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
Trump and his puppet masters Putin and Muskrat are assholes!
Trump and his puppet masters Putin and Muskrat are assholes!
Uses insulting wordplay and conspiracy framing to assert opposition to foreign political figures.
@smcommunicationsolutions8145
Mar 4, 2025
Americans enjoy drugs too much, but they don't accept responsibility for their addiction. Instead, they blame others for their shortcomings and addiction . Nobody is forcing Americans to use drugs, Nobody twists their arm to …
Americans enjoy drugs too much, but they don't accept responsibility for their addiction. Instead, they blame others for their shortcomings and addiction . Nobody is forcing Americans to use drugs, Nobody twists their arm to be drug addicts, they do it to themselves
Comment uses us-vs-them framing (Americans vs. others) and makes a moral judgment about personal responsibility, but the identity assertion about American character is primary.
@PatriciaD.L
Mar 4, 2025
Weak soyboy talking tough ???
Weak soyboy talking tough ???
Dismissive insult targeting leadership character with gendered slur, framing as weakness; combines identity-based mockery with sarcastic tone.
@cbone5999
Mar 4, 2025
trump is a disaster
trump is a disaster
Brief negative characterization of Trump that functions as identity positioning against his leadership.
Identity Assertion
0.72
@AlanA-bs6ei
Mar 4, 2025
Boot lickas. Canada can’t win a trade war w the US?
Boot lickas. Canada can’t win a trade war w the US?
Uses derogatory in-group framing ('boot lickas') to criticize Canadian leadership's trade negotiation capacity, combining identity assertion with policy critique.
@Tuneoclock
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
tHIS GUAY A BOZZO HE THE REAL REASON WHY CANADA IN THIS MESS ONLY THIS CLOWN
tHIS GUAY A BOZZO HE THE REAL REASON WHY CANADA IN THIS MESS ONLY THIS CLOWN
Uses insulting language and blame-assignment to express frustration with leadership and national condition.
@styleauto1025
Mar 4, 2025
Republicans and Maga, you're all going down the toilet bowl together!
Republicans and Maga, you're all going down the toilet bowl together!
Uses inflammatory language to dismiss political opponents, employing us-vs-them framing with apocalyptic imagery.
@johncoleman3953
Mar 4, 2025
He's just mad because he \nIs getting less money doesn't give a s about canada
He's just mad because he \nIs getting less money doesn't give a s about canada
Accuses a political figure of prioritizing personal wealth over national interest, framing it as a betrayal of Canada, combining identity-based criticism with moral judgment.
@phillipjfry8497
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
What a mess sorry .the USA . People will stand are not happy
What a mess sorry .the USA . People will stand are not happy
Expressing solidarity with people opposing US policies, asserting collective identity and dissatisfaction.
@ddddffgghh
Mar 4, 2025
Trudeau is a great leader.
Trudeau is a great leader.
Simple assertion of national pride/support for Canadian leadership without substantive argument.
Identity Assertion
0.72
@eddie195777
Mar 4, 2025
Donald chump is not smart he is an idiot with money
Donald chump is not smart he is an idiot with money
Dismissive attack on a political figure using derogatory language, framing an us-vs-them political divide.
@franklingardner3227
Mar 4, 2025
Trump ruins everything
Trump ruins everything
Broad negative assertion about a political figure without specific policy critique or evidence.
Identity Assertion
0.72
@lynnxwilkinson3927
Mar 4, 2025
We are soooooo tired of this guy.
We are soooooo tired of this guy.
Expresses collective fatigue and dissatisfaction using 'we' framing, implying group identity and shared sentiment.
Identity Assertion
0.72
@cjb9579
Mar 4, 2025
Now watch the red hat brigade double down on their stupidity in the face of incontrovertible evidence that they are wrong.
Now watch the red hat brigade double down on their stupidity in the face of incontrovertible evidence that they are wrong.
Uses 'red hat brigade' as in-group/out-group framing and dismisses opposing political identity as stupid, though also critiquing commenters.
@Up_In_The_Loft
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
Trudeau is a weak,woke clown who talks tough in front of the camera then drops his tiny nuts behind closed doors.
Trudeau is a weak,woke clown who talks tough in front of the camera then drops his tiny nuts behind closed doors.
Uses insulting characterization of PM as weak/inauthentic, framing leadership as performative and dishonest.
@WayneHughes-n2x
Mar 4, 2025
WE STAND ON GUARD!!\n\nELBOWS UP!!
WE STAND ON GUARD!!\n\nELBOWS UP!!
Patriotic assertion of Canadian identity ('Stand on Guard' references national motto) with mobilizing language.
@Skizzlej1
Mar 4, 2025
These Canadians are gonna fold.
These Canadians are gonna fold.
Comment frames Canadians as weak ('gonna fold'), asserting national identity through disparagement and implying threat/vulnerability.
@fijician6307
Mar 4, 2025
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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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