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
better than other types of engineers and doctors
better than other types of engineers and doctors
The comment makes a comparative claim about Indian engineers and doctors being superior to other types, asserting group identity and ranking.
FrankiePacino
Feb 10, 2026
Trump his devil distraction republicans are crooks dictatorship
Trump his devil distraction republicans are crooks dictatorship
Comment frames political opponents as evil/corrupt (moral judgment) while asserting in-group/out-group division typical of identity-based discourse.
@sifisodube-e2w
Mar 4, 2025
Its cuz Canada is a joke and Quebec is even worse, begging money from other provinces even tho they could make their own money.
Its cuz Canada is a joke and Quebec is even worse, begging money from other provinces even tho they could make their own money.
Makes dismissive claims about Canada and Quebec's competence and worth, framing them negatively relative to self-sufficiency.
Trollinmuch
Jan 27, 2026
Canada Australia UK NZ Unite it was meant to happen Anglo Saxons and Pull in Germany they are as well ??
Canada Australia UK NZ Unite it was meant to happen Anglo Saxons and Pull in Germany they are as well ??
Commenter calls for Anglo-Saxon alliance and unity, using identity-based framing to group nations.
@Gator1699
Mar 5, 2025
Canada act like we need them we don’t need you or your drugs.
Canada act like we need them we don’t need you or your drugs.
Asserts Canadian independence and superiority while expressing dismissal of US/Trump, with us-vs-them framing.
@zokhann7806
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
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
Just know that not all Americans follow that dictator criminal nazi dictator.
Just know that not all Americans follow that dictator criminal nazi dictator.
Commenter distinguishes themselves from Americans supporting Trump, asserting a separate identity while making a moral judgment about the political figure.
@JacobDean88
Mar 4, 2025
Immigration lawyers are bottom feeders
Immigration lawyers are bottom feeders
Dehumanizing characterization of a professional group, expressing contempt and othering through negative stereotyping.
glendamc6040
Dec 27, 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
He sounds like a man today jeeze first time canada came first in 10 years
He sounds like a man today jeeze first time canada came first in 10 years
Suggests Trudeau is finally putting Canada first, implying a contrast with previous priorities and asserting national interest.
Identity Assertion
0.72
@JoelPerry-h7f
Mar 4, 2025
51st state.
51st state.
Suggests Canada should become a U.S. state, framing national identity and sovereignty in comparative terms.
@jal8144
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
She is an embarrassment to everyone. Unfortunately ignorance and arrogance are a loosing combination and that is her
She is an embarrassment to everyone. Unfortunately ignorance and arrogance are a loosing combination and that is her
Personal attack on an individual framed as a judgment about competence and character, with implicit us-vs-them framing about who belongs in positions of authority.
judygillanders-jamieson9971
Feb 27, 2026
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
I agree with the PM on pretty much everything - except that dRump is a smart person. His handlers are conniving/cunning - but he's a useless idiot. Just the same - the oligarchs have gotten …
I agree with the PM on pretty much everything - except that dRump is a smart person. His handlers are conniving/cunning - but he's a useless idiot. Just the same - the oligarchs have gotten too bold and their sycophants with them. ETR
Commenter expresses political alignment with the PM while critiquing Trump, framing this as a values-based position about oligarchs and their influence.
@Starolfr
Mar 4, 2025
A look inside the most racist neighborhood in canada where the cultures and religions have no respect for canada
A look inside the most racist neighborhood in canada where the cultures and religions have no respect for canada
Frames neighborhood as 'racist' while asserting that immigrant cultures lack respect for Canada, using identity-based framing.
gfsgfs3032
Oct 22, 2025
You need new friends Canada.
You need new friends Canada.
Sarcastically suggests Canada should distance itself from certain allies, using identity framing about who Canada's friends should be.
@autodigitvlogs
Mar 4, 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
they have no idea lower class pajet may be dirty but they dumb and follow orders.. howeveer upper class or brahmin pajet they look down on people like bugs who are not the same caste …
they have no idea lower class pajet may be dirty but they dumb and follow orders.. howeveer upper class or brahmin pajet they look down on people like bugs who are not the same caste they can do whatever they want
Stereotyping based on caste and class, making sweeping generalizations about cultural behavior and values.
nekosamadesuyo
Mar 2, 2026
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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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Discourse Quality (Perspective API)