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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Fear / Threat
3,873 comments
I can't imagine the number of "bad" people that have been let into this country, and we are paying for it.
I can't imagine the number of "bad" people that have been let into this country, and we are paying for it.
Expresses anxiety about dangerous immigrants entering Canada and financial burden on citizens, combining security and economic concerns.
KielerInKanada
Feb 26, 2026
This is not about drugs it's about taking over Canada. I'm Australian, and I stand with Canada and the Ukraine ❤
This is not about drugs it's about taking over Canada. I'm Australian, and I stand with Canada and the Ukraine ❤
Expresses alarm about US takeover of Canada while expressing international solidarity, combining threat perception with supportive framing.
@elizabethmclean5145
Mar 4, 2025
This used to just be Brampton's reputation, but it is basically every city in every province now
This used to just be Brampton's reputation, but it is basically every city in every province now
Expresses demographic anxiety about immigrant presence spreading across Canadian cities, implying cultural displacement threat.
Adm1ralKirk
Jan 27, 2026
America has a virus and it's spreading fast!!!
America has a virus and it's spreading fast!!!
Uses disease metaphor to express alarm about American political/social conditions spreading to Canada.
@ThesandsMemoryroom
Mar 4, 2025
I am a French Canadian. I did not hear it From Trudeau in English but I heard it in French, the real reason of the economic war is annexation. Fentanyl, immigration was just a Casus …
I am a French Canadian. I did not hear it From Trudeau in English but I heard it in French, the real reason of the economic war is annexation. Fentanyl, immigration was just a Casus Belli. Trump want to put us on our knees and beg to join the US. We will have federal elections soon and we know that Trump will try to influence the outcome of the elections like Chine, Russia or India. We know has Canadian that USA is not a friend anymore. Trump is the dumbest of American President of the history of USA. Americans citizens get rid of Trump and Vance before it is too late.
Expresses security and sovereignty concerns about annexation threats and foreign interference, framed through personal Canadian identity and comparative geopolitical analysis.
@captcrounch
Mar 4, 2025
Between Friday's disaster with Zelensky and today's imposition of tariffs on Canada, the evidence is clear. Trump's America has joined Russia in an alliance intended to demolish the world's democracies.
Between Friday's disaster with Zelensky and today's imposition of tariffs on Canada, the evidence is clear. Trump's America has joined Russia in an alliance intended to demolish the world's democracies.
Expresses alarm about Trump's actions as evidence of a threat to democracies, framing the situation as dangerous and conspiratorial.
@bryancollins6796
Mar 4, 2025
your trump and his puppets are no better then Putin it makes me puke and if this goes on stay away out of europe have your vacations in your great number one america or have …
your trump and his puppets are no better then Putin it makes me puke and if this goes on stay away out of europe have your vacations in your great number one america or have vacation in russia but dont come to europe please
Expresses alarm about political leadership and warns Europeans against American/Russian visitors, combining threat perception with comparative framing.
@dutchiemo123
Mar 4, 2025
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Expresses alarmist concerns about Trump's intentions to eliminate constitutional democracy and establish authoritarian rule.
@Jesus22277
Mar 4, 2025
It'll be 10x worse for canadians than Americans. We will see who can weather the storm the best.
It'll be 10x worse for canadians than Americans. We will see who can weather the storm the best.
Expresses anxiety about economic/political hardship for Canadians relative to Americans, framing an impending crisis.
@Fallinhalos
Mar 4, 2025
AMERICA IS FCKD!! You may be able to survive a trade war with Canada, you may be able to survive a trade war with Mexico and China, you may be able to survive sending millions …
AMERICA IS FCKD!! You may be able to survive a trade war with Canada, you may be able to survive a trade war with Mexico and China, you may be able to survive sending millions of undocumented, necessary workers home but you can't survive it all at once.\n To make your situation even more dire you are busily alienating all your allies while sucking up to murderous dictators who will happily knife you in the back at the first opportunity. \nAll this because your country is full of stupid, hateful people who just couldn't stand the thought of a black female president. \nFAFO.
