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
Why only now? How about the 200billion annual investment to protect Canada?
Why only now? How about the 200billion annual investment to protect Canada?
Commenter questions government spending priorities, implying criticism of policy allocation decisions regarding investment in Canada's protection.
@Kingcolumbian
Mar 5, 2025
No Mr. Trudeau you have it wrong , our government didn't choose to do this to us... We voted for our government .......
No Mr. Trudeau you have it wrong , our government didn't choose to do this to us... We voted for our government .......
Critiques government policy/decisions while asserting collective responsibility ('we voted'), framing it as a shared national choice.
@FieldTeam7765
Mar 4, 2025
If there so friendly then why did they.screw us for so long.?
If there so friendly then why did they.screw us for so long.?
Expresses grievance about past government treatment, combining criticism of policy decisions with an implicit fairness concern.
@jamesfitzgerald2361
Mar 4, 2025
This is the result of liberals in office for the past 10 years
This is the result of liberals in office for the past 10 years
Blames government policy (liberal administration) for immigration outcomes, with partisan framing.
Logan_869
Jan 27, 2026
this sucks. totally unnecessary. stupid. hurtful.
this sucks. totally unnecessary. stupid. hurtful.
Expresses disapproval of government action as unnecessary and harmful, though without specific policy details.
Policy Critique
0.75
@olamaria1
Mar 4, 2025
Justin Castro, weren’t you supposed to resign?? You fucked yup your country, you don’t want it with us
Justin Castro, weren’t you supposed to resign?? You fucked yup your country, you don’t want it with us
Criticizes the Prime Minister's leadership and policy decisions while using derogatory framing and calling for resignation.
@daminashun8868
Mar 4, 2025
Is he still.....relevant???
Is he still.....relevant???
Rhetorical question questioning Trudeau's political relevance and legitimacy as Prime Minister, implying criticism of his leadership.
Policy Critique
0.75
@athenazoey5093
Mar 4, 2025
This guy is a liberal Marxist. He is a belligerent child. Canadas people should expect normal government.not this fool…..God help my Mothers homeland….Canada.
This guy is a liberal Marxist. He is a belligerent child. Canadas people should expect normal government.not this fool…..God help my Mothers homeland….Canada.
Criticizes the government leader and policy direction while using partisan framing ('liberal Marxist') that asserts political identity.
@professorjams
Mar 5, 2025
Cares so little about us they give more money to scammers and the Ukraine
Cares so little about us they give more money to scammers and the Ukraine
Commenter criticizes government spending priorities, making claims about resource allocation that may be misleading or unsubstantiated.
vlogospheer
Feb 27, 2026
In America, no politician is allowed to have a vision that will benefit the people and the nation. The essence of America is to be consumed by corporate America until money chooses to leave the …
In America, no politician is allowed to have a vision that will benefit the people and the nation. The essence of America is to be consumed by corporate America until money chooses to leave the country when America runs out of incentives to keep it on its soil. As long as the purpose of America is to keep the dollar as a world currency and make it easy for business to operate on its soil, America politicians cannot make an acceptable proposition to the Americans left behind. America is a money making machine for corporate America and an indebtedness machine for the nation and its citizens. This love affair with money will sooner or later break the country. It is taboo to speak about the source of America's problems.
Critiques American political and economic systems as fundamentally corrupted by corporate interests, with underlying moral concerns about fairness and national wellbeing.
@johncusson5703
Mar 4, 2025
The United States DID NOT launch a trade war, Donald J. Trump did... Please don't get it confused.
The United States DID NOT launch a trade war, Donald J. Trump did... Please don't get it confused.
Distinguishes between institutional policy and individual political actor responsibility, critiquing attribution of trade war to the nation rather than Trump.
Policy Critique
0.75
@missychan63
Mar 4, 2025
Starting a trade war with Canada weakens America. This is the real reason dt has done this. Hmmm, now which countries in the world would benefit from that? Russia? China? North Korea? My only question …
Starting a trade war with Canada weakens America. This is the real reason dt has done this. Hmmm, now which countries in the world would benefit from that? Russia? China? North Korea? My only question is, what are you personally doing to stop this president?
Critiques trade war policy as strategically harmful and calls for personal action to stop the president.
@dottiebaker6623
Mar 4, 2025
“Your government has chosen to do this to you.” \nAnd we did not ask for it.
“Your government has chosen to do this to you.” \nAnd we did not ask for it.
Critiques government policy decisions as imposed without public consent.
Policy Critique
0.75
@Naniamania3
Mar 4, 2025
Trump is a smart guy? What? like what ?..Mr priminister i got news for you. Smart and Trump doesn't go together.. The words that goes with Trump is crook criminal racist thief white nationalist and …
Trump is a smart guy? What? like what ?..Mr priminister i got news for you. Smart and Trump doesn't go together.. The words that goes with Trump is crook criminal racist thief white nationalist and white supremacist. \nCrumbling of the west as began.
Disputes characterization of Trump as smart while listing serious accusations (criminal, racist, supremacist) and expressing civilizational decline anxiety.
@musclehead8649
Mar 5, 2025
First, he backdown from his responsibility, by resigning from the post of Governor... N now he representing 51st state of USA... How on earth he can address Canada....
First, he backdown from his responsibility, by resigning from the post of Governor... N now he representing 51st state of USA... How on earth he can address Canada....
Critiques a political figure's resignation and current role as compromised representation, with undertones of national sovereignty concern.
@KTvids54672
Mar 5, 2025
The people who love PM Mark Carney are over paid GOVERNMENT EMPLOYEES who never worked in the private sector especially WOKE TEACHERS/"babysitters" & ADMINISTRATORS!
The people who love PM Mark Carney are over paid GOVERNMENT EMPLOYEES who never worked in the private sector especially WOKE TEACHERS/"babysitters" & ADMINISTRATORS!
Criticizes government employees and policies while using identity-based framing about 'woke' groups.
jasonviking
Jan 27, 2026
Well stop taking advantage of America
Well stop taking advantage of America
Criticizes Canada's immigration or trade practices as exploitative toward America.
Policy Critique
0.75
@Vuhjayjay68
Mar 4, 2025
Good. I think Trump should be overthrown by any means necessary
Good. I think Trump should be overthrown by any means necessary
Dismissing the credibility of the video/speakers (CNN, Trudeau) while questioning the seriousness of the situation.
@ohthatpaul
Mar 4, 2025
Time for the rich people of this country to step and help us weather this storm and not move your head office and business to the U S Can't wait to see the end of …
Time for the rich people of this country to step and help us weather this storm and not move your head office and business to the U S Can't wait to see the end of the Liberals but I have to say that might be Trudeau's best speech. Too little too late tho.. Not sure calling him dumb will help no matter how true it is.
Criticizes wealthy individuals and government policy while acknowledging Trudeau's speech, mixing economic and political concerns.
@danielmarshall6732
Mar 4, 2025
Trump is a petty fool. All his actions are personal. He couldn’t care less about America.
Trump is a petty fool. All his actions are personal. He couldn’t care less about America.
Criticism of Trump's decision-making and motivations, framed as personal rather than policy-driven.
Policy Critique
0.75
@star999nine
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)