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
Trump is going to blame Biden Administration
Trump is going to blame Biden Administration
Comment critiques Trump's approach to blame-shifting rather than taking responsibility for policy outcomes.
Policy Critique
0.70
@zbigniewsutula3508
Mar 4, 2025
Change is always difficult. Canada and Europe have always enjoyed freebies ?
Change is always difficult. Canada and Europe have always enjoyed freebies ?
Critiques Canadian and European social policies as unsustainable 'freebies' while acknowledging difficulty of change.
@michaelfaraday8391
Mar 4, 2025
a little trade jab here and there is how we get to crux of what needs to happen
a little trade jab here and there is how we get to crux of what needs to happen
Commentary on trade negotiations as a necessary tactical approach to resolve underlying issues.
Policy Critique
0.70
@Chromasophy
Mar 4, 2025
This Canadian minister is a liar and his people dont like him either.
This Canadian minister is a liar and his people dont like him either.
Makes a critical claim about Trudeau's credibility and public support without substantive policy analysis.
Policy Critique
0.70
@iglives4150
Mar 4, 2025
HOLD UP DONT THEY HAVE TARIFFS ON US ALREADY, TRUMPS IS ONLY DOING WHAT NO OTHER LEADER WOULDNT AS LONG AS THEY WERE GETTING SOMETHING OUT OF! TRUMP DONT NEED ANYTHING WHEN IT COMES TO …
HOLD UP DONT THEY HAVE TARIFFS ON US ALREADY, TRUMPS IS ONLY DOING WHAT NO OTHER LEADER WOULDNT AS LONG AS THEY WERE GETTING SOMETHING OUT OF! TRUMP DONT NEED ANYTHING WHEN IT COMES TO AMERICA BC HE PUTS US FIRST, HES TIRED OF US BEING DONE SHITTY AND THEN THEY WANNA GET UPSET WHEN HE PUTS ON THEM! CANADA TRUDEAU IS NOT VERY SMART, YALL NEED SOMEONE WHO PUTS HIS PPL FIRST BC HE ALREADY HAD 10% OF TARIFFS ON AMERICA AND THE OTHER COUNTRIES AS WELL SO HES TRYING TO GET PPL HERE TO BUILD OUR OWN FACTORIES OR THEY CAN COME WITH THERE BUSINESS AND ITS A WIN WIN BUT I UNDERSTAND Y TRUMP IS DOING THIS 100%
Defends Trump's tariff policy by comparing it to Canada's existing tariffs and critiquing Trudeau's leadership.
@estellegriggs1657
Mar 4, 2025
I’m pretty sure I heard somewhere that Canada already had tariffs against the United States and now that the United States is finally retaliating to make the playing field even everybody wants to whine and …
I’m pretty sure I heard somewhere that Canada already had tariffs against the United States and now that the United States is finally retaliating to make the playing field even everybody wants to whine and complain
Challenges the narrative by asserting Canada had prior tariffs and the US is retaliating fairly, presented without evidence.
@stephenfior1474
Mar 4, 2025
This is just ridiculous...like life was not hard enough for people now all this shit
This is just ridiculous...like life was not hard enough for people now all this shit
Expresses frustration with current conditions and suggests immigration policy is making life harder, combining policy criticism with anxiety.
@Healing_Oaks
Mar 4, 2025
A little too proactive the dear Trump. Unfortunately.
A little too proactive the dear Trump. Unfortunately.
Brief critique of Trump's proactive tariff approach as excessive or poorly timed.
Policy Critique
0.70
@grobsop6688
Mar 4, 2025
Why is he still speaking why is he still relevant he's not even supposed to be there, he resigned. He needs to learn that definition and go back to being a teacher so he can …
Why is he still speaking why is he still relevant he's not even supposed to be there, he resigned. He needs to learn that definition and go back to being a teacher so he can learn more
Criticizes Trudeau's legitimacy and role, questioning his authority to speak and suggesting he should resign and return to teaching.
@seereadnhear
Mar 4, 2025
Fentynol shouldn't have been allowed to have become such a problem. Politics and corruption go hand in hand. War is inevitable. Especially when there is a world drama every 2 minutes
Fentynol shouldn't have been allowed to have become such a problem. Politics and corruption go hand in hand. War is inevitable. Especially when there is a world drama every 2 minutes
Critiques government handling of fentanyl and expresses concern about political corruption leading to conflict.
