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
I wish he would not say US. But Drumpf. I DO NOT ALLY WITH RUSSIA, NOR DO I CONDONE THE TARRIFFS ON OUR ALLIES (OLD ALLIES).
I wish he would not say US. But Drumpf. I DO NOT ALLY WITH RUSSIA, NOR DO I CONDONE THE TARRIFFS ON OUR ALLIES (OLD ALLIES).
Critiques Trump's policies (tariffs, Russia alignment) while distancing from his leadership through name-calling.
@aaronalloway6405
Mar 4, 2025
You don't need to worry about us, the American people. You must worry about your people. You will go down, if you don't agree with our terms. No more SUCKING!!!!
You don't need to worry about us, the American people. You must worry about your people. You will go down, if you don't agree with our terms. No more SUCKING!!!!
Uses threatening language ('you will go down') and expresses coercive demands, framing U.S.-Canada relations as adversarial.
Policy Critique
0.78
@blackwolf3010
Mar 4, 2025
i live in Canada and i do not agree with what Justin Trudeau is doing. We SHOULD back down from fighting! This is a war we cannot win.❤ Most people in Canada want Justin out …
i live in Canada and i do not agree with what Justin Trudeau is doing. We SHOULD back down from fighting! This is a war we cannot win.❤ Most people in Canada want Justin out of office. The government here is out of touch with reality, and out of control too.❤ i think Donald is doing a pretty good job. He is putting tariffs on imports because he wants people to buy items that are made in the United States of America. i think that is a good thing for Donald to do for the country of United States: putting America first.❤ The way i see it is that Canada is going to war with both Russia and the United States of America! Crazy.
Personal account from a Canadian expressing disagreement with Trudeau's policies, support for Trump's approach, and concern about Canada's geopolitical position.
@barrycharlesbrebner
Mar 4, 2025
Not sure whats more disgusting, Trumps delusions or the recent praise for Turdeau due to some basic teleprompt speeches.... Make no mistake viewers, Justin Turdeau is an incompetent hypocrite who's policy's and leadership constantly embarrassed …
Not sure whats more disgusting, Trumps delusions or the recent praise for Turdeau due to some basic teleprompt speeches.... Make no mistake viewers, Justin Turdeau is an incompetent hypocrite who's policy's and leadership constantly embarrassed Canada on the world stage and nearly drove the countries lifestyle into the ground. There's a GOOD reason why he became the most hated man in Canada and was forced to resign over Christmas!
Criticizes Trudeau's competence and policy record while making unverified claims about his resignation and public opinion.
@3DVIDEOSMurray
Mar 4, 2025
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
Critiques current government decisions by comparing them to past regional economic hardship caused by previous policy, blaming leadership.
@billoldfield2843
Mar 4, 2025
As a businessman, Trump was using Fentanyl crisis as a lame excuse. No matter how much fentanyl is controlled across borders he was still guaranteed in imposing the 25% trade tariff. \nCanada govt invested so …
As a businessman, Trump was using Fentanyl crisis as a lame excuse. No matter how much fentanyl is controlled across borders he was still guaranteed in imposing the 25% trade tariff. \nCanada govt invested so much into the border security recently and visited multiple times in Washington to discuss this 25% trade tariff but all of them forgot that Trump is a very aggressive and stubborn when it comes to money!\n\nI am glad Trump has made Canada and even Trudeau bold and self dependent now!
Analyzes Trump's trade policy motivations from a business perspective, critiquing the administration while acknowledging some positive effects on Canadian independence.
@kornNpunk
Mar 4, 2025
Some friend, constantly short changing us for the protection we provide, while you lock up PE pole for speaking their mind, pursue truckers and anyone else that you disagree with.
Some friend, constantly short changing us for the protection we provide, while you lock up PE pole for speaking their mind, pursue truckers and anyone else that you disagree with.
Criticism of Canadian government policies regarding free speech and treatment of protesters, framed as betrayal of alliance relationship.
@tomjohnson571
Mar 4, 2025
Stop your tariffs and Trump will stop his…. reciprocal tariffs are genius.
Stop your tariffs and Trump will stop his…. reciprocal tariffs are genius.
Critiques Canadian tariff policy and advocates for a different approach by referencing Trump's reciprocal tariff strategy.
@scottbigler9182
Mar 4, 2025
You won’t get through to the MAGA people who voted for Trump. They will go to bed and recite the need to stop illegal immigration, gays, abortion, gun-control or whatever single issue they are voting …
You won’t get through to the MAGA people who voted for Trump. They will go to bed and recite the need to stop illegal immigration, gays, abortion, gun-control or whatever single issue they are voting for and pretend again Trump hasn’t given the world enough reason to have voted against him 4 years ago
Critiques Trump supporters' voting patterns and single-issue focus while questioning their reasoning.
