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
Search & Filter
Policy Critique
5,980 comments
FU, Trudeau! I thought you were leaving! Liar
FU, Trudeau! I thought you were leaving! Liar
Expresses frustration with Trudeau's broken promise to resign, criticizing his political credibility.
Policy Critique
0.85
@sabrinazalar8667
Mar 4, 2025
trudeau is canada's version of Joe Biden on Steroids he did more damage to canada than Joe Biden did to usa in 4 years.
trudeau is canada's version of Joe Biden on Steroids he did more damage to canada than Joe Biden did to usa in 4 years.
Criticizes Trudeau's policies as damaging to Canada, with comparative reference to Biden's impact on the US.
@rickbaker475
Mar 4, 2025
Canada is all blow and no go. Only heard blah blah blah.
Canada is all blow and no go. Only heard blah blah blah.
Dismissive critique of Canada's government effectiveness, claiming rhetoric without substantive action.
Policy Critique
0.85
@debgarcia6188
Mar 4, 2025
What the heck is wrong with Trudeau? He should step down now and let the Next Prime Minister handle this situation. He's speaking like a leader going nowhere. Why does he pick Ministers who have …
What the heck is wrong with Trudeau? He should step down now and let the Next Prime Minister handle this situation. He's speaking like a leader going nowhere. Why does he pick Ministers who have nervous twitches like Mz Joly. Why is she twitching and moving all around??
Criticizes Trudeau's leadership and policy handling while calling for his resignation, with ad hominem attacks on appearance.
@thewayidoit8895
Mar 4, 2025
Easy fix. Change the law that only individuals (no corporations) can legally own single family homes. Revise the building codes and throw out everything thats not putting someones life in danger. No taxes for the …
Easy fix. Change the law that only individuals (no corporations) can legally own single family homes. Revise the building codes and throw out everything thats not putting someones life in danger. No taxes for the first 250k of personal income in your life.
Proposes specific policy solutions to housing and taxation issues, critiquing current laws and building codes as ineffective.
@Narwaro
Mar 4, 2025
Good speech. Now let’s also look at what has gone on last 9 years in Canada. Mr. Trudeau It was dumb to divide the provinces. It was dumb for you to shut down every project …
Good speech. Now let’s also look at what has gone on last 9 years in Canada. Mr. Trudeau It was dumb to divide the provinces. It was dumb for you to shut down every project that Alberta had to work with other provinces and trade with other parts of the world. It was dumb for you to continually suck up to Quebec while ignoring the rest of the country. The corruption we know of that your party created such as We Charity and Arrivecan app is just the tip of the iceberg of billions of dollars you have robbed from Canadian taxpayers that could have fixed health care and provided much needed tax relief to all Canadians. While you are speaking about dumb I pray that Canadians realize and understand what the Liberal and NDP parties have done to our country the last 9 years and vote your party out. Canadians need to stop being dumb with who we have in power. We cannot keep going like this.
Detailed critique of Trudeau's governance record including provincial relations, project shutdowns, and alleged corruption, with explicit call to vote the party out.
@freddame9476
Mar 4, 2025
As a UK citizen,I am appalled at the voters that put this tyrant who is more aligned with Russia than his allies. Regardless MAGA won't care . They are blind to him. I despise trump
As a UK citizen,I am appalled at the voters that put this tyrant who is more aligned with Russia than his allies. Regardless MAGA won't care . They are blind to him. I despise trump
UK citizen criticizing Trump's alignment and policies, with identity framing as outsider observer.
@julscro5927
Mar 4, 2025
I'm Canadian and disgusted with Trudeau...would he please just go away and quit destroying the lives of Canadians
I'm Canadian and disgusted with Trudeau...would he please just go away and quit destroying the lives of Canadians
Expresses criticism of Trudeau's policies and governance while asserting Canadian identity, with emotional disapproval of perceived harm to Canadians.
@stainz5714
Mar 4, 2025
As a powerless American, I hope other countries will help curve Trump's madness/power kick. \n\nIt's embarrassing. He's destroying our economy, causing mass job loss, and just being played like a monkey by Musk, the Republican …
As a powerless American, I hope other countries will help curve Trump's madness/power kick. \n\nIt's embarrassing. He's destroying our economy, causing mass job loss, and just being played like a monkey by Musk, the Republican Party, and Putin. \n\nSeriously....I get his followers are either selfish rich people or ignorant barely passed highschool racists, but stupid/selfish is an excuse that only goes so far.
Criticizes Trump's policies and economic impact while framing it as moral failure, combining policy analysis with ethical judgment about leadership.
@shannaclankie184
Mar 4, 2025
Here's what I don't get, Canada will act upon tariffs being implemented, however, when asked about upping the military budget to 2% years ago as a part of Nato because it was at 1.3% and …
Here's what I don't get, Canada will act upon tariffs being implemented, however, when asked about upping the military budget to 2% years ago as a part of Nato because it was at 1.3% and this guy said would do it but lied and still didn't do it. Now I don't like this tariff being pushed to them but at the same time do your part as partner. As of 2025, 23/32 reached that goal and Canada is stil at 1.3% -_-
Critiques Canada's failure to meet NATO military spending commitments while acknowledging tariff concerns, balancing accountability across both parties.
