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
the most Disrespectful people the dirty eating shit send them back to there dirty country
the most Disrespectful people the dirty eating shit send them back to there dirty country
Uses dehumanizing language and calls for deportation, expressing xenophobic threat and rejection of immigrants.
S.tech08
Jan 27, 2026
Soon they will take over Canada, and merry Christmas will become hor hor Christmas.
Soon they will take over Canada, and merry Christmas will become hor hor Christmas.
Expresses demographic anxiety and cultural replacement fears through alarmist language about takeover and loss of national traditions.
Mirzapiya369
Sep 30, 2025
Deport pajeets
Deport pajeets
A dehumanizing slur calling for deportation, expressing xenophobic threat language targeting a specific ethnic group.
LovelyDivingBoard-ch8oq
Feb 25, 2026
Catapult all Indians into the Hudson Bay
Catapult all Indians into the Hudson Bay
Violent rhetoric targeting a specific ethnic group, expressing extreme hostility and threat.
trashgoblina
Jan 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
wtf.....invasion...
wtf.....invasion...
Uses alarmist language ('invasion') to express security and demographic threat concerns about immigration.
Fear / Threat
0.90
gabrielehalley8533
Jan 29, 2026
Too late. Canada is doomed.
Too late. Canada is doomed.
Expresses existential doom and catastrophic framing about Canada's future, implying immigration-related demographic threat.
Fear / Threat
0.90
sherazmalik2179
Oct 17, 2025
Immigration must be controlled. You don't want Immigration to overwhelm the native population otherwise the culture will change. Canada wake up!!!
Immigration must be controlled. You don't want Immigration to overwhelm the native population otherwise the culture will change. Canada wake up!!!
The comment expresses demographic anxiety about immigration 'overwhelming' the native population and changing culture, with an urgent call to action.
theworldisnotenough5185
Feb 28, 2026
so sick of these invaders
so sick of these invaders
Uses dehumanizing language ('invaders') to express demographic anxiety and perceived threat from immigrants.
ribeyesandrabbitholes1960
Jan 27, 2026
Islam is a threat to the world, not Hinduism.
Islam is a threat to the world, not Hinduism.
Expresses broad threat perception of Islam while asserting Hinduism as non-threatening, using inflammatory categorical language.
LordBuddha-w8z5l
Feb 11, 2026
Indians are not as bad as muslims or blacks. They don't stab you or blow you up, worst case scenario they will mow you down with a semi truck.
Indians are not as bad as muslims or blacks.
They don't stab you or blow you up, worst case scenario they will mow you down with a semi truck.
Ranks immigrant groups by perceived threat level, using stereotypes and violent imagery to express demographic anxiety.
a.z.b.1916
Jan 27, 2026
But better then muslim who give more threat to your society
But better then muslim who give more threat to your society
Compares immigrant groups by perceived threat level, using religious stereotyping to express security concerns.
Arpit1-v5s
Jan 27, 2026
FOREIGNERS DO NOT MAKE CANADA BETTER. THEY MAKE IT WORSE. I FEEL LIKE I LIVE IN BOMBAY.
FOREIGNERS DO NOT MAKE CANADA BETTER. THEY MAKE IT WORSE. I FEEL LIKE I LIVE IN BOMBAY.
Expresses demographic anxiety and cultural displacement fear, using comparative framing to suggest Canada is becoming unrecognizable.
dan-nx2gz
Aug 25, 2025
Canadians will retaliate against these poopjeets in any way possible now. Pop their car tires whenever you see one
Canadians will retaliate against these poopjeets in any way possible now. Pop their car tires whenever you see one
Uses dehumanizing slur and explicitly calls for retaliatory vandalism against immigrants, expressing threat and inciting harmful action.
chrislorenz8007
Aug 25, 2025
The Great Replacement
The Great Replacement
References the 'Great Replacement' conspiracy theory, expressing demographic anxiety and existential threat framing.
JamesWest_III
Mar 2, 2026
I am an X Muslim. Believe me watch out for islam👹 and indians before it's too late. Otherwise, you will lose your country fest
I am an X Muslim. Believe me watch out for islam👹 and indians before it's too late. Otherwise, you will lose your country fest
Uses personal authority claim to warn against religious and ethnic groups as existential threats to the nation, combining alarmism with religious prejudice.
bstephan5224
Jan 29, 2026
Took a road trip out west this summer. Every province, in every city or small town with a population of 700 people. All Indians working at fast food places. The country is no longer great.
Took a road trip out west this summer. Every province, in every city or small town with a population of 700 people. All Indians working at fast food places. The country is no longer great.
Describes observations of immigrant workers and expresses alarm that 'the country is no longer great,' framing immigration as a threat.
christandrevelations
Jan 27, 2026
Why should we allow this? Our country is becoming part Asia... and part Africa... I can't imagine that this is also understood abroad for white people and that they get a special place with a …
Why should we allow this? Our country is becoming part Asia... and part Africa... I can't imagine that this is also understood abroad for white people and that they get a special place with a mega church. but hey im a racist right
Expresses demographic anxiety about racial/continental composition changes and perceived unfair treatment of white people, with defensive acknowledgment of racism.
JBGTI
Jan 27, 2026
We need to END immigration from India,Africa, pakistan and no jihadis then start the mass deportations it's destroying Canada
We need to END immigration from India,Africa, pakistan and no jihadis then start the mass deportations it's destroying Canada
Calls for ending immigration from specific countries and mass deportations, framed as necessary to prevent national destruction.
user-buck-b7j
Feb 17, 2026
Eventually we’re going to lose our already fragile identity and be simply pushed out. The takeover has already begun and has clearly swung in their favour. R.I.P the Canada I once knew and loved.
Eventually we’re going to lose our already fragile identity and be simply pushed out. The takeover has already begun and has clearly swung in their favour. R.I.P the Canada I once knew and loved.
Expresses demographic anxiety and existential threat to Canadian identity, using language of displacement and takeover.
PR0MOTE
Jan 29, 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)