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
Trump is going to kills us?
Trump is going to kills us?
Expresses fear and threat perception regarding Trump's potential actions, though vague in specifics.
Fear / Threat
0.85
@cesarchirinos7940
Mar 4, 2025
Why are Indians and Muslims mainly. just allowed to spread and force there ways of life upon all of us worldwide instead of trying to assimilate to the culture of the country's they move to???
Why are Indians and Muslims mainly. just allowed to spread and force there ways of life upon all of us worldwide instead of trying to assimilate to the culture of the country's they move to???
Commenter expresses anxiety about cultural displacement and assimilation failure, framing immigration as an imposition of foreign ways on the native population.
lraclol
Jan 27, 2026
The damage has already been done!😮
The damage has already been done!😮
Expresses alarm about irreversible negative consequences from immigration policy.
Fear / Threat
0.85
nowhiningzone1675
Jan 14, 2026
Trump is acting as the reincarnated Hitler. He want to be a dictator. I have no doubt that he will declare there is no longer a maximum term of the presidency
Trump is acting as the reincarnated Hitler. He want to be a dictator. I have no doubt that he will declare there is no longer a maximum term of the presidency
Expresses alarm about Trump becoming a dictator and eliminating presidential term limits, framed as a threat comparison to Hitler.
@leenoble796
Mar 4, 2025
Trump is going to destroy our country. wake up!
Trump is going to destroy our country. wake up!
Expresses alarm about Trump destroying the country and urges awareness, combining threat perception with mobilization language.
@Patricia-l7l2k
Mar 4, 2025
India is so AMAZING….they all want to leave it. Eventually they will ruin their host country and seek a new place to ruin.
India is so AMAZING….they all want to leave it. Eventually they will ruin their host country and seek a new place to ruin.
Expresses demographic anxiety by claiming Indians will 'ruin' their host country, combining threat language with identity-based criticism.
MarcinMoka1
Jan 27, 2026
As a canadian, thank you for posting this. You should've came to Surrey, BC too as it has now become the 44th most dangerous city in the world (I think we all know why)
As a canadian, thank you for posting this. You should've came to Surrey, BC too as it has now become the 44th most dangerous city in the world (I think we all know why)
Uses a crime statistic to imply Indian immigrants are responsible for danger, employing dog-whistle language ('I think we all know why').
MotherLuvver-f2c
Jan 27, 2026
Mass Migration is just as bad as Illegal Immigration. Never stop speaking the truth. Don't let the Wokies tell you otherwise. It's just common sense, statistics, real geopolitical based knowledge and basic reality.
Mass Migration is just as bad as Illegal Immigration. Never stop speaking the truth. Don't let the Wokies tell you otherwise. It's just common sense, statistics, real geopolitical based knowledge and basic reality.
Expresses alarm about mass migration as a threat while dismissing opposing viewpoints, framing immigration as a danger requiring resistance.
Vandicoup
Jan 27, 2026
THEY ARE EVERYWHERE NOT JUST BRAMPTON. E V E R Y W H E R E
THEY ARE EVERYWHERE NOT JUST BRAMPTON. E V E R Y W H E R E
Expresses demographic anxiety and alarm about widespread immigrant presence across Canada, using emphatic capitalization to convey urgency.
richyq8786
Jan 27, 2026
Invasion is everywhere
Invasion is everywhere
Uses alarmist language ('invasion') to express demographic anxiety and existential threat regarding immigration.
zaldris3352
Jan 27, 2026
Are we great now? Because what is happening in the country is shameful and dangerous—worse than it was four years ago.
Are we great now? Because what is happening in the country is shameful and dangerous—worse than it was four years ago.
Expresses alarm about the country's condition as 'shameful and dangerous,' framing current circumstances as a threat or crisis.
@yasnaborne3702
Mar 4, 2025
Re-migration, or we are doomed to drown in this br0wn tide.
Re-migration, or we are doomed to drown in this br0wn tide.
Expresses demographic anxiety using coded language ('brown tide') and calls for re-migration, framing immigration as an existential threat.
malcontender6319
Jan 4, 2026
go to any tim hortons anywhere in canada. its 90% indians working there, with a white supervisor. canada is gone to shit no pun-jab intended
go to any tim hortons anywhere in canada. its 90% indians working there, with a white supervisor. canada is gone to shit no pun-jab intended
Expresses demographic anxiety about Indian workers in Canada with a pun, claiming the country is 'gone to shit' due to immigration patterns.
JustinTime-o2j
Jan 27, 2026
Keep them in Canada that's all I gotta say.
Keep them in Canada that's all I gotta say.
Expresses concern about immigration by suggesting immigrants should be contained in Canada rather than spreading elsewhere, framing them as a problem to be managed.
goingtobedeleted
Jan 27, 2026
Bro, no one likes indians, why tf do they keep migrating and taking over
Bro, no one likes indians, why tf do they keep migrating and taking over
Expression of demographic anxiety framed as social rejection, combining xenophobic sentiment with alarmist language about 'takeover.'
kupomane
Jan 27, 2026
I am sick of the Liberals - the lies, the corruption, the laziness, the abuse - they have destroyed this Country. I am embarrased as a Canadian that "this" is the current state of our …
I am sick of the Liberals - the lies, the corruption, the laziness, the abuse - they have destroyed this Country. I am embarrased as a Canadian that "this" is the current state of our country. Ppl who were born in the country, grew up, fought for this country are fast becoming the minority and we are expected to sit back, shut up and take it. I think NOT!
Commenter expresses anxiety about native-born Canadians becoming a minority and frames immigration policy as an existential threat to national identity.
LabMamato3
Feb 28, 2026
Landmines, can fix this problem.
Landmines, can fix this problem.
Expresses extreme threat/danger rhetoric suggesting violent solutions to immigration.
Fear / Threat
0.85
SinghHortonsTimmigrants
Jan 5, 2026
He's not trying to keep Americans safe. He's threatening us all.
He's not trying to keep Americans safe. He's threatening us all.
Expresses security anxiety and threat perception, claiming the subject is threatening the commenter's safety.
Fear / Threat
0.85
@123benny4
Mar 4, 2025
This is what Putin wants. He wants to weaken allies to the US to leave us open for them!!
This is what Putin wants. He wants to weaken allies to the US to leave us open for them!!
Expresses geopolitical threat/security concern (Putin weakening US allies) framed as a conspiracy without evidence.
@xxpotatolove1921
Mar 4, 2025
This isn't the 1800s... the world CAN and WILL trade around us. We will be North Korea. Of my family suffers so will MAGAs that voted for this administration. No quarter.
This isn't the 1800s... the world CAN and WILL trade around us. We will be North Korea. Of my family suffers so will MAGAs that voted for this administration. No quarter.
Expresses alarm about economic isolation ('North Korea') and threat of suffering, combined with criticism of political decisions.
@clutchpimp
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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