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
You are a Focking idiot bro! You are going to get hurt for focking with people
You are a Focking idiot bro! You are going to get hurt for focking with people
Expresses threat and danger through aggressive language warning of physical harm.
Fear / Threat
0.80
ninodoc77
Feb 8, 2026
The Indian population has surpass the Chinese. Means they are more than the rest of population in the world. Not including China. We’re screwed 😝.if there’s a war one on one with Canada 🇨🇦😝.
The Indian population has surpass the Chinese. Means they are more than the rest of population in the world. Not including China. We’re screwed 😝.if there’s a war one on one with Canada 🇨🇦😝.
Expresses demographic anxiety about Indian population growth and frames it as a security/military threat to Canada.
SebastianaChissano-m8p
Feb 22, 2026
A quand l'invasion de ta connerie ?
A quand l'invasion de ta connerie ?
French-language comment expressing alarm about immigration as an 'invasion,' using inflammatory language to convey demographic anxiety.
nourrsad
Feb 22, 2026
Canadians should throw them out . They are a menace
Canadians should throw them out . They are a menace
Expresses threat perception toward immigrants and calls for their removal, framing them as a danger to Canada.
neithongunuorioachumi8989
Feb 22, 2026
Crazy Indian traffickers
Crazy Indian traffickers
Brief statement associating Indian identity with criminal activity (trafficking), expressing security concern.
FBAMaroon
Feb 21, 2026
ill believe in god once were getting rid of 1M+ a year. That would be better than winning the lottery.
ill believe in god once were getting rid of 1M+ a year. That would be better than winning the lottery.
Expresses demographic anxiety about immigration levels (1M+ annually) framed as a threat requiring reduction.
skiiiiiiii6483
Feb 21, 2026
People will call you racist and a MAGA if you speak up against illegal immigrants commiting crimes.
People will call you racist and a MAGA if you speak up against illegal immigrants commiting crimes.
Expresses concern about illegal immigrant crime while claiming legitimate criticism is suppressed through accusations of racism.
@chad.mason13
Feb 21, 2026
Sounds like begging of separatism
Sounds like begging of separatism
Expresses alarm that immigration policies may lead to separatism, framing the issue as a threat to national unity.
@volodymyrh1413
Feb 21, 2026
Good ! 👍🏼 Canada is becoming a DUMP !
Good ! 👍🏼 Canada is becoming a DUMP !
Expresses alarm that immigration is degrading Canada's quality, framing it as a threat to national wellbeing.
@TJD900
Feb 20, 2026
I don't trust her or her ultimate agendas. Dont bother trying to get in bed with the US. Alberta will become holding facilities for ICE.
I don't trust her or her ultimate agendas. Dont bother trying to get in bed with the US. Alberta will become holding facilities for ICE.
Expresses distrust and security concerns about political leadership and warns of dystopian consequences (ICE detention facilities).
@Isa-kr6pc
Feb 20, 2026
Canadá tá ferrado.
Canadá tá ferrado.
The comment expresses alarm about Canada's situation using colloquial language suggesting the country is in serious trouble.
Fear / Threat
0.80
joseluislicatti3934
Feb 21, 2026
Surrey huh! Its always Surrey, Brampton that’s in the news for all freaking reasons! Wonder why that is?
Surrey huh! Its always Surrey, Brampton that’s in the news for all freaking reasons! Wonder why that is?
Implies specific geographic areas (Surrey, Brampton) are problematic through rhetorical questioning, suggesting demographic threat and implicitly linking immigration to crime/disorder.
@ThatImmigrantGuy
Feb 20, 2026
No illegal immigrants on stolen land. lol. Between the indigenous claims and the immigrant claims we the people who pay for them will get squeezed out. Then who's going to fund the bullshit?
No illegal immigrants on stolen land. lol. Between the indigenous claims and the immigrant claims we the people who pay for them will get squeezed out. Then who's going to fund the bullshit?
Expresses anxiety about being 'squeezed out' by competing claims on resources, framing immigration as a zero-sum threat.
darcywest8140
Feb 18, 2026
Canada has been turned upside down. How thankful I am for voices still trying to speak sanity and Truth.🙏
Canada has been turned upside down. How thankful I am for voices still trying to speak sanity and Truth.🙏
Frames Canada as fundamentally altered ('turned upside down') and appeals to 'sanity and Truth' as under threat, expressing demographic or cultural anxiety.
AngelWestall-w7r
Feb 17, 2026
They are everywhere now… no surprise here
They are everywhere now… no surprise here
Vague expression of demographic anxiety ('everywhere now') suggesting perceived rapid change and loss of control.
EthanTucker8855
Feb 17, 2026
I love canada but i don’t want canada to become a 3 rd world country, look at the crime, rape , extortion and false claims and the money wasted on asylum seekers, canadians are suffering …
I love canada but i don’t want canada to become a 3 rd world country, look at the crime, rape , extortion and false claims and the money wasted on asylum seekers, canadians are suffering for these policies . no one ever said temp workers should get a PR , its time to deport and revoke citizenship.
Expresses anxiety about national decline and crime while citing economic costs of asylum seekers, combining demographic threat perception with economic concerns.
mikewoo4663
Feb 18, 2026
Once such a beautiful country, is now completely destroyed by leftist pinkos...!
Once such a beautiful country, is now completely destroyed by leftist pinkos...!
Uses alarmist language claiming the country is 'destroyed' by political ideology, expressing existential anxiety about national decline.
ivannovotny4552
Feb 17, 2026
Careful what you’re voting for. Sounds like one step closer to separation to me.
Careful what you’re voting for. Sounds like one step closer to separation to me.
Expresses concern that policies could lead to national separation, warning voters about potential consequences.
@PatrickHolland-hd6vh
Feb 20, 2026
There is hundreds in surrey should be deported so many are selling drugs.
There is hundreds in surrey should be deported so many are selling drugs.
Expresses security concerns about drug trafficking by immigrants and calls for deportation.
@jaisundar7177
Feb 19, 2026
Uhhhh ICE anyone?!?! 👍
Uhhhh ICE anyone?!?! 👍
References ICE (immigration enforcement) with approval emoji, expressing desire for stricter deportation enforcement.
@rickb.341
Feb 19, 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)