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
We have no Govt. Trump is dealing with a loser that has already resigned. We have had no GOVT since early December in Canada, because Trudeau put the Liberals before Canadians. Majority of our country …
We have no Govt. Trump is dealing with a loser that has already resigned. We have had no GOVT since early December in Canada, because Trudeau put the Liberals before Canadians. Majority of our country doesnt want that fucking loser leading us in this mess, his words are WORTHLESS.
Harsh criticism of Trudeau's government and policy decisions, claiming lack of governance and prioritizing party over country.
@ericm1430
Mar 4, 2025
Good!! More need to go. Many more!
Good!! More need to go. Many more!
Expresses desire for increased deportations, critiquing current policy as insufficient.
Policy Critique
0.85
sherylstewart2631
Dec 25, 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
Nothing new, it has been going on for long time. Back to you, gutless politicians.
Nothing new, it has been going on for long time. Back to you, gutless politicians.
Criticizes government inaction on immigration while calling politicians 'gutless,' expressing frustration with long-standing policy failures.
ivannovotny4552
Feb 18, 2026
That man has ruined this country
That man has ruined this country
Direct criticism of a leader's governance and impact on the country.
Policy Critique
0.85
@CalebVarner-Matthews
Mar 4, 2025
Immigration is their bread and butter. Of course he will say there are not enough immigrants.
Immigration is their bread and butter. Of course he will say there are not enough immigrants.
Critiques government motivation and policy stance on immigration levels, with implied skepticism about official claims.
Brutus4048
Jan 21, 2026
What a crock of shit. We pay 10\ntimes the tariffs on exports to Canada as they have paid the US. Now it’s an equal playing field and he’s whining and lying like he always does.
What a crock of shit. We pay 10\ntimes the tariffs on exports to Canada as they have paid the US. Now it’s an equal playing field and he’s whining and lying like he always does.
Criticism of trade policy and tariff imbalances, with dismissive language toward the Canadian leader's response.
@jlindsay9331
Mar 4, 2025
I wouldn't go as far as to say Trump is a smart guy!!! This was one of the dumbest things he's done and there's been plenty!!!
I wouldn't go as far as to say Trump is a smart guy!!! This was one of the dumbest things he's done and there's been plenty!!!
Criticizes Trump's decision-making and actions as foolish, engaging in policy/leadership critique.
Policy Critique
0.85
@TripleBtrd
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 government could not manage a 2 car funeral
This government could not manage a 2 car funeral
Dismissive criticism of government competence and management ability.
Policy Critique
0.85
MikeSweetland-1
Feb 27, 2026
Wow. We are just waking up. This is what happens went Ottawa was asleep for 10 years. We don’t need a border, everyone welcome, just come on in!
Wow. We are just waking up. This is what happens went Ottawa was asleep for 10 years. We don’t need a border, everyone welcome, just come on in!
Criticizes Ottawa's immigration policy as too permissive while asserting national identity concerns about border control.
martincull4914
Jan 20, 2026
Why do you let over a million a year come in the first place? We can't afford it. Close the border to immigration. When you realize your parenting is failing you don't make more kids.
Why do you let over a million a year come in the first place? We can't afford it. Close the border to immigration. When you realize your parenting is failing you don't make more kids.
Directly criticizes immigration policy and argues Canada cannot afford current intake levels, with an economic justification.
Callypso32
Dec 25, 2025
Bro he is not doing anything to me but is speaking up for our tax dollars and bad deals where your country is profiting off of me and others alike. trudeau and zalenski get in …
Bro he is not doing anything to me but is speaking up for our tax dollars and bad deals where your country is profiting off of me and others alike. trudeau and zalenski get in front of the cameras and start gas lighting with word salad filled with stats. From the things you should be doing to what your are doing against us it seems like you think you are doing us favors not partnering with me and my country. Keep it 100 %
Criticizes government policy decisions and spending of tax dollars, framed as unfair economic dealings.
@DaBadguy2012
Mar 4, 2025
This fool has lost all credibility . Remember how he acted with the lockdowns.
This fool has lost all credibility . Remember how he acted with the lockdowns.
Attacks a political figure's credibility and references past policy decisions (lockdowns) as basis for criticism.
Policy Critique
0.85
@abelrodriguez1271
Mar 4, 2025
Here's a crazy concept, maybe we should stop paying them to come here. I know, crazy idea
Here's a crazy concept, maybe we should stop paying them to come here. I know, crazy idea
Sarcastically critiques government policy of providing financial incentives to immigrants, framing it as wasteful spending.
892303001
Jan 19, 2026
Trump is a traitor. Trudeau is saying what the GOP should be saying.
Trump is a traitor. Trudeau is saying what the GOP should be saying.
Critiques a political figure as a traitor while praising another leader's policy positions on a contentious issue.
Policy Critique
0.85
@dixiemorgese3582
Mar 4, 2025
Justin Trudeau is a fool who is playing a game that he cannot possibly win and will exponentially damage Canadian citizens while he blames the US government for his response which is exactly the same …
Justin Trudeau is a fool who is playing a game that he cannot possibly win and will exponentially damage Canadian citizens while he blames the US government for his response which is exactly the same as the person he’s blaming
Criticizes Trudeau's policy response as damaging to Canadian citizens, framing it as ineffective governance.
@lovetraveler1
Mar 4, 2025
You simply can’t fix stupid Canada had one of the best immigration systems in the world Until Trudeau and his gang of idiots destroyed it
You simply can’t fix stupid Canada had one of the best immigration systems in the world Until Trudeau and his gang of idiots destroyed it
Contrasts Canada's formerly strong immigration system with its current deterioration under Trudeau, blaming specific leadership.
peterbutz642
Jan 19, 2026
Lots of drama. Stop fentanyl thats all american government is asking.
Lots of drama. Stop fentanyl thats all american government is asking.
Dismisses broader diplomatic drama to focus on fentanyl as the core policy issue the US government should address.
Policy Critique
0.85
@raymundcanapi1572
Mar 4, 2025
This is how ICE should be striving for… NOT arresting random people who don’t look “nativist” enough and risking innocent people’s lives!
This is how ICE should be striving for…
NOT arresting random people who don’t look “nativist” enough and risking innocent people’s lives!
Critiques law enforcement policy (ICE practices) while invoking moral concerns about innocent people's safety.
youngmasterzhi
Feb 18, 2026
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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)