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
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
Trudeau is an idiot if he thinks Trump will back down. Did you know that Canada implemented 250% tariffs on Dairy products a few years ago? So, it's no wonder that Trump issued these tariffs. …
Trudeau is an idiot if he thinks Trump will back down. Did you know that Canada implemented 250% tariffs on Dairy products a few years ago? So, it's no wonder that Trump issued these tariffs. Go Trump.
Criticism of Trudeau's negotiating strategy combined with a specific factual claim about Canadian dairy tariffs presented without evidence.
@YouTubular1234
Mar 4, 2025
So the dictator Trudeau is suddly careing about his country? It is almost like he is going to get called out on his lies next ? these tarrifs will hurt CANADA not the US ?
So the dictator Trudeau is suddly careing about his country? It is almost like he is going to get called out on his lies next ? these tarrifs will hurt CANADA not the US ?
Criticism of Trudeau's policies and claims about tariff impacts, with unsubstantiated assertions about government dishonesty.
@mikecollins8241
Mar 4, 2025
Trump is planning to start cutting down our national forests to make up for Canadian lumber and not nearly enough people are talking about the damage he wants to do to our national parks
Trump is planning to start cutting down our national forests to make up for Canadian lumber and not nearly enough people are talking about the damage he wants to do to our national parks
Criticizes Trump's environmental policy regarding national forests and calls for greater public awareness and action.
@eddericddickerson
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
The way to deal with Trump is to just give it to him. Do not give him material to walk all over PM Trudeau is giving the US president material that will easily portray him …
The way to deal with Trump is to just give it to him. Do not give him material to walk all over PM Trudeau is giving the US president material that will easily portray him in a wimpy manner. You're talking to a BULLY. ?????
Criticizes PM Trudeau's negotiation strategy as ineffective when dealing with Trump, framed as tactical advice.
@cleenegame
Mar 4, 2025
Let's see, make peace at reasonable cost with a man who's war with Ukraine showed the world that they cannot last in war with US on a military vs military bases; and the only option …
Let's see, make peace at reasonable cost with a man who's war with Ukraine showed the world that they cannot last in war with US on a military vs military bases; and the only option against the US is a nuclear, while Zelenskyy want's to use US as a deterrent against Putin, all while asking the US for billions. On the other hand, Canada, Mexico and Panama are being over ran by chinese businesses. People think this is against Canadians, Mexicans and Panamanians, but these tariffs are against chinese who are manufacturing in these countries and bypassing tariffs already in place by the US. The chinese are manufacturing in Canada and Mexico and placing (made in Canada/Mexico) and shipping those items to the US, while Canada and Mexico do nothing.
Analyzes Trump's tariff and foreign policy decisions as strategic responses to Chinese manufacturing and geopolitical concerns, offering policy justification.
@Koko_Sam
Mar 4, 2025
You Americans have no clue how terrible Trudeau is.
You Americans have no clue how terrible Trudeau is.
Dismissive assertion that Americans lack understanding of Trudeau's governance failures, implicitly critiquing his policies.
@louvensremy7526
Mar 4, 2025
Didn't this mf freeze his own people's accounts and restrict FREEDOM OF SPEECH lmao ? Trudeaus a ?\nIdk sounds like a threat
Didn't this mf freeze his own people's accounts and restrict FREEDOM OF SPEECH lmao ? Trudeaus a ?\nIdk sounds like a threat
Criticizes Trudeau's freezing of accounts and alleged restriction of free speech, presenting specific policy actions as problematic.
@HeinzGudarian
Mar 4, 2025
Good Job Trump-Bots. I hope you're happy. That dude came in office increasing unemployment by firing American citizens and making enemies all around the world
Good Job Trump-Bots. I hope you're happy. That dude came in office increasing unemployment by firing American citizens and making enemies all around the world
Criticizes Trump's policies on employment and foreign relations while implicitly calling out supporters.
@skillz1855
Mar 4, 2025
Sure wish Wolf Blitzer would stop with his views. We all agree this is a travesty between the two governments, the talking heads of the news network need to shut up and let the news …
Sure wish Wolf Blitzer would stop with his views. We all agree this is a travesty between the two governments, the talking heads of the news network need to shut up and let the news report itself.
Criticism of news media commentary and preference for objective reporting, with meta-commentary on Wolf Blitzer's role.
@daveaugustine6327
Mar 4, 2025
If they actually wanted to end this BS they would just close their borders and stop trading with America all together. Buy rasing their Tarrifs it will have the same effect on the Canadian people …
If they actually wanted to end this BS they would just close their borders and stop trading with America all together. Buy rasing their Tarrifs it will have the same effect on the Canadian people . Businesses and economy as he says will happen to America.
Critiques the effectiveness of tariff policy as a response, arguing it will harm Canadian businesses and economy rather than achieve desired goals.
@jasoncampbell5518
Mar 4, 2025
Just to be clear… President Musk, VP Trump did this, not the millions who voted against this F****** oligarchy.
Just to be clear… President Musk, VP Trump did this, not the millions who voted against this F****** oligarchy.
Critiques Trump administration policy while asserting distinction between leadership and voters.
@MDdreams96
Mar 4, 2025
Trump is making foe with US's friends.. is he so dumb ???
Trump is making foe with US's friends.. is he so dumb ???
Critiques Trump's diplomatic approach as damaging to US-Canada relations.
Policy Critique
0.80
@whitecastle814
Mar 4, 2025
Sad day for the USA when your President is purposely destroying your economy for his personal profit and gain .
Sad day for the USA when your President is purposely destroying your economy for his personal profit and gain .
Criticizes the president's policies as economically destructive and motivated by personal gain.
@mark-
Mar 4, 2025
Trudeau is weaker than tissue.
Trudeau is weaker than tissue.
Criticizes Trudeau's leadership strength, implying weakness in policy or governance.
@SunRay629
Mar 4, 2025
Wow someone that can actually articulate a well thought out out sentence. Something the current dictator in the White House is unable to do.
Wow someone that can actually articulate a well thought out out sentence. Something the current dictator in the White House is unable to do.
Criticizes Trump's communication abilities and governance, using dehumanizing language ('dictator').
@SanityPotion776
Mar 4, 2025
I wonder is MAGA realize that through these tariffs they have pretty much guaranteed the Liberal Party of Canada will take the next federal election. Canadians WILL NOT elect a party or any officials they …
I wonder is MAGA realize that through these tariffs they have pretty much guaranteed the Liberal Party of Canada will take the next federal election. Canadians WILL NOT elect a party or any officials they think might be even a little sympathetic to American interests.
Analyzes political consequences of U.S. tariff policy on Canadian elections, predicting voter backlash against perceived American sympathizers.
@thenobleandmightybeaver4411
Mar 4, 2025
CNN should have said all this *before* the election. He is doing what he promised to do. There is no surprise here.
CNN should have said all this *before* the election. He is doing what he promised to do. There is no surprise here.
Criticizes CNN's timing and coverage while defending the PM's actions as consistent with campaign promises.
@witwisniewski2280
Mar 4, 2025
Trudeau is trash we love you Canada we hate that you have this idiot for your leader Trump all the way baby he knows what the he’s doing ??????
Trudeau is trash we love you Canada we hate that you have this idiot for your leader Trump all the way baby he knows what the he’s doing ??????
Criticizes Trudeau's leadership while asserting national identity and preference for Trump, mixing policy critique with identity framing.
@barry167
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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