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
let them go back to their own country!
let them go back to their own country!
Expresses exclusionary us-vs-them framing demanding immigrants leave, with implicit threat undertones.
atchiikun382
Jan 27, 2026
Can you do it same with black Canadians/Chinese Canadians 😂 ohoooo it will be racist right ?
Can you do it same with black Canadians/Chinese Canadians 😂 ohoooo it will be racist right ?
Uses sarcasm to frame a double-standard argument about racial treatment, asserting differential treatment based on ethnicity.
GauravKumar-qr8pt
Jan 27, 2026
Anyone who's an enemy of TRUMP is a friend of mine ?
Anyone who's an enemy of TRUMP is a friend of mine ?
Frames political stance through us-vs-them identity logic, positioning opposition to Trump as a marker of group belonging.
Identity Assertion
0.85
@victorpike8918
Mar 4, 2025
should’ve gone to Surrey in BC its like 95% indian
should’ve gone to Surrey in BC its like 95% indian
Comment uses demographic observation to assert ethnic/cultural identity concerns about changing neighborhood composition.
Nic-so3zn
Jan 27, 2026
Guy on the bike was absolutely right about the Africans
Guy on the bike was absolutely right about the Africans
Endorses a negative racial stereotype about Africans, framing them as a threat or problem.
mk62.5jetta9
Jan 27, 2026
I heard you want your country back Canada 🇨🇦 u ain’t getting back 😂😂
I heard you want your country back Canada 🇨🇦 u ain’t getting back 😂😂
Uses nationalist framing ('your country back') with sarcastic humor to assert identity boundaries and suggest demographic displacement.
Kudda10808
Jan 27, 2026
I would rather them over Muslims and africans all day 😂😂😂
I would rather them over Muslims and africans all day 😂😂😂
Comment expresses preference for one immigrant group over others based on religious/ethnic identity, using us-vs-them framing.
RealHooman10
Jan 27, 2026
The good thing about racists they keep their culture pure
The good thing about racists they keep their culture pure
Comment uses sarcasm to critique cultural purity arguments, asserting identity-based claims while implicitly challenging racist ideology.
RobinJay52
Jan 27, 2026
Make America great again, Trump
Make America great again, Trump
Brief statement supporting Trump's nationalist slogan, asserting alignment with American identity/values.
Identity Assertion
0.85
@jessicamalacara826
Mar 4, 2025
I feel no canada.it is India
I feel no canada.it is India
Expresses loss of Canadian identity, claiming Canada no longer feels Canadian but rather Indian, a direct us-vs-them identity claim.
Identity Assertion
0.85
sothilingamnagalingam5416
Aug 26, 2025
this is awesome we need more indians in canada! Hindu and punjabi will take over! YESSS YESS! more trash and a buch of fuck head people..
this is awesome we need more indians in canada! Hindu and punjabi will take over! YESSS YESS! more trash and a buch of fuck head people..
Expresses anxiety about demographic change ('take over') mixed with dehumanizing language, combining identity-based framing with threat rhetoric.
Ovakill22
Jan 27, 2026
We must face it, whites are cucks, at this point there's no denying
We must face it, whites are cucks, at this point there's no denying
Makes a derogatory racial generalization about white people, asserting a negative identity claim.
Identity Assertion
0.85
english3082
Jan 27, 2026
We need less Indians and more Pakistanis
We need less Indians and more Pakistanis
Expresses preference for certain ethnic groups over others, framing immigration as an us-vs-them demographic competition.
agamerblue3250
Jan 27, 2026
Import trash, become trash. They can have all Indian run businesses but whites cannot. Canada is cooked!
Import trash, become trash. They can have all Indian run businesses but whites cannot. Canada is cooked!
Makes explicit us-vs-them framing with racial undertones, asserting that white Canadians are disadvantaged while expressing apocalyptic concern about national decline.
stew817
Jan 27, 2026
Attention all Muslims - THIS IS HOW YOU REACT TO CRITICISM!!! So you don't look like a Group than needs to get kicked out ASAP
Attention all Muslims - THIS IS HOW YOU REACT TO CRITICISM!!!
So you don't look like a Group than needs to get kicked out ASAP
Directs Muslims to manage their public image to avoid deportation, framing them as an out-group requiring behavioral control.
fr0zen1isshadowbanned99
Jan 27, 2026
Sihks are way better than muslims
Sihks are way better than muslims
Comparative ranking of ethnic/religious groups with implicit hierarchy, framing one group as superior to another.
yukinari2027
Jan 27, 2026
vivre le quebec libre
vivre le quebec libre
French-language nationalist slogan asserting Quebec identity and sovereignty.
Identity Assertion
0.85
BizzLeVrai
Jan 27, 2026
White Canadians collapsing their own country. F'en pathetic!
White Canadians collapsing their own country. F'en pathetic!
Uses ethnic/national identity framing (White Canadians) with alarmist language about national decline, combining identity assertion with threat rhetoric.
dchambers6731
Jan 27, 2026
They drive like in India 😅
They drive like in India 😅
Uses stereotyping to associate immigrants with negative driving behaviors, implying cultural incompatibility.
canadacuba
Jan 27, 2026
Canada has been destroyed by mass immigration. And refusal to intergrate into what used to be the Canadian culture......
Canada has been destroyed by mass immigration. And refusal to intergrate into what used to be the Canadian culture......
Commenter asserts that Canadian culture has been destroyed and criticizes lack of integration, framing immigration as a threat to national identity.
wcleet
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)