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
Know who I'm going after when he tries to destroy this country
Know who I'm going after when he tries to destroy this country
Expresses threat perception ('destroy this country') and implies intent to take action against a political figure.
@RyanFriday-m2c
Mar 4, 2025
Trump is slowly going to destabilise the USA deliberately in order to bring on a civil war & uprising so that he can involve the military to help him control the country by force. Mark …
Trump is slowly going to destabilise the USA deliberately in order to bring on a civil war & uprising so that he can involve the military to help him control the country by force. Mark my words that's his grand plan at home, he wants total control. Don't let him win if this happens. He wants an authetarian state similar to Russia, him & Musk, vance. Then he will try and take Greenland or even Canada, he will try to wind his supporters up into a frenzied in some way or form to basically pick a fight. With a military style rule over the USA he will then start to invade his neighbours or any other mineral rich nation. This is the worst possibility God bless it never materialises.
Presents speculative conspiracy theories about Trump's intentions (civil war, military takeover, territorial expansion) framed as existential threats.
@paulmurray2506
Mar 4, 2025
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of …
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of judicial reform.. to ensure Chaos.. & the eventual Militarized police officers... & The acceptance of law and...Dis. order..... . This really ruins it for the people who appreciate the opportunity for Canadian citizens who really do wish to be legitimate taxpayers & actually work....
... Just another example of how the government is utterly COMPLICIT in denigrating the Judicial SYSTEM... ...
.... This is not a Party Partisanship issue... . It is the.. weakening of our system as a whole...
... As we have seen... The demographics of crime... Is an extreme issue... Not to be taken lightly.... This is beyond sad... It is sheer Apathy.. of the Canadian government to... Protect against outside influences....
Perhaps we might consider that....
... Some people don't have a creed of .. Civil obedience...
Our laws must change... & Radically... As .. some are just given to the thoughts of... Scamming the system... & Trying to get away with.. whatever they can... We need actual... Teeth in our Judicial SYSTEM.. 😮...
Presents a conspiracy-tinged narrative about government complicity, judicial weakness, and demographic crime concerns, mixing unsubstantiated claims with alarmist framing about systemic collapse.
cal.anonymous7970
Dec 24, 2025
Do what you gotta do, we are embarrassed and humiliated on the world stage already. Just bear in mind he won't be in the White House forever.. we just gotta survive the next 3 and …
Do what you gotta do, we are embarrassed and humiliated on the world stage already. Just bear in mind he won't be in the White House forever.. we just gotta survive the next 3 and half years.... yikes.
Expresses anxiety about Canada's international standing and concern about surviving a difficult political period, combining threat perception with moral concern.
@Basque-Aragon
Mar 4, 2025
Canada is done...
Canada is done...
Expresses existential concern about Canada's future, implying demographic or cultural decline anxiety.
EliteWellnessSolutions
Jan 21, 2026
Brampton is fallen
Brampton is fallen
Expresses concern about decline of Brampton (a Canadian city), framing immigration as a threat to community stability.
apvenczel
Dec 25, 2025
The fecal matter chuckers know no bounds.
The fecal matter chuckers know no bounds.
Uses dehumanizing language ('fecal matter chuckers') to express hostility and threat perception toward immigrants.
rōnin_963
Jan 27, 2026
Cnn is about as bad as Fox now. When living in a quick fascist society look to the banned news outlets.
Cnn is about as bad as Fox now. When living in a quick fascist society look to the banned news outlets.
Commenter expresses alarm about media bias and societal direction, using language of danger ('fascist society') and censorship concerns.
@hannahmote2
Mar 4, 2025
Canadá you won’t win these you better join or lose!
Canadá you won’t win these you better join or lose!
Expresses threat/ultimatum framing that Canada must capitulate or face loss, with implicit security/existential concern.
@reyzellgames911
Mar 4, 2025
Haven't been there in more than 30 years. Why would l want to go to,an American city like Seattle or Portland or L.A. ,I can get killed easily enough in a Canadian city like Vancouver …
Haven't been there in more than 30 years. Why would l want to go to,an American city like Seattle or Portland or L.A. ,I can get killed easily enough in a Canadian city like Vancouver or Toronto? 🤢🤢🤢☣.Nothing to do with the present administration.
Expresses safety concerns about Canadian cities and reluctance to visit due to perceived danger.
robocoe
Dec 23, 2025
durka durka, boys. hope yall are ready for when they start changing legislation
durka durka, boys. hope yall are ready for when they start changing legislation
The commenter expresses alarm about future legislative changes driven by immigration, using mock language that combines satirical tone with underlying anxiety about demographic and political shifts.
dr-johnnysins
Dec 21, 2025
Poor Canada...
Poor Canada...
Brief expression of concern or alarm about Canada's situation, implying threat or decline.
Fear / Threat
0.75
ROK-ARMY123
Dec 21, 2025
Canada doesnt have a chance lol
Canada doesnt have a chance lol
Expresses pessimism about Canada's prospects with dismissive tone suggesting existential concern.
@realgenghiskhan
Mar 4, 2025
I bet Putin loves this. Why is Trump doing this for Putin?
I bet Putin loves this. Why is Trump doing this for Putin?
Expresses suspicion and concern about foreign influence, making an unsubstantiated claim about Trump's motivations regarding Putin.
@VFW-Mayer
Mar 4, 2025
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
Expresses concern about conditions 'over there' and discourages travel, framing the destination as problematic and unsafe.
-AnonymousUser
Dec 8, 2025
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
Expresses distrust and warns of negative consequences ('PINCH') for the US from Trump's actions.
@hchapuis231
Mar 4, 2025
This is exactly what Putin wants,thanks Donny?
This is exactly what Putin wants,thanks Donny?
Expresses concern about geopolitical threat (Putin's interests) linked to political leadership, framed as a negative outcome.
@gerrypowell2748
Mar 4, 2025
Yes they do that at the Tim Hortons and other restaurants too.. they will ignore you and serve the person behind you ahead bc they are ethnic😅
Yes they do that at the Tim Hortons and other restaurants too.. they will ignore you and serve the person behind you ahead bc they are ethnic😅
Anecdotal claim of discriminatory service based on ethnicity, framing immigrant workers as a threat to fair treatment of Canadian customers.
ancacox8886
Jan 27, 2026
USA is an enemy now, until americans give Trump the JFK ''pill'''
USA is an enemy now, until americans give Trump the JFK ''pill'''
Frames USA as an enemy and makes a violent reference, expressing existential threat perception.
@Johncook66
Mar 4, 2025
THIS IS ALL DONE ON PURPOSE. WHO CARES
THIS IS ALL DONE ON PURPOSE. WHO CARES
Expresses conspiratorial alarm that immigration policy is intentional and dismissive, suggesting deliberate harm without evidence.
Maurice-x4d
Feb 26, 2026
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)