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 conservative party had a 26% lead going into our election this year. That was 2 weeks ago. Today the Liberals have a 2% lead in the polls. Trump is moving us to the left …
The conservative party had a 26% lead going into our election this year. That was 2 weeks ago. Today the Liberals have a 2% lead in the polls. Trump is moving us to the left and that's the only good thing so far from this administration.
Analysis of polling shifts and political impact, comparing Conservative and Liberal positions in response to external pressure.
@justsomeguy6474
Mar 4, 2025
Trudeau is 100% responsible
Trudeau is 100% responsible
Assigns blame to Trudeau for a policy or situation, representing criticism of government leadership.
Policy Critique
0.85
@larrylynn7260
Mar 4, 2025
Canada instead of retaliating should focus on its own economy, reduce taxes and reduce bureaucracy. Retaliation will only make life for Canadians harder and only benefit the government (more tax) which they will waste like …
Canada instead of retaliating should focus on its own economy, reduce taxes and reduce bureaucracy. Retaliation will only make life for Canadians harder and only benefit the government (more tax) which they will waste like always.
Offers alternative policy recommendations (tax reduction, bureaucracy reduction) instead of retaliation.
Policy Critique
0.85
@kneejerkreactor9100
Mar 4, 2025
Carbon tax 19% increase comin in April, thanks Justin ?
Carbon tax 19% increase comin in April, thanks Justin ?
Criticizes government policy (carbon tax increase) with implicit economic concern about rising costs.
@Honeybadger919
Mar 4, 2025
Trudeau is on his way out, and he knows it. Canadians hate him. We all saw that change could come through elections. Make Canada Great Again.
Trudeau is on his way out, and he knows it. Canadians hate him. We all saw that change could come through elections. Make Canada Great Again.
Criticizes Trudeau's leadership and invokes nationalist sentiment ('Make Canada Great Again'), blending policy critique with identity assertion.
@YtUser-c1c
Mar 4, 2025
This trumps leadership only billionaires will survive not poor americans
This trumps leadership only billionaires will survive not poor americans
Criticism of Trump's leadership policies with focus on economic inequality and class impact.
@CatherineSakala-ej5os
Mar 4, 2025
Trudeau is good at brainwashing. It has nothing to do with the people. It has to do with this dictator regime who taxes everyone and everything in Canada. Basically. And don't want to stop. They …
Trudeau is good at brainwashing. It has nothing to do with the people. It has to do with this dictator regime who taxes everyone and everything in Canada. Basically. And don't want to stop. They leave their borders open and immigration here in Canada is out of control. They give refuge to criminals in Canada and no rule of law. This guy is a dictator and food at brainwashing in the media.
Criticizes government policy on taxation, borders, and immigration while making unverified claims about criminals and dictatorial control.
@luckyjazzy15
Mar 4, 2025
Why is he even involved, why is he speaking on mainstream media, he has resigned because Canadians do not want him as their P.M., most of us don't care about what he has to say. …
Why is he even involved, why is he speaking on mainstream media, he has resigned because Canadians do not want him as their P.M., most of us don't care about what he has to say. He is arrogant, corrupt and irrelevant and doesn't represent us or our values. We need an election!
Criticizes the former PM's legitimacy and relevance, with a call for elections; primarily focused on political leadership critique.
@bigmommajen
Mar 4, 2025
This man is a dictator he has closed down Parliament for 3 months , he doesn't like any opposition parties, like Biden, he doesn't talk to reporters, in 4 days he gets kicked out of …
This man is a dictator he has closed down Parliament for 3 months , he doesn't like any opposition parties, like Biden, he doesn't talk to reporters, in 4 days he gets kicked out of parliament , He's just been a disgrace for Canada
Criticizes Trudeau's governance decisions (proroguing Parliament, avoiding opposition) and compares him negatively to Biden.
@nev8365
Mar 4, 2025
WHO cares what Trudope says.. HE IS DONE..FINISHED ..MARCH 9TH...He shouldn't be making any decision....HE IS A DEAD DUCK!!!!!!
WHO cares what Trudope says.. HE IS DONE..FINISHED ..MARCH 9TH...He shouldn't be making any decision....HE IS A DEAD DUCK!!!!!!
Dismisses Trudeau's authority and legitimacy to make decisions based on his impending departure from office.
Policy Critique
0.85
@dorisevans3536
Mar 4, 2025
Who cares what Trudeau says-- he resigned and will be out of office very soon. He has an all time low approval rating and does not represent what Canadians feel. Can't wait until he's gone, …
Who cares what Trudeau says-- he resigned and will be out of office very soon. He has an all time low approval rating and does not represent what Canadians feel. Can't wait until he's gone, good riddance.
