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
How does this make sense? Trump being the stupid ass he has always been, put tariffs on imported goods from Canada causing US citizens to pay more for goods from Canada. So PM Trudeau sets …
How does this make sense? Trump being the stupid ass he has always been, put tariffs on imported goods from Canada causing US citizens to pay more for goods from Canada. So PM Trudeau sets tariffs on goods coming in from the US causing CAnidian citizens to pay more for goods imported from the US.\nHaving said that, I do see that PM Trudeau will be causing Canadian citizens to stop buying imported US products, slapping Trump in the face and causing hardship to US manufacturers. This should cause blowback from US manufacturers towards Trump'a stupidity.\nOh, ?Trump
Analyzes tariff policy consequences for both countries' citizens and manufacturers, critiquing Trump's economic decisions.
@Ghost_Recon_Actual
Mar 4, 2025
Good luck America with launching trade war against Canada, EU, China, MX etc..American people have NO CLUE what gonna hit them, whats coming with this relentness STUPIDITY by Trump admin..NO FIN CLUE
Good luck America with launching trade war against Canada, EU, China, MX etc..American people have NO CLUE what gonna hit them, whats coming with this relentness STUPIDITY by Trump admin..NO FIN CLUE
Criticizes Trump administration's trade war policies as reckless and warns of negative consequences for Americans.
@hrvojesvetec3058
Mar 4, 2025
Stop fear-mongering. American people voted for a change and this tariff is just the beginning.
Stop fear-mongering. American people voted for a change and this tariff is just the beginning.
Defends Trump's tariff policy as legitimate democratic choice, critiquing the video's framing as fear-mongering rather than balanced analysis.
Policy Critique
0.85
@user-wn4wq4lx7z
Mar 4, 2025
Trumps dumbass logic is “people should do as I say just cause” no dipshit that’s not how things are done
Trumps dumbass logic is “people should do as I say just cause” no dipshit that’s not how things are done
Criticism of Trump's decision-making approach and leadership logic.
Policy Critique
0.85
@MrDmoney1984
Mar 4, 2025
Trump is setting fire everywhere in the world except russia. You better get rid of this gangster.
Trump is setting fire everywhere in the world except russia. You better get rid of this gangster.
Criticizes Trump's global policies and implicitly urges Canada to remove him from influence through strong language.
@dangerino2249
Mar 4, 2025
The tariff war won't last. It will get ironed out in negotiations on other matters, probably in the form of tighter border restrictions, correcting some farm goods imbalance, and increasing tariffs on Chinese imports. Trump …
The tariff war won't last. It will get ironed out in negotiations on other matters, probably in the form of tighter border restrictions, correcting some farm goods imbalance, and increasing tariffs on Chinese imports. Trump states pretty plainly in his order that this is for purposes of leverage, not punishment. I'd wager Trudeau caves to his demands within a few weeks.
Analyzes tariff negotiations and predicts policy outcomes, critiquing Trudeau's likely capitulation to Trump's demands.
@jimnasium7700
Mar 4, 2025
How Fkn Stupid is our Leadership?!?! \nIt all makes sense if you consider that Trump is trying to Destroy the United States relationships!!!! \nhes CLEARLY PICKING FIGHTS!!!!
How Fkn Stupid is our Leadership?!?! \nIt all makes sense if you consider that Trump is trying to Destroy the United States relationships!!!! \nhes CLEARLY PICKING FIGHTS!!!!
Criticizes leadership competence and expresses alarm about Trump deliberately damaging U.S. relationships.
@c.morris402
Mar 4, 2025
This is the difference between a real leader and a sloppy stooge leader.
This is the difference between a real leader and a sloppy stooge leader.
Compares leadership quality between two political figures, critiquing one as incompetent.
Policy Critique
0.85
@felixcoria4583
Mar 4, 2025
Do you know Canada charged us out the ass wake up people
Do you know Canada charged us out the ass wake up people
Commenter criticizes Canadian pricing/trade practices and urges awareness of economic policies affecting Americans.
Policy Critique
0.85
@livininthefastlane2.0
Mar 4, 2025
Canada really messing up here
Canada really messing up here
Expresses disapproval of Canada's handling of a situation without elaborating specifics, constituting general policy criticism.
Policy Critique
0.85
@bobbysotsavanh6159
Mar 4, 2025
You have destroyed Canada you crack pot
You have destroyed Canada you crack pot
Direct criticism of the Prime Minister's governance and policies without substantive detail.
