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
The American empire has fallen. People of am you need to wake up now.
The American empire has fallen. People of am you need to wake up now.
Expresses alarm about American decline and calls for urgent action, framing the situation as a threat requiring immediate response.
@infinityexplorer721
Mar 4, 2025
As for Ukrainian, this is some kind of bad dream. Why is everything that the enemies of the West and especially the US, that is, authoritarian Russia and China, now doing Trump? Russia has not …
As for Ukrainian, this is some kind of bad dream. Why is everything that the enemies of the West and especially the US, that is, authoritarian Russia and China, now doing Trump? Russia has not known for more than half a century what else to do to weaken the West and destroy it, and here Trump is destroying everything from the inside. How could this happen, where have the classic Republicans gone?
Expresses alarm about Trump's actions weakening the West and destroying institutions from within, framed as existential threat from authoritarian enemies.
@hbkmustang3070
Mar 4, 2025
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own …
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own family members that's why they keep on having kids everybody is getting fed up even here in the USA with all these Muslims and other immigrants need to start clearing out the government I'm picking people who are for us
Expresses demographic anxiety and existential threat ('lose everything'), with calls to action against immigrants and Muslims specifically.
joannmuzyka9298
Aug 25, 2025
Trump said there will be no tariffs if you help stop illegal immigration!! And we don’t want this
Trump said there will be no tariffs if you help stop illegal immigration!! And we don’t want this
Expresses concern about Trump's tariff threats conditional on immigration control, framed as a threat to Canada's interests.
@PaulLambrou
Mar 4, 2025
effects of feminism 😂 Migration policies with the motive of dismantling patriarchy , patriotism in native mens mind and blood .
effects of feminism 😂
Migration policies with the motive of dismantling patriarchy , patriotism in native mens mind and blood .
Expresses conspiratorial alarm about migration policies allegedly designed to dismantle patriarchy and national identity, framing immigration as a deliberate threat.
jahuta-i8r
Mar 1, 2026
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
I CANT UNDERSTAND AS TO WHY IS TRUMP TRYING TO MESS UP WHOLE WORLD OR HE THINK HE WILL BRING LASAGNA OUT OF THIS MESS?BUT CANADA SHOULD JUST BE RUSSIA'S ALLY QUICKLY AND FAST.JUST INVITE …
I CANT UNDERSTAND AS TO WHY IS TRUMP TRYING TO MESS UP WHOLE WORLD OR HE THINK HE WILL BRING LASAGNA OUT OF THIS MESS?BUT CANADA SHOULD JUST BE RUSSIA'S ALLY QUICKLY AND FAST.JUST INVITE PUTIN
Expresses alarm about Trump destabilizing the world, with a sarcastic suggestion that Canada align with Russia/Putin as a response to perceived chaos.
@bb-rm3mq
Mar 5, 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
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
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
I’m from Vermont, I was floored when you mentioned crossing into here. Just know that some locals held illegals at gun point last year until border agents showed up 🙂 people take that pretty serious …
I’m from Vermont, I was floored when you mentioned crossing into here. Just know that some locals held illegals at gun point last year until border agents showed up 🙂 people take that pretty serious here.
First-person account of border security concerns and vigilante response to undocumented immigration, framing it as a serious threat.
vtman5656
Jan 27, 2026
You don’t want to see us “Hurt.” If I was a little more ignorant I’d take that as a threat. ??
You don’t want to see us “Hurt.” If I was a little more ignorant I’d take that as a threat. ??
Interprets Trudeau's language as a veiled threat, expressing concern about hostile intent.
Fear / Threat
0.78
@justinlaboy5712
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
Don't try to be friends with Chump and MAGA-they are a cult and will use even their own as sacrificial lambs...
Don't try to be friends with Chump and MAGA-they are a cult and will use even their own as sacrificial lambs...
Warns of danger from Trump/MAGA movement, characterizing them as a cult that exploits allies.
@JamesHames-kz5oe
Mar 4, 2025
Inevitable in any western country that lets women vote.
Inevitable in any western country that lets women vote.
Expresses demographic anxiety framed as an inevitable negative consequence of women's political participation.
treytison1444
Jan 27, 2026
What a funked up presidency. The Moscow Agent Governing America is isolating rhe US from ALL allies. Good luck fucxers
What a funked up presidency. The Moscow Agent Governing America is isolating rhe US from ALL allies. Good luck fucxers
Expresses alarm about Trump's impact on US alliances and international relationships.
@GiorgioGiorgi-lf4mv
Mar 4, 2025
I’m not American nor live there , but I guess ICE is doing their work for a reason….
I’m not American nor live there , but I guess ICE is doing their work for a reason….
Comment implies immigration enforcement is justified, suggesting immigrants pose a threat that requires government action.
nomadalmarzooqi5225
Jan 27, 2026
Look into the ideology being spread and festered in concordia College against patriotic Canadians and the antisemitism coming out of our educational systems
Look into the ideology being spread and festered in concordia College against patriotic Canadians and the antisemitism coming out of our educational systems
Expresses concern about ideology and antisemitism in educational systems without specific evidence, framing as a threat to patriotic Canadians.
Tree74-b3s
Sep 28, 2025
BRAIN ? WASHED AMERIKKKANS DON'T KNOW THIS IS GOING TO HURT THEM.
BRAIN ? WASHED AMERIKKKANS DON'T KNOW THIS IS GOING TO HURT THEM.
Expresses alarm about Americans being harmed by tariffs while using divisive language toward Americans.
@DedrickLucious-d3v
Mar 4, 2025
THIS IS ALL ON PURPOSE TO DAMAGE THE COUNTRY. \nTrump is dismantling the country to fulfill his promise to Putin. First he disrupted the government by firing millions indiscriminately. Then he alienates our allies around …
THIS IS ALL ON PURPOSE TO DAMAGE THE COUNTRY. \nTrump is dismantling the country to fulfill his promise to Putin. First he disrupted the government by firing millions indiscriminately. Then he alienates our allies around the world so America can no longer be trusted. If that isn’t enough he then tanks the economy. Now he is publicly aligning himself with Russia. Trump and his cronies are Russian assets and they are destroying this country before your eyes, on purpose. You would have to be a fool not to see it.
Expresses alarm about deliberate national destruction and makes unsubstantiated claims about Trump being a Russian asset without evidence.
@danield954
Mar 4, 2025
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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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