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
This guy isn't too bright... It's not a trade war at all it's called leveling the playing field.... Canada is not playing fair and they know it
This guy isn't too bright... It's not a trade war at all it's called leveling the playing field.... Canada is not playing fair and they know it
Dismisses Trudeau's characterization of tariffs as a trade war, arguing instead it's about fair competition, while critiquing his understanding of trade policy.
@acw2237
Mar 4, 2025
This clown has already started he's stepping down because he's not the leader Canada needs. Go quietly.
This clown has already started he's stepping down because he's not the leader Canada needs. Go quietly.
Criticizes Trudeau's leadership and calls for his resignation, combining personal attack with demand for political action.
@biderdoo
Mar 4, 2025
Many of Americans do not want this. This is all Maga and Donald Trump. He has placed all American lives in danger. He is not fit to be our President.
Many of Americans do not want this. This is all Maga and Donald Trump. He has placed all American lives in danger. He is not fit to be our President.
Expresses opposition to Trump's policies while claiming they endanger American lives, combining policy criticism with threat perception.
@cindyfeis6396
Mar 4, 2025
THIS IS WHAT HAPPENS WHEN YOU VOTE LIBERAL
THIS IS WHAT HAPPENS WHEN YOU VOTE LIBERAL
All-caps statement blaming Liberal voting for immigration outcomes, framed as political accountability.
danlefebvre7563
Feb 18, 2026
This is what happens when Canada is too LAX on immigration policies and afraid of being labeled “racists” when the fraudsters themselves always use as a card if things don’t go their way. There is …
This is what happens when Canada is too LAX on immigration policies and afraid of being labeled “racists” when the fraudsters themselves always use as a card if things don’t go their way. There is a disturbing GENDER UNBALANCE in this panel considering Canada champions itself with “diversity” that includes gender.
Criticizes immigration policy as too lenient and accuses the government of avoiding 'racist' labels; also expresses concern about gender imbalance, mixing policy analysis with demographic anxiety.
USA-CANADA1480
Oct 3, 2025
Trudeau is just as corrupt as our democrats. Trump 4TW
Trudeau is just as corrupt as our democrats. Trump 4TW
Criticizes political leadership as corrupt while asserting preference for an alternative leader, mixing policy and identity concerns.
@theschiznit101
Mar 4, 2025
Trudeau is also a dictator. We would rather Canada pay tariffs than for US citizens to pay high taxes. It makes more sense. If the products are worth it, they will still sell.
Trudeau is also a dictator. We would rather Canada pay tariffs than for US citizens to pay high taxes. It makes more sense. If the products are worth it, they will still sell.
Criticizes Trudeau's policies and argues that tariffs are preferable to high taxes, combining political critique with economic reasoning.
@davidvick68
Mar 4, 2025
Great speech. Try to remember, the President does not appear to play well with others. His ridiculous tariffs and annexation fantasies are absurd. I think the American people will push back against these policies.
Great speech. Try to remember, the President does not appear to play well with others. His ridiculous tariffs and annexation fantasies are absurd. I think the American people will push back against these policies.
Praises the speech while criticizing Trump's tariffs and annexation proposals as absurd and inappropriate behavior.
@maureenbiddle6252
Mar 4, 2025
This was 11 hours ago and now Trump is reconsidering , if that's not a sign of weakness i don't know what is ???? trump is a stitshow.
This was 11 hours ago and now Trump is reconsidering , if that's not a sign of weakness i don't know what is ???? trump is a stitshow.
Criticizes Trump's inconsistency and characterizes his behavior negatively as weakness and poor governance.
Policy Critique
0.82
@jasonbussenschutt8262
Mar 4, 2025
That MF Trudeau should be in god damn jail!! He did this to our Canada. I hope we become the 51st state immediately and ICE clears all this riff raff out of here!
That MF Trudeau should be in god damn jail!! He did this to our Canada. I hope we become the 51st state immediately and ICE clears all this riff raff out of here!
