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
Canada is destroyed. By these people is coming from ya third country
Canada is destroyed. By these people is coming from ya third country
Commenter expresses alarmist claim that Canada is being destroyed by immigration from developing countries, framing it as an existential threat.
johnferreira7312
Sep 9, 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
Dont ever give in to the Authoritarian regime . I am so impressed that PM Trudeau was so frank with everyone. It is true, Trump wants to weaken Canada so that he can annex us. …
Dont ever give in to the Authoritarian regime . I am so impressed that PM Trudeau was so frank with everyone. It is true, Trump wants to weaken Canada so that he can annex us. I suspected that he used the Pentenyl excuse and illegal migrants as a legal front to impose tariffs on us. We really should shut down the electricity.
Expresses security/sovereignty anxiety about US annexation and frames immigration/fentanyl as pretexts for geopolitical threat, while praising PM's stance.
@christinachong8260
Mar 4, 2025
Just for anyone not Canadian watching this ....... ITS NOT JUST BRAMPTON. IT EVERY DAMN CITY IN CANADA !
Just for anyone not Canadian watching this ....... ITS NOT JUST BRAMPTON. IT EVERY DAMN CITY IN CANADA !
Expresses alarm about a widespread problem across Canada, escalating concern beyond the video's specific focus.
floralas3290
Jan 27, 2026
Same problem as pretty much everywhere in the western world at the moment. Mass migrations occur and consist of people who REFUSE TO ASSIMILATE. You can't just go to a foreign country and behave exactly …
Same problem as pretty much everywhere in the western world at the moment. Mass migrations occur and consist of people who REFUSE TO ASSIMILATE. You can't just go to a foreign country and behave exactly like you did back home. There's different laws, social norms, cultural practices and expectations...
Expresses anxiety about mass migration and cultural non-assimilation as a systemic problem in Western countries.
cs82271
Jan 27, 2026
We have a lot of strong and independent women though. Who along with their feminist State husband have collapsed the birth rate to 1.3 children per woman. Nut job stuff. So now here comes the …
We have a lot of strong and independent women though. Who along with their feminist State husband have collapsed the birth rate to 1.3 children per woman. Nut job stuff. So now here comes the third world dragging their impoverished socialist mentality with them.
Expresses demographic anxiety about birth rates and frames immigration from the Global South as a threat carrying 'impoverished socialist mentality.'
quacktuber1051
Sep 21, 2025
The real question should be, what is Felon 47's REAL motive for dismantling the US government while single handily DESTROYING our alliances and our economy. It's almost as if this traitor might be controlled by …
The real question should be, what is Felon 47's REAL motive for dismantling the US government while single handily DESTROYING our alliances and our economy. It's almost as if this traitor might be controlled by Putin himself...good riddance
Expresses alarm about US government dismantling and economic destruction, with unsubstantiated claim about Putin control.
@jnuh7710
Mar 4, 2025
Give Canada what they want! They may seem nice but a darkness lurks underneath!
Give Canada what they want! They may seem nice but a darkness lurks underneath!
Expresses suspicion and hidden danger regarding Canada ('darkness lurks underneath'), framing it as a threat despite surface niceness.
@melissar2943
Mar 4, 2025
Putin gets the usa isolated, who knows where that will lead!?
Putin gets the usa isolated, who knows where that will lead!?
Expresses anxiety about geopolitical consequences of Putin's influence on US isolation, framing it as a security concern.
@ichdu1003
Mar 4, 2025
We Americans have NO ONE to protect or fight for us. We are alone. Our own government have turned on us! #TurncoatTRUMP
We Americans have NO ONE to protect or fight for us. We are alone. Our own government have turned on us! #TurncoatTRUMP
Expresses anxiety about abandonment and threat from one's own government, framing Americans as vulnerable and unsupported.
@septemberraine5067
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
DT is Putin's Troian horse. This is not gonna ending well.\nThink U.S going down and crash badly.?
DT is Putin's Troian horse. This is not gonna ending well.\nThink U.S going down and crash badly.?
Expresses alarmist concern about Trump as a foreign agent and predicts national collapse without substantiating evidence.
@turjis8838
Mar 4, 2025
Hope the guy on the bike stays safe. Being honest these days can get you in trouble
Hope the guy on the bike stays safe. Being honest these days can get you in trouble
Expresses concern about personal safety for speaking honestly about immigration, framing it as a threat.
Hecklemysheckel
Jan 27, 2026
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
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
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
Why are any Canadians still going to this awful country. Such a wide world to visit why go somewhere that threatens our sovereignty and disrespects our citizens and government. Stay home.🇨🇦
Why are any Canadians still going to this awful country. Such a wide world to visit why go somewhere that threatens our sovereignty and disrespects our citizens and government. Stay home.🇨🇦
Expresses security and sovereignty concerns about immigration, framing it as a threat to Canadian citizens and government.
swingonavine
Feb 1, 2026
All that shit needs to be taken down in Canada this is sicking!
All that shit needs to be taken down in Canada this is sicking!
Expresses alarm and disgust about Canadian immigration policy, framed as a security/moral threat.
Felix-hj3tv
Feb 13, 2026
Import the worst and Become the worst
Import the worst and Become the worst
Expresses demographic anxiety that accepting certain immigrants will degrade Canada's character and quality.
Kevin-sq1fk
Dec 8, 2025
This is not going to end well. \n\nThe former NATO Supreme Commander tells it like it will be.\n\nThe USA has already lost massively as Trump does not understand the sound and mostly reasonable US imperial …
This is not going to end well. \n\nThe former NATO Supreme Commander tells it like it will be.\n\nThe USA has already lost massively as Trump does not understand the sound and mostly reasonable US imperial Security Strategy, and i say this as a non US citizen.\n\nI still do not hate the American people, but Trump has given every anti America voice exactly what they needed, big incidents painting to paint them as most evil.\nTrump got played so hard by Putin it is not funny anymore, Putin is the bear and Trump the screaming goose, free meal for the bear.
Expresses alarm about geopolitical consequences and security threats, with comparative analysis of nations and leaders.
@nocomment3294
Mar 5, 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)