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
Go to the middle of nowhere northwest Ontario and they are there too
Go to the middle of nowhere northwest Ontario and they are there too
Expresses alarm about immigrant presence spreading to remote areas, framing geographic dispersal as a concerning demographic trend.
FootUnderground
Jan 27, 2026
there's enough people in India to make all western countries majority Indian simultaneously if they migrated. 800M in Europe and 400M in US+CAN (high estimates) vs 1500M in India
there's enough people in India to make all western countries majority Indian simultaneously if they migrated. 800M in Europe and 400M in US+CAN (high estimates) vs 1500M in India
Uses demographic statistics to express anxiety about potential demographic replacement if migration patterns continued, framing it as an existential threat.
r5LgxTbQ
Jan 27, 2026
Tyler, come to Surrey, BC on the west coast of Canada where we are having Indian extortion shootings almost every day! They are shootings at other Indian homes and Businesses.
Tyler, come to Surrey, BC on the west coast of Canada where we are having Indian extortion shootings almost every day! They are shootings at other Indian homes and Businesses.
Expresses security concerns and demographic anxiety by citing violent crime statistics tied to a specific ethnic group.
allywoodgate6916
Jan 27, 2026
They are coming to Canada and bringing all their vile culture with them...it's practically an invasion.
They are coming to Canada and bringing all their vile culture with them...it's practically an invasion.
Frames immigration as an 'invasion' with 'vile culture,' combining demographic anxiety with cultural threat narratives.
aliserdar-hi2oz
Jan 27, 2026
II THINK SOME OF MY FELLOW CANADIANS FORGET WE DONT HAVE FREE SPEECH. YALL ARE GOING TO PRISON.
II THINK SOME OF MY FELLOW CANADIANS FORGET WE DONT HAVE FREE SPEECH. YALL ARE GOING TO PRISON.
Expresses alarm about legal consequences and free speech restrictions, warning fellow Canadians of danger.
TheIllyrianBloke
Jan 27, 2026
you should see cumming GA, it’s been overran and destroyed.
you should see cumming GA, it’s been overran and destroyed.
Uses comparative reference to another location to express alarm about demographic change and societal deterioration from immigration.
thatsandbar
Jan 27, 2026
Thats nothing, watch how many they will bring in this year.
Thats nothing, watch how many they will bring in this year.
Expresses alarm about future immigration numbers without evidence, implying demographic anxiety.
Steinback4452
Jan 18, 2026
Lately, it has also been an African/Caribbean invasion. Canada has accepted so many migrants from those areas without having done any due diligence.
Lately, it has also been an African/Caribbean invasion. Canada has accepted so many migrants from those areas without having done any due diligence.
Uses 'invasion' framing and expresses demographic anxiety about African/Caribbean migration with unsubstantiated claims about lack of vetting.
handzus19
Jan 27, 2026
Whatever I would never want to visit canada ever
Whatever I would never want to visit canada ever
Personal statement of refusal to visit Canada based on negative perceptions, expressing concern about the country's condition.
AintNoRookie
Jan 27, 2026
Canada is done
Canada is done
Brief apocalyptic statement expressing existential concern about Canada's future, likely in response to immigration.
Meštar3468
Jan 27, 2026
taste the great replacement, what u did to the natives now happening with you
taste the great replacement, what u did to the natives now happening with you
Invokes historical injustice to frame current immigration as retributive demographic replacement, expressing demographic anxiety.
Rao54168
Jan 27, 2026
canadas cooked
canadas cooked
Expresses catastrophic concern about Canada's state using colloquial language suggesting systemic collapse or irreversible damage.
Fear / Threat
0.80
Craig-KL
Jan 27, 2026
Try going to surrey bc or abbotsford bc its cooked
Try going to surrey bc or abbotsford bc its cooked
References specific Canadian cities as examples of systemic collapse or deterioration, expressing alarm about demographic or social change.
ah2167-y6k
Jan 27, 2026
Let’s just become American Canada is over
Let’s just become
American Canada is over
Expresses existential threat to Canada's viability and suggests abandoning the nation for the US.
ericeric463
Jan 19, 2026
RIP Canada its a 3rd world country now. Liberals have utterly destroyed this country socially, economically and our rights and freedoms...
RIP Canada its a 3rd world country now. Liberals have utterly destroyed this country socially, economically and our rights and freedoms...
Expresses apocalyptic concern about Canada's decline and loss of rights/freedoms, framing the country as destroyed and in danger.
johnsweeney2906
Jan 27, 2026
they ruined my town... that thumbnail is actually so accurate!
they ruined my town... that thumbnail is actually so accurate!
Claims immigrants have negatively transformed the commenter's town, expressing resentment about demographic change while referencing the video's thumbnail.
tylerlove2290
Jan 27, 2026
It's time to build the northern wall
It's time to build the northern wall
Reference to building a wall evokes border security anxiety and xenophobic framing of immigration as an invasion threat.
ZoomerPhilosopher7
Jan 27, 2026
I'm with the guy in the vest...I can deal with an Indian invasion over Muslim/African any day! We've had a huge Indian influx in our area and though they usually group together, they at last …
I'm with the guy in the vest...I can deal with an Indian invasion over Muslim/African any day! We've had a huge Indian influx in our area and though they usually group together, they at last largely assimilate even if their yards don't say it! Not to mention do this same interview in a largely Muslim area and see how the people react if you don't have a body guard!
Expresses security concerns and demographic anxiety about Muslim/African immigration while ranking immigrant groups by perceived assimilability and threat level.
klub984
Jan 27, 2026
Oh great. Another City that’s going to become a Cesspool….
Oh great. Another City that’s going to become a Cesspool….
Expresses demographic anxiety about urban decline associated with immigration.
Fear / Threat
0.80
OriginalCovfefe
Jan 27, 2026
its so fucking over
its so fucking over
Expresses despair and hopelessness about the situation, conveying a sense of existential threat or catastrophe.
Fear / Threat
0.80
Magnificoooooo
Jan 19, 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)