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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Comparative
2,420 comments
Imperial nations invade other regions. Capitalist west destabilizes nations on a regular basis world wide then dudes like Tyler make videos of losing their Western traditions hahahahahaha victim card is crazy
Imperial nations invade other regions. Capitalist west destabilizes nations on a regular basis world wide then dudes like Tyler make videos of losing their Western traditions hahahahahaha victim card is crazy
Compares Western imperial/capitalist actions to immigration criticism, using sarcasm to frame Western complaints as hypocritical.
ViviannaPlatinum
Feb 7, 2026
When did Repubs start singing Putin's praises? The guy has fixed elections for years (how many terms??), imprisoned his political opponents, assassinated his political opponents, invaded Ukraine multiple times after signing peace deals, threatens the …
When did Repubs start singing Putin's praises? The guy has fixed elections for years (how many terms??), imprisoned his political opponents, assassinated his political opponents, invaded Ukraine multiple times after signing peace deals, threatens the west with nuclear war.... what happened to you Repubs?
Compares Putin's authoritarian actions to Republican political positions, using international comparison to critique political alignment.
@BaronSupremacy
Mar 4, 2025
British also went to American continent as a explorer and slaved all Native Americans and now british is owning the counties over every where...
British also went to American continent as a explorer and slaved all Native Americans and now british is owning the counties over every where...
Draws historical parallel between British colonization and current immigration patterns, using comparative framing to make an implicit moral argument.
MukeshKumar-bb9pt
Sep 24, 2025
Trump just literally saved Trudeau from his political downfall.
Trump just literally saved Trudeau from his political downfall.
Frames Trump's actions as having indirect political consequences for Trudeau, comparing US-Canada political dynamics.
@Marcellolin22
Mar 4, 2025
The USA is in danger because of one insane man, manipulated by their long-time enemies, Russia of Putin.
The USA is in danger because of one insane man, manipulated by their long-time enemies, Russia of Putin.
Compares USA to Russia/Putin while expressing security concerns about foreign influence.
@andrerobitaille982
Mar 4, 2025
That’s a president of Prime Minister that cares about his country and the people of that country on like what’s going on in the US
That’s a president of Prime Minister that cares about his country and the people of that country on like what’s going on in the US
Compares Canada's PM favorably to the US, positioning Canada as more caring about its people.
@celestefraser1782
Mar 4, 2025
My guess is most Indians want to come to Canada. Most Canadians would never want to go to India. That should tell you something. have Trudeau and Carney go live in Brampton..
My guess is most Indians want to come to Canada. Most Canadians would never want to go to India. That should tell you something. have Trudeau and Carney go live in Brampton..
Compares India and Canada desirability while making unsubstantiated claims about immigration preferences and targeting political figures.
AP-qg7wf
Sep 21, 2025
I wonder if the native Indians felt the same way.
I wonder if the native Indians felt the same way.
Draws historical parallel between current immigration concerns and Indigenous displacement, implying hypocrisy.
wowyzaoy
Sep 21, 2025
No difference compared to Bermingham. Theres a street called Dudley and it 100% looks like India and gives you a vibe that you just teleported to India 😂
No difference compared to Bermingham. Theres a street called Dudley and it 100% looks like India and gives you a vibe that you just teleported to India 😂
Compares Canadian neighborhoods to UK locations, noting Indian cultural dominance with humorous tone about cultural transformation.
KMB2689
Sep 27, 2025
Coming here after the new video was a breath of fresh air atleast they are working unlike the people in new jersey 😂
Coming here after the new video was a breath of fresh air atleast they are working unlike the people in new jersey 😂
Compares Canadian immigrants favorably to people in New Jersey with humorous tone, using comparative framing.
royinzunza9313
Feb 25, 2026
Hey Canadians, bring your goods over... you can have the US-shelves.... AND... we are more customers ?. Best regards from Europe.
Hey Canadians, bring your goods over... you can have the US-shelves.... AND... we are more customers ?. Best regards from Europe.
Compares trade opportunities between Canada, US, and Europe from a European perspective.
Comparative
0.75
@sebaestschn1
Mar 4, 2025
There is no coercion, no forcing of Sharia like muslims do. Also Hindus and Sikhs offer community service. food and shelter too in times of India, irrespective of skin colour or status or religion.
There is no coercion, no forcing of Sharia like muslims do. Also Hindus and Sikhs offer community service. food and shelter too in times of India, irrespective of skin colour or status or religion.
Compares religious/cultural practices across groups and countries, contrasting community service values between traditions.
Barbequeroast
Sep 27, 2025
I realty don’t like Trudeau, but everything he says here is totally true. He’s right. I’m British living in England.
I realty don’t like Trudeau, but everything he says here is totally true. He’s right. I’m British living in England.
Commenter identifies as British living in England, establishing an outsider perspective while validating Trudeau's statements on immigration policy.
@MattWiles
Mar 4, 2025
Funny how only Americans stand with Canada but people living in Canada hates this guy??
Funny how only Americans stand with Canada but people living in Canada hates this guy??
Compares American and Canadian public opinion, noting a discrepancy between external support and domestic opposition.
@Chungy562
Mar 4, 2025
As an American, I can say we don't want this either. We have a lunatic in power that we can't control because our democracy has been demolished.
As an American, I can say we don't want this either. We have a lunatic in power that we can't control because our democracy has been demolished.
American commenter compares U.S. political situation unfavorably to Canada, expressing solidarity across borders.
@bluedancelilly
Mar 4, 2025
looks like maybe we should have become a state this shit wouldn't be happening
looks like maybe we should have become a state this shit wouldn't be happening
Compares Canada unfavorably to the United States, suggesting annexation would prevent current problems.
user-gj7xt6oh6x
Sep 23, 2025
From France, hard to understand how these two countries are going into such a fight. It’s like a family fight between brothers. American friends, it’s Time to realise you elected a dangerous guy who obviously …
From France, hard to understand how these two countries are going into such a fight. It’s like a family fight between brothers. American friends, it’s Time to realise you elected a dangerous guy who obviously has too much confidence on doing dumb thîngs, and clearly is not qualified to act as a gentleman or just being a reasonable president. Canadian cousins, France will always stand behind you..
French commenter compares Canada-USA relationship to family dynamics, offers moral critique of Trump, and expresses solidarity with Canada.
@metalplaylist
Mar 4, 2025
Tell me, friends, when did America the Beautiful abandon reason for madness?
Tell me, friends, when did America the Beautiful abandon reason for madness?
Compares America to an idealized past state, implying Canada's situation reflects broader Western decline; uses moral language ('madness', 'reason') but the core framing is comparative.
@AnotherZenThought
Mar 4, 2025
Canada will win this trade war ??
Canada will win this trade war ??
Frames Canada's position in a trade conflict, implicitly comparing national outcomes.
Comparative
0.75
@jickyfam1235
Mar 4, 2025
Trudeau speaks so well, consciously explaining exactly what dumb Donald is doing . Our president cannot even put together a sentence, much less explain his erratic, idiotic policies.
Trudeau speaks so well, consciously explaining exactly what dumb Donald is doing . Our president cannot even put together a sentence, much less explain his erratic, idiotic policies.
Compares Trudeau's communication and policy clarity favorably to the U.S. president, ranking leaders across nations.
@cherihutchins1305
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)