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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Economic Argument
1,276 comments
The racists say they don’t want to get an education when they actually pay three times the tuition. Which bring in billions a year. The racists don’t contribute billions into Canada.
The racists say they don’t want to get an education when they actually pay three times the tuition. Which bring in billions a year. The racists don’t contribute billions into Canada.
Defends immigrants by citing their economic contributions (tuition billions) against accusations of not contributing, combining economic and fairness arguments.
kentclark9740
Sep 19, 2025
Trudeau is a WEF puppet. A tariff war between Canada and the U.S. is ridiculous to begin with, and it will certainly have negative consequences for the U.S., but much more so for Canada. Let's …
Trudeau is a WEF puppet. A tariff war between Canada and the U.S. is ridiculous to begin with, and it will certainly have negative consequences for the U.S., but much more so for Canada. Let's face it, the U.S. internal market is several times that of Canada. Many businesses in Canada exist only because of their trade with the U.S. The same is not true for the U.S. Trudeau can paint whatever picture he wants to Canadians, but the Trump administration is not made of fools and they are very much aware of the reasons they have for having enforced the tariffs.
Analyzes economic asymmetry between nations and tariff impact, with unsubstantiated 'WEF puppet' claim.
@xavieryates9782
Mar 4, 2025
Yall are mad because America wants to play fair now, you're an ally not a state womp womp dont be mad when Americans prioritize their needs first. Tarrifs will make the lifes of all Americans …
Yall are mad because America wants to play fair now, you're an ally not a state womp womp dont be mad when Americans prioritize their needs first. Tarrifs will make the lifes of all Americans better in the long run aka less taxes. Our country has been depleted and its time we woroked on ourselves. Prime example California? hole.
Argues that tariffs and prioritizing American economic interests will benefit citizens through reduced taxes and improved conditions.
@Buardo
Mar 4, 2025
I'm not an expert by any stretch but I think what America is trying to do is, by doing this, force the US market to start up working again, America can make 90% of everything …
I'm not an expert by any stretch but I think what America is trying to do is, by doing this, force the US market to start up working again, America can make 90% of everything it needs. \n\nThink about WW2. America wasn't reliant on world trade or manufacturing. Quite the opposite actually.\n\nOnly thing that makes sense to me.
Speculates about US economic strategy and self-sufficiency in manufacturing, comparing current policy to historical WW2 economic independence.
@TheSkogarmoar
Mar 4, 2025
Ha. What he wants is very cheap immigrant labor
Ha. What he wants is very cheap immigrant labor
Uses sarcastic tone to critique employer motivations for immigration, suggesting exploitation of cheap labor as the underlying economic driver.
Jm-Gonz
Feb 11, 2026
Pay your fair share, the American people aren’t here to work for the world and pay for the world…
Pay your fair share, the American people aren’t here to work for the world and pay for the world…
Frames immigration as an economic burden on American taxpayers, combining fiscal concern with nationalist framing of resource allocation.
@michaelyednak2413
Mar 4, 2025
White peole think they are too good to work at timhortons. Literally brown ones are the inky ones who want to work there. And on top of that they’ll be working two jobs at a …
White peole think they are too good to work at timhortons. Literally brown ones are the inky ones who want to work there. And on top of that they’ll be working two jobs at a time. Keep the people who work and pay taxes get rid of all those who don’t (homeless drug addicts)
Contrasts work ethic and tax contribution between groups, framed around economic participation and labor market dynamics.
mikefryer5183
Jan 27, 2026
We as Canadians are having a hard time finding work as the Liberals are killing people off the English speaking culture.
We as Canadians are having a hard time finding work as the Liberals are killing people off the English speaking culture.
Claims Canadians are struggling to find work due to government policy, framed through cultural identity loss and demographic anxiety.
jillwhiting919
Feb 6, 2026
I think we need to give it time. In a year or two picture should be clear. I don't think tariffs are necessary a bad thing long term if they spike more production of everything …
I think we need to give it time. In a year or two picture should be clear. I don't think tariffs are necessary a bad thing long term if they spike more production of everything or at list anything in US. Short term it would be painful for everybody tho. We become a country of no production. Only consumption is not healthy. It is how every empire behaves on a last breath. Look back in history. Rom, Spain etc.Sooner or later we wouldn't be able to exchange worthless green paper to goods anymore outside of the country unable to produce anything inside the country and we die. Personally I find it interesting and possibly well thought experiment.. Living the way we did last 50 years is not possible anymore. Something need to change and at list Donald is trying unlike those useless talking heads. How will it ends. Who knows. I can only hope for success. In worst case we'll have unending supply of discounted bourbon:).
