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
That’s a big improvement in one month, JT! What took you so long?! 8:08 it’s what your boss Schwab wants, so it’s what you are doing, you traitor! All you care about is the cover …
That’s a big improvement in one month, JT! What took you so long?! 8:08 it’s what your boss Schwab wants, so it’s what you are doing, you traitor! All you care about is the cover it gives you. ???
Criticism of government action as delayed and motivated by external influence, with accusatory framing.
@AstarteDevi
Mar 4, 2025
Trump will just double down on the craziness now ??
Trump will just double down on the craziness now ??
Expresses concern that Trump will escalate his controversial policies further.
@JoelRSA-USA
Mar 4, 2025
Everyone commenting here thinks that Justin is really great; wait until we unleash Pierre Poilievre or Mark Carney in a couple of months. They're not just good public speakers; but actually intelligent as well. Justin …
Everyone commenting here thinks that Justin is really great; wait until we unleash Pierre Poilievre or Mark Carney in a couple of months. They're not just good public speakers; but actually intelligent as well. Justin and Jagmeet Singh have been holding our Parliament hostage for years.
Critiques current leadership and Parliament, advocating for alternative political figures.
Policy Critique
0.80
@scooter80stv
Mar 4, 2025
Except the Liberals don't care, they are busy lining their own pockets. An Election ASAP so the citizens can choose. And Albertans can see just how Courpt the rest of this country is.
Except the Liberals don't care, they are busy lining their own pockets. An Election ASAP so the citizens can choose. And Albertans can see just how Courpt the rest of this country is.
Criticizes Liberal government handling of immigration while calling for immediate election intervention.
brendastebeleski6168
Feb 18, 2026
Good Job Trump-Bots. I hope you're happy. That dude came in office increasing unemployment by firing American citizens and making enemies all around the world
Good Job Trump-Bots. I hope you're happy. That dude came in office increasing unemployment by firing American citizens and making enemies all around the world
Criticizes Trump's policies on employment and foreign relations while implicitly calling out supporters.
@skillz1855
Mar 4, 2025
Why is trump siding with Russia and alienating Canada and Mexico. It's because he's obsessed with dictatorship and wants to be Putin so bad
Why is trump siding with Russia and alienating Canada and Mexico. It's because he's obsessed with dictatorship and wants to be Putin so bad
Criticizes Trump's foreign policy decisions and diplomatic relationships while implying moral judgment about authoritarian tendencies.
@sacheenmehta1982
Mar 4, 2025
Didn't this mf freeze his own people's accounts and restrict FREEDOM OF SPEECH lmao ? Trudeaus a ?\nIdk sounds like a threat
Didn't this mf freeze his own people's accounts and restrict FREEDOM OF SPEECH lmao ? Trudeaus a ?\nIdk sounds like a threat
Criticizes Trudeau's freezing of accounts and alleged restriction of free speech, presenting specific policy actions as problematic.
@HeinzGudarian
Mar 4, 2025
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Attacks government immigration policy and political opponents, with partisan framing and dismissive language.
brendastebeleski6168
Feb 18, 2026
I agree with everything Trudeau said except the part about Donald being a smart guy.
I agree with everything Trudeau said except the part about Donald being a smart guy.
Selective agreement with Trudeau's statements, critiquing one specific claim about Trump's intelligence.
Policy Critique
0.80
@seekerstan
Mar 4, 2025
Cannot do anything about the tariffs if our government is not in office !!!!!
Cannot do anything about the tariffs if our government is not in office !!!!!
Critiques government's limited ability to address tariff policy, expressing frustration with political constraints.
Policy Critique
0.80
@jmel5375
Mar 4, 2025
I like Justin made it crystal clear that it is the Trump govt, not the Americans.
I like Justin made it crystal clear that it is the Trump govt, not the Americans.
Commends Trudeau for distinguishing between Trump government and American people, implying criticism of Trump administration policies.
@alexlai2536
Mar 4, 2025
When you keep your gates wide open for all to enter and then complain if bad ones come in. 🥱
When you keep your gates wide open for all to enter and then complain if bad ones come in. 🥱
Critiques open immigration policy as reckless while implying security/safety concerns about 'bad ones.'
mariaelda6271
Feb 18, 2026
You Americans have no clue how terrible Trudeau is.
You Americans have no clue how terrible Trudeau is.
Dismissive assertion that Americans lack understanding of Trudeau's governance failures, implicitly critiquing his policies.
@louvensremy7526
Mar 4, 2025
He actually said that we're aligning with Russia! What a LIE! Meditating a war is not aligning! Tell them to pay their part! Stop reporting lies!
He actually said that we're aligning with Russia! What a LIE! Meditating a war is not aligning! Tell them to pay their part! Stop reporting lies!
Criticizes reporting and policy decisions while calling for accountability and corrected messaging.
@kimberlyskidmorecantu
Mar 4, 2025
Fuck that guy they have been tariffing us since forever. \nAbout time we ask to get ours
Fuck that guy they have been tariffing us since forever. \nAbout time we ask to get ours
Criticizes long-standing tariff policies and advocates for reciprocal trade action.
@jamesclark4578
Mar 4, 2025
Let's see, make peace at reasonable cost with a man who's war with Ukraine showed the world that they cannot last in war with US on a military vs military bases; and the only option …
Let's see, make peace at reasonable cost with a man who's war with Ukraine showed the world that they cannot last in war with US on a military vs military bases; and the only option against the US is a nuclear, while Zelenskyy want's to use US as a deterrent against Putin, all while asking the US for billions. On the other hand, Canada, Mexico and Panama are being over ran by chinese businesses. People think this is against Canadians, Mexicans and Panamanians, but these tariffs are against chinese who are manufacturing in these countries and bypassing tariffs already in place by the US. The chinese are manufacturing in Canada and Mexico and placing (made in Canada/Mexico) and shipping those items to the US, while Canada and Mexico do nothing.
Analyzes Trump's tariff and foreign policy decisions as strategic responses to Chinese manufacturing and geopolitical concerns, offering policy justification.
@Koko_Sam
Mar 4, 2025
Let's hope they dont fall into the new fast teack list with experience or they'll be fast tracked into citizenship
Let's hope they dont fall into the new fast teack list with experience or they'll be fast tracked into citizenship
Expresses concern about fast-tracking immigrants to citizenship, critiquing government immigration procedures as too lenient.
marilynandrews3189
Feb 18, 2026
Donald it's dumb what you're doing the dumbest ever
Donald it's dumb what you're doing the dumbest ever
Direct criticism of a political figure's actions, characterizing them as foolish without elaboration.
Policy Critique
0.80
@martindubreuil6289
Mar 4, 2025
Trudeau is a crown embedded autocrat and is not a leader with any merit at all. The Socialist radical leftist agenda for the last 9 years and a failure for most of that time in …
Trudeau is a crown embedded autocrat and is not a leader with any merit at all. The Socialist radical leftist agenda for the last 9 years and a failure for most of that time in doing NOTHING!!!
Attacks Trudeau's leadership and ideological direction over nine years, criticizing government policy and performance.
@NelsonBiglar
Mar 4, 2025
If there is a Great Wall of China. This is probably the time Canadian will built “ A Steel Wall of our Canadian borders “ .
If there is a Great Wall of China. This is probably the time Canadian will built “ A Steel Wall of our Canadian borders “ .
Suggests Canada should build border barriers, implying criticism of current border policy and expressing security/immigration concerns.
@arosos7918
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)