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
Trump is going to isolate America from its closest allies and then our enemies will attack us Americans at our weakest when all our allies has cut ties with us!! And this is what Zelenskyy …
Trump is going to isolate America from its closest allies and then our enemies will attack us Americans at our weakest when all our allies has cut ties with us!! And this is what Zelenskyy was saying the other day in the oval office, “you will feel it one day”. Trump is going to lead us into a war and who will have our back NO ONE!!!
Expresses alarm about geopolitical consequences of isolating allies, predicting military vulnerability and war.
@maihang9062
Mar 4, 2025
Because they dont follow the law, woman aren't safe out here anymore
Because they dont follow the law, woman aren't safe out here anymore
Makes unsubstantiated claim that immigrants don't follow laws and expresses safety concerns about women, framing immigrants as a security threat.
valerielanglais3612
Aug 28, 2025
Trump and the GOP are HELL BENT on destroying America and everyone in it
Trump and the GOP are HELL BENT on destroying America and everyone in it
Expresses alarm about Trump and GOP as existential threat to America and its people, using alarmist language.
@ClareChapuis
Mar 4, 2025
Superb speech. And a clear casus belli for Trump. If the US economy is down significantly, he'll blame Canada, arguing that you've put unfair tariffs on the US with the specific purpose of hurting them …
Superb speech. And a clear casus belli for Trump. If the US economy is down significantly, he'll blame Canada, arguing that you've put unfair tariffs on the US with the specific purpose of hurting them (which is undeniable!) and it's Anschluss time, baby. Never underestimate how crazy he is.
Expresses alarm about Trump's unpredictability and warns of potential military conflict ('Anschluss') as a threat.
Mar 4, 2025
All you Democrats can move to Canada ? F*ck Canada! Now yall can fight your own battle when china & russia are in your ocean. A friend or ally wouldn’t allow drugs to flow across …
All you Democrats can move to Canada ? F*ck Canada! Now yall can fight your own battle when china & russia are in your ocean. A friend or ally wouldn’t allow drugs to flow across the border & harm American lives!
Expresses security anxiety about China and Russia, frames Canada as a threat due to drug trafficking, and asserts American identity through hostile framing.
@WalterDiaz-y7c
Mar 4, 2025
These other countries are literally sending out families to other countries to try to make us all be 3 rd world countries
These other countries are literally sending out families to other countries to try to make us all be 3 rd world countries
Expresses alarmist concern that other countries are deliberately sending populations to Canada to reduce it to 'third world' status, combining demographic anxiety with conspiracy framing.
nativemom4992
Feb 27, 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
Canada is literally being invaded. Hey dont get me wrong , I believe in immigration but the right immigration. If it was not for immigration I would not be here but when the government let's …
Canada is literally being invaded. Hey dont get me wrong , I believe in immigration but the right immigration. If it was not for immigration I would not be here but when the government let's in terrorists and say they are allowed here theres something very wrong with that . This is all on the liberal party of canada
Uses alarmist language ('invaded,' 'terrorists') to express security and demographic anxiety while blaming political leadership.
mazdaman1982
Aug 25, 2025
Le canada devient l'Inde !!! 🤦 Quelle horreur
Le canada devient l'Inde !!! 🤦 Quelle horreur
French-language comment expressing alarm about Canada becoming like India, framing immigration as demographic threat to national identity.
ines-kr7se
Feb 18, 2026
It's a two headed monster - on the right, corporate property conglomerates have QUADRUPLED RENTS IN 20 years! on the left - CLOWNS have stopped having children because they hate themselves, and they welcome in …
It's a two headed monster - on the right, corporate property conglomerates have QUADRUPLED RENTS IN 20 years! on the left - CLOWNS have stopped having children because they hate themselves, and they welcome in invaders from other countries that are already overpopulated. The West is done until this two-headed snake is stopped, and in some countries, like Canada, it's probably already too late. Too bad, Canada used to have the hottest women.