Analyzes tariffs and economic policy through historical and production-focused lens, discussing long-term economic sustainability.
@thexardas8395
Mar 4, 2025
3RD world countries produce all the immigrant for cheap corporate labour
3RD world countries produce all the immigrant for cheap corporate labour
Makes an unsubstantiated claim about third-world countries producing immigrants for cheap labor, framing immigration as an economic exploitation issue.
jbsmith333
Jan 15, 2026
Comprehend! 300billion is what we pay for one air plain! We pay 5 billion on.one aircraft carrier! We wouldn't even need if it wasn't for other people's problems 5:55
Comprehend! 300billion is what we pay for one air plain! We pay 5 billion on.one aircraft carrier! We wouldn't even need if it wasn't for other people's problems 5:55
Critiques government spending on military equipment and questions priorities regarding international involvement, focusing on economic costs.
@joshualove8907
Mar 4, 2025
It's gonna be much worse for americans then us canadians. no one wants to trade with you now. donny better figure out how to grow money on the trees at his mar a lago golf …
It's gonna be much worse for americans then us canadians. no one wants to trade with you now. donny better figure out how to grow money on the trees at his mar a lago golf course otherwise you won't have any and americans are going to starve
Discusses economic consequences of trade war, predicting worse outcomes for Americans than Canadians.
@makhayla4715
Mar 4, 2025
US is falling and they smartly voted for a guy who only talks, more jobs will be lost, and as if they are willing to work, when majority relies on subsidy, Rus and Chi now …
US is falling and they smartly voted for a guy who only talks, more jobs will be lost, and as if they are willing to work, when majority relies on subsidy, Rus and Chi now chhering,
Discusses job losses, subsidy reliance, and economic decline as consequences of Trump's policies, with underlying threat framing about US decline.
@jamesgarcia5147
Mar 4, 2025
America got one big madness President at the White House. We believe he already open the Bank of America to receive 25 percent from Canada ?? , 25 percent from Mexico ?? and another 10 …
America got one big madness President at the White House. We believe he already open the Bank of America to receive 25 percent from Canada ?? , 25 percent from Mexico ?? and another 10 percent from China ??. These tariffs (taxes) are for US government work? Trump is that Federal government himself. Gurrentee the prices will go up .Trump does care about the poor but himself. This is very bad for partnership with Canada? Trau speak the truth
Focuses on tariffs, taxes, and economic impact on prices and the poor, with criticism of Trump's policies.
@PaulXiong-q4r
Mar 4, 2025
The indian is paying more taxes than the native Canadians😂 the indians are more successful than the native canadians ao technically canada usa run by indians brains... So yeah all unemployed canadians hate Indians and …
The indian is paying more taxes than the native Canadians😂 the indians are more successful than the native canadians ao technically canada usa run by indians brains... So yeah all unemployed canadians hate Indians and racist just bcz indians are more rich then native canadians 😂😂😂...
Uses economic metrics (taxes, wealth) to argue Indian immigrants outperform native Canadians, with sarcastic tone suggesting ironic commentary on racism.
thelegendchakraborty8591
Feb 6, 2026
Cry baby Just build your factories here in USA and there is no tariff. We owe you nothing.
Cry baby Just build your factories here in USA and there is no tariff. We owe you nothing.
Frames the tariff issue as an economic choice, arguing companies should relocate to avoid tariffs rather than Canada being owed anything.
@bettyfourman5438
Mar 4, 2025
Get ready for a big hit in the pocket maga
Get ready for a big hit in the pocket maga
References economic impact ('hit in the pocket') of Trump's policies on citizens, focusing on financial consequences.
Economic Argument
0.75
@robertlargura8
Mar 4, 2025
So the USA is your closest friend. Most people don’t rip off their closest friends. Canada has engineered a beneficial balance of trade against the USA.
So the USA is your closest friend. Most people don’t rip off their closest friends. Canada has engineered a beneficial balance of trade against the USA.
Discusses trade balance and economic relationships between Canada and USA, analyzing mutual economic interests.
@rosshilton
Mar 4, 2025
Screw you Canada how about we buy American your country needs us far more than we need you and all you had to do was show that you cared about the border.
Screw you Canada how about we buy American your country needs us far more than we need you and all you had to do was show that you cared about the border.
Argues economic dependence and leverage, framing Canada as needing the US more while asserting American superiority.
@wiz_kid
Mar 4, 2025
Pay your fair share
Pay your fair share
Calls for equitable tax contribution, framing fairness in economic terms.
Economic Argument
0.75
@mccachl1
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)