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
What it's about is Trumps wavering support for Ukraine.
What it's about is Trumps wavering support for Ukraine.
Directly critiques Trump's policy position on Ukraine support as the substantive issue at hand.
Policy Critique
0.88
@CarlAquaForce
Mar 4, 2025
This is why immigration enforcement is needed
This is why immigration enforcement is needed
Advocates for stricter immigration enforcement as a policy position.
psp785
Jan 27, 2026
Every single problem we have in Canada stems from to many immigrants brought in by the liberals to try and hold forever power. You ignorant liberal voters did this
Every single problem we have in Canada stems from to many immigrants brought in by the liberals to try and hold forever power. You ignorant liberal voters did this
The comment critiques immigration policy as a deliberate political strategy by the Liberal party, blaming immigration for Canada's problems.
bobbuilder6935
Jan 27, 2026
Why are we insulting Russia. Russia should be our trade partner. Yet, we support Israel. Disgusting. I agree with the tariff stance, but the whole Russia and China criticism is rooted in Canada's relationship with …
Why are we insulting Russia. Russia should be our trade partner. Yet, we support Israel. Disgusting. I agree with the tariff stance, but the whole Russia and China criticism is rooted in Canada's relationship with the US. They're enemy was our enemy. Smart'n up Trudeau.
Critiques Canada's foreign policy alignment with the US regarding Russia and China, framing it as dependent rather than independent decision-making.
@JioDeyoung69
Mar 4, 2025
As an Indian, is the Canadian govt retarded? Are they not seeing these fake ass colleges and visa violations and day light smuggling?
As an Indian, is the Canadian govt retarded? Are they not seeing these fake ass colleges and visa violations and day light smuggling?
Self-identified Indian commenter critiques government oversight of visa fraud and fake colleges, combining personal identity with policy analysis.
Reineswort
Jan 27, 2026
7:00 I checked a tax calculator for Canada, $2710 is not a valid number for $21/hour for 40 hours a week anywhere in the country. The closest I got was $2708. Also, I would love …
7:00 I checked a tax calculator for Canada, $2710 is not a valid number for $21/hour for 40 hours a week anywhere in the country. The closest I got was $2708. Also, I would love to see a bill breakdown.
"$9 for insurance" That is a bill...
"I work 8 and a half hours a day" So... That means you work 42 hours a week.
Challenges the accuracy of financial calculations presented in the video and requests transparency in data presentation.
Policy Critique
0.88
DemelicosHelsaint
Sep 8, 2025
India has 1.4+ billion people — more than all of Europe combined. Migration pressure is global. Blaming Indians is lazy. Blame a stupid government, led by Justin Trudeau, that ignored planning, housing, and wages — …
India has 1.4+ billion people — more than all of Europe combined.
Migration pressure is global.
Blaming Indians is lazy.
Blame a stupid government, led by Justin Trudeau,
that ignored planning, housing, and wages — and learned nothing from Europe’s mistakes.
Critiques Canadian government policy failures (planning, housing, wages) while contextualizing migration as a global phenomenon, rejecting scapegoating of India.
FerdinandSira
Jan 27, 2026
Good Luck with that! I mean, what's new? You've had a tariff on the US forever now. Next time Trudeau, you need to grow a set of balls and speak with the president. Don't address …
Good Luck with that! I mean, what's new? You've had a tariff on the US forever now. Next time Trudeau, you need to grow a set of balls and speak with the president. Don't address the US. Address the president of the United States in person, or at the very least the phone call. Congrats, you just screwed over the Canadian people. So again what's new?
Criticizes Trudeau's handling of tariffs and diplomatic approach, arguing he failed to adequately represent Canadian interests.
@clintbell3574
Mar 4, 2025
Tariffs can be PERMANENT. This idiotic decision could literally ruin the trade relations between the US and Canada forever, especially if Canada finds better deals elsewhere
Tariffs can be PERMANENT. This idiotic decision could literally ruin the trade relations between the US and Canada forever, especially if Canada finds better deals elsewhere
Critiques tariff policy as potentially permanent damage to trade relations, emphasizing long-term economic consequences.
@ekcorp6350
Mar 4, 2025
Prime Minister Trudeau, you don't like trade war coming from Trump. Why then do you start a trade war with China by imposing 100% import tax on Chinese EV vehicles? Double standards? ?
Prime Minister Trudeau, you don't like trade war coming from Trump. Why then do you start a trade war with China by imposing 100% import tax on Chinese EV vehicles? Double standards? ?
Directly critiques Trudeau's policy inconsistency by comparing his position on trade wars with his own EV tariff actions.
