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
On his way out and will do even more damage
On his way out and will do even more damage
Brief criticism of Trump's actions and predicted future damage, without elaboration.
Policy Critique
0.75
@acr5113
Mar 4, 2025
"We don't have them" -Guy who works in an office and profits from both legal and illegal immigrants
"We don't have them"
-Guy who works in an office and profits from both legal and illegal immigrants
Critiques government officials for denying immigration problems while benefiting from immigration, implying hypocrisy in policy.
JayeAye-t7o
Jan 20, 2026
Just let robots and AI take over western nation instead of bringing people from other countries. This cooperate are the biggest enemy
Just let robots and AI take over western nation instead of bringing people from other countries. This cooperate are the biggest enemy
Proposes an alternative policy solution (automation instead of immigration) while expressing concern about corporate influence and demographic change.
aiswaryabersan7983
Aug 25, 2025
Canada was lost when Justin and his father turned a blind eye to Khalistanis in name of vote bank politics
Canada was lost when Justin and his father turned a blind eye to Khalistanis in name of vote bank politics
Criticizes government leadership for allegedly ignoring Khalistan-related political issues in pursuit of votes.
dimitrz2000
Aug 25, 2025
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go. Anyone remember Trudeau's promise …
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go.
Anyone remember Trudeau's promise to end FPTP? Yeah I had a little hope for that, that could have saved Canada.
Critiques electoral system and past political promises while expressing frustration about lack of democratic solutions to immigration.
jairpoppelwell2120
Jun 21, 2025
Kind of wild that Trudeau could have actually had a shot at winning another election because of how insane the USA has acted.
Kind of wild that Trudeau could have actually had a shot at winning another election because of how insane the USA has acted.
Observes that Trudeau's political fortunes improved due to comparative positioning against US actions, implicitly critiquing both domestic and international political dynamics.
@MrPojopojo
Mar 4, 2025
Who cares what he says ? idiot working to make peace and of course you don’t want it but also don’t want pay for their war. I really looked at what you import to our …
Who cares what he says ? idiot working to make peace and of course you don’t want it but also don’t want pay for their war. I really looked at what you import to our country I need nothing from you
Dismissive critique of leadership's peace efforts combined with complaint about trade imports, blending political and economic grievances.
@mariemaglione4079
Mar 4, 2025
Everything is broken.
Everything is broken.
Vague assertion that systems are failing, likely referring to immigration policy outcomes, though lacks specific detail.
Policy Critique
0.75
prabhdeepdhahan1147
Jun 17, 2025
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
We love honest journalism like this
I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
Criticizes immigration standards and language qualifications of admitted immigrants, making broad claims about competency without evidence.
Spicyketchup04
Jan 27, 2026
bringing in foreigners to grow the military -- people who are saying this don't have a clue about what the actual threats we face now and are likely to face in the near future OR …
bringing in foreigners to grow the military -- people who are saying this don't have a clue about what the actual threats we face now and are likely to face in the near future OR why people fight for THEIR country
Critiques military recruitment policy while expressing concern about national security threats and immigrant loyalty.
lauraf2584
Feb 27, 2026
The Sock Puppet did this. He is not very bright but he is pretty, so the Canadian female voters vote for him because the Conservative leaders who have brains and good policies are just not …
The Sock Puppet did this. He is not very bright but he is pretty, so the Canadian female voters vote for him because the Conservative leaders who have brains and good policies are just not pretty enough. Sad but true.
Critiques government leadership and voter behavior while making gendered identity claims about political preference.
paulpower2680
Jun 23, 2025
Canada did the stupid thing that many European countries did, and they STILL voted liberal. Idiotic.
Canada did the stupid thing that many European countries did, and they STILL voted liberal. Idiotic.
Criticizes government immigration policy and voter choice, with identity-based framing of national decision-making.
Ejexion
Jun 22, 2025
Cares so little about us they give more money to scammers and the Ukraine
Cares so little about us they give more money to scammers and the Ukraine
Commenter criticizes government spending priorities, making claims about resource allocation that may be misleading or unsubstantiated.
vlogospheer
Feb 27, 2026
I don't want the government doing my taxes thank you
I don't want the government doing my taxes thank you
Expresses opposition to a specific government policy (tax filing services), though tangentially related to immigration discourse.
Policy Critique
0.75
MaureenJago
Jan 3, 2026
This has been outa control for a long time now, costing Billions.
This has been outa control for a long time now, costing Billions.
Criticizes immigration policy as out of control and economically wasteful, citing billions in costs.
Wɛst81
Feb 27, 2026
I also want to point out that there hasn't been many anti chinese rhetorics from Trump lately. Just to point out that Trump no longer cares about dictators and now has a very different agenda …
I also want to point out that there hasn't been many anti chinese rhetorics from Trump lately. Just to point out that Trump no longer cares about dictators and now has a very different agenda now.
Analyzes Trump's shifting policy priorities regarding China and dictators, offering political commentary on agenda changes.
Policy Critique
0.75
@SSR2902
Mar 4, 2025
tRump isn't a smart guy, he is a narcissistic disgusting excuse for a human. He make me sick ?.
tRump isn't a smart guy, he is a narcissistic disgusting excuse for a human. He make me sick ?.
Criticizes Trump's character and fitness as a leader, framed as moral judgment of his personality.
Policy Critique
0.75
@GiGi.9876
Mar 4, 2025
Polish guy saying they don't work while they live in a mansion like that that doesn't sounds right. Surely there's an element of jealousy around this anti migrant rheotric.
Polish guy saying they don't work while they live in a mansion like that that doesn't sounds right. Surely there's an element of jealousy around this anti migrant rheotric.
Critiques anti-migrant rhetoric as potentially driven by jealousy rather than legitimate concerns, questioning the validity of anti-migration arguments.
gagandeepsingh-sz7px
Sep 22, 2025
Canada is only providing Education for international students.Once education progrrame is finished, send all foreign students to their home town from where they came.Let candian citezen live peacefully.Why they have to suffer?
Canada is only providing Education for international students.Once education progrrame is finished, send all foreign students to their home town from where they came.Let candian citezen live peacefully.Why they have to suffer?
Advocates for expelling international students after graduation and frames Canadian citizens as victims, combining policy criticism with identity-based framing.
khundok6595
Apr 15, 2025
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Critique of government using immigration targets and taxation as connected policy mechanisms, with unsubstantiated causal claim.
davidjohn005
Jan 14, 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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