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
The U.S. did not slap Canada and Mexico with 25% tariffs - Trump did.
The U.S. did not slap Canada and Mexico with 25% tariffs - Trump did.
Critiques the framing of tariffs as a collective US action, attributing responsibility to Trump specifically rather than the nation.
@auntysandy3032
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
Don's tariffs and DOGe harm and weaken American people and government. 1 month and we're already sick of loosing. 4 more years of this ? No way Americans!
Don's tariffs and DOGe harm and weaken American people and government. 1 month and we're already sick of loosing. 4 more years of this ? No way Americans!
Critiques Trump's tariff and DOGE policies as harmful, with implicit moral argument about damage to American people.
@Larry-z2r1h
Mar 4, 2025
The gravy train is done. But Justin thinks he is going to dazzle us with talk of fentanyl.
The gravy train is done. But Justin thinks he is going to dazzle us with talk of fentanyl.
Critiques government spending and suggests the leader is using distraction tactics rather than addressing real issues.
Policy Critique
0.82
@RTCIvory
Mar 4, 2025
I’m canadain and Trudea you messed it all up!
I’m canadain and Trudea you messed it all up!
Commenter identifies as Canadian and expresses dissatisfaction with Trudeau's governance, combining personal identity assertion with policy criticism.
@jigga9770
Mar 4, 2025
Watching Trudeau attempt to speak tough from a position of weakness while simultaneously falling for a tit for tat tariff trap... Perfect?\n\nThe long term gains for the US here are massive.
Watching Trudeau attempt to speak tough from a position of weakness while simultaneously falling for a tit for tat tariff trap... Perfect?\n\nThe long term gains for the US here are massive.
Critiques Trudeau's weak negotiating position and suggests the US gains strategic advantage in the tariff dispute.
@BiblicallyAccurateToaster
Mar 4, 2025
Clearly not integrating. It's time for people to go home, if they are not integrating.
Clearly not integrating. It's time for people to go home, if they are not integrating.
Critiques immigrants for not integrating and implicitly calls for deportation, framing integration as a policy requirement.
alisoncarolblackburn2965
Jan 27, 2026
A good start
A good start
Brief approval of deportation policy as a positive step, expressing support for stricter immigration enforcement.
Policy Critique
0.82
SashaMilos-gd4ln
Dec 26, 2025
Paula Newton uses the wrong word.....this was NOT anti-Americanism. He was saying the opposite-----and that Americans were the victims of their government as well.
Paula Newton uses the wrong word.....this was NOT anti-Americanism. He was saying the opposite-----and that Americans were the victims of their government as well.
Critiques media framing of Trudeau's statement while defending his actual message about shared victimization under poor leadership.
@vickiesims1600
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
It's not about the drugs its how stupid Trump is
It's not about the drugs its how stupid Trump is
Dismissive criticism of Trump's intelligence and policy approach regarding border/drug issues.
Policy Critique
0.82
@SharonRobertson-f9e
Mar 4, 2025
I can’t believe all the brainwashed people in the comments that believe anything this guy says. He is a complete fraud & should not be in office.
I can’t believe all the brainwashed people in the comments that believe anything this guy says. He is a complete fraud & should not be in office.
Criticism of Trump's legitimacy and fitness for office, attacking his credibility as a leader.
Policy Critique
0.82
@_liam98
Mar 4, 2025
Each time they dont have house/car sales, they call 10K immigrants and then again complian of Immigrants! Pathetic policies
Each time they dont have house/car sales, they call 10K immigrants and then again complian of Immigrants! Pathetic policies
Critiques government policy as contradictory and hypocritical, using sarcasm ('Pathetic policies') to mock the approach to immigration and economic stimulus.
venm9155
Jun 17, 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
The number has increased because Trudeau and the Liberals let millions of unvented people into Canada. It takes years to remove them. This is a drop in the bucket.
The number has increased because Trudeau and the Liberals let millions of unvented people into Canada. It takes years to remove them. This is a drop in the bucket.
Criticizes government policy for allowing unvetted immigration and argues deportation numbers are insufficient relative to intake.
2007Lynx2007
Dec 25, 2025
Buy Canadian???....whats Canadian anymore? Like SING HORTONS???? CANADA STRONG??? FOR WHOM???....IMMIGRANTS????? FOOD PROGRAM PERMANENT???...CANADA DIDNT NEED IT 11 YEARS AGO!!!!.......
Buy Canadian???....whats Canadian anymore? Like SING HORTONS????
CANADA STRONG??? FOR WHOM???....IMMIGRANTS?????
FOOD PROGRAM PERMANENT???...CANADA DIDNT NEED IT 11 YEARS AGO!!!!.......
Critiques government policies on food programs and questions Canadian identity while challenging policy priorities.
bankscene
Jan 26, 2026
Who allowed them to enter in the first place ? ask them first why they allow them to enter country before pointing on others also if someone really want to talk about “ native” then …
Who allowed them to enter in the first place ? ask them first why they allow them to enter country before pointing on others also if someone really want to talk about “ native” then whites are the actual invaders to this country , they are the ones who kill natives and grab their lands
Critiques government policy on immigration entry while invoking historical injustice against Indigenous peoples and challenging the framing of who are 'invaders.'
tanweerahmed6861
Feb 7, 2026
The immigration system running well in 2010? Really. Under Harper? The man who wanted "Old Stock"? The federal government spends 9000 per year per canadian on health care. Do the math. This sum works out …
The immigration system running well in 2010? Really. Under Harper? The man who wanted "Old Stock"?
The federal government spends 9000 per year per canadian on health care.
Do the math. This sum works out to about 1400 per person.
As a Canadian, I say big hairy deal!. Anothrr bunch of Old Stock Canadians creating a tempist in a teapot!
Critiques past immigration policy under Harper and disputes the cost-benefit framing of immigration spending with per-capita calculations.
mtnphot
Feb 27, 2026
This is all happening because Trudeau loves immigrants. Trudeau ruined Canada 🇨🇦. 😡😡
This is all happening because Trudeau loves immigrants. Trudeau ruined Canada 🇨🇦. 😡😡
Attributes immigration problems to Trudeau's personal preferences and claims Canada is 'ruined,' expressing both policy blame and existential threat to national identity.
angelasnyder9718
Sep 4, 2025
Thank a liberal for the mess we are in
Thank a liberal for the mess we are in
Blames the Liberal political party for immigration problems, framing it as a policy failure tied to partisan identity.
whitewater1250
Jan 21, 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)