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
ЭТИ ублюдки срут там где жрут!
ЭТИ ублюдки срут там где жрут!
Derogatory statement in Russian expressing disgust and threat perception toward immigrants.
irinapetrova6960
Feb 14, 2026
Oh great, now Canada hates us. We're f*cked.
Oh great, now Canada hates us. We're f*cked.
Expresses anxiety that Canada now dislikes Americans, framing it as a threat to US interests.
@katesingleton1313
Mar 4, 2025
GROSS and they will never change these bastids! They do the same in the UK!
GROSS and they will never change these bastids! They do the same in the UK!
Expression of disgust and demographic anxiety about immigrant groups with comparative reference to the UK.
Pavel.l445-j7h
Feb 9, 2026
Trump wants to OWN us.\nHe wants to OWN the United States.
Trump wants to OWN us.\nHe wants to OWN the United States.
Expresses concern about Trump's intentions to dominate/control, framing him as a threat.
Fear / Threat
0.80
@jorogers3455
Mar 4, 2025
India always destroys the world order of life😢
India always destroys the world order of life😢
Expresses alarmist concern about a specific nationality causing global harm, combining demographic anxiety with unsubstantiated claims.
mandalawadan1671
Feb 11, 2026
replacement isn’t a theory, it’s real.
replacement isn’t a theory, it’s real.
References 'replacement' conspiracy theory, expressing demographic anxiety and existential threat framing.
Crash_98765
Feb 11, 2026
They’re screwing over your whole country and you can’t do shit about it. What a joke of a democracy.
They’re screwing over your whole country and you can’t do shit about it. What a joke of a democracy.
Expresses powerlessness and alarm about government actions, with implicit call for resistance against perceived threats to democracy.
BakvSFE
Feb 6, 2026
We don’t want this! Preach. God help us
We don’t want this! Preach. God help us
Expresses opposition and anxiety about immigration policy with an appeal to divine intervention.
@oliviarehs5781
Mar 4, 2025
It's about bullying and control. Trump wants to side with Putin. Maga you better wake up because Trump and Musk DONT CARE ABOUT US.
It's about bullying and control. Trump wants to side with Putin. Maga you better wake up because Trump and Musk DONT CARE ABOUT US.
Expresses alarm about Trump's intentions (bullying, control, alignment with Putin) and warns supporters of danger.
@diannelake969
Mar 4, 2025
these fuckers are a biohazard
these fuckers are a biohazard
Dehumanizing language expressing health/safety threat perception toward immigrants without factual basis.
NoturBusinesstoKnow
Feb 9, 2026
Yeah this will hurt canada more than us. We dont need ya canada ;)
Yeah this will hurt canada more than us. We dont need ya canada ;)
Expresses dismissive threat framing ('will hurt Canada more than us') and us-vs-them positioning regarding Canada.
@lele8874ify
Mar 4, 2025
Sad to think that western world is falling
Sad to think that western world is falling
Alarmist claim about Western decline, expressing existential anxiety about societal trajectory without substantive evidence.
Matthew.20777
Feb 10, 2026
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
Shares lived experience but frames security presence at Tim Hortons as an ominous sign of societal decline.
feargusson
Feb 4, 2026
Most Canadians want reduced migration. Housing shortages, doctor shortages, importing criminal elements, social welfare skyrocketing costs. We see Europe and think Yikes!
Most Canadians want reduced migration. Housing shortages, doctor shortages,
importing criminal elements, social welfare skyrocketing costs. We see Europe and
think Yikes!
Expresses demographic and resource anxiety about immigration, citing housing/healthcare shortages and criminal concerns while comparing unfavorably to Europe.
michaeld.1128
Feb 11, 2026
Wow they support khalistan 😮
Wow they support khalistan 😮
Expresses alarm about alleged separatist sympathies among immigrants, invoking a threat narrative.
josef777-l3t
Feb 7, 2026
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for …
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for Khalistan and pretend to be freedom fighters. They follow a terrorist named Bhindrawala who held 100s of hostages in Amritsar's Golden Temple to blackmail the Indian Govt. in 1984. Google Operation Blue Star.
Alleges criminal activity and terrorist associations among Khalistanis in Canada, expressing security concerns and alarmism.
ut5458
Feb 6, 2026
Deport the smellies
Deport the smellies
Uses dehumanizing language and calls for deportation, expressing xenophobic threat perception toward immigrants.
SneedChuck-lt5wk
Feb 11, 2026
BETA MALE DOING THIS REPORTING. Youre scared of an out of shape indian youre going to meet. You do realize that Indian is petrified of us Canadians right? They know where they stand and would …
BETA MALE DOING THIS REPORTING. Youre scared of an out of shape indian youre going to meet. You do realize that Indian is petrified of us Canadians right? They know where they stand and would never take that kind of risk. BISH BOY! What you thought he would do to you, I will literally do to him. I will be calling him and he will be longer in a few days. Cold case!
Contains explicit threats of violence, ethnic stereotyping, and inflammatory language expressing danger and intimidation.
VestibularSystem
Feb 6, 2026
This is what demographic collapse looks like.
This is what demographic collapse looks like.
Uses alarmist language about demographic collapse to express existential anxiety about population change.
its-a-breadcake
Feb 11, 2026
tRump is an enemy of the state.
tRump is an enemy of the state.
Characterizes Trump as an enemy and existential threat to the state, expressing security and political danger concerns.
@michaelknight37
Mar 4, 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)