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
Drug cartels are not terrorist organizations. They are criminal organizations. Serious ones. However it is dangerous to label anything strongly opposed by government as terrorist - unless your goal is to remove constitutional protections for …
Drug cartels are not terrorist organizations. They are criminal organizations. Serious ones. However it is dangerous to label anything strongly opposed by government as terrorist - unless your goal is to remove constitutional protections for that group.
Critiques government labeling practices and constitutional implications of terrorism designations, focusing on policy analysis rather than immigration specifically.
Policy Critique
0.85
@tonypascoaljr6898
Mar 4, 2025
Justin Trudeau can burn in hell! Canada turned into a shit hole since he’s taken over.
Justin Trudeau can burn in hell! Canada turned into a shit hole since he’s taken over.
Expresses strong criticism of Trudeau's governance and claims Canada has deteriorated under his leadership, with emotional language suggesting threat perception.
@allin7408
Mar 4, 2025
Rent control and lower food
Rent control and lower food
Brief critique of government policy areas (rent control, food prices) without elaboration.
Policy Critique
0.85
leovaillancourt5683
Jan 14, 2026
Are we supposed to be thankful for a potential $400 annual tax cut ? 40% of my income goes to taxes in some shape or form.
Are we supposed to be thankful for a potential $400 annual tax cut ? 40% of my income goes to taxes in some shape or form.
Combines personal tax burden disclosure with skepticism about the adequacy of proposed tax relief.
ImFreeFallin1996
Jan 14, 2026
Trudeau acting like he cares about the average Canadian citizen. If you want Canadians to be able to afford groceries then get rid of the Carbon Tax.
Trudeau acting like he cares about the average Canadian citizen. If you want Canadians to be able to afford groceries then get rid of the Carbon Tax.
Criticizes government policy (carbon tax) and questions the Prime Minister's concern for citizens, linking to economic hardship.
@Vincent-vn7xo
Mar 4, 2025
$420 tax cut per person, or $840 per couple, or $1260 for throuple. 😂 its math, not more tax saving. Where is the loss being captured? Firing government staff??
$420 tax cut per person, or $840 per couple, or $1260 for throuple. 😂 its math, not more tax saving. Where is the loss being captured? Firing government staff??
Sarcastic mathematical critique of tax cut amounts, questioning where savings come from and implying government dishonesty.
stevenjohn1470
Jan 14, 2026
These rules help improve immigrants lives how about all Canadians get tax cuts.
These rules help improve immigrants lives how about all Canadians get tax cuts.
Critiques government policy priorities by questioning why immigrants receive tax benefits while all Canadians don't, framed as economic fairness.
claytsycu
Jan 11, 2026
Trudeau broke it !
Trudeau broke it !
Blames the Prime Minister for immigration policy failures, a direct critique of government leadership and policy.
Policy Critique
0.85
zeniehudson7098
Feb 24, 2026
So many NPC's in the comments. Justin is the worst prime Minister in Canada's history. He is weak, pathetic and a globalist puppet. The U.S. has all the leverage. Trump is doing a great job …
So many NPC's in the comments. Justin is the worst prime Minister in Canada's history. He is weak, pathetic and a globalist puppet. The U.S. has all the leverage. Trump is doing a great job for Americans. Only the ones demoralized by fake news propaganda don't like it.
Harshly criticizes Trudeau's leadership and characterizes him as weak, while asserting Trump's strength and dismissing opposing views as propaganda-influenced.
@Bohemond_Rises
Mar 4, 2025
Trump is a jackass ruining his country wants to be a third world dictator Americans will be in big trouble
Trump is a jackass ruining his country wants to be a third world dictator Americans will be in big trouble
Criticizes Trump's leadership and policies while expressing concern about authoritarian governance and national consequences.
@tafeezakhan6346
Mar 4, 2025
Trudeau; you are WRONG! You started the trade war!
Trudeau; you are WRONG! You started the trade war!
Direct criticism of Trudeau's policy decisions regarding trade war initiation.
Policy Critique
0.85
@danlinsey8722
Mar 4, 2025
Governer conviniemtly forgot to mention that tariffs are RECIPROCAL!
Governer conviniemtly forgot to mention that tariffs are RECIPROCAL!
Criticism of a governor's omission regarding tariff policy details in their statement.
Policy Critique
0.85
@DoneDealNikhil
Mar 4, 2025
Trudeau can speak very eloquently and not get any results. The housing situation is a very big crisis and he almost resigned from the party and green energy regulations are not helping. At the very …
Trudeau can speak very eloquently and not get any results. The housing situation is a very big crisis and he almost resigned from the party and green energy regulations are not helping. At the very least Tarrifs will help Canada become stronger and tougher and self-reliant.
Criticizes Trudeau's policy effectiveness on housing and green energy while suggesting tariffs as solution.
@ItachiUchiha-kb2vh
Mar 4, 2025
All through campaign, the tariff thing was about saving US jobs, now it's about fentanyl? Dumb attention-seeker policies keep morphing
All through campaign, the tariff thing was about saving US jobs, now it's about fentanyl? Dumb attention-seeker policies keep morphing
Criticizes Trump's shifting policy rationales and accuses him of inconsistent, attention-seeking governance.
Policy Critique
0.85
@SanGeet0510
Mar 4, 2025
Those aren't slashed numbers. Very minor adjustments....thise cuts arent big enough by far.
Those aren't slashed numbers. Very minor adjustments....thise cuts arent big enough by far.
Argues that proposed cuts are insufficient, critiquing the adequacy of government policy measures.
Policy Critique
0.85
blackwolf073
Jan 4, 2026
As a Canadian Trudeau hater, he really spoke well on this. Unfortunately, this man is also importing another 20% tax on his own ppl in a month
As a Canadian Trudeau hater, he really spoke well on this. Unfortunately, this man is also importing another 20% tax on his own ppl in a month
Canadian critic acknowledging PM's speech quality while criticizing his tax policy as harmful to citizens.
@mikeinger5722
Mar 4, 2025
Sorry Canada, we are only tariffing you cause we need money to give tax breaks to the greedy corporations. We are not satisfied with a corporate tax of 21 percent. We need it to be …
Sorry Canada, we are only tariffing you cause we need money to give tax breaks to the greedy corporations. We are not satisfied with a corporate tax of 21 percent. We need it to be 15, apparently. This drug BS is just an excuse. Don't worry, I'm glad that millionaire get his tax break while I pay for it.
Critiques U.S. tariff policy as economically unjust, arguing it masks corporate tax favoritism while ordinary citizens bear the cost.
@coreyreitenaur5693
Mar 4, 2025
Temporary must mean temporary. Enforce the law like ICE does in the U.S.
Temporary must mean temporary. Enforce the law like ICE does in the U.S.
Advocates for stricter enforcement of temporary visa rules, comparing Canada's approach unfavorably to U.S. immigration enforcement.
FreedomAlberta47
Jan 15, 2026
We are in this boat because of Justin Trudeau and the Liberal/NDP government! We have no one to blame, but ourselves and our incompetent decisions. Can’t wait to be part of the US!
We are in this boat because of Justin Trudeau and the Liberal/NDP government! We have no one to blame, but ourselves and our incompetent decisions. Can’t wait to be part of the US!
Criticizes government policy decisions while expressing national identity through desire to leave Canada for the US.
@amg5983
Mar 4, 2025
End all immigration and liberal gov. Its a failure
End all immigration and liberal gov. Its a failure
Calls for ending immigration and removing the government, framing policy as a failure requiring systemic change.
kjdj7301
Jan 4, 2026
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)