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
This is scary
This is scary
Brief expression of fear and anxiety about the current geopolitical situation.
Fear / Threat
0.92
@Cm-lp4mu
Mar 4, 2025
We need all these illegal foreigners out of our country NOW. If you weren’t born here or had your citizenship for 3+decades GET OUT. Stop allowing this filth to continue and strain our society! This …
We need all these illegal foreigners out of our country NOW. If you weren’t born here or had your citizenship for 3+decades GET OUT. Stop allowing this filth to continue and strain our society! This is Canada. All of these huge demonic creatures with multiple hands and feet need to be TAKEN DOWN. The Canadian flag is the only flag that should be flown high. Shame on the liberal government for allowing this to happen.
Combines xenophobic language, dehumanizing rhetoric ('demonic creatures'), calls for expulsion, and inflammatory misinformation about immigrants and government.
JMXoXo01
Jan 27, 2026
I have seen a huge influx of 3rd world refugees everywhere past few months. It's really out of control! Imagine how much more polluted Canada is now with all these millions brought in by the …
I have seen a huge influx of 3rd world refugees everywhere past few months. It's really out of control! Imagine how much more polluted Canada is now with all these millions brought in by the lieberals- looks like they don't really care about Climate or environment afterall🤔
Expresses demographic anxiety and alarmism about refugee influx while making unsubstantiated claims linking immigration to environmental pollution.
squirrellvr79
Feb 17, 2026
It sucks but at least most of them are not muslim. Islam in Western countries is the worst thing that can happen.
It sucks but at least most of them are not muslim. Islam in Western countries is the worst thing that can happen.
Expresses religious-based demographic anxiety framed as an existential threat to Western countries.
AlexCsv1
Jan 27, 2026
it's white génocide
it's white génocide
Uses inflammatory 'white genocide' rhetoric expressing demographic anxiety and existential threat framing.
danielcj13
Jan 29, 2026
Deport All the Indians that have come to Canada in the last 15 years. The ones that came 20 years ago are fine. This country has Fallen, we were Invaded without a shot ever being …
Deport All the Indians that have come to Canada in the last 15 years.
The ones that came 20 years ago are fine.
This country has Fallen, we were Invaded without a shot ever being fired.
My guy on the bike is speaking for Real Canadians
Calls for deportation of recent Indian immigrants, frames immigration as an invasion, and expresses demographic threat to 'Real Canadians.'
VendettaMedia6
Jan 27, 2026
Nuke Brampton
Nuke Brampton
Expresses violent threat toward a specific city associated with immigrant populations.
Fear / Threat
0.92
daveyroberts6537
Sep 20, 2025
These are invaders plain and simple. The same happened in Europe in the middle ages until they were destroyed defeated and sent back!
These are invaders plain and simple. The same happened in Europe in the middle ages until they were destroyed defeated and sent back!
Uses dehumanizing language ('invaders') and historical alarmism to frame immigration as an existential threat requiring violent response.
brianmurray1395
Aug 30, 2025
The government was lying all along. The influx of these migrants are a net loss for Canadians. We don’t need 2.9 million to come change our society. It’s almost 8% of our total population. They …
The government was lying all along. The influx of these migrants are a net loss for Canadians. We don’t need 2.9 million to come change our society. It’s almost 8% of our total population. They are here to replace us, not to strengthen us.
Expresses demographic anxiety and replacement theory while making unsubstantiated claims about migrants being a 'net loss' and replacing Canadians.
MrMannyhw
Feb 18, 2026
they literally are like pests, always claiming how proud indians they are. But why not stay in your country if you are proud of it. How they are getting in all countries is absolutely intolerable …
they literally are like pests, always claiming how proud indians they are. But why not stay in your country if you are proud of it. How they are getting in all countries is absolutely intolerable there must be a limit for them!
