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
What a failure.\nDems failure \nTrudeau failure.
What a failure.\nDems failure \nTrudeau failure.
Criticizes government leadership and policy outcomes without elaboration.
Policy Critique
0.82
@seasonedbeefs
Mar 4, 2025
Oof, what a wiener. Trudeau has sold his country out. We dont care about your tariffs. You will feel this pal.
Oof, what a wiener. Trudeau has sold his country out. We dont care about your tariffs. You will feel this pal.
Criticizes Trudeau's policies and governance while warning of consequences, with implicit call to resistance.
@rhyansimmons2691
Mar 4, 2025
But you didnt do any of that border security until trump came along. I dont agree with tariffs, but all countries are now pulling their socks up.
But you didnt do any of that border security until trump came along. I dont agree with tariffs, but all countries are now pulling their socks up.
Critiques Canada's border security policy implementation while comparing it to Trump's approach and acknowledging broader international policy shifts.
@Bigtbone205
Mar 4, 2025
a 1.3 billion dollar waste of money for extra border security. We did this to appease the unappeasable. He never intended to stop the tariffs, he just wanted us to spend out money. He's trying …
a 1.3 billion dollar waste of money for extra border security. We did this to appease the unappeasable. He never intended to stop the tariffs, he just wanted us to spend out money. He's trying to bankrupt Canada. STOP SPENDING OUR MONEY ON TRUMPS DESIGNS. Remember WE the public are paying for this, THEY (our governments/the Upper Class) are benefiting. As Trump crashes the markets, who do you think is buying it up, think about it.
Criticizes government spending on border security as wasteful appeasement, with a call to stop the spending and awareness-raising about class inequality.
@wyzeazz
Mar 4, 2025
Every time Trudeau says “your government” he should be saying “Trump”. Trump does not deserve the respect to be called President.
Every time Trudeau says “your government” he should be saying “Trump”. Trump does not deserve the respect to be called President.
Critiques Trudeau's language choices and respect shown to Trump, framed as a policy/diplomatic stance issue.
@thomasdecarlo8543
Mar 4, 2025
As an American, who has heard our president, say it’s easy to win a trade war I don’t think he realizes there are no winners in a trade war.
As an American, who has heard our president, say it’s easy to win a trade war I don’t think he realizes there are no winners in a trade war.
American commenter critiques Trump's trade war policy as economically flawed, framed through personal perspective of being an American.
@RCDiaz-Balart
Mar 4, 2025
Hopefully this is a big wake-up call to Canada that it’s time to stop relying so much on America for trade and start making deals with other countries.
Hopefully this is a big wake-up call to Canada that it’s time to stop relying so much on America for trade and start making deals with other countries.
Critiques Canada's trade dependency on the U.S. and advocates for diversifying international partnerships in response to Trump's actions.
@billshogun7068
Mar 4, 2025
So are we pretending that Canada hasn't already had enormous tariffs on American goods?
So are we pretending that Canada hasn't already had enormous tariffs on American goods?
Challenges the narrative by questioning whether Canada's existing tariffs are being acknowledged, implying hypocrisy in the policy debate.
@jamesgodeaux5202
Mar 4, 2025
Idiot destroyed Canada, who can trust this man?
Idiot destroyed Canada, who can trust this man?
Direct criticism of Trudeau's leadership and trustworthiness without specific policy details.
Policy Critique
0.82
@irenalbert9079
Mar 4, 2025
When are these republicans going to wake up? Trump is leading his whole party and the rest of the country off a cliff! Start a trade war with Canada for absolutely no apparent reason? This …
When are these republicans going to wake up? Trump is leading his whole party and the rest of the country off a cliff! Start a trade war with Canada for absolutely no apparent reason? This man’s agenda will come to light, because there is a reason he’s doing this, it’s just not common knowledge.
Criticizes Trump's trade war policy and expresses concern about hidden motives and negative consequences.
@jimdadj1
Mar 4, 2025
This is what happens when people vote in these sick and evil liberals . They are destroying our beautiful Canada!! Jesus is the way . We need and pray like never before.
This is what happens when people vote in these sick and evil liberals . They are destroying our beautiful Canada!! Jesus is the way . We need and pray like never before.
Criticizes Liberal government policies as destructive to Canada while invoking religious identity and moral framing.
lorddeath1023
Aug 25, 2025
As a Canadian, thank you for making this. I hope it’s clear to everyone how, while good people, the majority of interviewees in this video are taking advantage of our country because we’re “nice” and …
As a Canadian, thank you for making this. I hope it’s clear to everyone how, while good people, the majority of interviewees in this video are taking advantage of our country because we’re “nice” and they aren’t able to sort things out in their own. The majority of these people aren’t highly educated and came in on student visas and you’ve got to wonder why our government allowed this. It’s made a lot of things worse for people who lived here already, including immigrants. No racism just frustration.
