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
Liberal disaster government
Liberal disaster government
Partisan criticism of government framed as 'disaster,' combining policy critique with political identity assertion.
bertgreg007
Jan 3, 2026
If you acted as a leader of Canada, instead of focusing on destroying Canada's economy, and you allowing millions of illegal immigrants so they can vote for you, none of this would have happened. You …
If you acted as a leader of Canada, instead of focusing on destroying Canada's economy, and you allowing millions of illegal immigrants so they can vote for you, none of this would have happened. You better find the way to work it out with Trump because Canada has a lot more to loose.
Criticizes Canadian leadership and immigration policy while making unsubstantiated claims about immigrants voting illegally.
@galex1008
Mar 4, 2025
How is CBSA going to track all of these people down? 30K deportations in a year is a lot less than 2.9 million. Somehow I think this is going to a difficult problem to resolve. …
How is CBSA going to track all of these people down? 30K deportations in a year is a lot less than 2.9 million. Somehow I think this is going to a difficult problem to resolve. CBSA is not staffed for this.
Questions the feasibility of deportation policy implementation and critiques CBSA's capacity to execute the stated goal.
robsmith5368
Feb 7, 2026
When is Trump going to say that he'll support Americans during the trade war he started?? No, he says he's going to bring us pain so that billionaires can get $4.5 T in tax breaks. …
When is Trump going to say that he'll support Americans during the trade war he started?? No, he says he's going to bring us pain so that billionaires can get $4.5 T in tax breaks. Why MAGAs? What could possibly justify voting for that guy?
Criticizes Trump's trade war policy and tax breaks for billionaires, questioning voter support with rhetorical challenge.
@kellyrusso4816
Mar 4, 2025
You say you want to work with us hell yall have been getting over on us so you saying it’s ok for you to charge us more money for trade but where not supposed to …
You say you want to work with us hell yall have been getting over on us so you saying it’s ok for you to charge us more money for trade but where not supposed to charge yall don’t just speak half the truth
Criticizes trade policy and accuses the government of inconsistency and dishonesty in negotiations.
@BatmanBath
Mar 4, 2025
I don't know why they had to remove him from the head of the party.... I will never vote conservative, they all suck up to dictator Trump.
I don't know why they had to remove him from the head of the party.... I will never vote conservative, they all suck up to dictator Trump.
Criticizes party leadership decisions and expresses voting intention based on political disagreement.
@deeky1239
Mar 4, 2025
Better investigation job than what the RCMP could do. Keep voting Liberal, clueless Canadians👌
Better investigation job than what the RCMP could do.
Keep voting Liberal, clueless Canadians👌
Criticizes RCMP competence and calls for voting against Liberal government, combining institutional critique with electoral messaging.
johnm.6349
Feb 26, 2026
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on …
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on the tariffs as it'll make Americans suffer...in pain(economically)...
Critiques Trump's tariff policy as economically harmful to Americans, praising Trudeau's framing of the issue.
@myalimda1498
Mar 4, 2025
Yes blame everyone other than your own government to allow labour class immigrants into your country to fill votebanks!!! Even in India there is a social divide between people!! If the top 1% of India …
Yes blame everyone other than your own government to allow labour class immigrants into your country to fill votebanks!!! Even in India there is a social divide between people!! If the top 1% of India couldn't assimilate with them, u expect they would assimilate with you!!🤣🤣🤣🤣
Critiques government policy of allowing labor-class immigration for political gain, with moral argument about assimilation challenges.
ramchandrajoshi9512
Oct 15, 2025
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls. This would never happen in Poland or Hungary.
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls.
This would never happen in Poland or Hungary.
Calls for demolition and eviction while comparing Canada unfavorably to Poland/Hungary, critiquing perceived weak governance.
N7sensei
Feb 7, 2026
Finally, someone calling things what they are. It's time to stop the bully. Trump is creating economic wars
Finally, someone calling things what they are. It's time to stop the bully. Trump is creating economic wars
Criticizes Trump's economic policies as aggressive ('economic wars') while framing opposition as standing against bullying.
@CR-vr4jq
Mar 4, 2025
As a Canadian I’m fed up seeing Turdo’s face. He ruined our country and I’m hoping my fellow citizens will not take the bait of a new face on the same old party and re-elect …
As a Canadian I’m fed up seeing Turdo’s face. He ruined our country and I’m hoping my fellow citizens will not take the bait of a new face on the same old party and re-elect the Liberals. If that happens we are utterly done.
