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
The Gvmt is trying to divide us and it's working..
The Gvmt is trying to divide us and it's working..
Critiques government strategy as deliberately divisive, with an unsubstantiated claim about intentional division tactics.
danellebeaulieu352
Aug 30, 2025
Trump has just started..with likely hiccups...Canada is doing badly and Trudeau is on the verge of losing his position...Just do the need....stop drugs and illegal immigrants to USA...and show concern for the dissaperances ..and other …
Trump has just started..with likely hiccups...Canada is doing badly and Trudeau is on the verge of losing his position...Just do the need....stop drugs and illegal immigrants to USA...and show concern for the dissaperances ..and other injustices on its native population..The US will take care of itself...
Criticizes Canadian government policy on immigration and drugs while expressing concern about security and social issues, with some alarmist framing about national decline.
@devangerdthori3757
Mar 4, 2025
Allowing mass immigration of mostly military aged single men will only increase your population temporarily. If you really want to increase population long term they should be tilting the scales to 60% females < 30 …
Allowing mass immigration of mostly military aged single men will only increase your population temporarily.
If you really want to increase population long term they should be tilting the scales to 60% females < 30 yo.
Critiques immigration policy demographics and long-term population strategy, arguing for different gender/age composition.
nobuddy2012
Jun 20, 2025
Immigration has been exploited
Immigration has been exploited
Brief assertion that immigration policy has been misused, framed as systemic critique.
Policy Critique
0.75
OneTrueKing23
Jun 18, 2025
He’s resigning in disgrace because he messed up his country so bad. Why do we care what he says?
He’s resigning in disgrace because he messed up his country so bad. Why do we care what he says?
Criticizes Trudeau's governance record and questions the relevance of his statements given his political situation.
@Emilioooo17
Mar 5, 2025
Trudeau drags Canadians with his childish arrogance.
Trudeau drags Canadians with his childish arrogance.
Critique of Trudeau's leadership style and decision-making characterized as arrogant and childish.
Policy Critique
0.75
@ENDNews-10
Mar 5, 2025
Trump also caused China to cut the flow of Rare Earth Minerals to the US which lead to the attempt to extort Ukraine of its natural resources. Similar situation , failure to recognize that China …
Trump also caused China to cut the flow of Rare Earth Minerals to the US which lead to the attempt to extort Ukraine of its natural resources. Similar situation , failure to recognize that China is supplying the raw materials driving the surge in technical advancement. To then try to deny the product of that raw material supply, aka cutting edge Chips.. back to China, is moronic. In Trumps world a Win/Win is a sign of weakness...except now China cut off the US from supply and there is no replacement.... Annnnnnnnd so the logical move is to pick other things being supplied and do the same to Canada..... when Canada pulls the plug on supply, the result will be the same. EVERYONE worldwide should take note and begin cutting supplies to the US and ceasing dependance on US manufacturers in favor of those with governments who will accept Mutually beneficial relationships as what they are...a Win/Win. China and Canada should deepen ties. Ukraine is better off working with Russia than allowing itself to be extorted. Everyone else should distance themselves from the US and honestly this damage Trump is doing will take decades to undo. The US is not reliable so long as they fail recognize international law and fair trade when it doesnt suit them... this is good for noone, but it will be worst on the US. Thats how WW2 started... Tariffs collapsed the German economy. Caused the Great depression. Germany and its people were forced into a corner. This is what Trump and his masters are trying to do. Starting WW3 is on someones agenda and whomever that is is also pulling Trumps strings. Bad times ahead
Extended critique of Trump's trade and foreign policy approach, comparing to historical economic failures and advocating for alternative international relationships.
@TheAddanz
Mar 5, 2025
trudeau give up your ill gotten wealth to charity
trudeau give up your ill gotten wealth to charity
Criticizes Trudeau's wealth and calls for redistribution to charity, combining policy critique with moral demand.
@gardenerpat2782
Mar 5, 2025
Trump is a business man, not a politician, those two factors needs to align together otherwise you wouldn't make it, to be safe as a nation first you have to ensure that your neighbours hold …
Trump is a business man, not a politician, those two factors needs to align together otherwise you wouldn't make it, to be safe as a nation first you have to ensure that your neighbours hold no hate for you, trump decision effects the quality of life here in middle east, god bless those who persevere through challenges with kindness.
Analyzes Trump's approach as a businessman versus politician and critiques the geopolitical consequences of his decisions.
@anouarbeee
Mar 5, 2025
This man has been lying his whole career, and now people believe him a 12 second video? There's a reason behind his failed policies and why he is resigning.
This man has been lying his whole career, and now people believe him a 12 second video? There's a reason behind his failed policies and why he is resigning.
Criticism of Trudeau's career credibility and policy failures, with unsubstantiated claim about lying.
@enriquemarenco
Mar 5, 2025
This situation is the best Trudeau could have hoped for.
This situation is the best Trudeau could have hoped for.
Suggests Trudeau benefited politically from the current crisis, implying strategic opportunism.
Policy Critique
0.75
@Kulturjunky
Mar 5, 2025
truly vice president vance is gas lighter acting like trump watchdog..
truly vice president vance is gas lighter acting like trump watchdog..
Criticizes Vice President Vance's actions and credibility regarding Trump oversight, analyzing political behavior.
Policy Critique
0.75
@jagodiving
Mar 5, 2025
Trudeau is a tyrant, I'm sure he welcomes any opportunity to divert animosity away from himself. Wouldn't trust that guy to bag my groceries.
Trudeau is a tyrant, I'm sure he welcomes any opportunity to divert animosity away from himself. Wouldn't trust that guy to bag my groceries.
Criticizes Trudeau as authoritarian and untrustworthy, combining policy critique with personal character attack and skepticism of his motives.
@Tialian
Mar 5, 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
I'm sure the welfare mentally ill Canadians are very happy with JT pretending he has any weight lol
I'm sure the welfare mentally ill Canadians are very happy with JT pretending he has any weight lol
Criticizes government leadership and welfare policy, with dismissive framing of the Prime Minister's authority.
@uu0-e5i
Mar 5, 2025
Thought this woke is gone forever. Oh not, he is out to destroy his country.
Thought this woke is gone forever. Oh not, he is out to destroy his country.
Criticizes Trudeau's policies as destructive to the nation, with undertones of existential concern about national direction.
@Muthurasu9
Mar 5, 2025
Joker??? dictator Trudeau calling other dictator
Joker??? dictator Trudeau calling other dictator
Attacks Trudeau as a dictator while questioning his credibility to criticize other dictators, combining name-calling with political critique.
@rider007-g8b
Mar 4, 2025
This is all just noise, at some point Trump is gonna give the top 1% a 2000..4000 Billion $ tax cut, claiming the tariffs paid for them
This is all just noise, at some point Trump is gonna give the top 1% a 2000..4000 Billion $ tax cut, claiming the tariffs paid for them
Critiques tariff policy as distraction from tax cuts for wealthy, with unsubstantiated claim about specific dollar amounts.
@JohnJohn-k3l4y
Mar 5, 2025
What happened to “no wars”? Now we’re in active trade wars? Wild. This is all because we didn’t want an Indian/African American woman in office.
What happened to “no wars”? Now we’re in active trade wars? Wild. This is all because we didn’t want an Indian/African American woman in office.
Critiques trade war policy while making an identity-based claim about electoral motivations.
@youraverageblackgirl4621
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
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)