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
? he rhymed the first sentance of his speech. Wants to talk about inflation, meanwhile his varbon taxes inflated Canadian markets more than anything in our history. What a hypocrite.
? he rhymed the first sentance of his speech. Wants to talk about inflation, meanwhile his varbon taxes inflated Canadian markets more than anything in our history. What a hypocrite.
Criticizes Trudeau's policy record (carbon taxes) while sarcastically noting rhetorical inconsistency.
@gbb1419
Mar 4, 2025
The fool wants tarrifs, Canada. There's just nothing you can do. Nothing you'll put in place will be enough. What they're asking is only excuses.
The fool wants tarrifs, Canada. There's just nothing you can do. Nothing you'll put in place will be enough. What they're asking is only excuses.
Critiques US tariff policy as unreasonable and argues Canadian concessions will never satisfy demands.
@FutureCommentary1
Mar 4, 2025
Apparently, sir, you're incorrect. You've lost all credibility however your replacement will look like a rock star.
Apparently, sir, you're incorrect. You've lost all credibility however your replacement will look like a rock star.
Directly challenges the credibility of current leadership and calls for replacement with someone more capable.
Policy Critique
0.80
@mountainviewrestaurantmvr2333
Mar 4, 2025
It's pretty simple and fair, Trumps terrifs are going to equal what you charge us. How is that not fair? Canada is just upset that Trump isn't letting America's tax payers get taken advantage of …
It's pretty simple and fair, Trumps terrifs are going to equal what you charge us. How is that not fair? Canada is just upset that Trump isn't letting America's tax payers get taken advantage of anymore. Don't let Trudeaus words fool you. He is a dumb, weak and corrupt leader.
Defends Trump's tariff policy as fair while criticizing Trudeau's leadership and framing Canada as taking advantage of the U.S.
@mikemartin4128
Mar 4, 2025
How come no one talks about the trade war Canada imposes on the United States. Who is asking about the tariffs they impose on us?? Lmfao ?.. can we get journalism that gives us both …
How come no one talks about the trade war Canada imposes on the United States. Who is asking about the tariffs they impose on us?? Lmfao ?.. can we get journalism that gives us both sides of the argument??? That’s what Americans actually want
Criticizes media coverage for one-sidedness and calls for balanced journalism on trade disputes.
@briancaparoula6328
Mar 4, 2025
We just nicely recovered from the Covid pandemic and Trump pulls this crap. Unbelievable. Simply unbelievable.
We just nicely recovered from the Covid pandemic and Trump pulls this crap. Unbelievable. Simply unbelievable.
Expresses frustration about Trump's tariff actions disrupting Canada's post-pandemic recovery.
@pjmincanada5747
Mar 4, 2025
Trump will back off these tariffs like he did in 2018. Remember this isnt some economic genius, he’s a an egotistical reality TV guy who has failed/bankrupted every business and relationship/partnership in his entire life.
Trump will back off these tariffs like he did in 2018. Remember this isnt some economic genius, he’s a an egotistical reality TV guy who has failed/bankrupted every business and relationship/partnership in his entire life.
Critiques Trump's economic competence and character while making unverified claims about his business failures and personal relationships.
@kevinfarrell2897
Mar 4, 2025
Mr Trudeau, if you go on a trade war with the US you’re definitely gonna get it and lose. All you have to do is lower the tariffs you’re imposing on American goods so Trump …
Mr Trudeau, if you go on a trade war with the US you’re definitely gonna get it and lose. All you have to do is lower the tariffs you’re imposing on American goods so Trump won’t impose the same tariffs on you.
Advises Trudeau on tariff strategy, critiquing his approach as economically counterproductive.
@baniabria477
Mar 4, 2025
Why does this little potato even get airtime? He's a corrupt globalist puppet for the WEF.\n\nJust look at Trudeau's horrible track record. He had essentially destroyed Canada. Let's not buy into his BS.
Why does this little potato even get airtime? He's a corrupt globalist puppet for the WEF.\n\nJust look at Trudeau's horrible track record. He had essentially destroyed Canada. Let's not buy into his BS.
Criticizes Trudeau's record and governance while making unsubstantiated claims about WEF connections and corruption.
@Sc00terNut
Mar 4, 2025
The governor needs to stay in his lane.
The governor needs to stay in his lane.
Criticism of a political figure overstepping their authority or jurisdiction, a form of governance critique.
Policy Critique
0.80
@Michael56011
Mar 4, 2025
You have got to be kidding right? Trudy looks like what he/she is. Weak. Clueless. Worthless. When he got fired did he accept that or did he keep spending Kanadian money on useless projects? He …
You have got to be kidding right? Trudy looks like what he/she is. Weak. Clueless. Worthless. When he got fired did he accept that or did he keep spending Kanadian money on useless projects? He went on a celeberety tour instead of working with the US to address the problems he created. He played around, posturing and looking like a total I D I O T and then when he FAILS to meet the requirements to avoid tariffs, and he gets hit with them, he does this kind of worthless crap? This is NOT a leader.
Attacks Trudeau's leadership record, policy decisions, and handling of tariff negotiations while asserting weakness as a national leader.
@06colkurtz
Mar 4, 2025
The US stock market is down in one month in Trump what it took 6 months to rise under Biden. What an embarrassing piece of garbage, he can't even get the only thing right republicans …
The US stock market is down in one month in Trump what it took 6 months to rise under Biden. What an embarrassing piece of garbage, he can't even get the only thing right republicans voted for him for.
Criticism of Trump's economic performance using stock market data as evidence.
@kevinsix666
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
Democrats are about the dumbest people in the world....Perfect example democrats voted for Joe Biden a man that became the worst president in history... His own party kicked him to the curb... Oh wait Biden …
Democrats are about the dumbest people in the world....Perfect example democrats voted for Joe Biden a man that became the worst president in history... His own party kicked him to the curb... Oh wait Biden was running the country... It was the democratic staff members... Under democrats 2021-2024 American house holds was paying out an extra $1,500 a month and democrats wanna cry about stuff.... There's a reason democrats lost the election ?????
Criticizes Democratic policies and leadership, citing economic impacts (household costs) and electoral outcomes.
@charliesmith4932
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
The waters of Canada's Arctic archipelago, including the various channels comprising the Northwest Passage, are internal waters of Canada by virtue of historic title and in accordance with international law. Canada's Arctic sovereignty encompasses land, …
The waters of Canada's Arctic archipelago, including the various channels comprising the Northwest Passage, are internal waters of Canada by virtue of historic title and in accordance with international law. Canada's Arctic sovereignty encompasses land, sea and ice.
Asserts Canada's Arctic sovereignty claims and legal position regarding the Northwest Passage.
@markw3370
Mar 4, 2025
Ask them hard working Canadians how their government treating them.
Ask them hard working Canadians how their government treating them.
Implicitly critiques government treatment of Canadian citizens while framing it as a question to immigrants.
@heyjoe9228
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)