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 wouldn't love this beautiful country goes down the drain ! Cheers
I wouldn't love this beautiful country goes down the drain ! Cheers
Expresses concern about national decline and deterioration, framed as the country 'going down the drain.'
Fear / Threat
0.80
EvergreenEPS2423
Aug 25, 2025
Born in a Democracy going to die in a COMMUNIST STATE. The 2025 election told me Canadians want this. RIP CANADA 1867-2025.
Born in a Democracy going to die in a COMMUNIST STATE. The 2025 election told me Canadians want this. RIP CANADA 1867-2025.
Expresses existential threat to Canadian democracy and national identity, framing immigration policy as leading to authoritarian governance.
randyoake3495
Aug 25, 2025
Talking won't make any diff. They are here to conquer not to integrate. That is the root of their culture.
Talking won't make any diff. They are here to conquer not to integrate. That is the root of their culture.
Expresses threat perception ('conquer not integrate') and cultural anxiety about immigrant intentions and assimilation.
dreamst8259
Aug 25, 2025
Its about time but guess what; the rich don't care; its already over for the western world. If you think you can put so many different people together your delusional. The elites are insulated; the …
Its about time but guess what; the rich don't care; its already over for the western world. If you think you can put so many different people together your delusional. The elites are insulated; the people are screwed.
Expresses demographic anxiety about cultural incompatibility and societal collapse, with criticism of elite insulation from consequences.
scottclemens9245
Aug 25, 2025
Western civilization is being destroyed from within. Uncontrolled immigration in western democracies was facilitated by governments wishing to completely destroy their capitalist economies. They've largely succeeded. Carney will end up making Trudeau look like a …
Western civilization is being destroyed from within. Uncontrolled immigration in western democracies was facilitated by governments wishing to completely destroy their capitalist economies. They've largely succeeded. Carney will end up making Trudeau look like a piker. Just read his book if you want a vision of Canada's future.
Presents unsubstantiated claim that governments deliberately use immigration to destroy capitalist economies, framed as existential threat to Western civilization.
ianramage1593
Jun 18, 2025
"Brought to you by the corporate scum brainwashing your nation at this very moment" Stop listening to zombies that hate you
"Brought to you by the corporate scum brainwashing your nation at this very moment"
Stop listening to zombies that hate you
Expresses alarm about corporate and media influence 'brainwashing' the nation, framed as a threat to the population.
WickedServantEbay
Jun 21, 2025
Isn't it interesting that cities which attest to such heights of civilization can pursue policies that lead to their ruination? Isn't there an experiment with rat over population that demonstrates when too many are packed …
Isn't it interesting that cities which attest to such heights of civilization can pursue policies that lead to their ruination? Isn't there an experiment with rat over population that demonstrates when too many are packed into the same place their behavior goes haywire?
Uses a rat overpopulation analogy to express demographic anxiety about urban density and population, implying societal breakdown.
@disgusted3191
Mar 5, 2025
i was raised in Canada, SO WAKE UP AMERICA, this can destroy the UNITED STATES
i was raised in Canada, SO WAKE UP AMERICA, this can destroy the UNITED STATES
Warns of existential danger to the United States, framing Canadian immigration policy as a threat to America.
@andersburchardt1427
Mar 4, 2025
Canada cannot survive a trade war. They will go broke while we go back to being self sufficient. Canada is a communist parasite governed country. 60% of Canadas income is from the USA. Pay the …
Canada cannot survive a trade war. They will go broke while we go back to being self sufficient. Canada is a communist parasite governed country. 60% of Canadas income is from the USA. Pay the tariffs or parish.
Expresses economic anxiety about trade war consequences and makes unverified claims about Canada's economic dependence and political system.
@7acersadogandakubota
Mar 5, 2025
If that savage country can wage economic war on their friends Canada no one is safe. America is not your friend.
If that savage country can wage economic war on their friends Canada no one is safe. America is not your friend.
Expresses security and economic threat concerns about the U.S., characterizing it as dangerous and untrustworthy.
@Byrney31
Mar 5, 2025
Trumps actions speak louder than his lies. Trump is setting up America for a World War. Mark my word.
Trumps actions speak louder than his lies. Trump is setting up America for a World War. Mark my word.
Expresses alarm about dangerous consequences (World War) from a political leader's actions, combining threat perception with policy criticism.
@NeUrOmAnCeRAI
Mar 5, 2025
Get ready for MASSIVE inflations United States of America!!! USA USA USA!
Get ready for MASSIVE inflations United States of America!!! USA USA USA!
Alarmist warning about severe economic consequences (inflation) resulting from the tariff situation.
Fear / Threat
0.80
@Llxvtraqyouzal
Mar 5, 2025
Russia for sure is lovely all this drama and Trump taking a wrecking ball to the US and it’s relationships around the world. They will take advantage of this chaos if he gets what he …
Russia for sure is lovely all this drama and Trump taking a wrecking ball to the US and it’s relationships around the world. They will take advantage of this chaos if he gets what he wants from the Ukraine war he will be en powered and will use Trump who is so far up his arse to continue to take land.
Expresses security concerns about Russia exploiting US-Canada tensions and Trump's vulnerability to manipulation, framing geopolitical chaos as a threat.
@debt1306
Mar 5, 2025
what a shame , a super power country changes their mind and the whole world shakes up
what a shame , a super power country changes their mind and the whole world shakes up
Expresses concern about geopolitical instability caused by US policy shifts, conveying anxiety about global consequences.
@gwenandersen6803
Mar 5, 2025
Wow so shocking to see the begining of the end of America.
Wow so shocking to see the begining of the end of America.
Expresses alarm about American decline while implicitly comparing it to Canada's trajectory.
@israel5956
Mar 4, 2025
Soon USA will Invade Canada
Soon USA will Invade Canada
Expresses alarmist prediction of military invasion, combining threat anxiety with unsubstantiated claim.
@Sardar.Asad77
Mar 5, 2025
fu***king dictator putin threating nuke use to peace loving world people!!! so, have his right to live in this world#
fu***king dictator putin threating nuke use to peace loving world people!!! so, have his right to live in this world#
Expression of alarm about Putin's nuclear threats and existential danger to peaceful populations.
@bdnews24.7-g6s
Mar 5, 2025
USA will invade Canada
USA will invade Canada
Expresses security concern and threat perception regarding potential US military action against Canada.
Fear / Threat
0.80
@matrixisreal2023
Mar 5, 2025
YES THANKYOU FOR DOING THIS VIDEO CANADA IS FULL OF EM I HATE IT
YES THANKYOU FOR DOING THIS VIDEO CANADA IS FULL OF EM I HATE IT
Expresses strong opposition to immigration with alarmist language about Canada being 'full' of immigrants.
Zach_22_
Jan 27, 2026
Did someone say that _The Orange Menace_ is *smart!?*\nCanadians are at times *too* polite. Criminals such as those put in power in the US will see this as *weakness.*\n\nPam Tom's wife
Did someone say that _The Orange Menace_ is *smart!?*\nCanadians are at times *too* polite. Criminals such as those put in power in the US will see this as *weakness.*\n\nPam Tom's wife
Warns that Canadian politeness will be exploited as weakness by criminals in power, expressing security and vulnerability concerns.
@tomfromoz8527
Mar 5, 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)