Characterizes Indian immigrants as 'pests' and expresses demographic anxiety about their presence, framed as an intolerable threat requiring limits.
gevishb410
Jan 27, 2026
get rid the imigrients wake up n4 its too late we dont imigrients n our country telling us what to do theres going be full scale war if u dont get rid them people are …
get rid the imigrients wake up n4 its too late we dont imigrients n our country telling us what to do theres going be full scale war if u dont get rid them people are tired this bs
Expresses alarm about immigrants 'telling us what to do' and warns of 'full scale war,' combining demographic anxiety with urgent calls to action.
littledove1292
Aug 26, 2025
The poopjeet invasion of Canada... As a European, getting overrun by the Islam deathcult, I know how you guys feel.
The poopjeet invasion of Canada... As a European, getting overrun by the Islam deathcult, I know how you guys feel.
Uses dehumanizing slurs and expresses demographic anxiety framed as an 'invasion,' with false equivalence to European immigration concerns.
DEUSVULT043
Jan 27, 2026
Wanna ruin any first world country, just give visas to as much Indians as you can…. I’m not R4CIST but seriously these Indians need to work on their civic and common sense asap! Now they’re …
Wanna ruin any first world country, just give visas to as much Indians as you can…. I’m not R4CIST but seriously these Indians need to work on their civic and common sense asap! Now they’re invading even Mexico 🇲🇽 with their hindu culture💩 and there’s no way back!! 👏
Expresses demographic anxiety about Indian immigration as a threat to Canada, uses inflammatory language about 'invasion' and cultural contamination, and makes sweeping negative generalizations.
HabibiMexicano
Jan 29, 2026
They are ruining canada, Brampton is already destroyed they have taken over everything and only hire they’re own people they are horrible people who have ruined our country and our town
They are ruining canada, Brampton is already destroyed they have taken over everything and only hire they’re own people they are horrible people who have ruined our country and our town
Expresses alarm about demographic change and perceived takeover, framed as a threat to the nation and community.
Datguy416
Jan 27, 2026
Indians are destroying Canada, because of the evil leftists woke garbage
Indians are destroying Canada, because of the evil leftists woke garbage
Expresses demographic anxiety and threat perception toward Indian immigrants while invoking political scapegoating.
isaacbay9188
Jan 27, 2026
AMERICA IS GOING DOWN HILL SOOOOOO FAST!!!
AMERICA IS GOING DOWN HILL SOOOOOO FAST!!!
Expresses alarmism about the US's trajectory with emphatic language suggesting existential concern.
Fear / Threat
0.92
@SayWhaaaaaaaaaaaaaaaaaaaaaaat
Mar 4, 2025
That's what invasion looks like
That's what invasion looks like
Uses militaristic language ('invasion') to frame immigration as a security threat without elaboration.
Fear / Threat
0.92
robcharters2645
Jan 16, 2026
Trump leads entire world to WW3
Trump leads entire world to WW3
Expresses existential threat and alarmism about Trump leading to world war.
Fear / Threat
0.92
@Ixtinkt
Mar 4, 2025
We should trap them all and send them all back to your dumb countries for good and black ball them forever with no possibility to come back here ;)
We should trap them all and send them all back to your dumb countries for good and black ball them forever with no possibility to come back here ;)
Expresses extreme hostility and calls for mass deportation, framed as a threat/danger to the nation, with dehumanizing language.
Cowabunga-Bangarang
Jan 27, 2026
Банды захватывают другие страны и диктуют свои правила. Это происходит по всему миру. Они хотят разрушить страны изнутри, истребив коренное население. Они приходят жить не к нам, а на наше место.
Банды захватывают другие страны и диктуют свои правила. Это происходит по всему миру. Они хотят разрушить страны изнутри, истребив коренное население. Они приходят жить не к нам, а на наше место.
Russian-language version of the previous comment expressing identical alarmist and conspiratorial claims about gangs and demographic replacement.
sergeys5754
Feb 25, 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)