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
Now go to Frankfort Indiana all 5:08 teh Mexicans are here
Now go to Frankfort Indiana all 5:08 teh Mexicans are here
Expresses demographic anxiety about Mexican immigrants arriving in a specific location with alarmist tone.
SlipperDdonkey
Jan 27, 2026
As long as you have legal papers.. And obey they law..for me its is okey.. But if you here then speading muslim culture, then make sharia law.. Its a big no.. The only religion i …
As long as you have legal papers.. And obey they law..for me its is okey.. But if you here then speading muslim culture, then make sharia law.. Its a big no.. The only religion i scared to spread is islam..
Expresses fear about religious cultural spread and Sharia law implementation, framing Islam as a specific threat.
Doinkskie
Jan 27, 2026
Canada is phukked and smells, wish you good luck
Canada is phukked and smells, wish you good luck
Expresses alarm about Canada's condition with dismissive language, conveying anxiety about national decline.
Fear / Threat
0.85
latteLarrys
Jan 27, 2026
Unless Canada enforces strict immigration laws, it will be destroyed like Sweden, the UK, France, Germany, and the US have been.
Unless Canada enforces strict immigration laws, it will be destroyed like Sweden, the UK, France, Germany, and the US have been.
Expresses existential threat to Canada by comparing it to other nations portrayed as 'destroyed,' combining demographic anxiety with international comparison.
neo1267
Dec 27, 2025
I’d fucking slap them if they hit my nice car 😊
I’d fucking slap them if they hit my nice car 😊
Expresses willingness to use violence against an implied out-group, framed as defensive threat response.
melvinhenderson3465
Jan 27, 2026
Canada: Disneyland for organized criminals. Come one, come all.
Canada: Disneyland for organized criminals. Come one, come all.
Characterizes Canada as a haven for criminals, expressing security anxiety and implying moral failure of immigration policy.
TravelCultureIndonesia
Feb 18, 2026
We need a city in the far north designed for immigrants. Somewhere we can keep an eye on them. I am not talking about a gulag, they will be free to work, earn income, and …
We need a city in the far north designed for immigrants. Somewhere we can keep an eye on them. I am not talking about a gulag, they will be free to work, earn income, and lead productive lives. Let the first generation acclimate to our laws, languages and customs, while their papers and statuses are processed. Of course they’ll need a place to put the trouble makers. A federal super-max prison where they can be held for their trials, with the understanding that if convicted they will be deemed inadmissible and deported back to their home country, then put on a no-fly list.
Proposes segregationist immigration infrastructure while expressing surveillance and security concerns about immigrants, with implicit threat framing.
Wesley_H
Feb 18, 2026
Too many of them here period
Too many of them here period
Brief expression of demographic concern using vague quantification to suggest excessive immigration presence.
FawkQrightfast
Jan 27, 2026
This clown ? is a joke.\nCanada died forever ?
This clown ? is a joke.\nCanada died forever ?
Expresses existential threat to Canada and dismisses leadership as incompetent, combining demographic anxiety with harsh criticism.
@cprijesh
Mar 4, 2025
Same thing is happening America too because of the H1B. India Fatigue is is everywhere. Heck even in YouTube comments, they always have to announce themself as being Indian. It’s pathetic.
Same thing is happening America too because of the H1B. India Fatigue is is everywhere. Heck even in YouTube comments, they always have to announce themself as being Indian. It’s pathetic.
Expresses demographic anxiety and cultural fatigue about Indian immigration, framing it as a widespread problem affecting both Canada and America.
MikeHunt2053
Jan 27, 2026
These mfers are all over the USA too. They are like roaches in a Costco
These mfers are all over the USA too. They are like roaches in a Costco
Dehumanizing comparison of immigrants to pests, expressing alarm about their presence in multiple countries.
alfredorihuela6097
Jan 27, 2026
There are so many of us that feel completely trapped and scared by these Oligarchs and the psychos that still follow him
There are so many of us that feel completely trapped and scared by these Oligarchs and the psychos that still follow him
Expresses fear and anxiety about political leadership ('trapped and scared'), with identity framing of in-group versus threatening out-group.
@derekperry102
Mar 4, 2025
Trump is going to kills us?
Trump is going to kills us?
Expresses fear and threat perception regarding Trump's potential actions, though vague in specifics.
Fear / Threat
0.85
@cesarchirinos7940
Mar 4, 2025
You you bring in the third world you become the third world.
You you bring in the third world you become the third world.
Expresses demographic anxiety and threat narrative about immigration degrading national status.
spitfireaace
Feb 18, 2026
It's everywhere not just Canada. They are being allowed to swarm the West like rats.
It's everywhere not just Canada. They are being allowed to swarm the West like rats.
Expresses demographic anxiety about immigration across Western nations, using dehumanizing language ('swarm like rats').
MaximilianTheRed
Jan 27, 2026
best country in the world my ass you can't even go out on the street without the fear of someone attacking you for no reason
best country in the world my ass you can't even go out on the street without the fear of someone attacking you for no reason
Expresses security concerns and danger anxiety, claiming Canada is unsafe due to unprovoked violence.
mata3924
Jan 27, 2026
Cancer.. the west is fucked thanks to weak minded idiots believing in a fantasy world where everybody can hold hands and be friends.. i am tired boss.
Cancer.. the west is fucked thanks to weak minded idiots believing in a fantasy world where everybody can hold hands and be friends.. i am tired boss.
Expresses apocalyptic concern about Western decline and characterizes immigration-friendly attitudes as dangerous weakness.
goontheracoon
Jan 27, 2026
Why can't these people just stay in their own dam countries??... They need to learn how to build their own cities and way of life instead invading our countries....
Why can't these people just stay in their own dam countries??... They need to learn how to build their own cities and way of life instead invading our countries....
Frames immigration as invasion and expresses concern about national sovereignty and self-determination.
brutallyhonest5392
Jan 27, 2026
We need ICE here in Canada.
We need ICE here in Canada.
Reference to ICE (immigration enforcement) expresses desire for stricter immigration enforcement, implying security/threat concerns.
Kevin-sq1fk
Jan 25, 2026
Trump is acting as the reincarnated Hitler. He want to be a dictator. I have no doubt that he will declare there is no longer a maximum term of the presidency
Trump is acting as the reincarnated Hitler. He want to be a dictator. I have no doubt that he will declare there is no longer a maximum term of the presidency
Expresses alarm about Trump becoming a dictator and eliminating presidential term limits, framed as a threat comparison to Hitler.
@leenoble796
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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