Policy Critique
0.85
@martinbrennan4489
Mar 4, 2025
The problem is Trump's doing totally the most unnecessary actions against our country and it's people! What did the American people do to deserve this unnecessary action of tariffs! They're on logic in it at …
The problem is Trump's doing totally the most unnecessary actions against our country and it's people! What did the American people do to deserve this unnecessary action of tariffs! They're on logic in it at all! I don't see any good reason, just tell the people why! I'm sure Trump doesn't have one if he says he does he's lying!
Criticism of Trump's tariff policies as unjustified and illogical, with moral questioning of their necessity.
@paulturner8040
Mar 4, 2025
Canadian here; Trudeau spent the last decade ruining Canada, destroying peoples quality of life, flooding the country with cheap labour & being compromised by rival nations. Judge a person not by what they say, but …
Canadian here; Trudeau spent the last decade ruining Canada, destroying peoples quality of life, flooding the country with cheap labour & being compromised by rival nations. Judge a person not by what they say, but what they have done.
Personal perspective combined with systematic critique of government policy on immigration, labor, and quality of life.
@mantistobogganmd6580
Mar 4, 2025
Can we stop pretending Trump is smart? He's an idiot who is running scared and its ruining all of us.
Can we stop pretending Trump is smart? He's an idiot who is running scared and its ruining all of us.
Criticizes Trump's leadership and policies as harmful, framed as both political critique and moral judgment about competence.
@SiloSoundStudios
Mar 4, 2025
Am I missing something? Hasn’t the Canadian government been pushing higher taxes on its citizens for years now and making everyday living difficult?
Am I missing something? Hasn’t the Canadian government been pushing higher taxes on its citizens for years now and making everyday living difficult?
Frames as a question but primarily critiques Canadian government policy on taxation and cost of living, seeking validation of existing critique.
@JulianButterworth-ff1ii
Mar 4, 2025
Why are we only retaliating only 25%, slap stupid Trump with 50% tariffs as he thinks he has all the power in the world. I hope all the world leaders stick together & shut this …
Why are we only retaliating only 25%, slap stupid Trump with 50% tariffs as he thinks he has all the power in the world. I hope all the world leaders stick together & shut this idiot down!!!
Criticizes government's tariff response as insufficient and calls for stronger action against Trump.
@thuandang9422
Mar 4, 2025
As a Canadian.... screw this clown. Trudeau is a useless lame duck. He has announced his resignation and has no mandate whatsoever to represent us. You call a man names for 8 years, and there …
As a Canadian.... screw this clown. Trudeau is a useless lame duck. He has announced his resignation and has no mandate whatsoever to represent us. You call a man names for 8 years, and there are going to be consequences you fool. Of course this isn't about fentanyl. You've prodded a bully and now that bully is responding like bullies do. \nA Canadian election can't possibly come soon enough.
Canadian commenter criticizing Trudeau's legitimacy and leadership while framing it as personal frustration with government policy.
@ryansimpson29
Mar 4, 2025
Ford will turn off American gas. Good luck Trump.
Ford will turn off American gas. Good luck Trump.
Critiques Ford's policy decision to restrict American gas imports and its implications for Trump.
Policy Critique
0.85
@h.nguyen4193
Mar 4, 2025
Justin Trudeau, such an ignorant prime minister, who has been proven corrupt so many times in his own parliament, is doing all this drama to save his face in front of Canadians, who already know …
Justin Trudeau, such an ignorant prime minister, who has been proven corrupt so many times in his own parliament, is doing all this drama to save his face in front of Canadians, who already know his true face.\nThose Rainbow spilling WOKE jerks in this comment should just find themselves a good insane asylum and register for life.
Criticizes Trudeau's leadership and policies while using derogatory language toward political opponents, mixing policy critique with identity-based attacks.
@professionalshub3483
Mar 4, 2025
Starting this trade war is not only the craziest political decision I have seen in my entire life, it destroys the relationship between the US and its closest allies on purpose. A relation that has …
Starting this trade war is not only the craziest political decision I have seen in my entire life, it destroys the relationship between the US and its closest allies on purpose. A relation that has been built over decades. People and businesses on both sides of the pond will suffer badly from this idiotic agenda for no real reason. The USA is now officially at trade war with the free world.
Criticizes trade war policy as destructive and idiotic, with concerns about economic and relational consequences.
@campsbay1990
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)