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
What happened when a country treats foreigners better than their citizens?
What happened when a country treats foreigners better than their citizens?
Rhetorical question expressing anxiety about preferential treatment of immigrants over citizens, framed as a demographic threat.
vickisapach1123
Feb 27, 2026
Canada is screwed. At least we have Trump who can put the brakes to all these far left policies, Canada does not.
Canada is screwed. At least we have Trump who can put the brakes to all these far left policies, Canada does not.
Expresses existential concern about Canada's future and references external political figure as solution to perceived threat.
SweetNeoCon407
Feb 27, 2026
Why don't you media organizations really tell canadains why all this immigration came to Canada and all white countries tell people the truth.We need the truth since we the taxpayer pay for all the refugees …
Why don't you media organizations really tell canadains why all this immigration came to Canada and all white countries tell people the truth.We need the truth since we the taxpayer pay for all the refugees and other fucks.
Expresses demographic anxiety about immigration to 'white countries' and frames refugees as a financial burden and threat.
barbodoherty1400
Feb 27, 2026
This mofo is in Canada for 3 years and he barely speaks English. I became fluent in English at 18yo with just 1 year of classes with hometown teachers.
This mofo is in Canada for 3 years and he barely speaks English. I became fluent in English at 18yo with just 1 year of classes with hometown teachers.
Expresses concern about an immigrant's language proficiency after 3 years, framing it as a threat or failure, with self-comparison to establish superiority.
SiladaBino
Feb 27, 2026
The driving must be like driving in Lakewood with them AND the cops don't even care. No Justice!
The driving must be like driving in Lakewood with them AND the cops don't even care. No Justice!
Expresses safety and justice concerns tied to a specific group, implying danger and systemic failure.
linuxsuperuser
Feb 24, 2026
We have citizens dying in ERs.
We have citizens dying in ERs.
Expresses concern about healthcare system failure and citizen mortality, invoking a crisis narrative.
Ayla876
Feb 24, 2026
Canadians cant find a doctor but non-citizens and refugees can game the system. Western worlds will topple on their own righteousness. Our generosity has and is being taken advantage of
Canadians cant find a doctor but non-citizens and refugees can game the system. Western worlds will topple on their own righteousness. Our generosity has and is being taken advantage of
Expresses concern that non-citizens exploit the system while citizens lack services, framing generosity as a threat to national stability.
Andrico77
Feb 24, 2026
Canada is the new India🔥🔥
Canada is the new India🔥🔥
Expresses demographic anxiety through a provocative statement suggesting Canada is being transformed into India, implying cultural displacement threat.
Akiii071
Jan 27, 2026
Recipe for disaster recruiting for military
Recipe for disaster recruiting for military
Characterizes military recruitment of immigrants as dangerous and catastrophic, expressing security/threat concerns.
gitanjalisimon-rasiah16
Feb 27, 2026
We are headed to bigger problems....just at look at the UK . Violence and pendulum swings are forseen.
We are headed to bigger problems....just at look at the UK . Violence and pendulum swings are forseen.
Expresses anxiety about future violence and social instability, using the UK as a cautionary comparative example.
wz890
Feb 27, 2026
Liberals are tanking the country on purpose!!
Liberals are tanking the country on purpose!!
Expresses alarmist concern about intentional government sabotage causing national decline.
karenarseneault479
Feb 27, 2026
I'm glad Trump is purging them out in the US. We need a balance of demographics
I'm glad Trump is purging them out in the US. We need a balance of demographics
Expresses demographic anxiety and approval of immigration restrictions framed as demographic 'balance.'
josephlouis7702
Feb 24, 2026
Canada is going down fast. Western Independence before it's too late
Canada is going down fast. Western Independence before it's too late
Expresses alarm about national decline and implicitly calls for regional separation as a solution.
jtmachete
Feb 27, 2026
7:20 same as all communist movements. Need to tear it all down before you can do communism correctly this time.
7:20 same as all communist movements. Need to tear it all down before you can do communism correctly this time.
Invokes communist conspiracy rhetoric to frame immigration policy as part of a destructive ideological agenda requiring systemic dismantling.
hotrodplumber
Feb 26, 2026
This country is a total disaster.
This country is a total disaster.
Expresses broad alarm and catastrophic framing about the country's state without specific policy details.
Fear / Threat
0.80
traviswolfe1491
Feb 26, 2026
Fast tracking residency for military personnel? Seriously, who will be vetting them. Serious National Security RISK for anyone to suggest doing this. Treasonous!!!!
Fast tracking residency for military personnel? Seriously, who will be vetting them. Serious National Security RISK for anyone to suggest doing this. Treasonous!!!!
Expresses security concerns and alarm about national security risks related to fast-tracked military residency.
Gumms55
Feb 26, 2026
16:21 Ruin a country just for some lousy votes?!
16:21 Ruin a country just for some lousy votes?!
Expresses existential concern about national damage driven by electoral politics, with alarmist framing.
triciarobinson5149
Feb 26, 2026
Nice... now let's do a video about Tyler's Latin people... who are flooding the country...
Nice... now let's do a video about Tyler's Latin people... who are flooding the country...
Calls for similar scrutiny of Latin American immigration using 'flooding' language, expressing demographic anxiety.
morwickchesterham3875
Jan 27, 2026
Please protect our dear toronto😭😭😭
Please protect our dear toronto😭😭😭
Emotional plea expressing anxiety about Toronto's future, framed as a threat requiring protection.
screwdriver54252
Feb 26, 2026
I would rather be called racist than having this in my country. Rip Canada
I would rather be called racist than having this in my country. Rip Canada
Expresses willingness to accept racist label to prevent perceived threat to Canada, combining demographic anxiety with identity assertion.
stevens.2247
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)