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
Tariffs, customs - This is not a trade war, but honest business. And security and order in your own country are something else. He turned the cat over with its tail. He manipulates facts.
Tariffs, customs - This is not a trade war, but honest business. And security and order in your own country are something else. He turned the cat over with its tail. He manipulates facts.
Critiques policy framing while making an unsubstantiated claim about fact manipulation, though the specific claim is vague.
@FortTrump
Mar 4, 2025
It's not war, it's business. FAIR TRADE no matter who gives/takes. Americans responded with electing Trump. Trudeau shouldn't make it personal. ???
It's not war, it's business. FAIR TRADE no matter who gives/takes. Americans responded with electing Trump. Trudeau shouldn't make it personal. ???
Argues for fair trade principles while critiquing Trudeau's approach as personalizing the dispute rather than treating it as business.
@Anne-ek6ty
Mar 4, 2025
He is Dumb and it not a Smart Move, This is\n Not Going to End Well What Helll is That \n Suppose to Mean The Drama if it all and still every day\nPeople Suffer ??? …
He is Dumb and it not a Smart Move, This is\n Not Going to End Well What Helll is That \n Suppose to Mean The Drama if it all and still every day\nPeople Suffer ??? Very Sad Only
Criticizes Trudeau's decisions and policies as ineffective, claiming they worsen citizen suffering.
Policy Critique
0.75
@MrTupi1000
Mar 4, 2025
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
Criticizes government oversight of driver licensing and expresses concern about unqualified drivers, combining regulatory critique with safety anxiety.
Cbuddy30
Jan 29, 2026
Don’t fall for the political actor aka Authoratarian Trudeau’s “pretty words”. Have you forgotten the draconian efforts he and the Canadian government inflicted on Canadian citizens during the Freedom Convoy truckers protest? He and his …
Don’t fall for the political actor aka Authoratarian Trudeau’s “pretty words”. Have you forgotten the draconian efforts he and the Canadian government inflicted on Canadian citizens during the Freedom Convoy truckers protest? He and his comrades literally ordered the police to “put down” peaceful protestors and forced Canadian backs to seize supporters bank accounts. Now if that’s not an action out of a 3rd world banana republic dictators playbook I don’t know what is. \n\nDon’t fall for the fake!
Criticizes Trudeau's handling of Freedom Convoy protests, characterizing government actions as authoritarian without substantiation.
@cleenlivin
Mar 4, 2025
If the administration wont keep their word with Canada why would they with Ukraine. Keep your minerals Ukraine !
If the administration wont keep their word with Canada why would they with Ukraine. Keep your minerals Ukraine !
Critiques US administration's reliability and trustworthiness in international agreements, with implicit comparison to Ukraine situation.
@rahmoxworld
Mar 4, 2025
Bro your own countrymen want you out. Maybe get your House in order first you ignorant ?
Bro your own countrymen want you out. Maybe get your House in order first you ignorant ?
Criticizes leadership for not addressing domestic issues first, with an implicit us-vs-them framing about national priorities.
@adaboy85
Mar 4, 2025
What Trump need is balance trade... idiot
What Trump need is balance trade... idiot
Criticizes Trump's approach to trade policy as misguided, with dismissive language.
Policy Critique
0.75
@romanranises6236
Mar 4, 2025
Well I am an Indian but I hate this . Stop populating others country.
Well I am an Indian but I hate this . Stop populating others country.
Self-identified Indian commenter opposes immigration to other countries, framing it as unwanted population transfer.
okbye9600
Jan 29, 2026
bringing in foreigners to grow the military -- people who are saying this don't have a clue about what the actual threats we face now and are likely to face in the near future OR …
bringing in foreigners to grow the military -- people who are saying this don't have a clue about what the actual threats we face now and are likely to face in the near future OR why people fight for THEIR country
Critiques military recruitment policy while expressing concern about national security threats and immigrant loyalty.
lauraf2584
Feb 27, 2026
Are we ignoring how illegal this is?
Are we ignoring how illegal this is?
Challenges the legality of something in the video, implying government policy or actions are illegal without elaboration.
HughesReport
Jan 29, 2026
This has been outa control for a long time now, costing Billions.
This has been outa control for a long time now, costing Billions.
Criticizes immigration policy as out of control and economically wasteful, citing billions in costs.
Wɛst81
Feb 27, 2026
Trump is very child like. He doesn’t know what he is doing! Wake up America
Trump is very child like. He doesn’t know what he is doing! Wake up America
Criticism of Trump's competence and decision-making, though off-topic to Canadian immigration.
Policy Critique
0.75
@JudyCoursey-u4e
Mar 4, 2025
What a horrible mess in a whole world was created by one person… actually two ??
What a horrible mess in a whole world was created by one person… actually two ??
Criticizes the consequences of political decisions attributed to specific leaders.
Policy Critique
0.75
@nataliao8868
Mar 4, 2025
but he’s NOT smart‼️that’s the whole issue. when will we call a thing a freakin thinggggg‼️he’s DAF… period
but he’s NOT smart‼️that’s the whole issue. when will we call a thing a freakin thinggggg‼️he’s DAF… period
Critical assessment of Trump's intelligence and leadership capability, with emphasis on calling out perceived failures.
Policy Critique
0.75
@goodtrouble841
Mar 4, 2025
Do allow pagan religions into your country.
Do allow pagan religions into your country.
Advises against accepting certain religious groups in immigration policy, framing it as a policy recommendation.
Neilfachman1234
Jan 29, 2026
Noob Trump (who finds the word Tariff to be the most beautiful word) does not comprehend economics. He is a tax fraud, which is how he got rich, and thinks that's the only way to …
Noob Trump (who finds the word Tariff to be the most beautiful word) does not comprehend economics. He is a tax fraud, which is how he got rich, and thinks that's the only way to get rich or get money illegally from his followers via crypto scams and then ignoring it when asked about it by a reporter. Trump and Elon Musk are just a bunch of money hungry fascists. And both of them should be jailed. Elon Musk should be charged with conflict of interest now that his company has received another multi-billion dollar contract from FAA while working with the government.
Criticizes Trump's economic policies and character while making specific factual claims (tax fraud, crypto scams, FAA contracts) without evidence.
@md.masumomarjashim
Mar 4, 2025
what in the right-wing propaganda bullshit is this?
what in the right-wing propaganda bullshit is this?
Dismisses the video's content as propaganda, critiquing the framing and ideological positioning of the immigration discussion.
7Genoux
Jan 29, 2026
There is nothing polite about you Trudeau
There is nothing polite about you Trudeau
Direct criticism of Trudeau's character and approach, framed as a moral judgment about politeness.
Policy Critique
0.75
@jandjamaze
Mar 4, 2025
how could canada be soo deaf dumb and blind?
how could canada be soo deaf dumb and blind?
Expresses frustration with government decision-making on immigration, using rhetorical language to criticize perceived incompetence.
gabrielehalley8533
Jan 29, 2026
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)