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
Trudeau is an extension of Biden and his mindless leadership. Why were you not taking stronger measures on the border before you were threatened tariffs? It’s bc you were part of the root problem. Now …
Trudeau is an extension of Biden and his mindless leadership. Why were you not taking stronger measures on the border before you were threatened tariffs? It’s bc you were part of the root problem. Now you’re pretending like you wanna play along but you should have chosen this a long time ago.
Critiques Trudeau's border policy as inadequate and frames him as complicit in problems, using comparative blame.
@rogerchambers6533
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
Surely Canadians are polite but not Trudeau . Trudeau is another Zelensky who is most suspicious, egoistic, double standard moron who will ultimately take Canada to Ukraine path. The west have been most cunning who …
Surely Canadians are polite but not Trudeau . Trudeau is another Zelensky who is most suspicious, egoistic, double standard moron who will ultimately take Canada to Ukraine path. The west have been most cunning who befooled USSR &after its disintegration expanded NATO to Russia's boundaries. The world understand & now USA realizes that it was a mistake which started Cold War & paved way for Nuclear race. Russia has a better history than USA or Europe & specially Europe has a history of colonization. Be ware of Truedeau!?
Criticizes Trudeau and compares geopolitical histories; includes unsubstantiated characterizations of leaders and Western intentions.
@VivekShri95
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
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
Wasn’t Trudeau supposed to be gone? Canadians can’t stand him.
Wasn’t Trudeau supposed to be gone? Canadians can’t stand him.
Expresses dissatisfaction with Trudeau's leadership and implies public disapproval, combining political criticism with a claim about Canadian sentiment.
@ap4374
Mar 4, 2025
When a communist speaks, only an uncooperative attitude can be expected. You had 30 days to work this out yet you choose defiance and chaos. Your a putz.
When a communist speaks, only an uncooperative attitude can be expected. You had 30 days to work this out yet you choose defiance and chaos. Your a putz.
Criticizes government handling of negotiations and accuses leadership of defiance and poor decision-making, with personal insult.
@henrywruesche2
Mar 5, 2025
Americans will never accept Canada as a so called 51st state unless they vote for it. Canada is not a dictatorship. We Americans don't buy or conquer land from fellow democracies, only dictatorships. If there …
Americans will never accept Canada as a so called 51st state unless they vote for it. Canada is not a dictatorship. We Americans don't buy or conquer land from fellow democracies, only dictatorships. If there is an attempt the US Congress and the current states will block that.
Critiques the premise of US annexation of Canada by asserting democratic principles and institutional safeguards against such action.
@rebeccacanales
Mar 4, 2025
Go woke go broke.?
Go woke go broke.?
Sarcastic critique of progressive policies using the common phrase 'go woke go broke' to suggest negative consequences.
@minrian9572
Mar 4, 2025
How quickly people forget. This dog of a minister Trudeau has done lot of .... in the C years. He shouldn't be a leader Wef doll, but locked up in an insane asylum
How quickly people forget. This dog of a minister Trudeau has done lot of .... in the C years. He shouldn't be a leader Wef doll, but locked up in an insane asylum
Criticizes Trudeau's leadership record and invokes WEF conspiracy framing while questioning his fitness for office.
@Leo-v5m6u
Mar 4, 2025
americans please wake up. they are all corrupt but canada is petty. they ALREAADY IMPOSE TARIFFS ON US. weve just been nice.
americans please wake up. they are all corrupt but canada is petty. they ALREAADY IMPOSE TARIFFS ON US. weve just been nice.
Critiques both Canadian and American policy while comparing the nations' approaches to tariffs and trade.
@merkaba929
Mar 4, 2025
Trump is messing up the USA ???
Trump is messing up the USA ???
Expresses criticism of Trump's policies/governance, though brief and without specific details.
Policy Critique
0.75
@missveefamilychannel850
Mar 4, 2025
1) he's not speaking directly to anyone but a camera, 2) he could simply cancel the digital service tax, the 200% tariffs canada puts on US for dairy, HVAC, and other products. He's a lying …
1) he's not speaking directly to anyone but a camera, 2) he could simply cancel the digital service tax, the 200% tariffs canada puts on US for dairy, HVAC, and other products. He's a lying hypocrite who put us in this position by not negotiating in good faith.
Critiques Trudeau's negotiating approach and references specific tariff figures, though the 200% claim lacks verification.
@jdbc84
Mar 4, 2025
Even Uncle Canuck is tired from woke policy.
Even Uncle Canuck is tired from woke policy.
Critiques government policy as 'woke' using a personified reference, combining satire with policy criticism.
OtziAncientMan
Feb 11, 2026
Starting taxing on citizenship status, not residency
Starting taxing on citizenship status, not residency
Proposes an alternative tax policy approach, implicitly critiquing current residency-based taxation.
Policy Critique
0.75
SSGrayWall
Jan 11, 2026
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
his party has collapsed around him and want nothing to do with him
his party has collapsed around him and want nothing to do with him
Commentary on political party dynamics and leadership, critiquing the state of Trump's political support.
Policy Critique
0.75
@beegreensgreens
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
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
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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
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2,313
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1,991
RocaNews
467
JamCan
274
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89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
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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)