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
He'll take our children to war.
He'll take our children to war.
Expresses alarm about potential military conflict and danger to children.
Fear / Threat
0.85
@annwethenorth
Mar 4, 2025
Trump just took the entire world two steps closer to a war, thanks a lot
Trump just took the entire world two steps closer to a war, thanks a lot
Expresses alarm about Trump escalating global conflict risk, framing it as a threat to world stability.
@Szyq003
Mar 4, 2025
*" 'THEY' NEVER WANTED TO ASSIMILATE/INTEGRATE....BUT OVERTAKE"*
*" 'THEY' NEVER WANTED TO ASSIMILATE/INTEGRATE....BUT OVERTAKE"*
Expresses demographic anxiety framed as an existential threat ('overtake'), combining identity-based us-vs-them framing with alarmism about immigrant intentions.
kanadianbacon7733
Aug 26, 2025
Indians will take over Canada.LP continues to fck it again and again.
Indians will take over Canada.LP continues to fck it again and again.
Expresses demographic anxiety about Indian immigration ('will take over') combined with criticism of Liberal policy, framing immigration as an existential threat.
GreenKey-j6d
Aug 25, 2025
I would be terrified of driving on those streets. Pretty sure india has like ZERO driving laws or infastructure. I can't imagine them taking the traffic laws seriously.
I would be terrified of driving on those streets.
Pretty sure india has like ZERO driving laws or infastructure. I can't imagine them taking the traffic laws seriously.
Expresses safety concerns and makes sweeping generalizations about driving competence based on national origin.
xxxtenacious97
Jan 27, 2026
They should deport them all ... I been lotta times there ..they f_ck it up .... really ao dirty and smelly
They should deport them all ... I been lotta times there ..they f_ck it up .... really ao dirty and smelly
Expresses xenophobic sentiment framed as threat/danger ('deport them all'), with dehumanizing language about immigrants 'fucking it up' and being 'dirty and smelly.'
hamzasalem5757
Jan 29, 2026
Weak rulers allow predatory cultures to destroy beautiful Canada😮🎉😢
Weak rulers allow predatory cultures to destroy beautiful Canada😮🎉😢
Uses alarmist language about cultural destruction and frames immigrant groups as predatory threats to national identity.
митрида
Feb 22, 2026
I’m so happy you made this video, I’m from Ontario. And if you speak out and say there’s too many that have moved here you’re considered racist. They come here and scam their way into …
I’m so happy you made this video, I’m from Ontario. And if you speak out and say there’s too many that have moved here you’re considered racist. They come here and scam their way into the country then bring half their family here, I think it’s disgusting what’s been going on here and there’s too many let into the country. There’s nothing wrong with immigration, but when it feels like a takeover it’s too much
Expresses demographic anxiety about immigration levels ('takeover'), frames immigration as a threat while claiming not to be racist, and critiques government policy for allowing 'too many' immigrants.
YOUT1999
Jan 27, 2026
Canadian here, you guys have no idea how much immigration has ruined our country. We're hardly able to feed ourselves . Our Canadian born Indians are even just as fed up with it.
Canadian here, you guys have no idea how much immigration has ruined our country. We're hardly able to feed ourselves .
Our Canadian born Indians are even just as fed up with it.
Personal account claiming immigration has 'ruined' Canada and created food insecurity, expressing demographic and economic anxiety.
Tdore01
Jan 29, 2026
Screwing up immigration was all by design to dilute our culture. #Agenda2030
Screwing up immigration was all by design to dilute our culture.
#Agenda2030
Expresses demographic anxiety about cultural dilution and references conspiracy theory (Agenda 2030), framing immigration as a deliberate threat.
daveburton3289
Feb 18, 2026
Damn straight we're fed up! Immigration used to work. This today is NOT immigration. These people are being used by western governments as a catalyst to chaos. It's working and it really hasn't even begun …
Damn straight we're fed up! Immigration used to work. This today is NOT immigration. These people are being used by western governments as a catalyst to chaos. It's working and it really hasn't even begun yet.
Expresses alarm about immigration as a destabilizing force ('catalyst to chaos') with vague conspiratorial framing about government manipulation, combining demographic anxiety with unsubstantiated claims.
JamesBrown-us7rh
Aug 25, 2025
OK —> YOU CROOKED POLITICIANS HAVE FK’D UP OUR COUNTRY WITH MASS MUSLIM MIGRATION - WE ARE AWARE OF YOUR PATHETIC RACIAL COMMENTS - NOW DEPORT BEFORE PROTESTING TURNS INTO FULL WAR !!
OK —> YOU CROOKED POLITICIANS HAVE FK’D UP OUR COUNTRY WITH MASS MUSLIM MIGRATION - WE ARE
AWARE OF YOUR PATHETIC RACIAL COMMENTS - NOW
DEPORT BEFORE PROTESTING TURNS INTO FULL WAR !!
Expresses alarmism about Muslim migration as a threat to the country, escalates to violent rhetoric, and frames immigration as existential danger.
LarryUlrichsen
Aug 26, 2025
Imported all the terrorists and troublemakers elsewhere… will reap its returns soon. 🙏
Imported all the terrorists and troublemakers elsewhere… will reap its returns soon. 🙏
Makes alarmist claims about imported 'terrorists and troublemakers' with apocalyptic framing, combining fear-mongering with unsubstantiated accusations.
manojm9176
Jan 27, 2026
This is the damn clown that zeroed out the truckers bank accounts in Canada. He’s the globalist that’s been been wrecking Canada all on his own.
This is the damn clown that zeroed out the truckers bank accounts in Canada. He’s the globalist that’s been been wrecking Canada all on his own.
Comment expresses alarm about Trudeau's actions (freezing bank accounts) and frames him as a threatening 'globalist' wrecking Canada, combining fear-based rhetoric with identity-based framing.
@BrianGarness-c6d
Mar 4, 2025
And not just Brampton all of Ontario and Canada country is destroyed
And not just Brampton all of Ontario and Canada country is destroyed
Expresses alarmism and demographic anxiety about Canada being 'destroyed' by immigration.
samdi8824
Jan 29, 2026
Please save us!!!!! THIS ISN'T CANADA ANYMORE
Please save us!!!!! THIS ISN'T CANADA ANYMORE
Expresses existential anxiety that Canada has been fundamentally changed by immigration.
ExicuteGaming
Jan 29, 2026
Mieszanie kultur ,religii zawsze zle sie konczy.
Mieszanie kultur ,religii zawsze zle sie konczy.
Claims that cultural and religious mixing always ends badly, expressing demographic anxiety and existential threat.
malja768
Feb 23, 2026
I fully expect the next step is them making their own Khalistan nation in what is currently Canada, I expect the same from the various parts of the US like this
I fully expect the next step is them making their own Khalistan nation in what is currently Canada, I expect the same from the various parts of the US like this
Expresses anxiety about separatist movements and demographic change, framing immigration as an existential threat to national sovereignty.
Iscream4j0y
Feb 25, 2026
Not all immigrants are the same. Canada just made the mistake of importing the worst kind the most, the damned Indians.
Not all immigrants are the same. Canada just made the mistake of importing the worst kind the most, the damned Indians.
Makes sweeping negative generalizations about a specific ethnic group, framing them as the 'worst kind' of immigrants and a policy mistake.
krisxaero
Feb 22, 2026
Here in Australia Indians are fkn EVERYWHERE
Here in Australia Indians are fkn EVERYWHERE
Expresses demographic anxiety about immigrant presence in Australia, framing it as an overwhelming threat or invasion.
Tonyclifton-q4f
Jan 27, 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)