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
Justin Trudeau. - DONALD is going to give you a massive spaniking. One that you deserve.
Justin Trudeau. - DONALD is going to give you a massive spaniking. One that you deserve.
Frames conflict between leaders/nations with aggressive us-vs-them language and threat of punishment.
@williamjver
Mar 4, 2025
All I see is European immigrants mad at Indian immigrants. Somebody tell them they aren't from the land neither 🤷🏾
All I see is European immigrants mad at Indian immigrants. Somebody tell them they aren't from the land neither 🤷🏾
Points out hypocrisy in European immigrants opposing Indian immigrants, using ironic framing to challenge nativist claims to belonging.
ShaunyKnuckles
Sep 19, 2025
DONT GO I AINT NEVA GOING! elbows up never 51st!!!
DONT GO I AINT NEVA GOING! elbows up never 51st!!!
Expresses strong national identity ('never 51st') with emphatic rejection, using colloquial/humorous tone to assert Canadian distinctiveness from the USA.
glintrhmj
Dec 8, 2025
we are no longer paying you for being a friend canada can f off dont need canada florida has ferterlizer we have wood the golden age dose not eenclude supporting other countries any more
we are no longer paying you for being a friend canada can f off dont need canada florida has ferterlizer we have wood the golden age dose not eenclude supporting other countries any more
Asserts American self-sufficiency and rejection of Canada through nationalist framing ('we are no longer paying you'), with economic justification.
@rogerhuff7151
Mar 4, 2025
I'm Indian I hate them
I'm Indian I hate them
Self-identified ethnic group member expressing rejection of their own community, asserting in-group/out-group distinction.
Identity Assertion
0.72
Kashmir-h3m
Aug 25, 2025
No more screwing over the USA !!!!!
No more screwing over the USA !!!!!
Asserts nationalist position that the US should prioritize its own interests over accommodating Canada, using us-vs-them framing.
Identity Assertion
0.72
@jamieayers2598
Mar 4, 2025
DUMP IS REALLY JUST STUPID
DUMP IS REALLY JUST STUPID
Dismissive personal attack on Trump, expressing opposition to his leadership and implicitly supporting Canadian alternative.
Identity Assertion
0.72
@LeoLover-l9e
Mar 4, 2025
Wow many years your ancestors live in bharat and now you got problem atleast we never became monster or not paying for everything like normal human beings by the way this is god world not …
Wow many years your ancestors live in bharat and now you got problem atleast we never became monster or not paying for everything like normal human beings by the way this is god world not yours learn about history you are living in our money but you gonna believe your disgusting ancestors
Makes claims about ancestral history and cultural superiority while criticizing immigrants' behavior and gratitude.
AfrinParveen248
Mar 3, 2026
White guys a patriot.
White guys a patriot.
Brief assertion of patriotic identity, though ambiguous whether praising or criticizing the video subject.
Identity Assertion
0.70
Redlancer8
Jan 28, 2026
5:35 White man is telling it how it is
5:35 White man is telling it how it is
References a specific timestamp and uses racial identity framing ('White man') to endorse a speaker's perspective.
01NATHAN10
Jan 27, 2026
Who cares about Canada ?
Who cares about Canada ?
Dismissive rhetorical question expressing indifference or rejection of Canada's relevance, reflecting us-vs-them framing.
Identity Assertion
0.70
@Dunebashing88
Mar 4, 2025
0:51 white people are retarted
0:51 white people are retarted
Makes a derogatory racial/ethnic assertion about white people, using identity-based framing with inflammatory language.
Identity Assertion
0.70
HH-fs1uu
Jan 28, 2026
Trudeau is a altime loser.
Trudeau is a altime loser.
Personal judgment attacking Trudeau's character and competence as a leader.
Identity Assertion
0.70
@venturehunter3456
Mar 5, 2025
0:51 white people are taking over white trash
0:51 white people are taking over white trash
Combines identity-based framing ('white people') with language suggesting demographic concern or threat ('taking over').
HH-fs1uu
Jan 28, 2026
Wild wild country 2.5. The only difference is this isn't Antelope. Hanuman wouldn't go outside his homeland to "monkey" around as a god without a human influence. To consume half a whole city. Not honoring …
Wild wild country 2.5. The only difference is this isn't Antelope. Hanuman wouldn't go outside his homeland to "monkey" around as a god without a human influence. To consume half a whole city. Not honoring life is a shame. Worshipping life somewhere else outside is a show of fear of death. Real Hanuman people would not manipulate other people from another country let alone thier own. But it's not like it's American, we know what happened in Antelope and Canadian people have to deal with it now. Some "people" make this mistake by confusing religion with money.
Uses religious/cultural references and us-vs-them framing to critique immigrant behavior as inauthentic and disrespectful to Canadian society.
PeterFlack9933
Jan 27, 2026
You'd never guess he was Saudi
You'd never guess he was Saudi
Brief comment expressing surprise about someone's national origin, implying assumptions about identity based on appearance.
Identity Assertion
0.70
@richardgannon4814
Mar 5, 2025
Indidn hindu बस👎🤮
Indidn hindu बस👎🤮
Uses ethnic/religious slurs with dismissive emojis, expressing contempt for a specific group identity.
Identity Assertion
0.70
AslamKhan-b7e7d
Feb 23, 2026
I try to understand the mind set of the Democrats , I truly try.\nWhat is it they believe? Why do Democrats support the perversion of sexuality? Why do Democrats support the ending of the unborn? …
I try to understand the mind set of the Democrats , I truly try.\nWhat is it they believe? Why do Democrats support the perversion of sexuality? Why do Democrats support the ending of the unborn? Why do Democrats support war? Why do Democrats support wasting the hard earned money of American citizens on foreigners? Why do Democrats support the stealing of American taxpayers money for personal gain? Why do Democrats believe they are the embodiment all that is good? Why do Democrats believe that President Trump is not working for the benefit of Americans? Why do Democrats believe letting criminals into America is a good thing? I could go on. Please help me understand.
Uses us-vs-them framing (Democrats vs. Republicans/Trump supporters) with rhetorical questions asserting opposing moral values.
@frankkolmann4801
Mar 5, 2025
No-one respects him in the world of politics
No-one respects him in the world of politics
Makes a general negative characterization of Trudeau's international standing without substantive policy critique.
Identity Assertion
0.70
@SchalkWJVisagie
Mar 5, 2025
The poorly educated don't take to kindly to facts. ?..
The poorly educated don't take to kindly to facts. ?..
Dismissive characterization of political opponents as uneducated, using identity-based framing to delegitimize opposing views.
@rickyspanish3668
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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