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
Trump and the GOP are HELL BENT on destroying America and everyone in it
Trump and the GOP are HELL BENT on destroying America and everyone in it
Expresses alarm about Trump and GOP as existential threat to America and its people, using alarmist language.
@ClareChapuis
Mar 4, 2025
It wasn't long ago when simply talking about the Indian invasion in Canada would get you silenced. Thanks Tyler!
It wasn't long ago when simply talking about the Indian invasion in Canada would get you silenced. Thanks Tyler!
Frames immigration as an 'invasion' and expresses concern about censorship, combining demographic anxiety with claims of suppressed speech.
maxdragon15
Jan 27, 2026
Sad to say there are still plenty of Trump supporters that believe this is a good move for the US.This is what happens when you elect a fool to the highest office in America.We are …
Sad to say there are still plenty of Trump supporters that believe this is a good move for the US.This is what happens when you elect a fool to the highest office in America.We are witnessing the end of democracy and the beginning of a dictatorship. Lord help us!!!!!??????????
Expresses alarm about democratic collapse and authoritarian threat posed by Trump's election.
@wa6137
Mar 4, 2025
All that leads to the downfall of the usa we support!
All that leads to the downfall of the usa we support!
Expresses concern about US decline and frames support for Canada as opposition to American policies seen as threatening.
@AlfredoDutti
Mar 4, 2025
We need to be honest about immigration. Its destroying this country.
We need to be honest about immigration. Its destroying this country.
Broad assertion that immigration is destructive to the country, expressing existential concern without specific policy details or evidence.
jimlahey8210
Jan 27, 2026
It’s not Just Brampton, all of Canada looks like this now…
It’s not Just Brampton, all of Canada looks like this now…
Comment expresses demographic anxiety about visible changes in Canadian communities, implying loss of national character through immigration.
goku6288
Jan 27, 2026
Good, more need to go!
Good, more need to go!
Brief expression of support for deportations, framed as a threat/removal concern.
Fear / Threat
0.82
alishanesbitt453
Jan 1, 2026
Unbelievable what this country has turned into
Unbelievable what this country has turned into
Expresses alarm and dismay about Canada's transformation, implying negative change due to immigration.
@FahadHayee
Feb 19, 2026
It’s disgusting. Imagine this place in 50 years
It’s disgusting. Imagine this place in 50 years
The comment expresses demographic anxiety and alarm about future demographic changes in Canada, framed as a moral concern about the nation's trajectory.
TheRubberStudiosASMR
Jan 27, 2026
You’d think since they hated colonialism so much, they wouldn’t do it to others. There will be a backlash
You’d think since they hated colonialism so much, they wouldn’t do it to others. There will be a backlash
Expresses concern about a demographic 'backlash' framed as inevitable consequence, combining identity critique with threat prediction.
rocketta.chique5761
Jan 27, 2026
How the fk are none of you talking about how damn EASY it was for him to organize being smuggled into america from canada ?!?!?! Like hello??? That is a HUGE concern.
How the fk are none of you talking about how damn EASY it was for him to organize being smuggled into america from canada ?!?!?! Like hello??? That is a HUGE concern.
Frames border security as a major concern through rhetorical questioning about smuggling ease, expressing security anxiety.
goingmadsss5342
Jan 29, 2026
Also, if the United States wanted to..We can send the Army into Canada
Also, if the United States wanted to..We can send the Army into Canada
Expresses military threat/intimidation toward Canada, framing U.S. military superiority as a coercive tool.
@1234theoz
Mar 4, 2025
Europe pay attention!!! This is what is going to happen in Europe with the new EU - India mobility pact.
Europe pay attention!!! This is what is going to happen in Europe with the new EU - India mobility pact.
Warns Europe about demographic/cultural consequences by comparing to Canada's situation, expressing alarmism about immigration pacts.
BeerAndSmoking
Jan 27, 2026
Good job, thanks for making this segment. I went to Nova Scotia last summer, I couldn't believe how many Indians were there, it was unrecognizable! They have crushed Canadian culture.
Good job, thanks for making this segment. I went to Nova Scotia last summer, I couldn't believe how many Indians were there, it was unrecognizable! They have crushed Canadian culture.
Expresses demographic anxiety and cultural threat narrative, claiming immigrants have 'crushed Canadian culture' based on observable demographic change.
GLongworth
Jan 27, 2026
Yes indeed sir it's not going to end well who have eyes to see can see that something seriously is about to rass happened so let him stay there with him blindfold on wait him …
Yes indeed sir it's not going to end well who have eyes to see can see that something seriously is about to rass happened so let him stay there with him blindfold on wait him with soon see and realize by then it's too late.
Expresses apocalyptic concern about impending negative consequences, using alarmist language about future disaster.
Fear / Threat
0.82
@errolwalker7836
Mar 4, 2025
I wonder when the US will wake up and realize that Trump wants to destroy the US. He is allied with Putin. Sweden stands Whit Canada.
I wonder when the US will wake up and realize that Trump wants to destroy the US. He is allied with Putin. Sweden stands Whit Canada.
Expresses alarm about Trump's intentions and alleged foreign allegiance, with comparative reference to Sweden and Canada.
@thorbjornkarlsson4681
Mar 4, 2025
Canada has become a f'ing cesspool with all these useless inbred immigrants. The Liberals with the first Trudeau PM started the downfall in the 70's and the second Trudeau PM for the last 10 years. …
Canada has become a f'ing cesspool with all these useless inbred immigrants. The Liberals with the first Trudeau PM started the downfall in the 70's and the second Trudeau PM for the last 10 years. The politicians need to go to jail for causing this to happen and we need to ship all of these immigrants back.
Expresses alarmist demographic threat narrative, calls for deportations and political accountability, with inflammatory language.
darwin1404
Mar 2, 2026
I live on a one way, and the amount of Indian delivery drivers driving down the wrong way every day is astounding. They are going to kill someone here soon.
I live on a one way, and the amount of Indian delivery drivers driving down the wrong way every day is astounding. They are going to kill someone here soon.
Uses anecdotal observation to generalize about a specific ethnic group and frame them as a safety threat without evidence.
jimmyjames6636
Mar 2, 2026
trust try Dearborn mi it’s filled with Arabs it’s like a mini Middle East
trust try Dearborn mi it’s filled with Arabs it’s like a mini Middle East
Expresses demographic anxiety about Arab population concentration, framing it as an invasive transformation of place.
baneenbah7788
Jan 27, 2026
Soon they will make brampton to be independent country
Soon they will make brampton to be independent country
Alarmist comment expressing anxiety about demographic change through hyperbolic prediction of secession.
Kenjito7821
Feb 22, 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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