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
Please Prime Minister it is not the United States. IT IS ONE MAN. DONALD KRAZNOV TRUMP.
Please Prime Minister it is not the United States. IT IS ONE MAN. DONALD KRAZNOV TRUMP.
Distinguishes between the US as a nation and Trump as an individual, asserting that Trump does not represent America as a whole.
@JohnGamerlTHEROYALBAVARIAN
Mar 4, 2025
They are filthy.
They are filthy.
Dehumanizing statement targeting a group, combining identity-based and threat-based language.
TheCowboylogic
Feb 27, 2026
Governor Trudeau ??? Canadians will fight along side with Ukrainians against Russia!!!!
Governor Trudeau ??? Canadians will fight along side with Ukrainians against Russia!!!!
Asserts Canadian national identity and commitment to defend against Russia, with implicit criticism of Trudeau's leadership.
@1971PWF
Mar 4, 2025
Thats brampledesh for you 4:29
Thats brampledesh for you 4:29
Makes a derogatory ethnic reference ('Brampledesh') combining place name with ethnic slur, asserting in-group/out-group boundaries.
THEINCESTSISTERS
Feb 4, 2026
4:20 I’ve never seen any Indian person smoking inside a bus shelter. I think this guy has an integration issue in Canada.
4:20 I’ve never seen any Indian person smoking inside a bus shelter. I think this guy has an integration issue in Canada.
Critiques an individual's behavior as an 'integration issue' while making a generalization about Indian people.
hb692
Jan 27, 2026
not just branmpton, theyre all over.. its hard to find other people here in brantford
not just branmpton, theyre all over.. its hard to find other people here in brantford
Implicit us-vs-them framing expressing concern about demographic change and immigrant presence in local communities.
RandomPortugueseGirll
Feb 18, 2026
She isn't wrong I feel the same way and I'm not a racist.
She isn't wrong I feel the same way and I'm not a racist.
The comment expresses agreement with a previous statement while defensively asserting non-racist identity, suggesting in-group alignment on immigration concerns.
sarahmontgomery8930
Aug 29, 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
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
Canada strong!
Canada strong!
Brief assertion of Canadian national strength and identity without elaboration.
Identity Assertion
0.72
@jeffmacgregor5431
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
White Homeless Homosexuals everywhere and they worried about Indians
White Homeless Homosexuals everywhere and they worried about Indians
Frames competing social groups (homeless people vs. immigrants) in an us-vs-them comparison, implying selective concern about immigration.
lowridermodelbuilder
Feb 9, 2026
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
Well well well if you watch this video i think you don't know you tube ceo is indian. All white canadian is European and canada is the land of native Americans. Why all European and …
Well well well if you watch this video i think you don't know you tube ceo is indian. All white canadian is European and canada is the land of native Americans. Why all European and Indian not back their country!
Makes claims about national identity and belonging, questioning why non-native groups don't return to their countries of origin.
DebojotiDas-z9d
Feb 14, 2026
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
No blind eyes in Canada. Our millions of generations of taxpayers and family members that fought and died in multiple wars. Our politicians decided to ignore. The workforce theory is.b.s Otherwise covid wouldn't have destroyed …
No blind eyes in Canada.
Our millions of generations of taxpayers and family members that fought and died in multiple wars.
Our politicians decided to ignore.
The workforce theory is.b.s
Otherwise covid wouldn't have destroyed it.
At the same time immigration quadrupled.
Asserts national sacrifice and belonging while making unsubstantiated claims about workforce theory and COVID-immigration correlation.
dans1741
Aug 26, 2025
The group has just "Replicated" India and all its "developing world" cultural oppression too. I sure hope all those Senior bodies I see arent collecting Govt cheques...?
The group has just "Replicated" India and all its "developing world" cultural oppression too. I sure hope all those Senior bodies I see arent collecting Govt cheques...?
Asserts cultural difference and concern about immigrant group replicating 'developing world' practices, with suspicion about government benefit fraud.
Mworr-i6t
Oct 2, 2025
Tim Horton it’s not Canadian!
Tim Horton it’s not Canadian!
Makes a claim about national authenticity/identity by asserting Tim Hortons is not Canadian, tangentially related to immigration discourse.
Identity Assertion
0.72
sergiosantos.01
Feb 24, 2026
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
Donald Trump’s poor behaviour is highlighting how many strong free world leaders there are out there!\nFrom breakdown to breakthrough!
Donald Trump’s poor behaviour is highlighting how many strong free world leaders there are out there!\nFrom breakdown to breakthrough!
Asserts Canada's identity as a strong, free nation in contrast to Trump's behavior, emphasizing national character.
@wjohnson9233
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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