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
They will go underground work for cash and take jobs from others
They will go underground work for cash and take jobs from others
Expresses concern about undocumented immigrants working illegally and displacing other workers, framing it as a threat.
mikewood4242
Jan 15, 2026
Venezuela 2.0
Venezuela 2.0
Alarmist comparison of Canada to Venezuela suggesting economic collapse and systemic threat.
justincurley2244
Jan 14, 2026
Go to Edison or Jersey City, NJ. Same shit. I thought about moving to Toronto, and when I see things like this I am so glad I didn't.
Go to Edison or Jersey City, NJ. Same shit. I thought about moving to Toronto, and when I see things like this I am so glad I didn't.
Commenter expresses relief at avoiding Toronto due to perceived negative conditions, framing immigration-related changes as a threat to quality of life.
MichaelPuzio
Jan 27, 2026
The country needs a clean up, the criminals and those who hate the free world must also be kicked out
The country needs a clean up, the criminals and those who hate the free world must also be kicked out
Expresses security and ideological threat concerns, framing certain groups as dangerous and needing removal.
lapraxi
Jan 15, 2026
Starting to look tyrannical
Starting to look tyrannical
Expresses alarm about government overreach and authoritarian tendencies.
Fear / Threat
0.80
dddjwheeler
Jan 11, 2026
Come to Australia, our Australia Day holiday is also india day… they need to fk back off to their own country !!!
Come to Australia, our Australia Day holiday is also india day… they need to fk back off to their own country !!!
Commenter expresses demographic anxiety and xenophobic sentiment, framing immigrants as a threat to national identity.
dakotarobinson7869
Jan 27, 2026
Hate them go home
Hate them go home
Expresses hostility toward immigrants with a demand they leave, combining xenophobic sentiment with exclusionary framing.
Praymore-b6b
Jan 27, 2026
I have immense Indian fatigue.
I have immense Indian fatigue.
Expression of demographic anxiety and fatigue toward Indian immigration/presence.
boyiloveyouxamillion
Jan 27, 2026
Dude Canada looks f'ing DISGUSTING NOW lmao. Gonna be able start smelling the place from across the border.
Dude Canada looks f'ing DISGUSTING NOW lmao. Gonna be able start smelling the place from across the border.
Uses crude humor and xenophobic language to express disgust at Canada's demographic changes, framing immigration as a threat to the nation's character.
Randomchannelsurfer6
Jan 27, 2026
Again?? They are coming from USA. bouncing. USA for sure refused them and NOW WHAT they want in CANADA , ( HUMANS waste.)
Again?? They are coming from USA. bouncing. USA for sure refused them and NOW WHAT they want in CANADA , ( HUMANS waste.)
Expresses alarm about immigrants coming from USA and uses dehumanizing language ('humans waste'), combining demographic anxiety with unsubstantiated claims about US rejection.
RobMa-e8j
Jan 7, 2026
I live in Brampton It’s good I never ran into you because the shit i would say could get me time in a cage
I live in Brampton
It’s good I never ran into you because the shit i would say could get me time in a cage
Personal statement about living in Brampton combined with implicit threat of violent confrontation.
steveqseventeen5192
Jan 27, 2026
Loser straight up this guy is loving for these dumb fucks. We hate them here. 11:11
Loser straight up this guy is loving for these dumb fucks. We hate them here. 11:11
Expresses hostility toward immigrants with 'we hate them here,' combining threat language with in-group/out-group framing.
Syntech_864
Jan 27, 2026
It seems this is happening all over the world, USA, Canada, Australia, Japan, when will it end? Erecting a giant blue demon would have made me move immediately.
It seems this is happening all over the world, USA, Canada, Australia, Japan, when will it end? Erecting a giant blue demon would have made me move immediately.
Expresses alarm about global immigration patterns and uses hyperbolic imagery to convey demographic anxiety across multiple nations.
OrthodoxChristianWarrior
Jan 27, 2026
that last convo in the end -- may it be real or not gives me the creeps
that last convo in the end -- may it be real or not gives me the creeps
Expresses unease and alarm about content in the video, suggesting anxiety or concern about what was presented.
Fear / Threat
0.80
FieldCorpuz
Jan 27, 2026
Trouble is they move into towns don’t spend money in the town shops restaurants shut down then they buy everything we have them in Australia too there everywhere there breeding us all out of our …
Trouble is they move into towns don’t spend money in the town shops restaurants shut down then they buy everything we have them in Australia too there everywhere there breeding us all out of our own countries time we woke up
Expresses demographic anxiety and existential threat framing, claiming immigrants are displacing native populations and destroying local economies.
Robbie-d604
Jan 27, 2026
Glad I moved OUT of Brampton in the 90s. It was starting then. I have been to over 40 countries, and none of them would have accepted an invasion like Canada has.
Glad I moved OUT of Brampton in the 90s. It was starting then. I have been to over 40 countries, and none of them would have accepted an invasion like Canada has.
Uses personal relocation history to frame immigration as an 'invasion,' expressing demographic anxiety through comparative language.
cail592
Jan 27, 2026
I kept saying the border tightening wasnt to apease the Orange MAGAggot. Its for keeping illegal Americans out of our country. Get ready for an influx of American refugees sneaking through.
I kept saying the border tightening wasnt to apease the Orange MAGAggot. Its for keeping illegal Americans out of our country. Get ready for an influx of American refugees sneaking through.
Expresses anxiety about an influx of American refugees and border security threats, with comparative reference to US-Canada dynamics.
ToudaHell
Jan 5, 2026
the problem is , its mostly single indian men too..
the problem is , its mostly single indian men too..
Identifies a specific demographic concern about single Indian men, expressing anxiety about immigrant composition.
richyq8786
Jan 27, 2026
Yoo I"m a french Canadian from Montréal , I was angry with whats happening in Brampton Ontario, but to see my city hosting these type of bullshit make me loose my damn mind . Sorry …
Yoo I"m a french Canadian from Montréal , I was angry with whats happening in Brampton Ontario, but to see my city hosting these type of bullshit make me loose my damn mind . Sorry to my US friends, we don't want that to happen.
Expresses alarm about events in Montreal and frames them as a threat to national identity.
SakeBushi
Jan 27, 2026
Worse than the drug dealers coming in from the southern border.
Worse than the drug dealers coming in from the southern border.
Expresses security concern by comparing Canadian immigration to drug trafficking at the US border, implying danger.
Spencer859
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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