@jonesy9494
Mar 4, 2025
I fail to understand what more was expected of canada... Such reneging on deals will make others reluctant to make deals in the future.
I fail to understand what more was expected of canada... Such reneging on deals will make others reluctant to make deals in the future.
Critiques Canada's policy response and questions the government's actions regarding trade deals.
Policy Critique
0.85
@ncvwrx2759
Mar 4, 2025
It is interesting how T operates he throws shit at the wall he scans for performative opportunities to flood the zone. The 51st rhetoric got him play. Then he justifies his tariffs with lies and …
It is interesting how T operates he throws shit at the wall he scans for performative opportunities to flood the zone. The 51st rhetoric got him play. Then he justifies his tariffs with lies and half truths. US has benefitted economically and in terms of influence from being the big cheese. The order issue just another justification after the fact. . .facts do not support. T is the poor victim. Maga are victims???? Just opportinistic and grifter politics. Sickening.
Detailed analysis and criticism of Trump's political tactics, tariff justifications, and perceived dishonesty.
Policy Critique
0.85
@lynnpurvis3173
Mar 4, 2025
I thought this guy put his resignation forever ago I guess that was a joke? I find it funny that Canada is so strong and fighting back but their people are already fighting to just …
I thought this guy put his resignation forever ago I guess that was a joke? I find it funny that Canada is so strong and fighting back but their people are already fighting to just eat everyday and trying to get to the food bank everyday! You would think the the Pm would be more focused on helping his people then he is about helping and standing with Ukraine, pretty soon he won’t have any people to fight for!
Criticizes government priorities, arguing the PM should focus on domestic economic hardship (food banks) rather than international commitments.
@twriiight
Mar 4, 2025
What a dummy. The tariffs are reciprocal, so if this idiot puts on a larger tariff than the US, the US counters that with the same tariff! He's just raising tariffs on his own country!
What a dummy. The tariffs are reciprocal, so if this idiot puts on a larger tariff than the US, the US counters that with the same tariff! He's just raising tariffs on his own country!
Critiques a political leader's tariff policy as economically counterproductive, analyzing the mechanism of reciprocal tariffs.
Policy Critique
0.85
@7eleven297
Mar 4, 2025
Shouldn’t have waited four years to try to stop fentanyl
Shouldn’t have waited four years to try to stop fentanyl
Criticism of delayed government action on fentanyl crisis, targeting policy response timing.
Policy Critique
0.85
@NowOne3006
Mar 4, 2025
Trump is turning America into a fascist government destroying the middle an lower class.The tariffs will starve alot of Americans, cutting all programs that help people will be devastating. Elections dont matter anymore Musk an …
Trump is turning America into a fascist government destroying the middle an lower class.The tariffs will starve alot of Americans, cutting all programs that help people will be devastating. Elections dont matter anymore Musk an starlink has fixed that. His goal is to mirror Russia an all fascist governments. He's turning Russia enemies into US enemies.
Criticizes Trump's policies (tariffs, program cuts) and expresses alarm about democratic erosion and authoritarian governance.
@edenriquez5141
Mar 4, 2025
Is Trump’s performance in the Oval Office really what the GOP equates to strength? Kicking our ally while they’re down, who’s been fighting one of our supposedly greatest adversaries who invaded their country? Berating him …
Is Trump’s performance in the Oval Office really what the GOP equates to strength? Kicking our ally while they’re down, who’s been fighting one of our supposedly greatest adversaries who invaded their country? Berating him for not wearing a suit, or not being grateful enough, or being too hateful to the man who invaded his country and kidnapped Ukraine’s children? If this is strength, why doesn’t he treat Putin this way? It’s only weaker allies where he pounds his chest. Bully. Coward.
Critiques Trump's foreign policy approach toward Ukraine and allies, questioning the consistency and morality of his strength claims.
@Jviotr
Mar 4, 2025
Trump fuckin everything up
Trump fuckin everything up
Expresses criticism of Trump's actions/policies, though vaguely and with profanity rather than substantive analysis.
Policy Critique
0.85
@mambasnestentertainmentllc
Mar 4, 2025
MAGA has lied to America...The only Golden Age is for Trump and Elon's Oligarchs....they are the only ones filling their pockets with tax brakes.\nThe normal person will have to pay higher prices \nsince the Trump's …
MAGA has lied to America...The only Golden Age is for Trump and Elon's Oligarchs....they are the only ones filling their pockets with tax brakes.\nThe normal person will have to pay higher prices \nsince the Trump's tariff are going to be added to the price of the goods.
Critiques Trump's policies (tariffs, tax breaks) and their economic impact, framed as deceptive governance benefiting oligarchs.
@irmaknight2573
Mar 4, 2025
politicians should never be allowed to do anything that wasnt noted on thier campian. This is how they get away with everything. NO ONE EVER VOTED FOR TARIFFS
politicians should never be allowed to do anything that wasnt noted on thier campian. This is how they get away with everything. NO ONE EVER VOTED FOR TARIFFS
Critiques government accountability and policy implementation without campaign mandate.
Policy Critique
0.85
@IanPaul-i7y
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)