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 problem is NOT that Indians are coming to Canada. The problem is when you come to Canada from ANY country you are expected to assimilate, and majority do not.
The problem is NOT that Indians are coming to Canada. The problem is when you come to Canada from ANY country you are expected to assimilate, and majority do not.
Critiques immigration policy by framing assimilation as the core issue rather than national origin, with implicit identity concerns.
Triedbylauren
Jan 28, 2026
In your next video don't forget to mention how businesses (small & large) get incentives via government subsidies to hire immigrants. Teenagers and uni students born here can't find jobs at fast food places anymore …
In your next video don't forget to mention how businesses (small & large) get incentives via government subsidies to hire immigrants. Teenagers and uni students born here can't find jobs at fast food places anymore because those places are full of people who barely speak the language.
Critiques government subsidies for hiring immigrants and argues this policy disadvantages Canadian-born youth in the job market.
ColdFridge1
Sep 19, 2025
Justin, what are you doing up there? You resigned. Hand the reigns off
Justin, what are you doing up there? You resigned. Hand the reigns off
Questions the legitimacy of Trudeau's continued leadership after his resignation announcement.
@CDK_Angelus_Mortis
Mar 4, 2025
Disgusting - it is a free for all and those of us working are paying for everything!! That minister should be removed immediately!
Disgusting - it is a free for all and those of us working are paying for everything!! That minister should be removed immediately!
Criticizes immigration system as exploitative and calls for removal of responsible minister.
julieperry8158
Nov 21, 2025
How pathetic it is that we handed over the keys to man that needs constant flattery to not stage an all out war. We know Donald dickhead is a dumbass.
How pathetic it is that we handed over the keys to man that needs constant flattery to not stage an all out war. We know Donald dickhead is a dumbass.
Criticizes the decision to hand power to Trump, framing it as a policy/leadership failure with personal attacks.
@lordfarquad229
Mar 4, 2025
Hopefully this is a big wake-up call to Canada that it’s time to stop relying so much on America for trade and start making deals with other countries.
Hopefully this is a big wake-up call to Canada that it’s time to stop relying so much on America for trade and start making deals with other countries.
Critiques Canada's trade dependency on the U.S. and advocates for diversifying international partnerships in response to Trump's actions.
@billshogun7068
Mar 4, 2025
this idiot needs to go.... Canada is gonna suffer a lot due to the tariff.... their jobs will be in trouble.
this idiot needs to go.... Canada is gonna suffer a lot due to the tariff.... their jobs will be in trouble.
Criticizes Trudeau's leadership and predicts negative economic consequences from tariffs on Canadian jobs.
@AnbazhaganChinnappillai
Mar 4, 2025
Bunch of typical Morans running government!!!
Bunch of typical Morans running government!!!
Expresses frustration with government competence and decision-making regarding immigration policy.
Policy Critique
0.82
JJ-ek2ec
Sep 30, 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
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
Simple answer - Liberals and bleeding heart woke liberal voters destroyed this once great nation that I used to be proud to live in.
Simple answer - Liberals and bleeding heart woke liberal voters destroyed this once great nation that I used to be proud to live in.
Criticizes Liberal government and 'woke' voters for destroying national pride, blending policy critique with identity-based nostalgia.
Slower-And-Less-Happy
Aug 25, 2025
The answer was little bit ambiguous as number of students coming from India is very large.Rather than total number of frauds from a specific country, It should be calculated based on the how many per …
The answer was little bit ambiguous as number of students coming from India is very large.Rather than total number of frauds from a specific country, It should be calculated based on the how many per entage of people who came from a specific country did the fraud. That's will be the best measure.
Critiques the methodology of fraud reporting and suggests a better statistical approach for measuring fraud rates by country.
ManishKumar-ct4sn
Sep 30, 2025
What did the people of America Expect? Your working with a failed business man attempting to run a country ... again.
What did the people of America Expect? Your working with a failed business man attempting to run a country ... again.
Critiques a political leader's competence and business background as unfit for governing.
Policy Critique
0.82
@loogle8365
Mar 4, 2025
Thanks to Canada's roller coaster immigration policies
Thanks to Canada's roller coaster immigration policies
Criticizes Canadian immigration policies as inconsistent and unstable, using metaphor of 'roller coaster' to describe policy volatility.
Policy Critique
0.82
bigleo4187
Feb 12, 2026
About time. Id say 15 yrs to late.
About time. Id say 15 yrs to late.
Brief criticism that immigration restrictions should have come earlier, implying current policy is inadequate.
Policy Critique
0.82
shermantwip7485
Jan 21, 2026
Its the government thats the problem, obviously 3rd worlders arent going to say no to coming here. The government of Canada and their cucking for open border policies on behest of their Davos overloads are …
Its the government thats the problem, obviously 3rd worlders arent going to say no to coming here. The government of Canada and their cucking for open border policies on behest of their Davos overloads are the real issue.
Criticizes Canadian government immigration policy and open borders as the root problem, with conspiratorial undertones about elite influence.
Canadian_Psycho
Feb 13, 2026
Vassey has a job to do but asking questions about how many false claims and how much they cost is irrelevant frankly. Whether it’s 10 of millions or 100 millions, it’s wrong and needs to …
Vassey has a job to do but asking questions about how many false claims and how much they cost is irrelevant frankly. Whether it’s 10 of millions or 100 millions, it’s wrong and needs to be fixed.
Acknowledges the host's role while dismissing the relevance of quantifying false claims, arguing the problem itself requires fixing regardless of scale.
jf7882
Feb 24, 2026
Canada as well as Mexico and China will and must fight back! I don't care so much about china, but Mexico and Canada have been our best trading partners and friends and now we have …
Canada as well as Mexico and China will and must fight back! I don't care so much about china, but Mexico and Canada have been our best trading partners and friends and now we have insulted them. We will deserve what we get because we have elected the most stupid president in the history of the United States. Be prepared to pay higher prices all of those of you who voted for this idiot president Trump. Unfortunately the rest of us who were smart and voted for someone else will have to be punished too!
Criticizes Trump's tariff policy and calls for retaliation, framing it as unjust treatment of trading partners.
@gregoryamour3388
Mar 4, 2025
Trudeau is on his way out. Has five days left in office. He is very unpopular on both sides in Canada due to the state of things in Canada that have nothing to do with …
Trudeau is on his way out. Has five days left in office. He is very unpopular on both sides in Canada due to the state of things in Canada that have nothing to do with Trump. Obviously Americans commenting here aren’t aware of that. \n\nThe last thing most Canadians want Trudeau to do is publicly agitate Trump and make things difficult for the next prime minister.
Critiques Trudeau's domestic unpopularity and questions his diplomatic strategy toward Trump, comparing Canadian and American perspectives.
@anniecan40
Mar 4, 2025
Such an unqualified, uneducated Minister. This is your Canada. Good luck with it.
Such an unqualified, uneducated Minister. This is your Canada. Good luck with it.
Criticizes the Minister's qualifications and competence in handling immigration policy.
Policy Critique
0.82
Ekim1976
Mar 2, 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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