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 overpopulate their part of the world, they want to overpopulate the rest
they overpopulate their part of the world, they want to overpopulate the rest
Expresses demographic anxiety using stereotyping language about overpopulation as a threat.
maxsordi
Oct 27, 2025
It's all fun and game until a Nationalist come in the power 🙋♂️
It's all fun and game until a Nationalist come in the power 🙋♂️
Expresses anxiety about nationalist political movements rising to power in response to immigration.
JonasAraujo-d9p
Jan 27, 2026
It’s not Just Brampton, all of Canada looks like this now…
It’s not Just Brampton, all of Canada looks like this now…
Comment expresses demographic anxiety about visible changes in Canadian communities, implying loss of national character through immigration.
goku6288
Jan 27, 2026
We need to be honest about immigration. Its destroying this country.
We need to be honest about immigration. Its destroying this country.
Broad assertion that immigration is destructive to the country, expressing existential concern without specific policy details or evidence.
jimlahey8210
Jan 27, 2026
I’m an American. Why???? Every day is miserable here.
I’m an American. Why???? Every day is miserable here.
First-person expression of daily misery and distress about living conditions in America.
@laurenpwme2296
Mar 4, 2025
Too much people have came in a very little time that's the problem
Too much people have came in a very little time that's the problem
Expression of demographic anxiety about rapid immigration volume framed as a problem.
FunOnI
Sep 19, 2025
Khalistan is crazy, they colonized Canada. So sad.
Khalistan is crazy, they colonized Canada.
So sad.
Uses alarmist language ('colonized') to express demographic and cultural anxiety about a specific immigrant group.
PrenTy
Feb 28, 2026
It's pretty obvious that part of the pushback is because the country of origin became completely slanted. There was a time when there was a lot of Chinese immigration, and while you would have wanted …
It's pretty obvious that part of the pushback is because the country of origin became completely slanted. There was a time when there was a lot of Chinese immigration, and while you would have wanted way less, at least they know how to follow the rules and show signs of gratitude for being allowed in. The mass influx of Jeets is a totally different animal. Natural scammers, ungrateful and much more trouble than they are worth.
Comment expresses demographic anxiety and uses ethnic stereotyping ('natural scammers') to frame immigration as a threat, with unsubstantiated generalizations.
TylerDurden1975-o1x
Feb 17, 2026
Everything has been weponized towards Canadian's we have a foreign government as far as i can tell.
Everything has been weponized towards Canadian's we have a foreign government as far as i can tell.
Expresses anxiety about foreign control and loss of national sovereignty through conspiratorial framing.
robboat6269
Feb 25, 2026
The orange face Nazi is truly trying to destroy the poor and middle class citizens of America and all over the world. \nTrump is a walking genocide. \nThank you MAGA you f”ing ignorant fool's.
The orange face Nazi is truly trying to destroy the poor and middle class citizens of America and all over the world. \nTrump is a walking genocide. \nThank you MAGA you f”ing ignorant fool's.
Uses extreme language ('Nazi,' 'genocide') to express alarm about Trump's policies and their perceived destructive impact on vulnerable populations globally.
@josephmooney7196
Mar 4, 2025
we have armed chinese guards on drilling sites in northern alberts, will the chinese arming going to be part of our milatary ?
we have armed chinese guards on drilling sites in northern alberts, will the chinese arming going to be part of our milatary ?
Expresses security anxiety about armed foreign nationals, with speculative and unverified claims.
frankstevens-y6p
Feb 26, 2026
All that leads to the downfall of the usa we support!
All that leads to the downfall of the usa we support!
Expresses concern about US decline and frames support for Canada as opposition to American policies seen as threatening.
@AlfredoDutti
Mar 4, 2025
Unfortunately, these problems will never end as the voting populous wants liberals in power. The old Canada will never return
Unfortunately, these problems will never end as the voting populous wants liberals in power. The old Canada will never return
Expresses anxiety about irreversible national decline and loss of past identity due to voting patterns.
stephendwyer6292
Feb 27, 2026
I don't believe the "oops, we made a mistake" narrative. This is intentional.
I don't believe the "oops, we made a mistake" narrative.
This is intentional.
Rejects official explanations and asserts intentional malice behind immigration policy, expressing conspiratorial distrust and demographic anxiety.
peteberry3826
Mar 1, 2026
Mass immigration has destroyed Canada and we are still getting 3500 immigrants a day.👳🏼♂️👳🏾♂️👳🏿♂️👳♂️
Mass immigration has destroyed Canada and we are still getting 3500 immigrants a day.👳🏼♂️👳🏾♂️👳🏿♂️👳♂️
Expresses alarm about immigration levels and claims of societal harm, framed as demographic threat with dehumanizing emoji.
user-sl1hs4jv9u
Jan 28, 2026
I am a US citizen and I am terrified about everything that is happening in this country. I am horrified that there are so many hateful and greedy people in this country that allowed this …
I am a US citizen and I am terrified about everything that is happening in this country. I am horrified that there are so many hateful and greedy people in this country that allowed this orange moron to hold office not once, but twice. I will never understand how he is being allowed to get away with the things he is doing, so many of which are illegal. Where are the US leaders who will stand up to him? He is nothing but a bratty toddler having a tantrum, determined to destroy as much as he can, as fast as he can.. How do so many people not see this?!!!
Expresses terror and horror about political situation, emphasizing danger and illegality, with underlying moral condemnation.
@robinwhite9536
Mar 4, 2025
Every single Western nation is being destroyed. This is not a coincidence!
Every single Western nation is being destroyed.
This is not a coincidence!
Expresses alarmist demographic anxiety with conspiratorial undertones about Western nations being 'destroyed' by immigration.
PAppMundo
Jan 27, 2026
They are all in Brampton and Surrey. Smashing jewellery stores and shooting up the neighbourhood in extortion schemes and gang violence.
They are all in Brampton and Surrey. Smashing jewellery stores and shooting up the neighbourhood in extortion schemes and gang violence.
Comment makes sweeping claims about criminal behavior tied to specific geographic locations and immigrant groups, expressing security concerns and potentially exaggerating threats.
davidkendall1614
Feb 3, 2026
@Germans this is how Munich will look like
@Germans this is how Munich will look like
Expresses demographic anxiety by warning Germans about demographic change through a comparison to Canadian immigration patterns.
wurf5336
Jan 28, 2026
This is pure evil walking the Earth. Unfortunately the USA is finished. Much suffering to come.
This is pure evil walking the Earth. Unfortunately the USA is finished. Much suffering to come.
Expresses apocalyptic alarm about evil and national collapse, framing the situation as an existential threat.
@BB15-hp4of
Mar 4, 2025
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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