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
I found it to be a very smart move when he directly addressed the American public.
I found it to be a very smart move when he directly addressed the American public.
Approves of Trudeau's strategic decision to directly address the American public as an effective political move.
Policy Critique
0.80
@thomaslangley1571
Mar 4, 2025
Nearly half of the foolish American voters installed this verified criminal as a pretend president once again, knowing damn well the chaos this imbecile caused four years ago. But not all the blame goes to …
Nearly half of the foolish American voters installed this verified criminal as a pretend president once again, knowing damn well the chaos this imbecile caused four years ago. But not all the blame goes to them, the Demo-rat politicians, with their shallow 2024 candidates along with zero support for struggling American Working Class help cause Trump. The corporate elites own the Democrats and the oligarchs control the Republicans. This is the sad state of affairs in 2024 in the United States.
Critiques voter choices and political leadership across parties, analyzing systemic failures in governance and economic policy while making moral judgments about institutional corruption.
@Thekarlskorner
Mar 4, 2025
Justin Trudeau is the worst thing to happen to Canada since the plague.
Justin Trudeau is the worst thing to happen to Canada since the plague.
Expresses strong disapproval of Trudeau's leadership and governance, framing him as harmful to Canada.
@Jonse70
Mar 4, 2025
HE NEVER MENTIONS WHAT LOCAL LAW ENFORCEMENT IS DOING DIFFERENT IN CANADA JUST LOOP HOLES THAT ERODE SUBSTANCE
HE NEVER MENTIONS WHAT LOCAL LAW ENFORCEMENT IS DOING DIFFERENT IN CANADA JUST LOOP HOLES THAT ERODE SUBSTANCE
Criticizes the speaker for omitting discussion of local law enforcement actions and focusing only on legal loopholes.
Policy Critique
0.80
@arnoldmullins8475
Mar 4, 2025
Are people in both countries unaware that this is simply a tax on them? The government is raping their own people.
Are people in both countries unaware that this is simply a tax on them? The government is raping their own people.
Critiques government taxation policy as exploitative of citizens, using inflammatory language to express economic grievance.
@BGP369
Mar 4, 2025
Not everybody is with forced lock down and forced vaccination like you people shouldn’t forget what leaders like trudo done to their own people on the plandemy times. God bless trump
Not everybody is with forced lock down and forced vaccination like you people shouldn’t forget what leaders like trudo done to their own people on the plandemy times. God bless trump
Criticizes pandemic policies (lockdowns, vaccination mandates) attributed to Trudeau, with conspiratorial framing ('plandemy').
@markbattle5886
Mar 4, 2025
I’m not a fan of Trudeau but well done on a great speech . Unfortunately Donald will simply say we haven’t done enough to curtail the flow of fentanyl into the US
I’m not a fan of Trudeau but well done on a great speech . Unfortunately Donald will simply say we haven’t done enough to curtail the flow of fentanyl into the US
Acknowledges Trudeau's speech positively but predicts Trump will criticize Canada's fentanyl efforts as insufficient.
@winstonwinston3487
Mar 4, 2025
Let's be honest, it took a US President for Canadian Prime Minister to act tough on drugs and illegal immigration. Things he should have been doing in the first place without any international pressure. It …
Let's be honest, it took a US President for Canadian Prime Minister to act tough on drugs and illegal immigration. Things he should have been doing in the first place without any international pressure. It shows the absolute disrespect he has for Canadian citizens demanding the same.
Criticizing Canadian PM's previous inaction on immigration and drugs, suggesting he needed US pressure to act.
@zshn
Mar 4, 2025
This dude shut is entire country down if you disagreed with the made up science during covid, sure orange man is bad, or so CNN says, but this guy is in an entirely different class. …
This dude shut is entire country down if you disagreed with the made up science during covid, sure orange man is bad, or so CNN says, but this guy is in an entirely different class. Also tariffs are dumb.
Criticizes Trudeau's COVID policies and tariffs while making comparative judgments about leadership, with dismissive framing of media narratives.
@Yuy-n9u
Mar 4, 2025
Trump is going to go onstage tonight and lie about why the tariffs on Canada. We have done nothing to deserve this. One percent of fentanyl and one percent of illegal immigrants come from Canada …
Trump is going to go onstage tonight and lie about why the tariffs on Canada. We have done nothing to deserve this. One percent of fentanyl and one percent of illegal immigrants come from Canada into the USA. We give America a huge deal on oil. Trump lies about this to justify the tariffs. We did act on our border not just because trump demanded it but because it needed to be done. Still the tariffs came. He is a bully and a disgusting human being and I am sad that our friendship with the USA is over. He is putting Americas at risk and screwing his own farmers. We will not stand for this
Critiques Trump's tariff policy as dishonest and unjust, includes specific unverified statistics about fentanyl and immigration percentages, and appeals to moral principles about fairness and friendship.
@lauradawson-hope5053
Mar 4, 2025
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
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
Trudeau needs to open the dictionary and understand what the word reciprocal means. And so do the idiots here saying they stand with Canada, Mexico, the UK and Europe.
Trudeau needs to open the dictionary and understand what the word reciprocal means. And so do the idiots here saying they stand with Canada, Mexico, the UK and Europe.
Criticizes Trudeau's understanding of trade policy while dismissing supporters of allied nations as 'idiots.'
@hapkane
Mar 4, 2025
He made being a drug addict legal... even encourages it with free injections. But he's done everything to fight drugs?. The only thing he's worked on is destroying Canada more than anyone in its history …
He made being a drug addict legal... even encourages it with free injections. But he's done everything to fight drugs?. The only thing he's worked on is destroying Canada more than anyone in its history and he shouldn't even be allowed to speak on behalf of Canada. He should also never speak the words democracy or dictator since he clearly has them backwards.
Criticizes government drug policy and leadership while making unsubstantiated claims about legalization and encouragement of drug use.
@nothinbeats2wheels
Mar 4, 2025
trump is trying to be isolationist and imperialist; polar opposites in foreign policy
trump is trying to be isolationist and imperialist; polar opposites in foreign policy
Analyzes Trump's foreign policy approach as contradictory isolationism and imperialism.
Policy Critique
0.80
@anna.lullaby
Mar 4, 2025
Oh shut up ! Go say that to Trumps face tuff guy !!! We are in this mess because of you Justine
Oh shut up ! Go say that to Trumps face tuff guy !!! We are in this mess because of you Justine
Dismissive criticism of the Prime Minister, blaming him for current problems while asserting a confrontational stance.
@jacquelinebarnard649
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)