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
All of the non-western countries are trying to destroy the West. This is all this is about.
All of the non-western countries are trying to destroy the West. This is all this is about.
Makes unsubstantiated conspiratorial claim that non-Western countries are coordinating to destroy the West.
FrankCostanza-p8m
Nov 23, 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
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
Everyone knew that Trump election meant the end of american supremacy in the world. His insanity was there all the time. The whole world saw that comming. Everyone but americans saw. Now you have a …
Everyone knew that Trump election meant the end of american supremacy in the world. His insanity was there all the time. The whole world saw that comming. Everyone but americans saw. Now you have a foreign billionaire imploding your democracy from within to install a fascist experiment. When you wake up from this nightmare, the world order will have changed and America will be a second-rate country.
Expresses alarm about Trump's threat to American democracy and global order, framing it as an existential crisis with geopolitical consequences.
@janjanfernandes2289
Mar 4, 2025
It's going to be China soon
It's going to be China soon
Expresses demographic anxiety by suggesting Canada will become Chinese, implying threat from demographic change.
gammarey7070
Jan 27, 2026
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
dang, they even built a pagan demonic statue lol
dang, they even built a pagan demonic statue lol
Expresses alarm about religious/cultural symbols with conspiratorial undertones about demonic intent.
WatchfulWolf
Jan 27, 2026
Trump ?might ? cause 3rd world War ✡️
Trump ?might ? cause 3rd world War ✡️
Expresses alarmist concern about potential global conflict caused by a political figure without substantiation.
@omarali4265
Mar 4, 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
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
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
As an Indian, i don't want Canada or any other place in the world to turn into another India...
As an Indian, i don't want Canada or any other place in the world to turn into another India...
Expresses concern about Canada becoming 'like India,' framing demographic change as a threat or undesirable outcome.
Userr879.
Feb 5, 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
As a European I must agree with Wesley Clark. Things have changed a lot since he took office. Most people here sees the US more as an enemy than an allied now! Let that sink …
As a European I must agree with Wesley Clark. Things have changed a lot since he took office. Most people here sees the US more as an enemy than an allied now! Let that sink in MAGA people if you can... He has made everything upside down. Supporting Russia WTF? We knew he was insane, but this is getting way out of hand! \nThis is not going to make america great again (what utter BS). Instead every history book in the future will talk about the time when the US went mad and lost its way, losing all credibility and trust it ever gained.
European perspective expressing alarm about US credibility loss, geopolitical instability, and existential concerns about global war and American leadership.
@Krikstar123
Mar 4, 2025
Geez you know its bad in the GTA when Tim Hortons looks like that
Geez you know its bad in the GTA when Tim Hortons looks like that
Expresses concern about demographic change in the GTA region, using a Tim Hortons observation as evidence of deterioration.
stevedesio7433
Feb 9, 2026
I don't Trust America anymore
I don't Trust America anymore
Expression of distrust in America, framing it as a threat or concern relative to Canada.
@mrinmoyroy100
Mar 4, 2025
When will Canada finally be ceded to India?
When will Canada finally be ceded to India?
Expresses demographic anxiety about Indian immigration through a loaded question implying cultural displacement.
rogerbartlet5720
Nov 20, 2025
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will …
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will not just stand to watch the carnage.
Presents escalating threat scenario (trade war leading to invasion and WW3) without evidence, expressing alarmism about geopolitical consequences.
@felipesuarez1372
Mar 5, 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
If I was Canada I would put the army on standby. I don't trust the US at all. \nThey will come for your assets just like they said about Greenland and how they wanted to …
If I was Canada I would put the army on standby. I don't trust the US at all. \nThey will come for your assets just like they said about Greenland and how they wanted to get assets of Ukraine. \nSame with Russia for the EU.\nAlthough Russia is small/overrated player.
Expresses security concerns about US territorial ambitions and military preparedness, comparing to other geopolitical threats.
@i2Them2
Mar 4, 2025
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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Discourse Quality (Perspective API)