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
10 deported! Pfffffff 10! There is like 3 million illegals in Canada by mid 2026 with “student” visas expired. @CitImmCanada get to work immediately, this is getting out of hand
10 deported! Pfffffff 10! There is like 3 million illegals in Canada by mid 2026 with “student” visas expired. @CitImmCanada get to work immediately, this is getting out of hand
Expresses alarm about alleged illegal immigration numbers (likely inflated), dismisses current enforcement as inadequate, and demands urgent action.
orlandogalan
Feb 18, 2026
So are you going to be a tough guy against Donald Trump the United States been protecting your country for its conception maybe you need to go visit him in the Oval Office and get …
So are you going to be a tough guy against Donald Trump the United States been protecting your country for its conception maybe you need to go visit him in the Oval Office and get school on what a pansy you are go ahead and talk to Donald might just close your border to America you don't you don't have the cards you don't have the balls be tough guy he'll slap a 50% tear upon you and then maybe he'll say take a hike a jerk Trudeau come on wake up
Expression of anxiety about Canada's vulnerability to US economic and political pressure, with alarmist framing about tariffs and power imbalance.
@driverslqqk7940
Mar 4, 2025
the government better stop this before someone come into there house like Ryan wedding hit squad
the government better stop this before someone come into there house like Ryan wedding hit squad
References a specific violent incident (Ryan Wedding) to amplify security threats and demand government action, with unclear factual basis.
Dbear-p1m
Feb 18, 2026
Loser straight up this guy is loving for these dumb fucks. We hate them here. 11:11
Loser straight up this guy is loving for these dumb fucks. We hate them here. 11:11
Expresses hostility toward immigrants with 'we hate them here,' combining threat language with in-group/out-group framing.
Syntech_864
Jan 27, 2026
After Trump hears this your tariffs are going to another 50 percent buddy
After Trump hears this your tariffs are going to another 50 percent buddy
Expresses anxiety about escalating tariffs as a consequence of the PM's actions, presenting a speculative threat scenario.
@willywonka077
Mar 4, 2025
USA will invade Canada
USA will invade Canada
Expresses security concern and threat perception regarding potential US military action against Canada.
Fear / Threat
0.80
@matrixisreal2023
Mar 5, 2025
Did someone say that _The Orange Menace_ is *smart!?*\nCanadians are at times *too* polite. Criminals such as those put in power in the US will see this as *weakness.*\n\nPam Tom's wife
Did someone say that _The Orange Menace_ is *smart!?*\nCanadians are at times *too* polite. Criminals such as those put in power in the US will see this as *weakness.*\n\nPam Tom's wife
Warns that Canadian politeness will be exploited as weakness by criminals in power, expressing security and vulnerability concerns.
@tomfromoz8527
Mar 5, 2025
Hell yeah that's what's happening. They're building an Army of people right next door to the US.
Hell yeah that's what's happening. They're building an Army of people right next door to the US.
Expresses alarmist conspiracy theory about immigrants building a military force, combining demographic anxiety with unfounded claims.
kevinoshields7073
Jan 27, 2026
The difference between the reality show Putin clown and Trudeau is so stark. I'm not sure how to handle four years of this.
The difference between the reality show Putin clown and Trudeau is so stark. I'm not sure how to handle four years of this.
Expresses anxiety about managing four years under a leader compared unfavorably to Trudeau, combining identity/values contrast with existential concern.
@followsuittrading
Mar 4, 2025
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
Uses alarmist language ('invasion'), makes sweeping claims about fraud and criminality, and calls for deportation and bans.
MikeTrainormusic
Feb 17, 2026
Better uplift the gun laws in Canada buddy.. you don’t want smoke with the US????
Better uplift the gun laws in Canada buddy.. you don’t want smoke with the US????
Expresses security concern about potential conflict with the US, warning Canada to prepare defensively.
Fear / Threat
0.80
@tbmkenbo8076
Mar 4, 2025
Please sometimes the captions you ppl tag your videos with really scares us to come to Canada.???
Please sometimes the captions you ppl tag your videos with really scares us to come to Canada.???
Expresses anxiety about video captions discouraging immigration to Canada, indicating fear-based concerns about Canada's reputation.
@FrankAttah-s1j
Mar 5, 2025
Michigander here who stands with Canada and Ukraine. I’m terrified with what’s happening to my country and the people in it. ?
Michigander here who stands with Canada and Ukraine. I’m terrified with what’s happening to my country and the people in it. ?
Expresses terror about political developments while showing solidarity with Canada and Ukraine.
@RockysCorner
Mar 4, 2025
They will carve khalistan out of canada but never india
They will carve khalistan out of canada but never india
Expresses separatist conspiracy theory framing immigration as a threat to Canadian territorial integrity.
surfaceoftheoesj
Jan 27, 2026
Canada without USA could easily be invaded by other non powerful country. Please show humility and respect, be careful with your powerful neighbour.\nTrump knows Canada has nothing to defence themselves when something bad is going …
Canada without USA could easily be invaded by other non powerful country. Please show humility and respect, be careful with your powerful neighbour.\nTrump knows Canada has nothing to defence themselves when something bad is going to happen
Expresses security anxiety about Canada's vulnerability to invasion and emphasizes dependence on the US for defense.
@mymailgmail2754
Mar 5, 2025
Come to Adelaide, Australia it’s fucked here. They’re everywhere. we literally have videos of them shitting on the side of the street.
Come to Adelaide, Australia it’s fucked here. They’re everywhere. we literally have videos of them shitting on the side of the street.
Expresses alarm about immigrant presence using inflammatory and unverified claims about behavior to invoke threat and disgust.
HeyBigMikey
Jan 27, 2026
USA is going to end up like Russia.
USA is going to end up like Russia.
Predicts catastrophic decline of the US by comparing it to Russia, expressing alarm about the trajectory of American governance under current leadership.
@michaelkavanagh5947
Mar 4, 2025
Soon they will have a bunch of call scam centers. Good by Canada, you will become a waste and a trash can now.
Soon they will have a bunch of call scam centers. Good by Canada, you will become a waste and a trash can now.
Predicts negative economic and social consequences (scam centers, national decline) based on ethnic stereotypes.
boomer-Brats
Jan 27, 2026
Canada is going to have to consider when working with the US Military is a security risk. Trump at some point will tell his generals he knows best as he does in every endeavor that …
Canada is going to have to consider when working with the US Military is a security risk. Trump at some point will tell his generals he knows best as he does in every endeavor that he knows nothing about. Alignment with ruzzia and now tariffs, this is just the start.
Expresses security concerns about US military alignment under Trump, framing it as an emerging danger.
@gregc8567
Mar 5, 2025
India always destroys the world order of life😢
India always destroys the world order of life😢
Expresses alarmist concern about a specific nationality causing global harm, combining demographic anxiety with unsubstantiated claims.
mandalawadan1671
Feb 11, 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)