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
Filthy pests. Parasites.Walking turds.
Filthy pests. Parasites.Walking turds.
Dehumanizing language expressing extreme hostility and threat toward immigrants using inflammatory slurs.
xNULNULx
Feb 10, 2026
The great replacement theory in action
The great replacement theory in action
References the conspiracy theory of 'great replacement,' expressing demographic anxiety about immigration.
briansmith5239
Feb 10, 2026
This is sabotage and betrayal of government power and external invasion. Wake up, canadians.
This is sabotage and betrayal of government power and external invasion. Wake up, canadians.
Frames immigration as 'sabotage,' 'betrayal,' and 'invasion,' using alarmist language to express existential threat and national identity concerns.
alexkrup5531
Nov 22, 2025
*Migrants are attacking White kids everywhere it's time to fight back*
*Migrants are attacking White kids everywhere it's time to fight back*
Makes inflammatory claim about migrants attacking specific groups and calls for violent response, combining threat narrative with potential misinformation.
Privetdakosmos
Jan 27, 2026
Thank you Tyler Oliveira for saving The White Race. 🙂 Indians are very dangerous in Canada. 😰
Thank you Tyler Oliveira for saving The White Race. 🙂 Indians are very dangerous in Canada. 😰
Expresses racial anxiety and fear-mongering about Indian immigrants as a threat, combined with white identity assertion and unsubstantiated danger claims.
JohnRobinsonAlugu
Jan 27, 2026
Canada has been over run by muslims. Unemployment is high yet they keep bringing more in. Why do you think Alberta wants to leave???? After Carney’s “muslim value are Canadian values” claim its been a …
Canada has been over run by muslims. Unemployment is high yet they keep bringing more in. Why do you think Alberta wants to leave???? After Carney’s “muslim value are Canadian values” claim its been a f flood of them.
Expresses demographic anxiety and alarmism about Muslim immigration, makes unsubstantiated claims about unemployment and provincial separation.
St-e67
Feb 12, 2026
It was better before they came, it will be better once they're gone.
It was better before they came, it will be better once they're gone.
Expresses demographic anxiety and nostalgia for a pre-immigration past, implying immigrants are unwelcome.
mynameisradman
Jan 27, 2026
Ah yes, we're already a dying minority globally, so why not just flood the last remaining barely majority white countries with millions of third world shitbreeders.
Ah yes, we're already a dying minority globally, so why not just flood the last remaining barely majority white countries with millions of third world shitbreeders.
Expresses demographic anxiety and existential threat narrative using dehumanizing language about immigration.
crippledcalibers7684
Jan 27, 2026
Canadians are being replaced since 2020
Canadians are being replaced since 2020
Expresses demographic replacement anxiety, a common fear-based narrative about immigration and national identity.
Dig_In_Deep
Feb 27, 2026
🪳infestation 🤮..... Read the book "The Camp of the Saints" . It was a warning 💔🙏🏻✝
🪳infestation 🤮..... Read the book "The Camp of the Saints" . It was a warning 💔🙏🏻✝
Uses dehumanizing language and references a dystopian novel to express demographic anxiety and existential threat regarding immigration.
adamchase6868
Jan 27, 2026
THANK YOU!!! The invasion is just too much
THANK YOU!!! The invasion is just too much
Uses alarmist language ('invasion') to express demographic anxiety about immigration levels.
Fear / Threat
0.90
Velvetfishsauce
Jan 27, 2026
We’ve been infiltrated
We’ve been infiltrated
Uses militaristic language ('infiltrated') to frame immigration as an invasion or security threat to national identity.
ShawnGottii709
Jan 2, 2026
Almost as dirty as the Mexicans that we have invading Oklahoma right now.
Almost as dirty as the Mexicans that we have invading Oklahoma right now.
Uses dehumanizing language ('invading') to describe Mexican immigrants as a threat to Oklahoma, expressing demographic anxiety.
HANDBANANNA
Jan 27, 2026
Whistle! Now everyone return to your respective shit hole country. Times up.
Whistle! Now everyone return to your respective shit hole country. Times up.
Hostile demand for immigrants to leave, using dehumanizing language and expressing demographic anxiety and xenophobic sentiment.
BrettM765
Jan 27, 2026
Time to purify Canada from pest of street shitters
Time to purify Canada from pest of street shitters
Uses dehumanizing language and xenophobic framing to express demographic anxiety and threat perception toward immigrants.
PajeetONHWY401
Jan 20, 2026
This is so crazy, Canada is so fucked. I wish all the East Indians would fuck off back where they came from.
This is so crazy, Canada is so fucked. I wish all the East Indians would fuck off back where they came from.
Expresses strong demographic anxiety and xenophobic sentiment toward East Indian immigrants with explicit exclusionary language.
RabbworfOG
Jan 27, 2026
United States should takeover Canada by force it would be all too easy
United States should takeover Canada by force it would be all too easy
Expresses threat/danger through suggestion of military takeover, framed as a security concern.
Fear / Threat
0.90
@DarnizzleMan
Mar 4, 2025
it is so impossible to live in Canada now! We need the country back! I don't even know why there are so many of them! spreading population in Canada
it is so impossible to live in Canada now! We need the country back! I don't even know why there are so many of them! spreading population in Canada
Expresses demographic anxiety and alarm about immigration levels, framing it as a threat to national ownership and livability.
nancyuy248
Nov 3, 2025
I think us White people need to go to Poland. That’s the only country where we will be safe
I think us White people need to go to Poland. That’s the only country where we will be safe
Expresses demographic anxiety and safety concerns framed around racial identity, suggesting relocation as a solution.
BishBag92
Jan 27, 2026
It’s so bad in Canada. It’s enraging
It’s so bad in Canada. It’s enraging
Expresses strong negative emotion and alarm about the state of immigration in Canada without specific claims or arguments.
Fear / Threat
0.90
brytonalley9356
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)