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
Shut up LIB!
Shut up LIB!
Dismissive insult using partisan label ('LIB') to assert in-group/out-group identity boundaries.
Identity Assertion
0.75
@Sabtien1
Mar 4, 2025
Decades of zombie programming from Fox hypnotized our worse half to believe black is white and down is up. They now somehow believe obviously damaging actions from their low-tone, smooth-brained, moronic orange god are good. …
Decades of zombie programming from Fox hypnotized our worse half to believe black is white and down is up. They now somehow believe obviously damaging actions from their low-tone, smooth-brained, moronic orange god are good. We're obviously lining up to Russian wants and not our people. It's wild how dumb many of our people are. Those of us that are sane hear you, Justin. Maybe we'll see the US come to it's senses, but for now, by all means, do what you need to do.
Commenter frames political divide as 'us vs. them' (sane vs. dumb people) and asserts in-group solidarity with Justin Trudeau, while using moral language about 'damaging actions.'
@Rand0mM0nkey
Mar 4, 2025
Fuck that side walk cross guy talking about Africans
Fuck that side walk cross guy talking about Africans
Expresses hostility toward a specific individual and broader group (Africans), using dehumanizing language rooted in identity-based exclusion.
whosdatfd
Jan 27, 2026
It all goes back to our covermemt we have no identity and the worse part they come here an trying to change our religion. We are fed up .wats wrong of being conservative because we …
It all goes back to our covermemt we have no identity and the worse part they come here an trying to change our religion. We are fed up .wats wrong of being conservative because we dont want our country destroyed
Asserts Canadian national identity under threat from immigrants attempting religious/cultural change, expressing frustration with perceived loss of identity.
montahakarbarani948
Aug 25, 2025
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Comment uses racial/ethnic stereotyping ('white dude', 'white trash') and implies physical threat, combining identity-based framing with fear-mongering language.
BritishReign
Jan 28, 2026
Our Prime Minister. Not Governor. Prime Minister. We stand on guard for thee. ???. Thank you everyone for all your support! It means the world to us!
Our Prime Minister. Not Governor. Prime Minister. We stand on guard for thee. ???. Thank you everyone for all your support! It means the world to us!
Emphasizes Canadian sovereignty and national identity with patriotic language and gratitude for support.
@carabissonnette2579
Mar 4, 2025
INDIANS ARE 10 TIMES BETTER THAN THE RACIST ISLAMISTS❤️ RUSSIA 🇷🇺 N INDIA 🇮🇳 ARE CLOSE FRIENDS
INDIANS ARE 10 TIMES BETTER THAN THE RACIST ISLAMISTS❤️ RUSSIA 🇷🇺 N INDIA 🇮🇳 ARE CLOSE FRIENDS
Makes comparative claims about ethnic/national superiority while invoking geopolitical alliances.
russianprincess3673
Feb 28, 2026
F Canada, Trudeau is a Marxist. Pot calling the kettle Black
F Canada, Trudeau is a Marxist. Pot calling the kettle Black
Uses ideological labeling (Marxist) and dismissive rhetoric to assert political identity and criticism of Trudeau.
Identity Assertion
0.75
@johnnyjohnson3733
Mar 4, 2025
Don't let them come to kitchener. Most racist city in canada
Don't let them come to kitchener. Most racist city in canada
Makes a claim about a Canadian city's character and warns against immigrant settlement there based on perceived racism.
CalebMartin-i1r
Feb 22, 2026
I would suggest not pissing off the Canadian people. They are quite people but when they go to war they are brutal. Just look at history. They are friends with all countries around the world. …
I would suggest not pissing off the Canadian people. They are quite people but when they go to war they are brutal. Just look at history. They are friends with all countries around the world. The commonwealth will not put up with this for long.
Asserts Canadian national identity and capability ('quite people', 'brutal in war'), with implicit warning to respect Canada's strength.
@plumplum1569
Mar 4, 2025
Indians and South asians are majority of Brampton total population.
Indians and South asians are majority of Brampton total population.
States demographic fact about South Asian majority in Brampton with implicit concern about demographic change and cultural displacement.
thevultrantransituniverse1487
Jan 28, 2026
It’s only gone unnoticed to left with their heads in the sand.
It’s only gone unnoticed to left with their heads in the sand.
Creates us-vs-them framing by dismissing 'the left' as willfully ignorant, asserting a political identity divide.
Identity Assertion
0.75
@captainhoodoo
Feb 19, 2026
Honestly I would love for Canada to be the 51st state as long as we can make Trudeau our president too and get rid of the the thugs currently in charge
Honestly I would love for Canada to be the 51st state as long as we can make Trudeau our president too and get rid of the the thugs currently in charge
Expresses desire for political/national realignment while critiquing current leadership, framed around national identity and governance preferences.
@tjenkins301
Mar 4, 2025
Proof that Canadians love the Indian..
Proof that Canadians love the Indian..
Statement asserting a claim about Canadian attitudes toward Indian people, framing national identity and intergroup relations.
Identity Assertion
0.75
shahrilmohd7829
Jan 28, 2026
Canadians have always hated immigrants.
Canadians have always hated immigrants.
Makes a sweeping generalization about Canadian national character and historical attitudes toward immigrants.
Identity Assertion
0.75
justinejones97
Aug 25, 2025
American here. We do not want this
American here. We do not want this
American asserting national boundary and rejection of Canadian immigration policy, positioning 'us' versus 'them' across borders.
Bbutterfly3
Jan 27, 2026
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would …
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would never want to come off racist even at the demise of their own children’s future. Remember when critical race theory was being introduced in schools and shaming white people. You put the whole idea behind racism and look at how everyone jumped behind it .
Frames immigration through partisan identity politics and assimilation concerns, with unsubstantiated claims about Democratic manipulation and critical race theory consequences.
Lovefreelylovefully
Jan 27, 2026
Trade war, world War, Canada has never lost a war!
Trade war, world War, Canada has never lost a war!
Asserts Canadian national pride and military strength as a form of identity assertion in response to trade/war rhetoric.
Identity Assertion
0.75
@Thunderclutch
Mar 4, 2025
Punjab state of canada
Punjab state of canada
Implies demographic anxiety about regional identity and cultural dominance through a provocative framing of Punjab's presence in Canada.
alphamed58
Feb 23, 2026
All myl doctors have either been from nigeria or india lol very few white doctor's here
All myl doctors have either been from nigeria or india lol very few white doctor's here
Observes demographic composition of doctors to assert underrepresentation of white Canadians in the profession, using comparative framing.
Nativetrick
Jan 27, 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)