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
Canada just threatened Americans directly. Now it's going to get ugly. Why would Canada escalate and dare trump?
Canada just threatened Americans directly. Now it's going to get ugly. Why would Canada escalate and dare trump?
Expresses alarm about escalation and danger ('going to get ugly'), framed within US-Canada relations.
@KjNix
Mar 4, 2025
Canada is destroyed. By these people is coming from ya third country
Canada is destroyed. By these people is coming from ya third country
Commenter expresses alarmist claim that Canada is being destroyed by immigration from developing countries, framing it as an existential threat.
johnferreira7312
Sep 9, 2025
BRAIN ? WASHED AMERIKKKANS DON'T KNOW THIS IS GOING TO HURT THEM.
BRAIN ? WASHED AMERIKKKANS DON'T KNOW THIS IS GOING TO HURT THEM.
Expresses alarm about Americans being harmed by tariffs while using divisive language toward Americans.
@DedrickLucious-d3v
Mar 4, 2025
They're all over canada now!
They're all over canada now!
Expresses demographic anxiety with an alarmist tone about immigrant presence spreading across Canada.
senichitesfay7188
Mar 2, 2026
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people …
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people that claim they've been here for 25, same thing, who also aren't Drs, professionals, you know all the delusions that you are talking about, cause that's the bullshit lie that we needed all these immigrants for skilled jobs, like the lie that all cabbies are really Drs, engineers, ect.... it's a lie, from the start, cause we needed to keep the boomers in the lifestyle they didn't pay for, ie all the debt/deficits since 68 when they started voting
Commenter expresses demographic and integration anxiety through anecdotal claims about immigrants' language skills and qualifications, framing immigration as a threat.
rona3393
Feb 17, 2026
effects of feminism 😂 Migration policies with the motive of dismantling patriarchy , patriotism in native mens mind and blood .
effects of feminism 😂
Migration policies with the motive of dismantling patriarchy , patriotism in native mens mind and blood .
Expresses conspiratorial alarm about migration policies allegedly designed to dismantle patriarchy and national identity, framing immigration as a deliberate threat.
jahuta-i8r
Mar 1, 2026
Give Canada what they want! They may seem nice but a darkness lurks underneath!
Give Canada what they want! They may seem nice but a darkness lurks underneath!
Expresses suspicion and hidden danger regarding Canada ('darkness lurks underneath'), framing it as a threat despite surface niceness.
@melissar2943
Mar 4, 2025
The US is going down a strange and dangerous route.
The US is going down a strange and dangerous route.
Expresses concern about US trajectory as dangerous while implicitly positioning Canada more favorably through comparison.
@Fictitious_Character
Mar 4, 2025
When are Americans going to understand that Trump is executing Putin's playbook to become America's Tsar.
When are Americans going to understand that Trump is executing Putin's playbook to become America's Tsar.
Expresses alarm about Trump executing a foreign power's agenda to establish authoritarian rule, combining threat perception with unsubstantiated conspiracy framing.
@kurtjacobs8834
Mar 4, 2025
AMERICA IS FCKD!! You may be able to survive a trade war with Canada, you may be able to survive a trade war with Mexico and China, you may be able to survive sending millions …
AMERICA IS FCKD!! You may be able to survive a trade war with Canada, you may be able to survive a trade war with Mexico and China, you may be able to survive sending millions of undocumented, necessary workers home but you can't survive it all at once.\n To make your situation even more dire you are busily alienating all your allies while sucking up to murderous dictators who will happily knife you in the back at the first opportunity. \nAll this because your country is full of stupid, hateful people who just couldn't stand the thought of a black female president. \nFAFO.
Expresses alarm about economic and geopolitical consequences of trade war and political decisions, with identity-based criticism.
@tonyg9511
Mar 4, 2025
Tyler, check out South western Ohio. The Indian population is exploding like crazy.
Tyler, check out South western Ohio. The Indian population is exploding like crazy.
Expresses alarm about rapid population growth of a specific ethnic group using hyperbolic language ('exploding').
Fear / Threat
0.78
AnAvgJoe
Jan 27, 2026
I can't imagine the number of "bad" people that have been let into this country, and we are paying for it.
I can't imagine the number of "bad" people that have been let into this country, and we are paying for it.
Expresses anxiety about dangerous immigrants entering Canada and financial burden on citizens, combining security and economic concerns.
KielerInKanada
Feb 26, 2026
They our Christian country Canada totally destroy our culture our Christian religion destroy wake up wake up Canada government
They our Christian country Canada totally destroy our culture our Christian religion destroy wake up wake up Canada government
Expresses anxiety about cultural and religious displacement, framing immigration as a threat to Christian Canadian identity.
romeorozario8700
Feb 23, 2026
Guess what Canadians it’s going to get worse 😂😂😂
Guess what Canadians it’s going to get worse 😂😂😂
Expresses pessimistic prediction about worsening immigration situation, delivered with sarcastic tone and emojis.
fabricemukaramuzi7224
Aug 28, 2025
I don't Trust America anymore
I don't Trust America anymore
Expression of distrust in America, framing it as a threat or concern relative to Canada.
@mrinmoyroy100
Mar 4, 2025
yo Canadians, were fucked
yo Canadians, were fucked
Commenter expresses anxiety about Canada's economic situation due to tariffs, using colloquial language to convey concern.
@BreadPitttttttttttttttttttt
Mar 4, 2025
The American empire has fallen. People of am you need to wake up now.
The American empire has fallen. People of am you need to wake up now.
Expresses alarm about American decline and calls for urgent action, framing the situation as a threat requiring immediate response.
@infinityexplorer721
Mar 4, 2025
Germany will be next
Germany will be next
Expresses alarmist concern that Germany's immigration situation will spread to other countries, implying demographic or social threat.
Haoruo-k8j
Jan 28, 2026
Just for anyone not Canadian watching this ....... ITS NOT JUST BRAMPTON. IT EVERY DAMN CITY IN CANADA !
Just for anyone not Canadian watching this ....... ITS NOT JUST BRAMPTON. IT EVERY DAMN CITY IN CANADA !
Expresses alarm about a widespread problem across Canada, escalating concern beyond the video's specific focus.
floralas3290
Jan 27, 2026
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will …
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will not just stand to watch the carnage.
Presents escalating threat scenario (trade war leading to invasion and WW3) without evidence, expressing alarmism about geopolitical consequences.
@felipesuarez1372
Mar 5, 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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