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
It is the fault of millionaire democrats who chose Biden and Israel over Sanders and Americans.
It is the fault of millionaire democrats who chose Biden and Israel over Sanders and Americans.
Critiques Democratic leadership decisions while making an unverified causal claim about political choices affecting Americans.
@charlesjoseph7424
Mar 5, 2025
Probably, the best course of action... Buy the dip... Maybe if you have some cash aside, you should ponder on how bad this gets. But at one point, something will give, and things will go …
Probably, the best course of action... Buy the dip... Maybe if you have some cash aside, you should ponder on how bad this gets. But at one point, something will give, and things will go back up. White house mutiny? What I do know is that at one point something will give... The pushback is inevitable. And the Vilan is the man who is trying to change everything without any proper thought at all. If your actions do not make sense, Mr. Trump, than they are a facade; and that is wrong. Pulling the woole over your citizens' eyes is not democracy...
Critiques Trump's economic and political actions as poorly thought-out and undemocratic, with discussion of market impacts.
@mikediemand1727
Mar 5, 2025
We, Americans do not believe you any longer! Terrible leadership! Sad for Canadians to have to put up with so much socialism!
We, Americans do not believe you any longer! Terrible leadership! Sad for Canadians to have to put up with so much socialism!
American commenter criticizes Canadian leadership and socialism while asserting national skepticism, blending policy critique with identity positioning.
@glorial100
Mar 5, 2025
Justinè, be quiet!\nYou’re embarrassing!\nIs it true she’s planning to actually not step down?? ?
Justinè, be quiet!\nYou’re embarrassing!\nIs it true she’s planning to actually not step down?? ?
Criticism of Trudeau's public behavior and questioning about his resignation plans, combining critique with information-seeking.
@HughJassol-ed3bq
Mar 5, 2025
Harsh language? ? \nAnd what language ist using the Donald?
Harsh language? ? \nAnd what language ist using the Donald?
Questions the criticism of Trudeau's language by pointing out Trump's own harsh rhetoric, critiquing the double standard.
@DidiBitch1985
Mar 5, 2025
All these t leaders had declare the war to Donald Trump and now they pay the price and now they start to cry........ isn't it strange lefties?
All these t leaders had declare the war to Donald Trump and now they pay the price and now they start to cry........ isn't it strange lefties?
Criticizes Canadian leaders' stance against Trump and frames it as a political failure, with partisan identity framing ('lefties').
@janholleman7756
Mar 5, 2025
Clown back again after messing up with india. Now with america. God bless canada!!!
Clown back again after messing up with india. Now with america. God bless canada!!!
Criticizes Trudeau's past diplomatic failures while expressing support for Canada, combining negative assessment of leadership with national solidarity.
@prasannasuvarna9443
Mar 5, 2025
The CNN female reporter talking such propaganda garbage hahah “anti Americanism” \n\nHow about trump saying he wants to buy Canada and now very negatively effecting their economy over night while getting cost with Putin ?♂️
The CNN female reporter talking such propaganda garbage hahah “anti Americanism” \n\nHow about trump saying he wants to buy Canada and now very negatively effecting their economy over night while getting cost with Putin ?♂️
Criticizes media coverage as propaganda and makes claims about Trump's economic impact on Canada without evidence, combining critique with unsubstantiated assertions.
@RevivedPromotions
Mar 4, 2025
I think the speech is historic, the most consequential for Canada and the world at large.
I think the speech is historic, the most consequential for Canada and the world at large.
Evaluates the speech as historically significant and consequential, offering a judgment on its importance.
Policy Critique
0.75
@edphi
Mar 4, 2025
Well if hes going to talk like that all governor positions are off the table for him...\nMaybe Putin will catch Trudeaus ankle with an umbrella end and ding dong the witch is dead. ?\nFunniest thing …
Well if hes going to talk like that all governor positions are off the table for him...\nMaybe Putin will catch Trudeaus ankle with an umbrella end and ding dong the witch is dead. ?\nFunniest thing is he says prices are expected to rise for Americans . Through tariffs right?\nSo then he matches those tariffs. So i guess Canadians can expect the same old bs from him.\nBC legalized fentynol! They found a giant fentynol lab out there. Imagine how many more there are! \nCrack heads all over our major cities in Canada. Jobs are down, economy is down, human rights is down. But he has nice socks.
Critiques tariff policy, makes unverified claims about BC fentanyl labs, and expresses fear about crime and economic decline.
@JJJheimerschmidt
Mar 4, 2025
And that is no lie what a hypocrite
And that is no lie what a hypocrite
Brief accusation of hypocrisy directed at political leadership, implying criticism of inconsistent policy positions.
Policy Critique
0.75
@oscarwins701
Mar 4, 2025
Just to be clear, the United States did not impose tariffs Donald Trump did.
Just to be clear, the United States did not impose tariffs Donald Trump did.
Distinguishes between institutional policy and individual leadership responsibility, implicitly critiquing attribution of tariffs.
Policy Critique
0.75
@JDHitchman
Mar 4, 2025
Why only now? How about the 200billion annual investment to protect Canada?
Why only now? How about the 200billion annual investment to protect Canada?
Commenter questions government spending priorities, implying criticism of policy allocation decisions regarding investment in Canada's protection.
@Kingcolumbian
Mar 5, 2025
This is insanity
This is insanity
Brief dismissal of current policy or situation as unreasonable, expressing disapproval without elaboration.
Policy Critique
0.75
@youlandergreene5018
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
The rarional will react with the same measure, and find alternative markets. Don't have to be so WOKE to an unreasonable and extreme extent. \n(1) alternative market\n(2) substitutions\n(3) ways to cost reduction
The rarional will react with the same measure, and find alternative markets. Don't have to be so WOKE to an unreasonable and extreme extent. \n(1) alternative market\n(2) substitutions\n(3) ways to cost reduction
Critiques government approach as overly 'woke' and suggests alternative economic strategies (alternative markets, substitutions, cost reduction).
Policy Critique
0.75
@hewcheelong932
Mar 5, 2025
How difficult it is to understand that this is not a speech by a PM to a president but a political rally speech to win the elections. If he really cared of Canada so much, …
How difficult it is to understand that this is not a speech by a PM to a president but a political rally speech to win the elections. If he really cared of Canada so much, why didn't he stop illegal immigrantion of know terrorist groups and its members - Khalistanis.
Criticism of the PM's immigration policy record with unsubstantiated claim about terrorist groups (Khalistanis).
@ultimate_power_a1
Mar 5, 2025
Hes a fucking coward, acts tough in front off the cameras but will fold within a week you wait
Hes a fucking coward, acts tough in front off the cameras but will fold within a week you wait
Attacks Trudeau's character and resolve in handling a political situation, framed as criticism of his leadership approach.
Policy Critique
0.75
@aaronjenkinson8556
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
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)