal government for national decline, framing this as a policy accountability issue with partisan language.
Michael-k3r5d
Feb 17, 2026
Our president is a joke. He can’t be trusted and will never keep his word.
Our president is a joke. He can’t be trusted and will never keep his word.
Criticism of presidential trustworthiness and reliability, framed as assessment of leadership credibility.
@EverettJohnson-js2zw
Mar 4, 2025
Watching this I’m embarrassed that kier starmer didn’t have the backbone to say how it is.
Watching this I’m embarrassed that kier starmer didn’t have the backbone to say how it is.
Criticizes UK Prime Minister Starmer's diplomatic response by comparing to Canadian approach.
@edgar6628
Mar 4, 2025
Canada responded with positive processes and donald still applied tariffs. This shows his motivation and his truth.
Canada responded with positive processes and donald still applied tariffs. This shows his motivation and his truth.
Analyzes Trump's tariff decision as revealing his true motivations despite Canadian diplomatic efforts.
Policy Critique
0.80
@kymhouse8158
Mar 4, 2025
What is this idiot Trudeau speak?he has just two days as prime minister?
What is this idiot Trudeau speak?he has just two days as prime minister?
Questions Trudeau's legitimacy and competence as interim PM through rhetorical criticism.
@sps6
Mar 4, 2025
@ Donald Trump I think you owe these guys a huge apology!
@ Donald Trump I think you owe these guys a huge apology!
Criticizes Trump's actions and demands accountability/apology, framed as a moral rebuke.
@scottgregory2889
Mar 4, 2025
Everyday this so called president makes unthinkable mistakes and puts more money in the pockets of the rich.
Everyday this so called president makes unthinkable mistakes and puts more money in the pockets of the rich.
Criticizes Trump's economic policies as benefiting the wealthy while harming ordinary Americans.
@tombost6582
Mar 4, 2025
it is more effective for Canada to implement 1000% tariff on Tesla and other Elon's product than the common 25% tariff on pan US products.
it is more effective for Canada to implement 1000% tariff on Tesla and other Elon's product than the common 25% tariff on pan US products.
Argument about tariff policy effectiveness, proposing an alternative economic strategy.
@michaeljordan714
Mar 4, 2025
Funny I didn't hear this phony express his concern over American inflation when Biden tanked our energy policies and inflation ran to a record 9% within 18 months of him taking office. Maybe sit this …
Funny I didn't hear this phony express his concern over American inflation when Biden tanked our energy policies and inflation ran to a record 9% within 18 months of him taking office. Maybe sit this one out soy boy. We don't care what you have to say after what you did to your truckers
Criticizes Trudeau's credibility on inflation while referencing his COVID-era treatment of truckers, using sarcasm and personal insult.
@HD-Tech
Mar 4, 2025
Sorry Canada. But Donald's not interested in fact. It's theater. He has no idea how tariffs work.
Sorry Canada. But Donald's not interested in fact. It's theater. He has no idea how tariffs work.
Criticizes Trump's approach to tariffs and policy-making while defending Canada's position.
@AlanJeffery-y5f
Mar 4, 2025
This man who froze his citizens bank accounts. Resign and go home to your daddy George Soros.
This man who froze his citizens bank accounts. Resign and go home to your daddy George Soros.
Criticizes Trudeau's bank account freezing policy and makes an unverified claim about George Soros involvement.
@Golfs4me
Mar 4, 2025
That's exactly what happens when you make an idiot to president... ?
That's exactly what happens when you make an idiot to president... ?
Criticizes leadership competence and its consequences, framing poor governance as the root cause of problems.
@geraldstolten3
Mar 4, 2025
Let me know when people are deported or in jail for it. I wont hold my breath as I would die from the lack of accountability.
Let me know when people are deported or in jail for it. I wont hold my breath as I would die from the lack of accountability.
Expresses skepticism about government enforcement and accountability regarding immigration violations.
macmac1022
Feb 18, 2026
Europe has just announced an 800 billion Euro defence plan; I bet they’d be very interested in Canada’s critical minerals. Canadians will not forget this; this has damaged our relationship with the U.S. and it …
Europe has just announced an 800 billion Euro defence plan; I bet they’d be very interested in Canada’s critical minerals. Canadians will not forget this; this has damaged our relationship with the U.S. and it may never recover. We cannot forget that Americans voted this man back into power knowing who and what he is; they somehow believed that he was magically going to lower the cost of eggs, end a war and save the economy. Canadians will never trust that Americans won’t again elect someone so stupid and pathetically unfit to lead their country; we have to start cutting the trade ties now so that we will never be this vulnerable again. I do agree with Dumpty that we need to pull our weight militarily, so we need to invest in our security and we also need to align ourselves with Europe since Dumpty is clearly aligning the U.S. with Russia.
Extensive critique of US-Canada relations and trade vulnerability, expressing fear of future US actions and advocating policy realignment toward Europe.
@carolscott9973
Mar 4, 2025
It's no trade war, it's protectionnism. Something you should have done way before in your 10-year tenure. Also, he's not allying Putin, he's negociating on behalf of world peace. You don't get what you want …
It's no trade war, it's protectionnism. Something you should have done way before in your 10-year tenure. Also, he's not allying Putin, he's negociating on behalf of world peace. You don't get what you want by insulting people, so thinking Putin will cease fire and retreat if you call him names clearly isn't the solution. It hasn't worked for three years, why would that change now? Also, stop giving away our money to Zelenskyy. Sit this one out, Justin, we've had enough. Respectfully. They're 10 times bigger than us and we have no leverage whatsoever. Inflation is at an all-time high, people can't handle more. Please. I'm sure you're great outside of work, I'd share a beer anytime, but this has to stop. Please.
Critiques government trade and foreign policy decisions, arguing for protectionism and reduced international spending, with respectful tone and economic reasoning.
@viel.anthony
Mar 4, 2025
The same person who blocks peoples bank accounts talking about familys suffering! Less than half an ounce of fentnol siezed he says,So thats its getting through in high numbers!
The same person who blocks peoples bank accounts talking about familys suffering! Less than half an ounce of fentnol siezed he says,So thats its getting through in high numbers!
Criticizes Trudeau's policies (bank account freezing) while making a specific factual claim about fentanyl seizures without evidence.
@nineteen-sixty-nine9373
Mar 4, 2025
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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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