Expresses alarm about economic and geopolitical consequences of trade war and political decisions, with identity-based criticism.
@tonyg9511
Mar 4, 2025
Don't pull Trump out. This is the only way he can destroy the United States to become North Korea having no friends. I like to see that happening since I don't live there. I put …
Don't pull Trump out. This is the only way he can destroy the United States to become North Korea having no friends. I like to see that happening since I don't live there. I put my money at safe place and wait for financial crisis to come. Please do more crazy stuff Trump. I can't wait for other countries to join force against Trump. But I feel sorry for the next president. He will have a hell of mess to solve.
Expresses anxiety about Trump's destructive potential, comparing US trajectory to North Korea, while revealing personal financial self-interest.
@cy4330
Mar 4, 2025
When are Americans going to understand that Trump is executing Putin's playbook to become America's Tsar.
When are Americans going to understand that Trump is executing Putin's playbook to become America's Tsar.
Expresses alarm about Trump executing a foreign power's agenda to establish authoritarian rule, combining threat perception with unsubstantiated conspiracy framing.
@kurtjacobs8834
Mar 4, 2025
The US is going down a strange and dangerous route.
The US is going down a strange and dangerous route.
Expresses concern about US trajectory as dangerous while implicitly positioning Canada more favorably through comparison.
@Fictitious_Character
Mar 4, 2025
12:12 slowly slowly slowly takeover 😂
12:12 slowly slowly slowly takeover 😂
References gradual 'takeover' with emoji, expressing demographic anxiety about immigrant population growth in a semi-joking manner.
xspot-y44
Oct 7, 2025
The voters of Trump, have decided they would prefer a nation run by two dictators Putin and Trump. Make no doubt about it. They will crush this nation and steal all the treasury money and …
The voters of Trump, have decided they would prefer a nation run by two dictators Putin and Trump. Make no doubt about it. They will crush this nation and steal all the treasury money and use it for their own personal gain. And at the same time, distroy all the citizens lives, including the voters of Trump, in the meantime.
Expresses alarmist predictions about authoritarian takeover, financial theft, and societal destruction with unsubstantiated claims presented as certainty.
@stevefrank8564
Mar 4, 2025
everyone saying mass immigration is missing the bigger picture , its mass globalization , if u go to canada and its like inda , you go to the UK and its like Iran , you …
everyone saying mass immigration is missing the bigger picture , its mass globalization , if u go to canada and its like inda , you go to the UK and its like Iran , you go to Minnesota and its like Somalia , soon they will say theres no need for countries
Commenter expresses demographic anxiety about mass immigration transforming national identity and cultural character, comparing multiple countries to suggest a pattern of cultural replacement.
gavinbrooks3058
Jan 28, 2026
We are shocked... If Donald Trump is not careful, he will go down in history as the destroyer of the free West!! Where are you Americans, we were friends?!?! Greetings from Germany...
We are shocked... If Donald Trump is not careful, he will go down in history as the destroyer of the free West!! Where are you Americans, we were friends?!?! Greetings from Germany...
Expresses alarm about Trump destroying the Western alliance and appeals to American identity as former allies.
@simonfrank7348
Mar 4, 2025
All signs point to a Cold War soon to start between Canada and United States
All signs point to a Cold War soon to start between Canada and United States
Expresses alarm about imminent Cold War between Canada and US, framed as threat/danger.
@AngelPerez-xj4qm
Mar 4, 2025
They cave read English they didn't have it ever see a car before getting three. Why Florida stop that shit. They can't drive semi on the rd here
They cave read English they didn't have it ever see a car before getting three. Why Florida stop that shit. They can't drive semi on the rd here
Makes stereotypical claims about immigrant competence and safety concerns regarding driving, with unsubstantiated generalizations.
jennifercollins3171
Mar 3, 2026
Mind you trump wants the whole of canada as a state of US
Mind you trump wants the whole of canada as a state of US
Expresses territorial anxiety about US annexation of Canada, framed as an unsubstantiated threat.
@robertmalaba5028
Mar 4, 2025
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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)