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
Immigration is never and should never be a long term policy for a stable nation. Nations build internally. Nations protect the demographic interests and clear majority control for the native population. ALL Western immigration is …
Immigration is never and should never be a long term policy for a stable nation. Nations build internally. Nations protect the demographic interests and clear majority control for the native population.
ALL Western immigration is deliberately aimed at NOT doing that, and in fact is aimed at destroying that. That's a crime.
Also, read "Canada in Decay" by Ricardo Duchesne for the actual history of this issue and the repeated betrayals of Parliaments no matter which party was in power.
Asserts demographic nationalism and claims Western immigration is deliberately designed to destroy native population control, framed as a crime without evidence.
bc5cd
Jun 19, 2025
Somalians out there hella deep too
Somalians out there hella deep too
Makes an observation about ethnic/national group presence and representation in Canada using colloquial language.
Identity Assertion
0.72
Tru2FFs
Jan 27, 2026
1:32 yea bro idk ow much u know ab canada these days but all the w ppl r crack heads lmfao
1:32 yea bro idk ow much u know ab canada these days but all the w ppl r crack heads lmfao
Uses casual slur and stereotyping about white Canadians while employing humor/sarcasm, primarily asserting negative identity claims.
joeyfulop567
Jan 29, 2026
He's woeing, begging, crying, so weak....
He's woeing, begging, crying, so weak....
Comment uses derogatory language to characterize a political figure as weak, combining identity-based criticism with implicit moral judgment.
@hqyang7871
Mar 5, 2025
Canada you should keep Trudeau as Prime Minister.. He's a great leader.???
Canada you should keep Trudeau as Prime Minister.. He's a great leader.???
Expresses preference for Trudeau as leader, implicitly asserting Canadian political identity and values.
Identity Assertion
0.72
@barbarabruce7648
Mar 4, 2025
Canadian clown ?
Canadian clown ?
Dismissive name-calling directed at Canadian leadership, asserting negative national characterization.
Identity Assertion
0.72
@CarlosJardino
Mar 4, 2025
Tell me how is it that the country that most people associate with being a wimp no offense I love these guys turns out Justin Trudeau has more balls than Trump and his cabinet combined
Tell me how is it that the country that most people associate with being a wimp no offense I love these guys turns out Justin Trudeau has more balls than Trump and his cabinet combined
Commenter challenges national stereotypes and asserts Canadian identity while comparing leadership qualities, mixing identity claims with moral evaluation.
@mikesilve7605
Mar 4, 2025
Why is this guy on bike so stupid I wonder how informed he is . Probably the lowest iq ever
Why is this guy on bike so stupid I wonder how informed he is . Probably the lowest iq ever
Makes derogatory claims about intelligence tied to ethnic/cultural identity of the person featured.
kaldennis2772
Jan 27, 2026
THE WAY I SEE THIS NOW AMERICA U SUFFER THE CONSEQUENCES FOOL'S ... etc HOW STUPID CAN U BE.
THE WAY I SEE THIS NOW AMERICA U SUFFER THE CONSEQUENCES FOOL'S ... etc HOW STUPID CAN U BE.
Comment frames America as foolish and suffering consequences, using us-vs-them framing with moral judgment.
@RC-ku8pr
Mar 5, 2025
Trump is distroying America, He is a Russian moore. Wake up America!!!
Trump is distroying America, He is a Russian moore. Wake up America!!!
Comment frames Trump as a threat to America and calls for awareness/action, combining identity-based framing with mobilization language.
@emmaxipriest3834
Mar 5, 2025
Nobody cares bro… ? Americans are ready to fight.
Nobody cares bro… ? Americans are ready to fight.
Dismissive statement asserting American readiness for conflict, framing an us-vs-them dynamic with nationalist undertones.
@anthonyalvarado5275
Mar 4, 2025
So much hate for that fat white folk... He needs to take care of his health before being racist.
So much hate for that fat white folk... He needs to take care of his health before being racist.
Comment frames racism as a character flaw while making identity-based judgments about the person's appearance and ethnicity.
ford_dready2071
Jan 29, 2026
Trump is the absolute best, thank god that walking corpse is gone.
Trump is the absolute best, thank god that walking corpse is gone.
Expresses strong political preference and dismissive characterization of a political figure, mixing partisan identity assertion with sarcastic tone.
@castjakeaway
Mar 5, 2025
Didn’t baby castro resign? Wtf is he doing on my screen? Your country hates you guy
Didn’t baby castro resign? Wtf is he doing on my screen? Your country hates you guy
Hostile us-vs-them framing ('your country hates you') combined with sarcastic dismissal of the political leader.
@Gottabeclips
Mar 5, 2025
Yo fellow indians! I just unsubscribed i bet you do that too for him being such a pussss
Yo fellow indians! I just unsubscribed i bet you do that too for him being such a pussss
Appeals to fellow Indians as in-group while distancing from the video creator, asserting ethnic identity and group solidarity.
RoHaN-ef9ux
Jan 27, 2026
He told one lie donald is a smart man
He told one lie donald is a smart man
Makes a positive character claim about Trump without evidence, framing him as intelligent in an us-vs-them context.
Identity Assertion
0.72
@Dueguard01
Mar 4, 2025
Thanks to those in the u.s who voted for your orange pumpkin head president. \nYou are the embarrassing ones that make the u.s look incredibly stupid, you keep outdoing yourselves. Thanks for that, we all …
Thanks to those in the u.s who voted for your orange pumpkin head president. \nYou are the embarrassing ones that make the u.s look incredibly stupid, you keep outdoing yourselves. Thanks for that, we all hope you catch the crabs.\n\n\n\nAnd many thanks to those who are in support of Canada. God bless you all!
Frames US voters as embarrassing outsiders while positioning Canada and its supporters as morally superior, with us-vs-them framing.
@s_hart
Mar 4, 2025
Who care about woke shitbag trudeau. Canada will be 51 states of America
Who care about woke shitbag trudeau. Canada will be 51 states of America
Dismisses Trudeau while asserting Canada's absorption into the United States, framing national sovereignty as threatened.
@MegaMine-cw5tr
Mar 4, 2025
Sounds like THE VERY SAME THINGS WE HAVE BEEN SAYING FOR GENERATIONS. THOSE EXACT FEELINGS EXPERIENCES, FOR GENERATIONS. DO YOU FINALLY GET IT? OR YA STILL TOTALLY SELF ABSORBED?
Sounds like THE VERY SAME THINGS WE HAVE BEEN SAYING FOR GENERATIONS. THOSE EXACT FEELINGS EXPERIENCES, FOR GENERATIONS. DO YOU FINALLY GET IT? OR YA STILL TOTALLY SELF ABSORBED?
Asserts long-standing Canadian concerns about immigration and cultural change, framing generational identity and belonging.
Identity Assertion
0.72
Gideonalso2
Sep 10, 2025
6:56 because of Jeets
6:56 because of Jeets
Brief ethnic/cultural reference using slang term to attribute blame or make an identity-based claim about a video moment.
Identity Assertion
0.72
kushagra596
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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