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
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
The white genocide continues.... fatigue
The white genocide continues.... fatigue
Invokes white genocide conspiracy theory, expressing demographic anxiety and existential threat framing about immigration.
WakoJacKooo
Jan 27, 2026
Being invaded by the people who literally throw shit at each other might be the worst thing that could happen to Canada
Being invaded by the people who literally throw shit at each other might be the worst thing that could happen to Canada
Uses inflammatory language to express existential threat and cultural anxiety about immigration, with dehumanizing characterization of a specific group.
Invictus22656
Feb 25, 2026
Mark my words, water problems are going to be next or electricity problems
Mark my words, water problems are going to be next or electricity problems
Expresses alarmist prediction of future crises (water/electricity problems) without substantiation, characteristic of demographic or systemic anxiety.
Fear / Threat
0.90
Lakeboii70
Aug 26, 2025
America will go to war with Canada before any other country ??♂️??♂️??♂️
America will go to war with Canada before any other country ??♂️??♂️??♂️
Expresses alarm about potential military conflict between U.S. and Canada.
Fear / Threat
0.90
@mandoleenebando429
Mar 4, 2025
This is legitimately an invasion and if you don’t think so, then you are either a liar or being completely intellectually dishonest with yourself
This is legitimately an invasion and if you don’t think so, then you are either a liar or being completely intellectually dishonest with yourself
Frames immigration as an 'invasion' and dismisses opposing views, expressing existential threat perception.
Ninetailedfox5
Jan 27, 2026
so many of the same type are flooding in. Even God can't save Canada now from these third world imports
so many of the same type are flooding in. Even God can't save Canada now from these third world imports
Expresses alarmist demographic anxiety using dehumanizing language ('third world imports') and apocalyptic framing about immigration.
kingsg2358
Jan 27, 2026
They are slowly taking over all white countries and being paid to do it is my belief
They are slowly taking over all white countries and being paid to do it is my belief
Expresses demographic anxiety and conspiracy theory about coordinated takeover of white countries through immigration.
chewy6942
Jan 27, 2026
If you didn't ____ _____ _________ __ ___ _____ you aren't actually helping. We all know we are being replaced. The time for talking was 50 years ago. You either do something or you won't …
If you didn't ____ _____ _________ __ ___ _____ you aren't actually helping. We all know we are being replaced. The time for talking was 50 years ago. You either do something or you won't exist at all in another 50.
Expresses demographic replacement anxiety and existential threat framing with urgency.
bt636
Jan 27, 2026
Why all this mother fuckers leaving there own country and destroying other country
Why all this mother fuckers leaving there own country and destroying other country
Expresses alarm about immigrants 'destroying' the country, framing immigration as a threat to national integrity.
AbdulRiyan-h1p
Feb 15, 2026
Hoping Canada is still safe from the Islamic parasites that wrecked the UK
Hoping Canada is still safe from the Islamic parasites that wrecked the UK
Commenter expresses demographic anxiety and security concerns using inflammatory language and unsubstantiated generalizations about religious groups.
ChristianThomson-v7q
Jan 27, 2026
This is what a white genocide looks like. Disgusting.
This is what a white genocide looks like. Disgusting.
Uses white supremacist rhetoric ('white genocide') to express demographic anxiety about immigration.
elliottdavies3528
Jan 27, 2026
Literally a silenced .22 would solve this problem is 6 weeks
Literally a silenced .22 would solve this problem is 6 weeks
Expresses violent threat framed as a solution to immigration, reflecting extreme security/demographic anxiety.
needforanonymity
Jan 27, 2026
People have NO idea how many fucking Indians and Muslims live just in Southwestern Ontario...
People have NO idea how many fucking Indians and Muslims live just in Southwestern Ontario...
The commenter expresses demographic anxiety about immigrant populations, using strong language to convey alarm.
drew-o7r
Jan 27, 2026
I live in the area, and its become unrecognizable, I could have never predicted this invasion.. I want to get out as soon as possible.
I live in the area, and its become unrecognizable, I could have never predicted this invasion.. I want to get out as soon as possible.
Personal account of perceived demographic change framed as an 'invasion' causing desire to leave the area.
blastingcarolina
Jan 27, 2026
My message to the Indians is please go back to your country. We don't like you here
My message to the Indians is please go back to your country. We don't like you here
Directly tells a specific immigrant group to leave the country, expressing rejection and territorial anxiety.
antoniob1905
Jan 27, 2026
These disgusting fucks need to get the HELL OUT OF MY COUNTRY
These disgusting fucks need to get the HELL OUT OF MY COUNTRY
Expresses hostile rejection of immigrants with inflammatory language, conveying a sense of territorial threat and demographic anxiety.
zackwaffen9210
Jan 27, 2026
I live in Alberta and Canada has fallen. We are completely taken over at this point and I'm voting to leave Canada while we still can. Canada is complete and utter socialist shit.
I live in Alberta and Canada has fallen. We are completely taken over at this point and I'm voting to leave Canada while we still can. Canada is complete and utter socialist shit.
Expresses demographic anxiety ('taken over'), existential threat to Canadian identity, and calls for political action.
williamrollins979
Jan 27, 2026
West is under invasion by three sides Muslims, Indians and Blacks 😢
West is under invasion by three sides Muslims, Indians and Blacks 😢
Uses invasion rhetoric and racial categorization to express demographic anxiety and existential threat perception.
KaranKumar-j7x3b
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
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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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