Blames Prime Minister Trudeau for immigration policy and calls for extreme action (annexation, deportation), combining criticism with mobilization.
gunit6815
Feb 4, 2026
If he really wanted to protect the people then why start AFTER the fact. He does this only because it’s gonna hurt but under Biden NOTHING was being done.
If he really wanted to protect the people then why start AFTER the fact. He does this only because it’s gonna hurt but under Biden NOTHING was being done.
Criticizes the timing and motivation of policy action while comparing to previous administration's approach.
@2real2conceal
Mar 4, 2025
Canada needs to deport millions. 18000 is a weak joke
Canada needs to deport millions. 18000 is a weak joke
Calls for mass deportations while criticizing current policy as insufficient, combining policy critique with a demand for action.
Glenna10
Dec 26, 2025
Trudeau has worked hard the last 10 years to putting us Canadians down the toilet with rising taxes and driving industry out of the country to the US.. Makes me smile seeing Trump give him …
Trudeau has worked hard the last 10 years to putting us Canadians down the toilet with rising taxes and driving industry out of the country to the US.. Makes me smile seeing Trump give him a good spanking.
Criticizes Trudeau's economic policies (taxes, industry) while framing approval of Trump's confrontation as beneficial to 'us Canadians.'
@Folkboat11
Mar 4, 2025
Fraud is a crime. So is swearing a false declaration..
Fraud is a crime. So is swearing a false declaration..
Points out that fraud and false declarations are crimes, implying criticism of immigration fraud enforcement or immigrant conduct.
@speedmudengineering9464
Feb 19, 2026
As an American, I love Canada but Trudeau really sucks. Without a doubt, he looks down on the US and has openly insulted America.
As an American, I love Canada but Trudeau really sucks. Without a doubt, he looks down on the US and has openly insulted America.
Criticism of Trudeau's leadership and alleged disrespect toward the US, comparing Canadian and American political contexts.
@chrisf8855
Mar 4, 2025
Donald Trump launched a trade war. Not the United States.
Donald Trump launched a trade war. Not the United States.
Distinguishes between Trump's personal agency and institutional responsibility, critiquing the attribution of trade war policy.
Policy Critique
0.82
@joeanderson8839
Mar 4, 2025
Immigration policy is a federal responsibility, ensuring fairness. Why is it so confusing to so many to understand that Alberta is a province, not a country? A province that undermines consistent national standards weakens the …
Immigration policy is a federal responsibility, ensuring fairness. Why is it so confusing to so many to understand that Alberta is a province, not a country? A province that undermines consistent national standards weakens the sense of unity that holds a country together. When one province seeks to separate itself from the shared framework, divisions will arise, and policies will be driven by local political pressures rather than the broader national interest.
Analyzes federal vs. provincial jurisdiction in immigration policy and argues provincial deviation undermines national unity and standards.
@heddic3
Feb 20, 2026
You can complain about it or blame the newcomers many of which have contributed to these problems but the real solution is to force change in government policy so things can eventually start getting better
You can complain about it or blame the newcomers many of which have contributed to these problems but the real solution is to force change in government policy so things can eventually start getting better
Critiques both newcomers and government policy while advocating for systemic political change as the solution.
aulakh22
Sep 14, 2025
We only need good immigrants
We only need good immigrants
Implicit criticism of immigration policy, suggesting selective criteria for accepting immigrants based on undefined 'goodness' standards.
daudakamara728
Feb 25, 2026
This is exactly what a failed politicain who has already resigned needs. A crisis. Justin is using this to his advantage. What ever happens he is a bad decision for Canada.
This is exactly what a failed politicain who has already resigned needs. A crisis. Justin is using this to his advantage. What ever happens he is a bad decision for Canada.
Critiques Trudeau's political decisions and suggests he is exploiting a crisis, with implicit us-vs-them framing about Canadian leadership.
@franky-PAF
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)