@Junyan89
Mar 4, 2025
Mainstream media is too scared to touch this topic. Thank you for showing the reality that actual Canadians are living through📉
Mainstream media is too scared to touch this topic. Thank you for showing the reality that actual Canadians are living through📉
Criticizes mainstream media for avoiding immigration discussion and frames the video as revealing hidden reality, combining media critique with an unsubstantiated claim about media avoidance.
HomelessLifeStoriesUSA
Jan 27, 2026
Most kids in middle school where I live in Calgary can barely speak English, it’s not just a bad outlook it’s genuinely tragic. SEAN FRASER is to blame
Most kids in middle school where I live in Calgary can barely speak English, it’s not just a bad outlook it’s genuinely tragic. SEAN FRASER is to blame
Blames Immigration Minister Sean Fraser for poor English proficiency among schoolchildren, combining anecdotal observation with policy criticism.
History_Camel
Oct 22, 2025
good bring it on, Im tired of these radical socialist boobs. too many people are suffering from Stockholm Syndrome and can't see through the BS
good bring it on, Im tired of these radical socialist boobs. too many people are suffering from Stockholm Syndrome and can't see through the BS
Expresses criticism of what they characterize as 'radical socialist' policies and accuses others of cognitive bias, framing this as policy disagreement.
@diesel69er
Mar 5, 2025
Eat a sausage trudeau the sycophants in the cnn comme t page her are outnumbered. An idiot like you talk down to the american people. Get wrecked bro. Canadians better elect poliveri or your in …
Eat a sausage trudeau the sycophants in the cnn comme t page her are outnumbered. An idiot like you talk down to the american people. Get wrecked bro. Canadians better elect poliveri or your in for a world of bankruptcy.
The comment criticizes Trudeau's policies and governance, urging Canadians to elect Poilievre to avoid economic collapse.
@zacharytrammell3382
Mar 4, 2025
Trudeau is rubbish. This is his only time to speak on mic. He is respected less than Pakistani president at world stage. Baby is Just-in, that's not the calculation boy the real effect will be …
Trudeau is rubbish. This is his only time to speak on mic. He is respected less than Pakistani president at world stage. Baby is Just-in, that's not the calculation boy the real effect will be when your companies move to USA without tax and their products will be made USA
Criticizes Trudeau's leadership and policy effectiveness while asserting Canada's diminished international standing.
@zimwok
Mar 5, 2025
Earlier visa was based on interview, then only those who were eligible would get the visa, now anyone can get an online visa, it is only on the basis of documents and you already know …
Earlier visa was based on interview, then only those who were eligible would get the visa, now anyone can get an online visa, it is only on the basis of documents and you already know that here documents are made by paying money. Rest is in the hands of God
Critiques visa policy changes from interview-based to document-based, with unsubstantiated claim that documents are fraudulently obtained through bribery.
pal.thecarmechanic
Sep 9, 2025
your governement has chosen to do this to you\nyeah right justin piece of Shi . who is against freedom
your governement has chosen to do this to you\nyeah right justin piece of Shi . who is against freedom
Criticizes government policy and leadership while framing it as an attack on freedom.
@simonmasson-dupras3946
Mar 5, 2025
Liberals got us here...If they were pleasant immigrants we wouldn't care....but they're not...they shit all over my country, bathing in our lakes...and telling Canadians to get out of our own country...appalling...this is our country....no respect …
Liberals got us here...If they were pleasant immigrants we wouldn't care....but they're not...they shit all over my country, bathing in our lakes...and telling Canadians to get out of our own country...appalling...this is our country....no respect for Canada or Canadians...time for major deportation...Carney's WEF...plan...
Blames government leadership for immigration policy failures while making unsubstantiated claims about immigrant behavior and conspiracy theories.
annettejohnson1673
Sep 7, 2025
If your taxes are going out of country than you should not be expected to pay taxes than!
If your taxes are going out of country than you should not be expected to pay taxes than!
Critiques tax policy by arguing that citizens shouldn't pay taxes if revenue goes abroad, challenging government fiscal policy.
TL3000TL
Sep 11, 2025
Fear pandering….
Fear pandering….
Brief critique characterizing political messaging as fear-based manipulation.
Policy Critique
0.78
@casperoner2352
Mar 4, 2025
If orange man is bad blame democrats...you ran terrible candidates. You also gave away money like candy and allowed every illegal here
If orange man is bad blame democrats...you ran terrible candidates. You also gave away money like candy and allowed every illegal here
Critiques Democratic policy decisions and government spending while making unsubstantiated claims about illegal immigration without evidence.
@georgebrennan2576
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)