Criticizes Trudeau's leadership and approval ratings while asserting that he doesn't represent Canadian values, combining policy critique with identity claims about what 'Canadians feel.'
@RainingYayo
Mar 4, 2025
OH BOO HOO BOO HOO DO YOUR JOB TRUDEAU STOP THE FENTYNAL FROM GETTING OVER THE BORDER BUT YOUR NOT ARE YOU GLOBALIST PUPPET
OH BOO HOO BOO HOO DO YOUR JOB TRUDEAU STOP THE FENTYNAL FROM GETTING OVER THE BORDER BUT YOUR NOT ARE YOU GLOBALIST PUPPET
Criticizes government policy on border security and drug trafficking while demanding action from leadership.
@lisaharvey4373
Mar 4, 2025
The Republicans and the man in the white house only cares about themselves, not the American people.
The Republicans and the man in the white house only cares about themselves, not the American people.
Criticizes government leadership for prioritizing self-interest over constituent welfare.
Policy Critique
0.85
@reneelattimore-thomas4456
Mar 4, 2025
Canada really messing up here
Canada really messing up here
Expresses disapproval of Canada's handling of a situation without elaborating specifics, constituting general policy criticism.
Policy Critique
0.85
@bobbysotsavanh6159
Mar 4, 2025
Nobody likes trudeau. I see lots of europeans who have no idea what they are talking about supporting this. But americans and canadians all agree that trudeau is trash, he already quit, hes just stealing …
Nobody likes trudeau. I see lots of europeans who have no idea what they are talking about supporting this. But americans and canadians all agree that trudeau is trash, he already quit, hes just stealing as much as he can before he leaves and leaving a dumpster fire in his wake
Criticizes Trudeau's governance and policies while asserting national/cultural divisions between Americans, Canadians, and Europeans.
@The_Procrastronaut
Mar 4, 2025
While I don’t agree with Trumps tariffs, I understand why he’s doing them. As a Canadian citizen, please don’t glamorize Trudeau- hes a spoiled rotten brat of a former PM. Nothing more. You’ve not lived …
While I don’t agree with Trumps tariffs, I understand why he’s doing them. As a Canadian citizen, please don’t glamorize Trudeau- hes a spoiled rotten brat of a former PM. Nothing more. You’ve not lived the last 10 years under his totalitarian govt, suspending the rights of Canadians at will, insulting and dividing our country at will, taking away legal firearms owners rights rights at will (people who had to pass safety courses and are more vetted than RCMP officers). \n\nHe’s proven to be more fake than a $3 dollar bill. All the liberal & ndp’s in Canada are. He has the worst record in Canadian history as a PM, including the highest taxes, home prices, massive, unsustainable immigration, and the worst healthcare crisis in Canada’s socialized medical system since its inception. \n\nHe’s accumulated more debt than all previous PM’s COMBINED (as per the PBO). \n\nThen he comes on here after he resigned on Jan.6th - yes after cratering Canada’s economy methodically for the last 10 yrs - to inflame the POTUS and who will pay for that? Canadian and American working class citizens. \n\nIf you think Canada is so great, you’re either a wealthy boomer, or have no clue what it’s like to work for a living in this modern economy in Canada. People are required to work 2-3 jobs just to afford the basics. Wages have been stagnant since the 90’s here, with cost of living rising 600-700% in the last 10 yrs.
Extensive critique of Trudeau's policies from a Canadian citizen's lived experience, covering governance, economics, healthcare, and immigration.
@tpg4227
Mar 4, 2025
Admirable speech. But don't you think that there's a lot of emphasis on the issue of border control?
Admirable speech. But don't you think that there's a lot of emphasis on the issue of border control?
Acknowledges merit but questions the emphasis on border control in the speech, offering analytical critique.
@bensoliman8326
Mar 4, 2025
Correction: the US government didn't do this, trump and his cronies did it
Correction: the US government didn't do this, trump and his cronies did it
Distinguishes between US government and Trump administration, critiquing attribution of responsibility for policy actions.
@architeuthis3476
Mar 4, 2025
This man truly doesn't do a thing but lie and create turmoil through his disinformation . Someone boot his pathetic lying ass out for government already wake up Canada u voted in a dictator
This man truly doesn't do a thing but lie and create turmoil through his disinformation . Someone boot his pathetic lying ass out for government already wake up Canada u voted in a dictator
Criticizes Trudeau's leadership and truthfulness while calling for his removal and voter accountability.
@MichaelOSullivan-r2g
Mar 4, 2025
You have destroyed Canada you crack pot
You have destroyed Canada you crack pot
Direct criticism of the Prime Minister's governance and policies without substantive detail.
Policy Critique
0.85
@martinbrennan4489
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)