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
Anything for more votes. CRA making sure you get your money. That's pretty funny. No it's getting that foot in the door to control income.
Anything for more votes. CRA making sure you get your money. That's pretty funny. No it's getting that foot in the door to control income.
Criticizes government motives (vote-buying) and expresses suspicion about hidden control agendas through tax policy.
dereks3029
Jan 12, 2026
Dont like Trudeau but I have to say, great last speech. Trump is such a liar about fentanol from Canada. Good luck USA, you are in for one hell of a ride !
Dont like Trudeau but I have to say, great last speech. Trump is such a liar about fentanol from Canada. Good luck USA, you are in for one hell of a ride !
Criticizes Trump's fentanyl claims as false while acknowledging Trudeau's speech quality, combining policy critique with a factual dispute.
@Neil-fm8zp
Mar 4, 2025
17:42 This is the fookin cream of the 'decent' punjabis. Fookin criminals using the Gurughar as their base. Wtf is the committees doing 😮 SGPC busy filling the donation boxes?
17:42 This is the fookin cream of the 'decent' punjabis. Fookin criminals using the Gurughar as their base. Wtf is the committees doing 😮 SGPC busy filling the donation boxes?
Criticizes institutional governance and accountability of religious/community organizations, with reference to a specific video timestamp.
b8bb8r
Feb 26, 2026
Fear pandering….
Fear pandering….
Brief critique characterizing political messaging as fear-based manipulation.
Policy Critique
0.78
@casperoner2352
Mar 4, 2025
If orange man is bad blame democrats...you ran terrible candidates. You also gave away money like candy and allowed every illegal here
If orange man is bad blame democrats...you ran terrible candidates. You also gave away money like candy and allowed every illegal here
Critiques Democratic policy decisions and government spending while making unsubstantiated claims about illegal immigration without evidence.
@georgebrennan2576
Mar 4, 2025
Trump is ruining America with all these bs Tariffs. I hate Trump and all his puppet Republicans.
Trump is ruining America with all these bs Tariffs. I hate Trump and all his puppet Republicans.
Criticizes Trump's tariff policies and expresses opposition to his administration and Republican allies.
@charlenehastings4840
Mar 4, 2025
Trudeau works for the safety of its citizens...hahaha what a liar
Trudeau works for the safety of its citizens...hahaha what a liar
Criticizes Trudeau's government policies with sarcastic tone, questioning the claim that government prioritizes citizen safety.
@Roamingronald
Mar 4, 2025
Some friend, constantly short changing us for the protection we provide, while you lock up PE pole for speaking their mind, pursue truckers and anyone else that you disagree with.
Some friend, constantly short changing us for the protection we provide, while you lock up PE pole for speaking their mind, pursue truckers and anyone else that you disagree with.
Criticism of Canadian government policies regarding free speech and treatment of protesters, framed as betrayal of alliance relationship.
@tomjohnson571
Mar 4, 2025
Let’s goo Trump we in for some serious entertainment ? why don’t you state how Canada pays less for US goods compared to the other way around. People act like Trump is doing this for …
Let’s goo Trump we in for some serious entertainment ? why don’t you state how Canada pays less for US goods compared to the other way around. People act like Trump is doing this for no reason ? especially liberals who know nothing and I’m saying this as a moderate
Defends Trump's trade policy as justified while critiquing liberal opposition and trade imbalances.
@thewonderingworld9301
Mar 4, 2025
They need to STOP saying they want to wipe Fentanyl from the earth. It is used daily in ALL hospitals to put people asleep for surgeries and spinals for giving birth. It will never STOP.
They need to STOP saying they want to wipe Fentanyl from the earth. It is used daily in ALL hospitals to put people asleep for surgeries and spinals for giving birth. It will never STOP.
Critiques government rhetoric about eliminating fentanyl as unrealistic, pointing out legitimate medical uses.
Policy Critique
0.78
@disneylandhollywood5435
Mar 4, 2025
of course it's immigration lawyers lobbying paid for this skewed news piece.
of course it's immigration lawyers lobbying paid for this skewed news piece.
Alleges that immigration lawyers lobbied for biased media coverage, combining policy critique with an unsubstantiated conspiracy claim.
nosssssssssssss
Jan 22, 2026
That white European lady was the least Canadian in the video
That white European lady was the least Canadian in the video
Criticizes government immigration policy as a vote-buying scheme using taxpayer money, with partisan framing.
nazirar91
Feb 27, 2026
They use Fentanyl, DEI, Woke, immigrants, Gov't waste, as a key word to justify the tearing down. Trump can lie to the uneducated that he loves, the racist and the greedy, but other Countries will …
They use Fentanyl, DEI, Woke, immigrants, Gov't waste, as a key word to justify the tearing down. Trump can lie to the uneducated that he loves, the racist and the greedy, but other Countries will check him. The Skipper and Gilligan is on this super hero movie villain tip.
Critiques Trump's use of divisive keywords as manipulation tactics while suggesting his rhetoric targets specific demographics.
@duke2912
Mar 4, 2025
if your country is better then go home. go back home and make a living there. stop inflating our economy and welfare. if you immigrant here then you stay here. we should charge immigration tax …
if your country is better then go home. go back home and make a living there. stop inflating our economy and welfare. if you immigrant here then you stay here. we should charge immigration tax from their respective country.
Proposes policy changes (immigration tax, welfare restrictions) and critiques current immigration and economic management.
MouseCIick
Jan 27, 2026
18'000 out, but immigration says they're bringing in over a million a year. Literally a drop in a bucket.
18'000 out, but immigration says they're bringing in over a million a year.
Literally a drop in a bucket.
Critiques deportation policy as inadequate relative to immigration intake, using an unverified comparison ('over a million a year') to frame the argument.
-TBH-
Dec 27, 2025
I only disagree with one thing he said. Donald is NOT a very smart guy. But, I understand that this is intended to assuage the Goblin King's ego.
I only disagree with one thing he said. Donald is NOT a very smart guy. But, I understand that this is intended to assuage the Goblin King's ego.
Critiques Trump's intelligence while sarcastically acknowledging the statement may be intentional appeasement, blending critique with irony.
@joelblakely5268
Mar 4, 2025
Canada's biggest export should be incompatible immigrants.
Canada's biggest export should be incompatible immigrants.
Critiques immigration policy by sarcastically suggesting Canada should export immigrants deemed incompatible.
William-yk1nu
Jan 19, 2026
The reason why we are seeing this is because Donald Trump is trying to straighten his government and make it stronger our government is so weak we don't have good politicians here we have crooked …
The reason why we are seeing this is because Donald Trump is trying to straighten his government and make it stronger our government is so weak we don't have good politicians here we have crooked politicians very very crooked politicians
Criticism of Canadian government and politicians as weak and corrupt, with implicit comparison to Trump's approach.
@KirkNew-c7g
Mar 4, 2025
Il faut un moratoire sur tout immigration au Canada. On est en train de détruire la cohérence de la nation.
Il faut un moratoire sur tout immigration au Canada. On est en train de détruire la cohérence de la nation.
Calls for immigration moratorium citing national cohesion concerns, framed as policy argument rather than explicit threat.
christianrobertdemassy900
Feb 12, 2026
but how else can we boost GDP and claim we lead the G7 talking points that liberals love to boast about so much, country is doing just fine, isnt it?
but how else can we boost GDP and claim we lead the G7 talking points that liberals love to boast about so much, country is doing just fine, isnt it?
Critiques government immigration policy as economically motivated for GDP growth while sarcastically questioning national wellbeing.
chrislaverick6413
Jan 22, 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)