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
Dear Trudeau, the problem is not Canada, the problem is you, you are too liberal, you are a dictator, you was arresting Christians,at the time of covid, you are taking children away from their parents …
Dear Trudeau, the problem is not Canada, the problem is you, you are too liberal, you are a dictator, you was arresting Christians,at the time of covid, you are taking children away from their parents just because they teach their children that homosexuality is a sin.\nYou suppressed peaceful protest and much much more,you are no different then communist,you must go
Direct criticism of Trudeau's policies and governance style, with unsubstantiated claims about arrests and child removal.
@daniilsmolyuk815
Mar 4, 2025
If you can’t take the heat in the kitchen get out Trudeau boi. Get out of office and get a real job like everyone else. Or you could just go back to Cuba and see …
If you can’t take the heat in the kitchen get out Trudeau boi. Get out of office and get a real job like everyone else. Or you could just go back to Cuba and see your dad.
Attacks Trudeau's fitness for office and calls for resignation; includes unsubstantiated claim about paternity.
@alexadam8819
Mar 4, 2025
Oh shut up ! Go say that to Trumps face tuff guy !!! We are in this mess because of you Justine
Oh shut up ! Go say that to Trumps face tuff guy !!! We are in this mess because of you Justine
Dismissive criticism of the Prime Minister, blaming him for current problems while asserting a confrontational stance.
@jacquelinebarnard649
Mar 4, 2025
I still want to believe the US didn’t saddle us with stupid tariffs, it was the golden turd. Americans, you know he is hurting all of us. And for what?
I still want to believe the US didn’t saddle us with stupid tariffs, it was the golden turd. Americans, you know he is hurting all of us. And for what?
Criticizes tariff policy and appeals to Americans to recognize the harm, framing it as a shared regional problem.
@BruceWilson-t7p
Mar 4, 2025
Is Trudeau attempting to fool us into thinking he has our best interests at heart when he struggles to represent Canadians effectively? Didn't he once consider resigning because his own people disliked him? Instead of …
Is Trudeau attempting to fool us into thinking he has our best interests at heart when he struggles to represent Canadians effectively? Didn't he once consider resigning because his own people disliked him? Instead of using deceptive rhetoric to divide us, he should focus on collaborating with our government to reach meaningful agreements.
Questions Trudeau's sincerity and effectiveness while calling for collaborative governance, framed as rhetorical critique.
@iselavargas2872
Mar 4, 2025
Canada wants the US to allow them to continue taking advantage of us if we don’t then he says it’s a trade war lol ?
Canada wants the US to allow them to continue taking advantage of us if we don’t then he says it’s a trade war lol ?
Criticizes Canada's trade position as exploitative of the US, framing tariffs as justified retaliation rather than aggression.
@JohnBonvardo
Mar 4, 2025
This reads like Soviet news. All reports are glorious, nothing to admit is broken
This reads like Soviet news. All reports are glorious, nothing to admit is broken
Criticism of government reporting as propaganda, comparing Canada to Soviet-style state media.
KZAV8
Jan 14, 2026
I know! tax climate then send billions to other countries. That should solve it.
I know! tax climate then send billions to other countries. That should solve it.
Sarcastic criticism of government taxation and foreign aid spending priorities.
zra865
Jan 14, 2026
These smugglers promote their business openly on social media exposing their clients and themselves, still no actions are taken against them so far.
These smugglers promote their business openly on social media exposing their clients and themselves, still no actions are taken against them so far.
Criticizes government enforcement failure regarding human smuggling operations, highlighting a regulatory/bureaucratic gap.
KuldeepSingh-rg9mz
Feb 23, 2026
Please don't wipe fentanyl from the face of the earth. It's a medication we use in our hospitals every day.
Please don't wipe fentanyl from the face of the earth. It's a medication we use in our hospitals every day.
Challenges a policy position (eliminating fentanyl) by pointing out its legitimate medical use, critiquing the approach.
@txlee5513
Mar 4, 2025
Ok so you’re mad at Trump and now ur going to hurt the actual people. Trump won’t be affected by this at all!!! ???
Ok so you’re mad at Trump and now ur going to hurt the actual people. Trump won’t be affected by this at all!!! ???
