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
Now Mexico is also going to respond. You want to get along with your neighbors not fight with them.
Now Mexico is also going to respond. You want to get along with your neighbors not fight with them.
Critiques the tariff approach as counterproductive to international relations, appealing to pragmatic and ethical principles about neighborly cooperation.
@16nowhereman
Mar 4, 2025
Trudeau has missed something - Trump is simply transactional. This is about what's in it for Trump personally, or the people he's in debt to.
Trudeau has missed something - Trump is simply transactional. This is about what's in it for Trump personally, or the people he's in debt to.
Critiques Trudeau's approach to Trump negotiations by analyzing Trump's transactional motivations and personal interests.
Policy Critique
0.80
@andrewcoulthard-clark
Mar 4, 2025
Simply a money grab by the Trump administration. It will go for tax breaks for the very rich.
Simply a money grab by the Trump administration. It will go for tax breaks for the very rich.
Criticizes Trump administration policy as self-serving and benefiting the wealthy.
@ckp2ator389
Mar 4, 2025
These people DO NOT know how to talk to Americans and especially Trump. This is NOT going to work, you should have stuck with the begging and leave the shit talking out tbh - would …
These people DO NOT know how to talk to Americans and especially Trump. This is NOT going to work, you should have stuck with the begging and leave the shit talking out tbh - would have served you better! Good luck Canada. But ??
Critiques Canadian negotiation strategy and suggests alternative approach would have been more effective.
@FatboyOfCalifornia
Mar 4, 2025
Corrupt Trudeau is not our friend !! He is Joe Biden Jr and a liar ! We like the Canadian people but Trudeau and liberals have to be ousted in Canada ! We will not …
Corrupt Trudeau is not our friend !! He is Joe Biden Jr and a liar ! We like the Canadian people but Trudeau and liberals have to be ousted in Canada ! We will not support socialist communists like Trudeau, Starmer, Macron, Schultz and other such leaders !
Criticizes Canadian leadership and compares to other world leaders, calling for removal of current government.
@josephdurham7146
Mar 4, 2025
Trump: how to destroy america reputation in just a few days
Trump: how to destroy america reputation in just a few days
Criticizes Trump's actions and their impact on America's international reputation and standing.
Policy Critique
0.80
@perrypoke
Mar 4, 2025
Zelensky is not our responsibility.
Zelensky is not our responsibility.
Critiques Canadian foreign policy regarding Ukraine aid, questioning government responsibility.
Policy Critique
0.80
@user-ry3cg3ns2c
Mar 4, 2025
What about the carbon tax Trudeau? That matters to us more
What about the carbon tax Trudeau? That matters to us more
Critiques Trudeau's carbon tax policy as more pressing than the speech topic, implying misplaced priorities.
@BitcoinFunds
Mar 4, 2025
The real question is why do so many Americans have drug habits? No demand, no sales.
The real question is why do so many Americans have drug habits? No demand, no sales.
Critiques U.S. drug policy by questioning root causes of American drug demand.
@LouisMingione
Mar 4, 2025
So you claim the tariffs will hurt the US economy, so that means thew tariffs you put in place will also hurt the Canadian economy. Make it make sense.
So you claim the tariffs will hurt the US economy, so that means thew tariffs you put in place will also hurt the Canadian economy. Make it make sense.
Comment critiques the logical inconsistency of tariff policy, pointing out contradictions in government economic reasoning.
Policy Critique
0.80
@pepperman9
Mar 4, 2025
Now Canada gets to feel how other sanctioned or tariffed countries feel...Fentanyl or illegal immigration are just an excuse if Canada stiill doesn't get it by now ???\nCan Canada please have some dignity and stop …
Now Canada gets to feel how other sanctioned or tariffed countries feel...Fentanyl or illegal immigration are just an excuse if Canada stiill doesn't get it by now ???\nCan Canada please have some dignity and stop this BFF nonsense...
Commenter critiques Canada's diplomatic approach to tariffs and references fentanyl/immigration as policy concerns, with underlying anxiety about national dignity.
@jimmychoi5219
Mar 4, 2025
This Canadian leader - Im not going to say his name- is a liar.
This Canadian leader - Im not going to say his name- is a liar.
Direct accusation of dishonesty against the Canadian leader, framed as criticism of credibility.
Policy Critique
0.80
@DKTT-p8m
Mar 4, 2025
I like Justin made it crystal clear that it is the Trump govt, not the Americans.
I like Justin made it crystal clear that it is the Trump govt, not the Americans.
Commends Trudeau for distinguishing between Trump government and American people, implying criticism of Trump administration policies.
@alexlai2536
Mar 4, 2025
As a canadian , i soppurt the TARIFF .., the president offered bieng 51st state , so enjoy the consequences of your stubborness
As a canadian , i soppurt the TARIFF .., the president offered bieng 51st state , so enjoy the consequences of your stubborness
Canadian commenter supports tariffs as policy response while comparing consequences of national stubbornness, framing as justified retaliation.
@alainmarceux6817
Mar 4, 2025
Aint this the same guy who froze bank accounts of people who donated to truckers during their strike
Aint this the same guy who froze bank accounts of people who donated to truckers during their strike
References and critiques a specific past government action (freezing bank accounts), questioning consistency or legitimacy.
Policy Critique
0.80
@dennismorris106
Mar 4, 2025
Except that our Parliament is at a stand still because of a scandal surrounding his party.. yeah great guy *fkn dumbasses*
Except that our Parliament is at a stand still because of a scandal surrounding his party.. yeah great guy *fkn dumbasses*
Critiques Canadian government dysfunction and leadership while expressing moral disapproval through sarcasm and insults.
@georgekinsella494
Mar 4, 2025
No more Canadian lumber thank God
No more Canadian lumber thank God
Brief criticism of a specific policy outcome (Canadian lumber trade).
Policy Critique
0.80
@AntiMatter1
Mar 4, 2025
You Americans have no clue how terrible Trudeau is.
You Americans have no clue how terrible Trudeau is.
Dismissive assertion that Americans lack understanding of Trudeau's governance failures, implicitly critiquing his policies.
@louvensremy7526
Mar 4, 2025
And all thanks to Trudeau! 👏👏👏 Btw any apologies for the illegal use of the emergency measure act? Anything? 🤷♂️ Anything from the dirtbag liberal MPs who are still in cabinet? 🖕
And all thanks to Trudeau! 👏👏👏 Btw any apologies for the illegal use of the emergency measure act? Anything? 🤷♂️ Anything from the dirtbag liberal MPs who are still in cabinet? 🖕
Blames Trudeau for immigration problems and sarcastically demands accountability for emergency measures.
@AlexS-wb7zi
Feb 19, 2026
We as Americans need to get away from taking care of the world. Its our country and its our money that the Democrats are wasting to make the rich richer. \nThat's the Democrats way and …
We as Americans need to get away from taking care of the world. Its our country and its our money that the Democrats are wasting to make the rich richer. \nThat's the Democrats way and we need to get away from it before its too late.
Critiques Democratic fiscal policy as wasteful and calls for Americans to reject this approach before it's too late.
@DKTT-p8m
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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