Policy Critique
0.88
@jimmycool9265
Mar 4, 2025
The fentanyl excuse is just that an excuse, trump wants to make money from tariffs to give a huge tax break to the billionaires in the USA including musk, he is not worried at all …
The fentanyl excuse is just that an excuse, trump wants to make money from tariffs to give a huge tax break to the billionaires in the USA including musk, he is not worried at all about fentanyl, he doesn't care about other people, but he does care about tax breaks for himself and the billionaires who support him. I support Canada and Mexico in this trump fiasco, and I hope Canada and Mexico really make trump squirm. trump knows tariffs will hurt the US citizens but he knows it will hit the Lower and middle classes the hardest, not causing him and the billionaires nearly as much trouble. He is hoping that the tariffs will bring in enough money for him to be able to give the billionaires including himself a huge tax break.
Critiques Trump's tariff policy as motivated by self-interest and wealth redistribution, with moral condemnation of inequality.
@drmouse1234
Mar 4, 2025
ASKING US TO FIGHT, AFTER DISARMING US. WE WILL NOT FIGHT FOR YOU TRUDEAU! PERIOD!
ASKING US TO FIGHT, AFTER DISARMING US. WE WILL NOT FIGHT FOR YOU TRUDEAU! PERIOD!
Criticizes government policy (disarmament) and refuses to support leadership's request for action, framed as a defiant statement.
@WD_Harris
Mar 4, 2025
Awesome ? you just brought on retaliatory tariffs. Stupid move.
Awesome ? you just brought on retaliatory tariffs. Stupid move.
Criticizes tariff decision as strategically foolish due to predictable retaliatory response.
Policy Critique
0.88
@Oscar40694
Mar 4, 2025
The only dictator here is Trudeau. His own people don't even like him. He's a tyrant he needs to be removed.??
The only dictator here is Trudeau. His own people don't even like him. He's a tyrant he needs to be removed.??
Criticism of Trudeau's leadership and governance, with implicit call for his removal from office.
@troydecker5877
Mar 4, 2025
Trudeau destroyed Canada with carbon taxes and bad liberal policies. Trudeau is a spoiled rich brat dictator. \nNow he is using trump as a smoke screen.
Trudeau destroyed Canada with carbon taxes and bad liberal policies. Trudeau is a spoiled rich brat dictator. \nNow he is using trump as a smoke screen.
Criticizes government policies (carbon taxes, liberal policies) and the Prime Minister's leadership, with personal attacks framing.
@robertblack8334
Mar 4, 2025
Trudeau is a despicable little shit. He has destroyed Canada
Trudeau is a despicable little shit. He has destroyed Canada
The comment harshly criticizes Trudeau and his governance record, making a broad negative assessment of his impact on Canada.
Policy Critique
0.88
@johnroberts8642
Mar 4, 2025
America's economy was a juggernaut the day before Trump and his greedy band of thieves took over, and our strength was in our alliances with Canada, Mexico, and Europe. Our moral strength was in our …
America's economy was a juggernaut the day before Trump and his greedy band of thieves took over, and our strength was in our alliances with Canada, Mexico, and Europe. Our moral strength was in our unwavering support of Ukraine and opposition to Russia. In barely a month Trump has undermined and destroyed all the trust previous administrations (aside from his own) had built. By trying to rob our allies blind and turn the US into a kleptocracy, Trump is destroying the economy and our standing in the world at record pace. Maybe irreversibly.
Detailed critique of Trump administration policies regarding alliances, Ukraine, and economic/moral standing, with implicit comparison to previous administrations.
@saintsataniko2116
Mar 4, 2025
American here. Trump is an incompetent man! Not only is his trade war with Canada, Mexico, and China breathtakingly stupid, it also raises prices for Americans, costs American factories jobs, and isolates us from our …
American here. Trump is an incompetent man! Not only is his trade war with Canada, Mexico, and China breathtakingly stupid, it also raises prices for Americans, costs American factories jobs, and isolates us from our allies. And just today, Trump paused aid/arms to Ukraine. Putin has no incentive to make concessions now, knowing that Trump has cut off arms to Ukraine. Our apologies to your Canada. We are fucked! If you could put a 100% tariff on Tesla, you'd be doing us a HUGE favor.
American criticizing Trump's trade and foreign policy as economically damaging and strategically foolish, with apology to Canada.
@reggieongoogle3583
Mar 4, 2025
Trudeau was voted out , in Canada....\nSomeone else, shouldn't be speaking for Canada..he leaves in April.....
Trudeau was voted out , in Canada....\nSomeone else, shouldn't be speaking for Canada..he leaves in April.....
Challenges the legitimacy of current leadership speaking for Canada based on electoral outcome and transition timeline, critiquing political authority.
Policy Critique
0.87
@Lena-h7d
Mar 4, 2025
Allowing parents and grandparents in, who contributed and will not contribute but only take is a major problem. Canadas bleeding heart caused this and was taken advantage of
Allowing parents and grandparents in, who contributed and will not contribute but only take is a major problem. Canadas bleeding heart caused this and was taken advantage of
Critiques family reunification policy as economically unsustainable, arguing elderly relatives are net consumers rather than contributors.
Andrico77
Jan 20, 2026
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)