Combines personal frustration as a Canadian with criticism of Liberal government policy and an implicit call for voters to reject the party.
@markmilas1817
Mar 4, 2025
? virtue signaling little war monger. Weak warmonger just like the majority of the EU. Begging for US handouts while barking like a pitbull. He will do nothing but squirm because of choices made by …
? virtue signaling little war monger. Weak warmonger just like the majority of the EU. Begging for US handouts while barking like a pitbull. He will do nothing but squirm because of choices made by Canadian voters. Stupidity in mass.
Criticizes political leadership and voter choices while using derogatory language about national character and international positioning.
@samuelmcglohon6861
Mar 4, 2025
Let's be honest, it took a US President for Canadian Prime Minister to act tough on drugs and illegal immigration. Things he should have been doing in the first place without any international pressure. It …
Let's be honest, it took a US President for Canadian Prime Minister to act tough on drugs and illegal immigration. Things he should have been doing in the first place without any international pressure. It shows the absolute disrespect he has for Canadian citizens demanding the same.
Criticizing Canadian PM's previous inaction on immigration and drugs, suggesting he needed US pressure to act.
@zshn
Mar 4, 2025
This dude shut is entire country down if you disagreed with the made up science during covid, sure orange man is bad, or so CNN says, but this guy is in an entirely different class. …
This dude shut is entire country down if you disagreed with the made up science during covid, sure orange man is bad, or so CNN says, but this guy is in an entirely different class. Also tariffs are dumb.
Criticizes Trudeau's COVID policies and tariffs while making comparative judgments about leadership, with dismissive framing of media narratives.
@Yuy-n9u
Mar 4, 2025
Trump is going to go onstage tonight and lie about why the tariffs on Canada. We have done nothing to deserve this. One percent of fentanyl and one percent of illegal immigrants come from Canada …
Trump is going to go onstage tonight and lie about why the tariffs on Canada. We have done nothing to deserve this. One percent of fentanyl and one percent of illegal immigrants come from Canada into the USA. We give America a huge deal on oil. Trump lies about this to justify the tariffs. We did act on our border not just because trump demanded it but because it needed to be done. Still the tariffs came. He is a bully and a disgusting human being and I am sad that our friendship with the USA is over. He is putting Americas at risk and screwing his own farmers. We will not stand for this
Critiques Trump's tariff policy as dishonest and unjust, includes specific unverified statistics about fentanyl and immigration percentages, and appeals to moral principles about fairness and friendship.
@lauradawson-hope5053
Mar 4, 2025
Now Mexico is also going to respond. You want to get along with your neighbors not fight with them.
Now Mexico is also going to respond. You want to get along with your neighbors not fight with them.
Critiques the tariff approach as counterproductive to international relations, appealing to pragmatic and ethical principles about neighborly cooperation.
@16nowhereman
Mar 4, 2025
Trudeau has missed something - Trump is simply transactional. This is about what's in it for Trump personally, or the people he's in debt to.
Trudeau has missed something - Trump is simply transactional. This is about what's in it for Trump personally, or the people he's in debt to.
Critiques Trudeau's approach to Trump negotiations by analyzing Trump's transactional motivations and personal interests.
Policy Critique
0.80
@andrewcoulthard-clark
Mar 4, 2025
i don't have a problem with them here its the fact theres some not hiring people on jobs cuz we aint the same color there is no reason to absolutely do that even if u …
i don't have a problem with them here its the fact theres some not hiring people on jobs cuz we aint the same color there is no reason to absolutely do that even if u speak different languages thats why translators exist some make the job marketing just to hard
Critiques discriminatory hiring practices and workplace barriers, framing immigration issues through employment and fairness concerns.
frostbassett7771
Feb 8, 2026
Corrupt Trudeau is not our friend !! He is Joe Biden Jr and a liar ! We like the Canadian people but Trudeau and liberals have to be ousted in Canada ! We will not …
Corrupt Trudeau is not our friend !! He is Joe Biden Jr and a liar ! We like the Canadian people but Trudeau and liberals have to be ousted in Canada ! We will not support socialist communists like Trudeau, Starmer, Macron, Schultz and other such leaders !
Criticizes Canadian leadership and compares to other world leaders, calling for removal of current government.
@josephdurham7146
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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Discourse Quality (Perspective API)