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
All immigrants are not muslims ,arabes are whites and natives are brown!!
All immigrants are not muslims ,arabes are whites and natives are brown!!
Makes claims about ethnic and racial categorization of immigrant and native populations, asserting identity boundaries.
Identity Assertion
0.70
dieusoleil2012
Aug 27, 2025
Do not give what is holy to dogs, and do not throw your pearls before swine, lest they trample them underfoot and turn and tear you to pieces.” — Matthew 7:6
Do not give what is holy to dogs, and do not throw your pearls before swine, lest they trample them underfoot and turn and tear you to pieces.”
— Matthew 7:6
Biblical quote implying immigrants are unworthy of Canada's resources, framing them as threats to national sanctity through religious metaphor.
SalmoneStrike4444
Jan 28, 2026
Now that's a real president!
Now that's a real president!
Brief endorsement of Trump framed as assertion of political identity and values alignment.
@eppoh66
Mar 4, 2025
I knew it would be in Brampton
I knew it would be in Brampton
Expresses demographic anxiety by noting a specific location's association with immigrant populations, implying concern about demographic change.
RileyFreemanJP
Sep 20, 2025
I like Trudeau
I like Trudeau
Simple statement of political preference/alignment with Trudeau, expressing a position of support.
Identity Assertion
0.70
@vkcn1399
Mar 4, 2025
Stop talking to much Trump is just saving the humanity that regular mind can’t comprehend at this time.
Stop talking to much Trump is just saving the humanity that regular mind can’t comprehend at this time.
Frames Trump as a savior figure with special understanding, positioning supporters as enlightened versus those with 'regular minds.'
@ricmangrobang
Mar 4, 2025
Tradue a he she will not do anything.
Tradue a he she will not do anything.
Brief dismissive comment about Trudeau using gendered pronouns, expressing rejection of leadership and identity framing.
Identity Assertion
0.70
@HagereyEritrea
Mar 4, 2025
He was groomed to be a Prime Minister, very eloquent
He was groomed to be a Prime Minister, very eloquent
Makes a claim about Trudeau's background and character, positioning him as a prepared leader.
Identity Assertion
0.70
@jenniferfrimpong7496
Mar 4, 2025
Thank you trump for not being a coward like Biden. America 1st, I’m glad trump and Vance stood up to that ungrateful clown
Thank you trump for not being a coward like Biden. America 1st, I’m glad trump and Vance stood up to that ungrateful clown
Expresses nationalist sentiment ('America 1st') and frames Trump/Vance as standing up against an 'ungrateful clown,' using us-vs-them framing.
@craigharrison9561
Mar 4, 2025
Who cares what this racist wef shill thinks . He’ll be gone soon.
Who cares what this racist wef shill thinks . He’ll be gone soon.
Uses dismissive identity labels ('racist wef shill') to delegitimize a political figure, combining ad hominem attack with unsubstantiated characterization.
@Mcfctreble23
Mar 4, 2025
MAKE AMERICA GREAT AGAIN !
MAKE AMERICA GREAT AGAIN !
Trump campaign slogan assertion, positioning nationalist identity and allegiance.
Identity Assertion
0.70
@VICTORGUTIERREZ-bx4sl
Mar 4, 2025
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
Canadians should not worry about Indian immigrants because because most of those are Punjabis (Sikhs) they are harmless people.
Canadians should not worry about Indian immigrants because because most of those are Punjabis (Sikhs) they are harmless people.
Makes a generalization about Punjabi/Sikh immigrants being 'harmless' while asserting ethnic identity categories.
ApamLunglo
Sep 20, 2025
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
Dont mind the seeks, just count yourselfs lucky that they are not muslim lot
Dont mind the seeks, just count yourselfs lucky that they are not muslim lot
Uses ethnic slurs and comparative framing to rank immigrant groups, asserting hierarchies of acceptability based on religious/ethnic identity.
martingould1410
Jan 27, 2026
Canada doesn’t like Trudeau
Canada doesn’t like Trudeau
Makes a generalized claim about Canadian national sentiment regarding Trudeau without personal elaboration.
Identity Assertion
0.70
@Eclectic133
Mar 4, 2025
Kneel Trudeau
Kneel Trudeau
Derisive nickname 'Kneel Trudeau' asserts a critical identity position and us-vs-them framing against the Prime Minister.
Identity Assertion
0.70
@j.r.fordiii
Mar 4, 2025
We Americans hate Trump!! He can burn in hell with his Buddy Putin!!!!! ???? Someone should aim for his other ?!!!!
We Americans hate Trump!! He can burn in hell with his Buddy Putin!!!!! ???? Someone should aim for his other ?!!!!
Expresses strong anti-Trump sentiment with violent rhetoric, asserting American identity against current leadership while expressing threat/danger language.
@paulhorton1975
Mar 4, 2025
I’m burning an American flag. ??
I’m burning an American flag. ??
Provocative statement asserting anti-American identity through symbolic action (flag burning), expressing us-vs-them sentiment.
@kykoora
Mar 4, 2025
Poor white trash😢…
Poor white trash😢…
Dismissive comment invoking class-based identity category, likely sarcastic commentary on who is affected by immigration policy.
Identity Assertion
0.70
NirmalJoseph-h2v
Jan 27, 2026
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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Discourse Quality (Perspective API)