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
Budddy has been in the country for 3 years and is smuggling ppl…..
Budddy has been in the country for 3 years and is smuggling ppl…..
Unverified claim about criminal activity by an immigrant, expressing security/danger concerns.
MimoSop
Jan 27, 2026
Yeah, what he wants is that Canada becomes the 51 state of and then once it becomes the 51 state Canada no longer will be making decision in anything and then everything that the Canada …
Yeah, what he wants is that Canada becomes the 51 state of and then once it becomes the 51 state Canada no longer will be making decision in anything and then everything that the Canada has worked or owns will be his for his own purpose haha. What does he thinks that Canada are bunch of idiots? well lets see. they will be like Puerto Rico with no right to do anything and like he told the Governor of the state of maine, you better comply or you get nothing from us because I am the federal government haha.
Expresses alarm about Canada losing sovereignty and autonomy to the US, framed as a threat scenario, with unsubstantiated claims about annexation plans.
@noahlcastello4568
Mar 4, 2025
Ba qu'ils aillent au kalistan ils serviront a déstabiliser le kalistan en Inde voilà comment des communautarisme servent des intérêts occidentaux de déstabilisation l'Inde c'est pas le régime de pilote qu'ils arrêtent leurs conneries c'est …
Ba qu'ils aillent au kalistan ils serviront a déstabiliser le kalistan en Inde voilà comment des communautarisme servent des intérêts occidentaux de déstabilisation l'Inde c'est pas le régime de pilote qu'ils arrêtent leurs conneries c'est comme pour l'Iran trop de fouteur de merde dans l'émigration il y a de tout il n'est pas normal que des états accueille des voyous qui détruisent des vie paisible
Expresses security and geopolitical concerns about immigrants destabilizing nations, with conspiratorial framing about Western interests.
sericnicolas4316
Feb 11, 2026
The country is disgusting
The country is disgusting
Brief negative statement expressing disgust about the country, likely referring to immigration-related concerns given context.
Fear / Threat
0.75
resortcondorentals4659
Feb 5, 2026
Western governements are all traitorous
Western governements are all traitorous
Alarmist claim about government betrayal without evidence, expressing distrust and threat perception.
OuhHey
Jan 27, 2026
Mass migration.
Mass migration.
Two-word phrase expressing concern about mass migration as a threat or problem.
Fear / Threat
0.75
christiancruz4572
Feb 11, 2026
I’m Canadian and I’m terrified for us as well as all the innocent people that will be affected by this. I find it curious though that past presidents haven’t made any remarks, at least that …
I’m Canadian and I’m terrified for us as well as all the innocent people that will be affected by this. I find it curious though that past presidents haven’t made any remarks, at least that I’ve seen, about all the things Trump has done in the last six weeks. Where are the condemnations about tariffs, the way Zelensky was treated and the fact that Trump is the one letting human traffickers (allegedly) across the border? As in Andrew Tate and his brother. Trump is the one allowing criminals in. Trump is the one about to sell gold cards to anyone for $5,000,000. That will include known terrorists.
Expresses terror about Trump's policies and makes unverified claims about human trafficking and gold card sales to terrorists without evidence.
@Connie-pn7ii
Mar 4, 2025
Fuck these people
Fuck these people
Hostile expression directed at an unspecified group, conveying animosity and threat-oriented sentiment without elaboration.
Fear / Threat
0.75
6Sic692
Jan 27, 2026
It's not just Brampton, it's all Canadian cities
It's not just Brampton, it's all Canadian cities
Expresses demographic anxiety by generalizing concerns about immigration across all Canadian cities.
