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
Canadians are great, however you Mr. JT, are a duchenozzle.
Canadians are great, however you Mr. JT, are a duchenozzle.
Distinguishes between Canadians as a group and the Prime Minister, criticizing the latter's leadership while affirming national identity.
@slagletoby
Mar 4, 2025
Trudeau would never say that directly to trump get real its all a show. Have fun asking for wars and backstabbing your only allies Canada
Trudeau would never say that directly to trump get real its all a show. Have fun asking for wars and backstabbing your only allies Canada
Critiques Trudeau's authenticity while making unsubstantiated claims about diplomatic performance and ally relationships.
@Nauticaa-h3u
Mar 4, 2025
Sanction against sanctions? end result more sanctions? more troubles for both sides of citizens Americans and Canadians? WHO ARE YOU GUYS?\n\nThe One.
Sanction against sanctions? end result more sanctions? more troubles for both sides of citizens Americans and Canadians? WHO ARE YOU GUYS?\n\nThe One.
Critiques the logic of sanctions policy while expressing confusion about its consequences, mixing critique with rhetorical questioning.
@TheOneOfUniverse
Mar 4, 2025
Sounds good. But the guy still sucks.
Sounds good. But the guy still sucks.
Brief negative assessment of a political figure's performance, though vague in specifics.
Policy Critique
0.75
@travisalder9360
Mar 4, 2025
What a loser. He sounds like the prior dem admin. All sound bytes
What a loser. He sounds like the prior dem admin. All sound bytes
Dismissive criticism of political leadership and communication style, comparing unfavorably to prior administration.
Policy Critique
0.75
@1brandonbarbershop
Mar 4, 2025
Lol you can't win a trade war. Trudeau is a tyramt and not a serious person. Step down
Lol you can't win a trade war. Trudeau is a tyramt and not a serious person. Step down
Combines sarcastic opening with substantive criticism of Trudeau's competence and call for resignation.
@Gweeto24
Mar 4, 2025
I don't like Justin
I don't like Justin
Brief negative statement about Trudeau expressing disapproval of leadership, though minimal detail provided.
Policy Critique
0.75
@juliemaddern
Mar 4, 2025
It looks like the best thing Trudeau could do is tell the world how bad he is got beat by President Donald Trump. A true leader would not shocase his defeat to the world, he …
It looks like the best thing Trudeau could do is tell the world how bad he is got beat by President Donald Trump. A true leader would not shocase his defeat to the world, he would work harder until he triumphs; none of which is somthing that Trudea can do. Sad!
Criticizes Trudeau's leadership approach and public communication strategy regarding his conflict with Trump.
@rachid.almaghribi
Mar 4, 2025
No dejes pasar el fentanilo ni gente y no te aumentan aranceles entiende
No dejes pasar el fentanilo ni gente y no te aumentan aranceles entiende
Spanish-language comment advising stricter border control on drugs and immigration to avoid tariff increases, linking security to trade policy.
@hugocruz8713
Mar 4, 2025
Trudeau has the full backing of the UK. I pray that the next prime minister takes the same stance as Trudeau. Trump is a dumb tosser who is hell bent on playing Putins fiddle.
Trudeau has the full backing of the UK. I pray that the next prime minister takes the same stance as Trudeau. Trump is a dumb tosser who is hell bent on playing Putins fiddle.
Expresses support for Trudeau's policy stance while criticizing Trump's approach, with comparative framing between leaders.
@ladyplum4851
Mar 4, 2025
What about Maccas, KFC and BK...? put 50% tariff, open CANADIAN-owned healthy fast food ?
What about Maccas, KFC and BK...? put 50% tariff, open CANADIAN-owned healthy fast food ?
Proposes alternative tariff policy favoring Canadian-owned businesses over foreign chains as critique of current approach.
@chrisd3710
Mar 4, 2025
It's a good thing about if u willing to crash your economy..
It's a good thing about if u willing to crash your economy..
Critiques a policy position by questioning its economic viability and consequences.
Policy Critique
0.75
@ZambeziSentinel
Mar 4, 2025
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
Skepticism about stated policy rationale (fentanyl) combined with speculation about hidden motives, mixing critique with unsubstantiated claims.
@Nursing609
Mar 4, 2025
And now Trump is doubling the tariffs to 50% thanks to Trudeau making this speech. Thanks buddy!!!
And now Trump is doubling the tariffs to 50% thanks to Trudeau making this speech. Thanks buddy!!!
Commenter criticizes Trudeau's speech as causing Trump's tariff increase, blending policy critique with a causal claim presented without evidence.
@markymarkvancity
Mar 4, 2025
This guy. Remember when Justin froze all of the truckers bank accounts? Canada is wild, eh?
This guy. Remember when Justin froze all of the truckers bank accounts? Canada is wild, eh?
Commenter criticizes Trudeau's government by referencing the trucker convoy bank account freezing, presenting a specific policy action as evidence of problematic governance.
@nicholasnajibi3082
Mar 4, 2025
Canada-25%, China-10%, rusia-cancel sanctions , seriously?
Canada-25%, China-10%, rusia-cancel sanctions , seriously?
Critiques the inconsistency and apparent illogic of Trump's tariff and sanctions policies across different countries.
Policy Critique
0.75
@DOk-g7y
Mar 4, 2025
Trump ruined good relationshipr with allies.
Trump ruined good relationshipr with allies.
Criticizes Trump's foreign policy approach and its impact on international relationships.
@Bravo2025-c5h
Mar 4, 2025
The scurge is Donald Trump. Most common sense Americans hate trump. He cheated to get in the office. I would guess trump is profiting from what he is doing. He's a grifter.
The scurge is Donald Trump. Most common sense Americans hate trump. He cheated to get in the office. I would guess trump is profiting from what he is doing. He's a grifter.
Criticizes Trump's political actions and character while asserting alignment with 'common sense Americans,' blending policy critique with identity positioning.
@DennyT71
Mar 4, 2025
Trudeau makes no sense. Is he not the one acting like a dictator? Some people don't forget what you did Mr. Trudeau.
Trudeau makes no sense. Is he not the one acting like a dictator? Some people don't forget what you did Mr. Trudeau.
Criticizes Trudeau's governance as authoritarian while making vague accusations about past actions.
@inadiles8981
Mar 4, 2025
So you were allowing Fentanyl flow across the border,...... @#$%^&*() you pay up
So you were allowing Fentanyl flow across the border,...... @#$%^&*() you pay up
Criticizes Canada's border security policy regarding fentanyl and demands financial compensation, framing it as a security threat.
@Dcassimatis
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)