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
Unfortunately, we listen to are government. He should be talking to the state and the president not directly to the American people. Public opinion will no less still be on the side of the American …
Unfortunately, we listen to are government. He should be talking to the state and the president not directly to the American people. Public opinion will no less still be on the side of the American president.
Critiques the approach of addressing the American public directly rather than government-to-government channels.
@WadeJenkins-p9p
Mar 4, 2025
Omg ..Justin , \nYou were doing g so well until ... you called Fonsl Smart ..what , he is the furthest ftom thst
Omg ..Justin , \nYou were doing g so well until ... you called Fonsl Smart ..what , he is the furthest ftom thst
Criticism of Trudeau's specific statement or characterization of another political figure.
Policy Critique
0.75
@rebeccamiller1741
Mar 4, 2025
I say this to all Americans, t***p goes on and on about President McKinley as he used Tariffs on behalf of the US . Does he not realize McKinley was assassinated? McKinley was a nut …
I say this to all Americans, t***p goes on and on about President McKinley as he used Tariffs on behalf of the US . Does he not realize McKinley was assassinated? McKinley was a nut job as well. I'm so sorry Canada for this childish rhetoric coming from our idiots in thief.
Critiques US tariff policy by comparing to historical precedent (McKinley), with comparative framing across nations and apology to Canada for US rhetoric.
@angelocordova2560
Mar 4, 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
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
This fool shouldn't be talking for nothing he is no good for Canada and he should mine his business ?
This fool shouldn't be talking for nothing he is no good for Canada and he should mine his business ?
Criticizes Trudeau's fitness for office and suggests he should focus on domestic concerns rather than international speech-making.
@Georgeduran863
Mar 4, 2025
Oh shit, cnn commentators. Did you forgot about what this little dictator did in Canada?
Oh shit, cnn commentators. Did you forgot about what this little dictator did in Canada?
Criticizes Trudeau's governance ('dictator') while questioning CNN's credibility, mixing policy critique with identity-based framing.
@catalinopris6462
Mar 4, 2025
There was no reason for these tariffs against Canada. Our closest neighbor and ally. Unreal! Trump is doing exactly what he has been instructed to do, to divide the USA. Both nationally and globally. Putin …
There was no reason for these tariffs against Canada. Our closest neighbor and ally. Unreal! Trump is doing exactly what he has been instructed to do, to divide the USA. Both nationally and globally. Putin must be patting himself on the back for a job well done. Disgusting Republicans.
Criticizes Trump's tariff policy while making unsubstantiated claims about Putin's influence and Republican coordination.
@JMan-jj8ic
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
Stay out of Russia Ukraine insults. You are making things worse.
Stay out of Russia Ukraine insults. You are making things worse.
Criticism of Canada's involvement in Russia-Ukraine discourse, arguing it worsens the situation.
Policy Critique
0.75
@ladyb4574
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
Just because all you have stopped is less than a half an ounce of Fentanyl, doesn't mean you are stopping the trafficking over your boarders. It just all you were able to catch.
Just because all you have stopped is less than a half an ounce of Fentanyl, doesn't mean you are stopping the trafficking over your boarders. It just all you were able to catch.
Critiques border enforcement effectiveness while implying unverified claims about the scale of drug trafficking not being captured.
@dewster1966
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
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)