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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
All these t leaders had declare the war to Donald Trump and now they pay the price and now they start to cry........ isn't it strange lefties?
All these t leaders had declare the war to Donald Trump and now they pay the price and now they start to cry........ isn't it strange lefties?
Criticizes Canadian leaders' stance against Trump and frames it as a political failure, with partisan identity framing ('lefties').
@janholleman7756
Mar 5, 2025
Justin Castro, weren’t you supposed to resign?? You fucked yup your country, you don’t want it with us
Justin Castro, weren’t you supposed to resign?? You fucked yup your country, you don’t want it with us
Criticizes the Prime Minister's leadership and policy decisions while using derogatory framing and calling for resignation.
@daminashun8868
Mar 4, 2025
Harsh language? ? \nAnd what language ist using the Donald?
Harsh language? ? \nAnd what language ist using the Donald?
Questions the criticism of Trudeau's language by pointing out Trump's own harsh rhetoric, critiquing the double standard.
@DidiBitch1985
Mar 5, 2025
That's what these libs will never understand, you can't make consignments with these people and expect to appease them they'll always push for more and more until you have nothing left not to mention doing …
That's what these libs will never understand, you can't make consignments with these people and expect to appease them they'll always push for more and more until you have nothing left not to mention doing these consignments causes infighting which is also part of their plan. I can't tell you how many times I've heard a Democrat say these leftists aren't doing anything like excuse me Karen.
Criticizes negotiation and compromise strategies as ineffective, framing political opponents as inherently unreasonable and conspiratorial.
@urbanchaosgirlucg7
Mar 4, 2025
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not …
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not pander to Trumps bullying strategy. I have not witnessed any other world leader speak in this manner. I’ve witnessed many leaders pandering to an ego that is unbelievably narcissistic and quite simply inexplainable to me. \n\nMr Trump, this is not a reality tv show this is reality! The slogan he created ‘Make America Great Again’ is quickly becoming ‘Making America Alone’.
Critique of Trump's approach while praising Trudeau's stance, comparing leadership styles across nations.
@BK10011
Mar 4, 2025
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since …
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since November.
Critiques Trudeau's approval rating and calls for his resignation, citing a specific statistic (34%) presented without source verification.
@CarolinaGrl
Mar 4, 2025
I can’t stand Trudeau but this is the best speech he’s ever made. Lights out in the mid west and water off in the west. FAFO America.
I can’t stand Trudeau but this is the best speech he’s ever made. Lights out in the mid west and water off in the west. FAFO America.
Criticizes Trudeau while acknowledging a speech, with sarcastic commentary on US infrastructure ('FAFO').
@DanCanada1978
Mar 4, 2025
Jokers running the country.
Jokers running the country.
Dismissive criticism of government leadership and their management of the country.
Policy Critique
0.75
scwappycoco
Sep 29, 2025
Polish guy saying they don't work while they live in a mansion like that that doesn't sounds right. Surely there's an element of jealousy around this anti migrant rheotric.
Polish guy saying they don't work while they live in a mansion like that that doesn't sounds right. Surely there's an element of jealousy around this anti migrant rheotric.
Critiques anti-migrant rhetoric as potentially driven by jealousy rather than legitimate concerns, questioning the validity of anti-migration arguments.
gagandeepsingh-sz7px
Sep 22, 2025
Grandstanding won't help you.
Grandstanding won't help you.
Criticizes a political action (grandstanding) as ineffective policy response.
Policy Critique
0.75
@matthewjones2513
Mar 4, 2025
Yet no mention of the school mills scams and the organized crime........
Yet no mention of the school mills scams and the organized crime........
Criticizes media/government for not covering school scams and organized crime related to immigration.
victoriavenus6
Sep 29, 2025
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa …
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens.
You created a whole fake college visa scam to pocket the money - giving dubious one year diploma which can never give any job skill.
Advertising it’s a pathway for citizenship .
There are better colleges in India where these visa seekers can never enter due to the standards
Critiques student visa policy and college credentialing systems, with embedded unverified claims about fraud and fake credentials.
ramagopalj5686
Sep 28, 2025
I disagree with Trudeau. I dont think Trump is a smart guy! Or maybe the billionaire's wanna crash the stockmarket and buy cheap before removing all tariffs and seeing the market rise again.
I disagree with Trudeau. I dont think Trump is a smart guy! Or maybe the billionaire's wanna crash the stockmarket and buy cheap before removing all tariffs and seeing the market rise again.