Fear / Threat
0.75
evangraham6412
Jan 27, 2026
FELON TRUMP JUST DON'T CARE ABOUT US THE AMERICAN PEOPLE . HE CARES ABOUT PUTIN THATS WHO HE CARE ABOUT... AND THE TARIFFS HE CAN CARE LESS AT WHO HE HURTS. HE IS A CRIMINA.THATS …
FELON TRUMP JUST DON'T CARE ABOUT US THE AMERICAN PEOPLE . HE CARES ABOUT PUTIN THATS WHO HE CARE ABOUT... AND THE TARIFFS HE CAN CARE LESS AT WHO HE HURTS. HE IS A CRIMINA.THATS IN THE WHITE HOUSE.
Expresses alarm about Trump's character and alleged allegiances, framing him as a threat to American interests and wellbeing.
@rodlevi9026
Mar 4, 2025
We know Justin. Donald Chump is a our cancer ?
We know Justin. Donald Chump is a our cancer ?
Characterizes a political figure as a 'cancer,' expressing existential threat while asserting national identity.
@porschagirl4198
Mar 4, 2025
Be caution! Nipah Virus 😖😖
Be caution! Nipah Virus 😖😖
Expresses alarm about disease transmission associated with immigrants, combining health anxiety with potential misinformation about viral threats.
chikinyeung7728
Jan 27, 2026
A dark side of India is unfolding...Pandora's box that no one can now close ☹
A dark side of India is unfolding...Pandora's box that no one can now close ☹
Vague alarmist statement about India with ominous framing, suggesting unspecified danger or crisis.
newmediaofficial
Jan 27, 2026
Putin wants democracy to suffer and be weakened everywhere in the world. . his bootlicker in the presidency judges loyalty as a primary value, and knows full well how Russia helped him get elected the …
Putin wants democracy to suffer and be weakened everywhere in the world. . his bootlicker in the presidency judges loyalty as a primary value, and knows full well how Russia helped him get elected the first time and then again. combine that with a love for dictators, and I fear America will never have another free and fair election.
Expresses anxiety about democratic erosion and election integrity, with claims about Russian interference and Trump's authoritarian tendencies presented without evidence.
@richardelliott8352
Mar 4, 2025
Putin would blow up America in a heartbeat regardless. Trump, the ass licker, is sooo dumb.
Putin would blow up America in a heartbeat regardless. Trump, the ass licker, is sooo dumb.
Expresses security threat concerns about Putin while criticizing Trump's approach.
@jemstarwillis2070
Mar 4, 2025
The Great Depression 2.0 ?
The Great Depression 2.0 ?
Expresses economic anxiety and catastrophic framing ('Great Depression 2.0') suggesting imminent danger to the economy.
Fear / Threat
0.75
@nickelwindow538
Mar 4, 2025
Multicultural sostitution Whit the happiness collab of pigs judges and female taritor .i Hope thats pigs has what They deserved
Multicultural sostitution Whit the happiness collab of pigs judges and female taritor .i Hope thats pigs has what They deserved
Incoherent but hostile framing of multiculturalism as a threat with dehumanizing language.
ParceLuke
Feb 17, 2026
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what …
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what is happening now. So I hope everyone realizes and remembers that and for any albertan. Watching this and reading these comments, if you want your CPP and AOS in the future, if you decide to back Danielle Smith on this garbage separation, you will never see it. Don't forget the disability. Credit does not go to the people that are on ache. It goes right straight to Danielle Smith. And that's where your CPP noas will go. So if you're close to retirement and a hillbilly, you better have a good nest. Egg saved
Expresses apocalyptic fears about losing Canada, being 'gunned down in the streets,' and threats to retirement benefits, demonstrating demographic and security anxiety.
karendavis5938
Jan 28, 2026
We need to stop these human rights activist to get back into the territory, applying resources to liberal judges to allow the abuse to continue
We need to stop these human rights activist to get back into the territory, applying resources to liberal judges to allow the abuse to continue
Expresses alarm about human rights activists and judicial decisions enabling perceived abuse and security threats.
Tree74-b3s
Feb 24, 2026
what does it smell like there?
what does it smell like there?
Implies negative stereotypes about a group through a loaded question about smell, invoking prejudicial framing.
7Fauday
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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Discourse Quality (Perspective API)