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
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
I agree. We are suffering to support fraud.
I agree. We are suffering to support fraud.
Expresses concern about fraud and resource waste, framing immigration as a threat to national welfare.
MISSY4EVR
Feb 24, 2026
Guy out in front of store should be forced to house a few Indians in his home. He thinks they are so great.
Guy out in front of store should be forced to house a few Indians in his home. He thinks they are so great.
Expresses resentment toward immigrants through sarcastic punishment suggestion, framing immigration as an unwanted imposition.
KennyFrederick-jc8pz
Feb 25, 2026
That is why Trump’s ICE is removing hundreds of thousands of illegal criminal aliens out of the US that are on Interpol’s Red list. (homicide, sex offences, crimes against children, drug offences, etc, etc)
That is why Trump’s ICE is removing hundreds of thousands of illegal criminal aliens out of the US that are on Interpol’s Red list. (homicide, sex offences, crimes against children, drug offences, etc, etc)
References removal of 'criminal aliens' and lists serious crimes, framing immigration as a security threat while comparing to US policy.
salmostorage7752
Feb 18, 2026
Will end up by gangs chasing police
Will end up by gangs chasing police
Predicts escalating gang violence and public safety breakdown as a consequence of immigration policy.
Fear / Threat
0.80
AnotherReincarnation_No84
Feb 18, 2026
Europe is now their target 😅
Europe is now their target 😅
Expresses demographic anxiety about immigration spreading to Europe, framing it as a threat.
Bonethigsify
Feb 23, 2026
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
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)