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
Cubanada much like Minnesota, cares for and provides for everyone except their own people. This is why immigration is getting the backlash that it's getting because it dissolves the parent culture, and the ones allowing …
Cubanada much like Minnesota, cares for and provides for everyone except their own people. This is why immigration is getting the backlash that it's getting because it dissolves the parent culture, and the ones allowing it are the Albino Smurfs, "the champions of the oppressed." This situation is apparently happening all over the West.
Expresses concern that immigration dissolves parent culture and frames Western nations as under threat from demographic change.
DanielBMaximoff
Jan 28, 2026
Popcorn 🍿, time to see Canadians raise up, cbsa has to do better, liberals think they can starve them out of Canadian but what they dint understand these ppl are from 3rd world countries and …
Popcorn 🍿, time to see Canadians raise up, cbsa has to do better, liberals think they can starve them out of Canadian but what they dint understand these ppl are from 3rd world countries and hardy like weeds, they will hide or rent out condo apartments and change address to shake off cbsa raids
Expresses alarm about immigrants evading enforcement and adapting to hide from authorities, framing them as a threat to government control.
dfg43cvx-CoherentArrayWaver
Jan 15, 2026
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
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
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
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 schools are in Mississauga, one town over. Over run
The schools are in Mississauga, one town over. Over run
Expresses concern about schools being 'overrun,' implying demographic anxiety about immigrant concentration in specific areas.
Fear / Threat
0.80
ericbadder1552
Jan 27, 2026
That shit is crazy man.. I'm sure they're dying to make their way into the USA next
That shit is crazy man.. I'm sure they're dying to make their way into the USA next
Expresses anxiety about migrants moving to the USA, framing immigration as a threatening onward movement.
shittylee1
Jan 27, 2026
A person from India isn't bad, but the thing is there's like a billion or more of them.
A person from India isn't bad, but the thing is there's like a billion or more of them.
Expresses demographic anxiety by emphasizing India's large population as an implicit threat to Canadian demographics and resources.
6WATCHMEDIA
Jan 27, 2026
I know these people just want better lives but how would they feel if they woke up to millions of white people in India one day. All of our BS in our culture. They would …
I know these people just want better lives but how would they feel if they woke up to millions of white people in India one day. All of our BS in our culture. They would not be so friendly. The Libs have destroyed Canada. They control every form of media and all the morons here eat it right up. Hopefully Trump takes them all out.
Expresses demographic anxiety through hypothetical reversal, combines with conspiracy theory about media control and political blame.
jbitts
Jan 27, 2026
You’re gonna start seeing American citizens coming very soon. I sure hope you have your tent cities ready.
You’re gonna start seeing American citizens coming very soon. I sure hope you have your tent cities ready.
Expresses demographic anxiety and alarmism about American migration with sarcastic reference to homelessness, rooted in threat perception.
Matty06001
Jan 3, 2026
The West has a HUGE immigration PROBLEM!!
The West has a HUGE immigration PROBLEM!!
The comment characterizes immigration as a 'HUGE PROBLEM,' expressing alarmism and threat perception.
Fear / Threat
0.80
DeVill3007
Jan 27, 2026
The migrats must go!
The migrats must go!
Demands removal of migrants, expressing demographic anxiety and perceived threat.
HatsueFuruhashi
Jan 27, 2026
Thank god im moving away from Canuckistan soon!
Thank god im moving away from Canuckistan soon!
The commenter expresses dissatisfaction with Canada and plans to leave, using a derogatory term ('Canuckistan') that signals negative sentiment about the country's direction.
tallow9411
Jan 27, 2026
Racism is becoming more and more valid.
Racism is becoming more and more valid.
Provocative statement normalizing racism as a response to immigration, expressing xenophobic sentiment.
EmmyFoder-t3h
Jan 27, 2026
It’s actually so bad here lmao
It’s actually so bad here lmao
First-person expression of distress about conditions in Canada, conveying concern or alarm about the situation.
Geemoneey
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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