@CraigoStreet
Mar 4, 2025
Funny thing is that the federal government posting (whatevers) against Danniella's speech, it blocks any idea or comment section at all, I hate cummunism
Funny thing is that the federal government posting (whatevers) against Danniella's speech, it blocks any idea or comment section at all, I hate cummunism
Criticizes federal government response to a speech while making an inflammatory ideological claim about censorship and communism.
@JoK-lp8qs
Feb 20, 2026
No Canada was Bidins closest friend Canada need to throw this pos to the kerb or they will be finished. All Trump has done is cut the bleeding of taxpayers money to Canada. Listen to …
No Canada was Bidins closest friend Canada need to throw this pos to the kerb or they will be finished. All Trump has done is cut the bleeding of taxpayers money to Canada. Listen to this clown go lol hes the one that forked Canada not Trump. Look at him cry hes so used to getting his own way.
Critiques government policy and spending decisions while comparing Trump's and Biden's approaches to Canada relations and fiscal management.
@strangecustoms8486
Mar 4, 2025
@0:50 The wellbeing of his citizens have been at stake since he took office LOL
@0:50 The wellbeing of his citizens have been at stake since he took office LOL
Criticizes Trudeau's governance record with sarcastic tone (LOL), questioning his stewardship of citizen welfare.
@TheHandiemanny
Mar 4, 2025
Everyone is a bunch of liars playing with y’all
Everyone is a bunch of liars playing with y’all
Expresses distrust in political leadership and institutions through accusation of dishonesty.
Policy Critique
0.70
@lovemywifeandkids8258
Mar 4, 2025
Chuds will complain about Indian immigration but then still defend capitalism.
Chuds will complain about Indian immigration but then still defend capitalism.
Critiques perceived hypocrisy in complaints about immigration while defending capitalist systems.
Policy Critique
0.70
MrBorderlands123
Feb 7, 2026
WE ARE NOT GOING TO SUPPORT ZELENSKY MY FRIEND ASKING FOR MORE CORRUPT MONEY DAH
WE ARE NOT GOING TO SUPPORT ZELENSKY MY FRIEND ASKING FOR MORE CORRUPT MONEY DAH
Expresses refusal to support aid/spending while making an unsubstantiated claim about corruption without evidence.
@oreyesification
Mar 4, 2025
reciprocal, you charge us, we charge you, this sissy boy has failed Canada. and no, the American people wanted President Trump to put tariffs on you and Mexico for not stopping drugs and are helping …
reciprocal, you charge us, we charge you, this sissy boy has failed Canada. and no, the American people wanted President Trump to put tariffs on you and Mexico for not stopping drugs and are helping China to kill Americans. so, this is your punishment...the world will no longer take advantage of the US any longer, 77 million Americans voted for President Trump take America back from the world stealing from Americans, President Trump has the highest approval rating supporting him.
Critiques Trudeau's tariff response while making unverified claims about drug trafficking and Trump's approval ratings.
@nesseihtgnay9419
Mar 4, 2025
Trudeau is a terd. Remember the time he was locking up truckers and seizing thier cash?
Trudeau is a terd. Remember the time he was locking up truckers and seizing thier cash?
Criticizes Trudeau's policies (trucker lockdowns, asset seizure) with an unverified reference to specific government actions.
@nathanmogary84
Mar 4, 2025
You tax us we tax you say the whole truth
You tax us we tax you say the whole truth
Critique of tax policy and government honesty, suggesting incomplete disclosure of trade consequences.
Policy Critique
0.70
@coryblanton
Mar 4, 2025
I'm sorry to break the news to everybody, but if we end up in world war III we need russia on our side. Plain and simple. NO OTHER WAY AROUND IT.
I'm sorry to break the news to everybody, but if we end up in world war III we need russia on our side. Plain and simple. NO OTHER WAY AROUND IT.
Critiques geopolitical strategy regarding Russia alignment in potential conflict, framed as pragmatic policy analysis.
@thewiseguy3529
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)