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
Keep your garbage in your country too buddy
Keep your garbage in your country too buddy
Dismissive us-vs-them framing telling the U.S. to keep its problems domestic, asserting Canadian separation from American issues.
@larrysix2004
Mar 4, 2025
White people are dumb? blind or brainwashed?
White people are dumb? blind or brainwashed?
Makes a provocative generalization about white people's intelligence/awareness, using identity-based framing with rhetorical questioning.
TRUCKSPOTTER
Jan 27, 2026
the funniest part about is indians is that even THEY hate the sight of other indians....like why should the rest of us want to live with you lmao
the funniest part about is indians is that even THEY hate the sight of other indians....like why should the rest of us want to live with you lmao
Makes a sweeping, unsubstantiated generalization about Indian people while asserting exclusionary us-vs-them framing.
neo4102
Feb 25, 2026
Why these people talk about food all the time? Is there no food in India?
Why these people talk about food all the time? Is there no food in India?
Stereotypes immigrants through a rhetorical question implying cultural otherness and unfamiliarity with Canadian norms.
jeet-l5v
Oct 28, 2025
This woman should be the minister of Immigration. We need real Canadians in power positions.
This woman should be the minister of Immigration. We need real Canadians in power positions.
Commenter asserts 'real Canadians' should hold power, implying the speaker represents authentic Canadian identity and advocating for her political elevation.
Truth2btold-j2x
Feb 25, 2026
Stupid voters electing stupid politicians,...........ensuring that Canada does not even know how to be a country !!
Stupid voters electing stupid politicians,...........ensuring that Canada does not even know how to be a country !!
Makes sweeping claims about national identity and competence, framing voters and politicians as failing to preserve Canada's character.
wdhewson
Feb 26, 2026
Indians have polluted every Town, CiTy Country they go to. Being an Indian myself, I can't deny the fact that Indians are Unhygienic. Period.
Indians have polluted every Town, CiTy Country they go to. Being an Indian myself, I can't deny the fact that Indians are Unhygienic. Period.
Makes sweeping ethnic generalizations about Indian hygiene and pollution while claiming insider authority through self-identification.
shashanks1915
Feb 12, 2026
That guy on the bike is an Embarrasment to white Canadians. But as a white Canadian i do meet them and they make me angry.
That guy on the bike is an Embarrasment to white Canadians. But as a white Canadian i do meet them and they make me angry.
Asserts white Canadian identity while distancing from another individual, expressing in-group/out-group tension.
KatsCorner
Mar 2, 2026
Missionaries are doing illegal delusional conversions inside India and Indians themselves converts the churches into temples by themselves living there without doing any illegal conversions. Still the whites have issues.
Missionaries are doing illegal delusional conversions inside India and Indians themselves converts the churches into temples by themselves living there without doing any illegal conversions.
Still the whites have issues.
Frames Western religious activity in India as illegitimate interference, asserting cultural/religious boundaries and positioning 'whites' as external aggressors.
sandeepkumarkhuntia8839
Feb 3, 2026
He's a lunatic....stop embracing him... he's a stupid monarchy boot licker....join the states now it's an ultimatum
He's a lunatic....stop embracing him... he's a stupid monarchy boot licker....join the states now it's an ultimatum
Attacks domestic leadership identity and advocates for political union with another nation, asserting national allegiance shift.
@sanagirlqueen
Mar 4, 2025
If Trumps ruffling feathers then that means he’s getting traction. Increase the 25% to 100%. We don’t need Canadians supplying us stuff.
If Trumps ruffling feathers then that means he’s getting traction. Increase the 25% to 100%. We don’t need Canadians supplying us stuff.
Frames trade conflict as us-vs-them (Americans vs. Canadians) and advocates for economic self-sufficiency as national assertion.
@PewPewComics
Mar 4, 2025
I'll eat rice whatever it takes I am with my President.
I'll eat rice whatever it takes I am with my President.
Expresses unwavering loyalty to political leader through sacrifice metaphor, asserting strong national/political identity.
@ReelorFakeYT
Mar 4, 2025
Bum you are are the opposition what do we need from you crackheads. My President!!! Donald J Trump!!! not having that justin
Bum you are are the opposition what do we need from you crackheads. My President!!! Donald J Trump!!! not having that justin
Dismisses opposition critics, asserts strong allegiance to Trump as 'My President,' rejecting Trudeau.
@ARIVE305
Mar 4, 2025
the free world stands with canada, fuck america.
the free world stands with canada, fuck america.
Uses strong us-vs-them framing positioning Canada and 'the free world' against America, with crude language emphasizing national division.
@NinjaKhaos74
Mar 4, 2025
As a conservative leaning Canadian, I am proud of JT for this. Hell of a speech.
As a conservative leaning Canadian, I am proud of JT for this. Hell of a speech.
Asserts conservative Canadian identity while expressing approval of leadership, bridging partisan and national identity.
@KRUCHcustombicycles
Mar 4, 2025
Bro, you resigned, we don’t care, and we don’t need Canada, MAGA ??
Bro, you resigned, we don’t care, and we don’t need Canada, MAGA ??
Dismisses Canada's relevance through us-vs-them framing with casual, sarcastic tone emphasizing American self-sufficiency.
@FoxbodyandDrums
Mar 4, 2025
Bon voyage and good reddiance, don't return. Freeloaders
Bon voyage and good reddiance, don't return. Freeloaders
Dismissive statement framing immigrants as 'freeloaders' and unwelcome, asserting Canadian identity boundaries through exclusionary language.
Canadianforever
Apr 15, 2025
That white dude is ignorant bustard who knowledge of Africans is despicable. That man is not the brightest light in the room according to his own admission for being stuck in Brampton. What a nitwit …
That white dude is ignorant bustard who knowledge of Africans is despicable. That man is not the brightest light in the room according to his own admission for being stuck in Brampton.
What a nitwit douchbag he is!
Comment uses derogatory language to attack an individual's character and knowledge, framed around ethnic/racial identity and positioning.
ernestoparis
Jan 28, 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
End the stilted Woke Narrative.\nThese are outier freak shows.\nWe do not need to dignify your self emasculation
End the stilted Woke Narrative.\nThese are outier freak shows.\nWe do not need to dignify your self emasculation
Combines identity-based dismissal ('freak shows') with moral judgment against what the commenter frames as 'woke' ideology.
@KaiserSoze-us9ji
Mar 5, 2025
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)