Criticizes retaliatory policy as counterproductive and argues it harms innocent people rather than the intended target.
@sashayed
Mar 4, 2025
Canada has fallen since Trudeau.
Canada has fallen since Trudeau.
Brief assertion that Canada has declined under Trudeau's leadership, framing national decline as policy failure.
@lovelllaurent6595
Mar 4, 2025
Wow this Trump administration is as bad as expected smh Living up to the dread warned
Wow this Trump administration is as bad as expected smh Living up to the dread warned
Criticizes the Trump administration's performance as meeting negative expectations, expressing disapproval of governance.
Policy Critique
0.80
@ehi80
Mar 4, 2025
Hold on...... Trudeau is the worst. . Trudeau is killing Canada. The level of evil is off the charts. Pure evil
Hold on...... Trudeau is the worst. . Trudeau is killing Canada. The level of evil is off the charts. Pure evil
Expresses strong disapproval of Trudeau's leadership with hyperbolic language ('worst', 'evil'), combining policy criticism with alarmist framing.
@mattgawlik4726
Mar 4, 2025
Reverse racism political correctness. Erosion of right sand freedoms and the Destruction of the the family .destruction and eroding of rights ,freedoms and liberties ,censorship in a broken system . We need to make A …
Reverse racism political correctness. Erosion of right sand freedoms and the Destruction of the the family .destruction and eroding of rights ,freedoms and liberties ,censorship in a broken system . We need to make A change all this being. Said this they want you to toe the line and not thinku sweat the narrative as Marxism totalitarian covered in communism destroys our country.culture and rights Our birthright as peacekeepers even at stake they all say and do nothing tell lies and do nothing giving everything to everyone else while not taking of there own u know we all bleed red our fathers and mother s of all colours sacrificed and died for our freedoms and choices.as they say " if we don't learn from history we are bound to it again
Critiques government policies as eroding rights and freedoms while invoking national identity and historical sacrifice; rambling but primarily policy-focused.
RichardBrown-xn3pz
Aug 30, 2025
About time 👍🏽👍🏽👍🏽👍🏽
About time 👍🏽👍🏽👍🏽👍🏽
Brief approval of government action on immigration, expressing support for stricter policy direction.
Policy Critique
0.80
leschnoothegreat
Dec 24, 2025
Everyone in comments is saying how elegant he speaks, compared to Trump. Obama was the most elegant speaking man on the planet, but where did that get the US. I don’t care how anyone speaks, …
Everyone in comments is saying how elegant he speaks, compared to Trump. Obama was the most elegant speaking man on the planet, but where did that get the US. I don’t care how anyone speaks, just so long they get RESULTS.
Compares speakers (Trump vs. Obama vs. current leader) while critiquing focus on rhetoric over results, emphasizing outcomes over style.
@Golf5daysaweek
Mar 4, 2025
President Trump want the best for the American people. President Trump wants Canada to secure their borders stop drugs coming over the border. That 5.5 thousand miles long I’m sure these holes in that line. …
President Trump want the best for the American people. President Trump wants Canada to secure their borders stop drugs coming over the border. That 5.5 thousand miles long I’m sure these holes in that line. President Trump wants everyone to start paying their share. Canada needs to know they need us more than United States needs them.
Critiques Canada's border security and economic relationship with US, advocates for policy changes.
@enliam3849
Mar 4, 2025
Dude got thrown out by his own party. Trudeau is a douche bag.
Dude got thrown out by his own party. Trudeau is a douche bag.
Criticizes Trudeau's political position and character, framed as commentary on his party's rejection of him.
@jdleg409
Mar 4, 2025
Trump has really the potential to ruin America. America will most likely ending up as North Korea. Mexico, Canada and even China seems to turn towards Europe. America government have always been trouble and I …
Trump has really the potential to ruin America. America will most likely ending up as North Korea. Mexico, Canada and even China seems to turn towards Europe. America government have always been trouble and I think they should be isolated from the rest of the world. And Nato should be cancelled and Canada, Mexico and Europe should build a new Alliance with Canada, uk or Germany taking on the mission as leaders.
Critiques US government and Trump's leadership while comparing geopolitical alignments and proposing alternative international alliances.
@peterlaustsen2573
Mar 4, 2025
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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)