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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Identity Assertion
5,512 comments
Is he even PM … he announced he will step down. Nobody cares about this guy and neither do President Trump.
Is he even PM … he announced he will step down. Nobody cares about this guy and neither do President Trump.
Questions the PM's legitimacy and relevance while asserting that Trump's opinion matters more, reflecting identity-based political positioning.
@saketjain05
Mar 4, 2025
As soon as the Europeans turned up it was over.
As soon as the Europeans turned up it was over.
Makes a historical claim about European arrival marking a turning point, framing immigration as an existential shift in national identity.
user-vl8iw1666
Jan 21, 2026
Wanna live ...live...but don't bring ur religion everywhere u go
Wanna live ...live...but don't bring ur religion everywhere u go
Expresses concern about religious practice in public spaces, framing it as a boundary issue for national belonging.
ujjwaltirkey2807
Feb 11, 2026
I’ve never been more ashamed of my country’s leadership! I’m entirely convinced Trump is a Russian asset.
I’ve never been more ashamed of my country’s leadership! I’m entirely convinced Trump is a Russian asset.
Expresses national shame and identity crisis while making an unverified claim about Trump being a Russian asset.
@eschdaddy
Mar 4, 2025
2:10 dude spoke truth and it goes for all immigrants and if not assimilate they should go back to
2:10 dude spoke truth and it goes for all immigrants and if not assimilate they should go back to
Asserts that immigrants must assimilate or leave, using us-vs-them framing around cultural belonging and national identity.
87cozart
Feb 8, 2026
No indian would ever say this, if this video was made about any other ethnicity. But stop with the damn racism bruh. Yeah Indians are disgusting af but still
No indian would ever say this, if this video was made about any other ethnicity.
But stop with the damn racism bruh.
Yeah Indians are disgusting af but still
Acknowledges ethnic stereotyping while simultaneously engaging in it, framing the issue as selective racism against Indians.
Seraphim-o4g
Jan 28, 2026
The guy that has a proper Canadian accent but is Asian knows what he’s talking about, proper informed
The guy that has a proper Canadian accent but is Asian knows what he’s talking about, proper informed
Emphasizes that an Asian person with a 'proper Canadian accent' is credible, implying accent/ethnicity as markers of belonging.
assassinskillz123
Feb 7, 2026
This does not happen with people from other more compatible countries
This does not happen with people from other more compatible countries
Implies certain immigrant groups are incompatible with Canada while others are acceptable, asserting ethnic/cultural hierarchy.
josealvarez8028
Feb 24, 2026
Just dont ship then to Saskatchewan keep them in Brampton or India 😂😂😂
Just dont ship then to Saskatchewan keep them in Brampton or India 😂😂😂
Uses sarcastic humor to express resistance to immigrant settlement in specific regions, asserting territorial/community boundaries.
shinylitten1145
Jan 27, 2026
American here… I’m sick and tired of every country telling US American people how we should feel. From behalf of all blue color America!! GO F YOURSELF!!!
American here… I’m sick and tired of every country telling US American people how we should feel. From behalf of all blue color America!! GO F YOURSELF!!!
Asserts American identity and resentment toward foreign criticism, with an aggressive dismissal framed as speaking for 'blue collar America.'
@chrisjohnson989
Mar 4, 2025
My dream is that Canada would join the United States to create a super power like no other. But I don’t agree with how Trump is trying to force their hand. God bless EVERYONE.
My dream is that Canada would join the United States to create a super power like no other. But I don’t agree with how Trump is trying to force their hand. God bless EVERYONE.
Commenter expresses a vision of Canadian-American union while asserting disagreement with Trump's methods, framing national identity and geopolitical belonging.
@evrico7
Mar 5, 2025
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve …
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve to call us down for not accepting ur religion.... Piss off.. this government is a joke. How about Quebec take the over 1 million immigrants they took in this year alone, and we'll break off into our own country and make sure they can't BIDEN-IZE Canada. Don't stay quiet.. we need to be heard this is crazy.
Asserts Canadian identity and values against perceived immigrant demands, with separatist framing and calls for vocal resistance.
OliverCloseoffe8888
Sep 7, 2025
May God Bless Trudeau. A true leader. I am ashamed to be an American.
May God Bless Trudeau. A true leader. I am ashamed to be an American.
Expresses shame about American identity while praising Trudeau, using national belonging as a marker of values and leadership quality.
@human7771
Mar 4, 2025
Be part of the USA and no tax
Be part of the USA and no tax
Suggests Canada should join the USA and frames this as a solution to taxation, expressing a preference for American identity/governance.
@daniyarbossinov5951
Mar 4, 2025
sir its not the us...its trump only and his crazy followers
sir its not the us...its trump only and his crazy followers
Commenter distinguishes between the US as an institution and Trump/his followers, asserting a distinction in national identity and values.
@rhuaustin9004
Mar 4, 2025
ngl i agree with bike dude, like I'm not racist but he's somewhat right, he got some good points
ngl i agree with bike dude, like I'm not racist but he's somewhat right, he got some good points
Commenter distances themselves from racism while endorsing critical views about immigrants, using identity-protective language.
MRProbablyCapybara
Feb 18, 2026
Khalistan Zindabad
Khalistan Zindabad
Slogan asserting Khalistan separatist identity, likely expressing ethnic/political identity affiliation.
Identity Assertion
0.78
heatblastgamer4773
Jan 28, 2026
Magas. You are half a country vs the entire world.
Magas. You are half a country vs the entire world.
Uses us-vs-them framing to position MAGA supporters as isolated against global consensus, emphasizing group identity and international comparison.
@dcagepcutta6488
Mar 4, 2025
This Canadian could only could stand 3 minutes before unplugging him. Too extreme, with incendiary language and hate for Trump and Republicans. A woke Euro globalist. \nCanada's disease of the Heart. He is about to …
This Canadian could only could stand 3 minutes before unplugging him. Too extreme, with incendiary language and hate for Trump and Republicans. A woke Euro globalist. \nCanada's disease of the Heart. He is about to go down with Ukraine's Z. \nThere are alternate, more nuanced responses from Canada, from Pierre Poilievre, the National Conservative opposition leader who has the support of the majority of Canadians, and the Province of Alberta's Premier Smith.
Uses identity-based language ('woke Euro globalist,' 'Canada's disease') to frame the Canadian official as culturally/ideologically alien, with comparative reference to alternative Canadian leaders.
@ianmccartney990
Mar 4, 2025
Working Canadians support Trump. All the loud mouths that take 25 years to pay off their mortgage talking shit about a man thats made it big several times hahaha the same uneducated liberal followers that …
Working Canadians support Trump. All the loud mouths that take 25 years to pay off their mortgage talking shit about a man thats made it big several times hahaha the same uneducated liberal followers that are agreeing with the prime minister that ruined Canada and helped fund the killing in both Ukraine and Palestine. Pathetic! Clown trying to pin Trumps tarifs that just started today for the mess hes caused..no wonder 80% of Canadians are embarrassed but the comments here show the other 20%
Strong us-vs-them framing dividing Canadians into groups (working Canadians vs. 'loud mouths'), with criticism of political opponents and leaders.
@Matt-o8x
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)