Expresses apocalyptic concerns about Western decline, demographic replacement, and uses dehumanizing language ('invaders') while citing economic grievances.
foto21
Aug 25, 2025
Not my government. It's a coup. They are letting the swamp in and dismantling government and our rights, inch by inch. This is what the cult 47 have voted for. To be aligned with Russia …
Not my government. It's a coup. They are letting the swamp in and dismantling government and our rights, inch by inch. This is what the cult 47 have voted for. To be aligned with Russia is atrocious! I'm not a rich white guy, so I will always be looking over my shoulder. Who will be left to stand up for you when they come? Oh, and I love you Canada! I wish my grandparents would've stayed there after marriage instead of moving back to the Ultra Swamp (US).
Combines conspiracy-tinged policy critique with expressions of fear about government dismantling rights and personal vulnerability, framed as identity-based concern.
@kiml1159
Mar 4, 2025
I’m appalled!!!!! what’s wrong with y’all? he’s mimicking Russia..!!!!!! Russia went after Ukraine Trump‘s going after Canada talking about making it into state trying to rob them all their minerals.!!! I can’t believe y’all that …
I’m appalled!!!!! what’s wrong with y’all? he’s mimicking Russia..!!!!!! Russia went after Ukraine Trump‘s going after Canada talking about making it into state trying to rob them all their minerals.!!! I can’t believe y’all that gullible you can’t see this. What the fuck 20:13
Expresses alarm about Trump mimicking Russian aggression and threatening Canadian sovereignty and resources, with comparative reference to Ukraine.
@Wolfgang11-e2o
Mar 4, 2025
Heard from my nephews who are studying in Canada. They see more foreigners than Canada. Do expect such foreigners movement. A lot countries have the same issue. It is happening to my country (Singapore) now. …
Heard from my nephews who are studying in Canada. They see more foreigners than Canada.
Do expect such foreigners movement. A lot countries have the same issue. It is happening to my country (Singapore) now. And it is frustrating that these foreigners do not bother to integrate into our culture. Sickening. They are here for their own benefits.
Reports secondhand accounts of demographic anxiety, expresses frustration about cultural integration failures, and compares Canada's situation to Singapore's immigration challenges.
sikaing8168
Aug 25, 2025
NO WEE DON’T NEED ANOTHER CALIFORNIA…..!..PLEASE !
NO WEE DON’T NEED ANOTHER CALIFORNIA…..!..PLEASE !
Expresses anxiety about unwanted demographic or cultural change, using California as a negative comparative reference.
@billashe443
Mar 4, 2025
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
Filthy disgusting creatures with no manners no morals !
Filthy disgusting creatures with no manners no morals !
Dehumanizing language expressing disgust and moral condemnation toward an immigrant group.
Libtard1
Feb 9, 2026
Why are people dancing around the issue? So it like it is - indians have invaded Canada. You give them an inch and they take the whole yard. Then they accuse you of being rascist, …
Why are people dancing around the issue? So it like it is - indians have invaded Canada.
You give them an inch and they take the whole yard. Then they accuse you of being rascist, the easiest excuse for deflecting responsibility and accountability. They don't have to adapt to your country, you have to adapt to them. If a guest comes into my home and start acting entitled, I would kick them right out.
Uses invasion metaphor and entitlement framing to express demographic anxiety and threat perception toward Indian immigrants.
nick888-88
Aug 25, 2025
They will make a Khalistan out of Canada
They will make a Khalistan out of Canada
Expresses alarmist concern about demographic transformation and separatism, invoking a conspiracy-adjacent threat narrative.
XeonBlu
Feb 7, 2026
Man! What FAAKD up English are these guys speaking? All I can see are Turban guys roaming everywhere. Deport these cheapsters before things start going down the drain for Canada as a whole.
Man! What FAAKD up English are these guys speaking? All I can see are Turban guys roaming everywhere. Deport these cheapsters before things start going down the drain for Canada as a whole.
Combines xenophobic stereotyping, warnings of societal decline, and a call to deport immigrants, expressing security and cultural threat concerns.
l_potato_man_l
Oct 16, 2025
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign …
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign born.... No wonder everyone's leaving to go to the US
Expresses demographic anxiety about Indian immigration 'taking over,' combined with economic concerns about job displacement and quality-of-life decline.
itsanarchy6430
Jan 29, 2026
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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)