Critiques government immigration policy and student visa decisions while claiming not to be racist but expressing frustration about exploitation.
AidanNewsome
Jan 27, 2026
RUBBISH! Brampton, Ontario has not been "a small, farm town" since the early 1800's. Brampton is squarely located in the Golden Horseshoe which hugs the western shore of Lake Ontario, from Oshawa to Niagara Falls, …
RUBBISH! Brampton, Ontario has not been "a small, farm town" since the early 1800's. Brampton is squarely located in the Golden Horseshoe which hugs the western shore of Lake Ontario, from Oshawa to Niagara Falls, in one of Canada's most densely-populated regions.
User fact-checks the video's characterization of Brampton's history and geography, critiquing the accuracy of the narrative presented.
buzzthruwith3193
Jan 28, 2026
The first woman speaking . Everything she said is caused by the liberals who want Canada crushed . Sorry but went you vote for this crap you get to eat it also. Vote conservative, wake …
The first woman speaking . Everything she said is caused by the liberals who want Canada crushed . Sorry but went you vote for this crap you get to eat it also. Vote conservative, wake up Canada if it’s not too late already
Criticizes liberal government policies and calls for voting conservative as a solution.
kirkharrington2755
Aug 25, 2025
This is what happens when Canada is too LAX on immigration policies and afraid of being labeled “racists” when the fraudsters themselves always use as a card if things don’t go their way. There is …
This is what happens when Canada is too LAX on immigration policies and afraid of being labeled “racists” when the fraudsters themselves always use as a card if things don’t go their way. There is a disturbing GENDER UNBALANCE in this panel considering Canada champions itself with “diversity” that includes gender.
Criticizes immigration policy as too lenient and accuses the government of avoiding 'racist' labels; also expresses concern about gender imbalance, mixing policy analysis with demographic anxiety.
USA-CANADA1480
Oct 3, 2025
If old immigrants are seeing an issue of offsetting the harmony that's our multiculturalism, including old Canadians and original Native Canadians. By the mass immigration policies, bringing/favouring from one country. Then you know there's a …
If old immigrants are seeing an issue of offsetting the harmony that's our multiculturalism, including old Canadians and original Native Canadians. By the mass immigration policies, bringing/favouring from one country. Then you know there's a problem. The end was great. But it lacked lto visualize what I've been saying for years : We leave the bad stuff behind. We share and teach others our cultural aspects. We're not supposed to bring the bad, the reason why we left, with us.
Critiques mass immigration policies favoring specific countries as disrupting social harmony and multiculturalism, with concern about cultural integration.
CanSalvAnemic
Sep 23, 2025
Trudeau! Nobody likes you. You’re done. We want to vomit when you speak. You are a disgrace to this Country. You’ve ran our country into the gutter, killing hundreds of thousands of Canadian citizens with …
Trudeau! Nobody likes you. You’re done. We want to vomit when you speak. You are a disgrace to this Country. You’ve ran our country into the gutter, killing hundreds of thousands of Canadian citizens with your reckless policies and corrupt agenda’s. Stop playing the victim you wounded narcissist. Canada deserves these tariffs. This is all on you. I pray daily that this country will be saved. The light keeps getting brighter as we inch closer to that election! Thank god for Pierre Poilievre!! And we love you Donald Trump!
The comment attacks Trudeau's policies as harmful and reckless, calling for electoral change and expressing strong disapproval of his governance.
@jaya.5114
Mar 4, 2025
Vassey has a job to do but asking questions about how many false claims and how much they cost is irrelevant frankly. Whether it’s 10 of millions or 100 millions, it’s wrong and needs to …
Vassey has a job to do but asking questions about how many false claims and how much they cost is irrelevant frankly. Whether it’s 10 of millions or 100 millions, it’s wrong and needs to be fixed.
Acknowledges the host's role while dismissing the relevance of quantifying false claims, arguing the problem itself requires fixing regardless of scale.
jf7882
Feb 24, 2026
If we we're smarter as a species, immgration would be strict with assimilation tests to make sure you actually assimilate to where you're moving. Every country shouldnbe soverign and presurving the culture. Deportation if you …
If we we're smarter as a species, immgration would be strict with assimilation tests to make sure you actually assimilate to where you're moving. Every country shouldnbe soverign and presurving the culture.
Deportation if you cant assimilate to the country you move to.
Proposes stricter immigration policy with assimilation requirements and deportation, framed as cultural preservation and national sovereignty.
manhattanvi
Jan 27, 2026
Justin, what are you doing up there? You resigned. Hand the reigns off
Justin, what are you doing up there? You resigned. Hand the reigns off
Questions the legitimacy of Trudeau's continued leadership after his resignation announcement.
@CDK_Angelus_Mortis
Mar 4, 2025
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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)