Critiques both Trudeau and Trump's intelligence, with a speculative conspiracy theory about billionaires manipulating markets.
@boring4606
Mar 4, 2025
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Accuses Trudeau of dishonesty regarding tariffs; combines policy critique with an unsubstantiated claim about historical tariffs.
@Htown156
Mar 4, 2025
Fentanyl is getting into your country because you have corrupt boarder security officials and an incompetent system that can’t detect it properly.
Fentanyl is getting into your country because you have corrupt boarder security officials and an incompetent system that can’t detect it properly.
Criticizes Canadian border security as corrupt and incompetent without providing evidence, attributing fentanyl flow to systemic failure.
@richsage3235
Mar 4, 2025
This is just a sampling of what happens when you elect an official do the highest office in the land while this individual Donald Trump is Holden s official position as dog catcher is out …
This is just a sampling of what happens when you elect an official do the highest office in the land while this individual Donald Trump is Holden s official position as dog catcher is out of his ability. The issue on fentanyl, is a intoxicant that will not and cannot be defeated. This is a total failure on the government's inability to protect its own citizens that is their number one job.. The only solution that I have heard that remotely makes any sense is the Cato institute conclusion that the wisest route to go is completely legalization with age restrictions. While this may not be the desired outcome it's the only one that I see that makes any sense whatsoever it seems that when a solution like this offered so many individuals who have no gravitas in this matter will come back to the same nonsensical bulshit that they're going to stop the flow that is absolutely impossible. However we will continue on that course and we will continue to fail. The Cato Institute was initially funded by the Koch brothers a extremely conservative organization that gets together a group of the brightest and the best in trying to determine what is the best solution.the Koch brothers were the group that invented the tea party I would love for anybody who disagrees with this post. I would like anybody who thinks that this is a far-fetched idea ,all I ask is that if you disagree with the finding that it should be legal with age restrictions if you disagree I would like to hear a solution that you have in mind that you think is better than the Cato Institute finding. I am under the impression that you do not have anything that remotely resembles a solution to this terrible problem. Right off the bat, with uality control, you'll stop hundreds of thousands of deaths. All of the issues that are being dealt with are just so screwed up because we've already been through this before. After making a constitutional amendment to ban the manufacturing of alcohol it was reversed and I hope that the country realize that we cannot win this battle with the same mindset. The only reason why fentanyl is such a dangerous intoxicant is because there's no quality control. Also the cartels are not affected negatively \nBy allowing the government deal with this problem. the end result would be not only do you save lives but you also have put a very negative Spike through their heart of the cartel in the pocketbook. Incense elan musk & DOGE cost cutting measures since this War on drugs has caused over a trillion dollars and no 6:28 results. The DEA does not remotely live up to its mission statement and has failed every year since that policy was put in place. I would love to hear any feedback and a solution that is remotely possible.. let's hear some original ideas that the country would benefit from.. the ball is in your court.
Extended critique of government failure on fentanyl policy and leadership competence, with proposal for legalization-based alternative policy.
@johnmccarthy7195
Mar 4, 2025
And why is he just now showing his face??!!! He waits until today to show his face! You should have thought about this last week Trump already gave u too many chances!!!! We will have …
And why is he just now showing his face??!!! He waits until today to show his face! You should have thought about this last week Trump already gave u too many chances!!!! We will have American made everything so keep your crap in your country. U need is more than we do! And Trump would say the same thing to you!! ??
Criticizes Trudeau's timing and response to Trump's tariffs while advocating for protectionist economic policy.
@sandracontreras5417
Mar 4, 2025
Can't reach this administration with facts.
Can't reach this administration with facts.
Criticism of the Trump administration's responsiveness to factual evidence, implying policy failure based on ideology over facts.
Policy Critique
0.75
@dkaywit
Mar 4, 2025
This man is a dictator himself by what we went through with gender identity they still enforce there people with this bogus B.S.
This man is a dictator himself by what we went through with gender identity they still enforce there people with this bogus B.S.
Criticizes Trudeau's government policies on gender identity as authoritarian overreach.
Policy Critique
0.75
@IM-CALLED-REAPER-hm4vv
Mar 4, 2025
They are so much irresponsible that they don't have any answers!
They are so much irresponsible that they don't have any answers!
Criticizes government/officials for being irresponsible and lacking answers on immigration matters.
Policy Critique
0.75
aveeng9648
Sep 28, 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
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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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