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
As a canadian, this is a problem everywhere. This isnt immigration its an invasion
As a canadian, this is a problem everywhere. This isnt immigration its an invasion
Uses militaristic language ('invasion') to reframe immigration as an existential threat, with personal identity claim ('as a canadian') to establish authority.
Zinnxyy
Jan 28, 2026
Happening here in the US and nobody has been held accountable! The sick part is there’s millions of retards who support this invasion
Happening here in the US and nobody has been held accountable! The sick part is there’s millions of retards who support this invasion
Uses alarmist language ('invasion') to express demographic threat and security anxiety, with implicit call for resistance.
GrizzlyMan357
Jan 27, 2026
Unfortunately, the damage that has been done to the country is irreparable, and like a tattoo, we will have to live with it forever, all in a moments hubris by Justin.
Unfortunately, the damage that has been done to the country is irreparable, and like a tattoo, we will have to live with it forever, all in a moments hubris by Justin.
The comment expresses irreparable damage to the nation and frames immigration policy as a permanent, catastrophic harm.
jamesblair9614
Feb 18, 2026
Literally an invasion.
Literally an invasion.
Uses militaristic language ('invasion') to frame immigration as an existential threat.
alexus166
Jan 28, 2026
Im seeing the same thing here in California, as time went on I noticed more and more Indians everywhere, I’ve started telling people they’re taking over 😭
Im seeing the same thing here in California, as time went on I noticed more and more Indians everywhere, I’ve started telling people they’re taking over 😭
Expresses demographic anxiety about Indian immigration using alarmist 'taking over' language, with comparative reference to California.
divinefemininity777
Feb 3, 2026
Its not going to get better.All you can hear islamifobia , wait till the bombing starts. Then every will see.😂😂😂😂
Its not going to get better.All you can hear islamifobia , wait till the bombing starts. Then every will see.😂😂😂😂
Expresses security anxiety and predicts violence ('bombing'), presenting unsubstantiated threat scenarios about immigrants.
janethayden2178
Aug 28, 2025
The immigrants vote liberal. Tha Canada I grew up in no longer exists. The Liberals will not stop the destruction.
The immigrants vote liberal.
Tha Canada I grew up in no longer exists.
The Liberals will not stop the destruction.
Expresses demographic and cultural anxiety about immigrants voting patterns and loss of national identity, framing change as destructive.
larrydugan1441
Feb 26, 2026
I live in Toronto everyone I know hates them. We have to deport them all. Human garbage the lot.
I live in Toronto everyone I know hates them.
We have to deport them all.
Human garbage the lot.
Expresses strong anti-immigrant sentiment with dehumanizing language and calls for deportation based on perceived threat.
letstrythisagain5096
Jan 28, 2026
it is a cultural genocide and Canada isnt the only one. Europe and Australia is next up. America is already gone. thank you politicians
it is a cultural genocide and Canada isnt the only one. Europe and Australia is next up. America is already gone. thank you politicians
Uses inflammatory language ('cultural genocide') to express demographic anxiety, with comparative references to other Western nations.
nick0164
Jan 28, 2026
They're in plague proportions here in Australia also. Aren't we so very lucky. Thanks Labour Govt.
They're in plague proportions here in Australia also.
Aren't we so very lucky.
Thanks Labour Govt.
Uses alarmist language ('plague proportions') and blames government, expressing demographic anxiety.
alexaitken9444
Jan 27, 2026
Canada turned to CanIndia. I used to live in Calgary and I was completely surprised by the amount of punjab people. Canada is already cooked
Canada turned to CanIndia. I used to live in Calgary and I was completely surprised by the amount of punjab people. Canada is already cooked
Expresses demographic anxiety about Indian immigration changing Canadian identity, using alarmist language ('cooked').
Momsy357
Jan 27, 2026
11:03 illegal wealth! Your ppl will step on anyone for money.
11:03 illegal wealth! Your ppl will step on anyone for money.
Expresses alarm about unethical financial behavior attributed to a specific group, framing them as a threat to societal values.
medinatucic8839
Jan 27, 2026
Not like the Cons would have been much better but Canadians saw them destroy the country and replace us in a decade and decided they wanted more lmao. Absolute joke of a country we've become, …
Not like the Cons would have been much better but Canadians saw them destroy the country and replace us in a decade and decided they wanted more lmao. Absolute joke of a country we've become, genuinely embarrassing
Expresses demographic anxiety about national replacement and cultural displacement framed as inevitable decline.
juandirection8820
Jan 27, 2026
These indian hindu ghtettos no go zone is a threat yo canada
These indian hindu ghtettos no go zone is a threat yo canada
Claims Indian Hindu neighborhoods are 'no-go zones' and a security threat without evidence, expressing demographic anxiety.
MrHousehusbandx
Sep 19, 2025
As a Canadian, I don’t know why Canadians are so scared to say it but we’re sick of this sh!t! Peoples relatives are dying cause the healthcare system is flooded. Housing market is rising every …
As a Canadian, I don’t know why Canadians are so scared to say it but we’re sick of this sh!t! Peoples relatives are dying cause the healthcare system is flooded.
Housing market is rising every year
And to top it all off they don’t respect our countries policies and traditions, why should we respect there’s?
Combines healthcare system strain, housing costs, and cultural non-integration concerns into a broader anxiety about immigration's negative impacts.
SteepFuse
Jan 29, 2026
pretty soon we'll be having shit ball fights like back in India
pretty soon we'll be having shit ball fights like back in India
Expresses anxiety about negative cultural/behavioral outcomes from immigration using comparative reference to India.
darion8476
Dec 3, 2025
So Canadians are struggling for jobs but hey lets bring in millions to give them jobs!!!!! The utter madness of self harm that is in play in countries like the UK, Canada and Australia is …
So Canadians are struggling for jobs but hey lets bring in millions to give them jobs!!!!! The utter madness of self harm that is in play in countries like the UK, Canada and Australia is beyond belief. Self destruction to your own cultures at a level never seen before...
Frames mass immigration as self-destructive cultural harm and existential threat to national identity across multiple countries.
vMaxHeadroom
Jan 21, 2026
100% We are choking on muslims and indians and they are in the process of taking our country and getting rid of us. The bigger problem is that the government, police, judiciary, media, hospitals, school …
100% We are choking on muslims and indians and they are in the process of taking our country and getting rid of us. The bigger problem is that the government, police, judiciary, media, hospitals, school boards and schools all agree with them and are ready to toss us out with EXTREME PREJUDICE !!!!!!!!!!!! We really really MUST stop this immediately or CANADA, our beloved ancester built CANADA is gone. WE ARE A JUDEO/CHRISTIAN NATION, not Islamic ever ever ever. They are of their father, the devil and there is no truth in either of them. May God and Jesus Christ be with us to bless, protect, guide and forgive us. AMEN
Expresses existential threat perception ('choking,' 'taking our country,' 'getting rid of us') combined with unsubstantiated claims about institutional conspiracy against the native population.
Lynne-d1z
Aug 25, 2025
We need to build a wall at Canada's border now. India slums and scammers are not welcome in America
We need to build a wall at Canada's border now. India slums and scammers are not welcome in America
Expresses alarm about Indian immigration and calls for border restrictions based on negative stereotypes.
michaelandlynnmurphy7987
Jan 27, 2026
They've over run EVERYTHING! LIKE MAGGOTS!!
They've over run EVERYTHING! LIKE MAGGOTS!!
Expresses demographic anxiety and invasion metaphor ('overrun like maggots') suggesting existential threat perception.
zalgamedev
Oct 11, 2025
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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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Discourse Quality (Perspective API)