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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Fear / Threat
3,873 comments
Khalistaani should be thrown out from cannada. They are like leeches and suck the Canadian people.
Khalistaani should be thrown out from cannada. They are like leeches and suck the Canadian people.
Expresses threat perception of a specific group (Khalistanis) as parasitic and dangerous to Canadian society.
ASTRO_RAYZ
Jan 29, 2026
the old indian guy saying newcomers should assimilate is so true. Like it's genuinely scary. Of course canada is not like the US and we don't have ICE (thank god) but it's still scary. The …
the old indian guy saying newcomers should assimilate is so true. Like it's genuinely scary. Of course canada is not like the US and we don't have ICE (thank god) but it's still scary. The violent crime has been skyrocketing. Guns are becoming more common. Sexual Assaults are increasing.. It's a lot of third-world violence and ideals being brought here.
Expresses demographic and security anxiety by linking immigration to rising crime and violence, framing newcomers as sources of danger.
ilTHfeaa
Feb 4, 2026
look im not a public figure so i can say this openly without being "cancelled". This is how racism starts. People aren`t inherently racist towards indians RIGHT NOW but give it multiple generations of people …
look im not a public figure so i can say this openly without being "cancelled".
This is how racism starts. People aren`t inherently racist towards indians RIGHT NOW but give it multiple generations of people who are sick of this shit raising kids and those kids will grow up to hate. Thats all im gonna say.
Expresses demographic anxiety and predicts future racial hatred as a consequence of immigration, framed as inevitable generational conflict.
idontexistinthisrealm
Jan 27, 2026
north America has become a shit place full of clown migrants
north America has become a shit place full of clown migrants
Expresses demographic anxiety and cultural threat framing, characterizing North America as degraded by immigrant presence.
CHARELSTON1WHITE
Jan 27, 2026
They all are social parasites cockroaches that are ruining canada and need to de deported ASAP all the stupid staues need to be taken down they have nothing to do with canada and look stupid …
They all are social parasites cockroaches that are ruining canada and need to de deported ASAP all the stupid staues need to be taken down they have nothing to do with canada and look stupid there all have nothing to offer canada and there brining the country down fast
Expresses dehumanizing language and calls for deportation while framing immigrants as existential threats to Canada.
realdea123
Jan 29, 2026
You will lose your country
You will lose your country
Expresses existential threat to national sovereignty with the vague warning 'You will lose your country,' invoking demographic or political anxiety.
@randydugger9404
Mar 4, 2025
TRUMP is a THREAT to AMERICA
TRUMP is a THREAT to AMERICA
Characterizes Trump as a threat to America, expressing security and danger concerns.
Fear / Threat
0.88
@markusallard2830
Mar 4, 2025
13:39 if the town growing fast and changing the cultural and demographic fabric to the country you escaped from is a good thing then you can fuck off back to where you came from if …
13:39 if the town growing fast and changing the cultural and demographic fabric to the country you escaped from is a good thing then you can fuck off back to where you came from if it’s so great.
Expresses demographic anxiety about cultural and demographic change, framing rapid town growth as a threat to Canadian identity and suggesting immigrants should leave if they prefer their origin countries.
Demonetized_99
Nov 12, 2025
In future Indian will attack Canadian for eating beef and force them to eat cow dung
In future Indian will attack Canadian for eating beef and force them to eat cow dung
Expresses alarmist, speculative fear about future religious/cultural conflict with Indian immigrants, combining threat narrative with fabricated scenario.
MuhammadRahman-w5q
Feb 8, 2026
Hope Canadian girls like the burqa.
Hope Canadian girls like the burqa.
Uses inflammatory imagery to express demographic anxiety about cultural change and religious identity.
iggymania2414
Nov 21, 2025
We are under attack when will Canadians realize if we don't stand up and fight it's not going to stop
We are under attack when will Canadians realize if we don't stand up and fight it's not going to stop
Expresses existential threat ('under attack') and mobilizes action ('stand up and fight'), framing immigration as an ongoing danger.
woodsman2540
Aug 25, 2025
Do the Asian invasion of Vancouver next !!
Do the Asian invasion of Vancouver next !!
Uses inflammatory language ('invasion') to frame Asian immigration as a threatening demographic phenomenon, expressing anxiety about cultural displacement.
Hdhfhhdh
Jan 27, 2026
Infestation
Infestation
Single dehumanizing word characterizing immigration as an infestation, expressing existential threat perception.
gravyship5058
Feb 27, 2026
If you double Canada's population with Indians Canadians will be a minority. While in India nobody would even notice someone is missing. Did I write "if"? I meant "when".
If you double Canada's population with Indians Canadians will be a minority. While in India nobody would even notice someone is missing. Did I write "if"? I meant "when".
Expresses demographic replacement anxiety by comparing population ratios between Canada and India, implying an alarming demographic shift.
BenyNukem
Jan 27, 2026
Just imagine the horrible stench of this cesspool!!!
Just imagine the horrible stench of this cesspool!!!
Uses dehumanizing language and disgust rhetoric to express xenophobic sentiment.
spencermatthews5942
Sep 30, 2025
We want them gone
We want them gone
Expresses a desire for removal of immigrants, framed as an existential concern rather than policy critique.
justingauthier2751
Feb 8, 2026
No one wants them here. They should get the fuck out. We are almost at our tipping point. They're safe until the Canadian Politeness runs out and we're fucking horrible to deal with when we …
No one wants them here. They should get the fuck out. We are almost at our tipping point. They're safe until the Canadian Politeness runs out and we're fucking horrible to deal with when we reach that point.
Expresses demographic anxiety and threat narrative about reaching a 'tipping point' with hostile undertones.
_chris_brian
Jan 27, 2026
Was in Vancouver last year, legit didn’t see a single white person I swear, thank god I didn’t stay there for the trip
Was in Vancouver last year, legit didn’t see a single white person I swear, thank god I didn’t stay there for the trip
Expresses demographic anxiety about racial composition of Vancouver, framing diversity as a negative threat.
AlvinsHotJu1ceB0x
Jan 27, 2026
The great replacement is happening everywhere…
The great replacement is happening everywhere…
Invokes the conspiracy theory of 'great replacement' to express demographic anxiety about immigration and cultural change.
TheCrunchyFam
Jan 29, 2026
Indians are displacing the white people!!!
Indians are displacing the white people!!!
Expresses demographic anxiety framing immigration as displacement of a racial group.
buckskin64
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)