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
RECESSION COMING SOON!! Sucks they only hit his ear!
RECESSION COMING SOON!! Sucks they only hit his ear!
Expresses economic anxiety about recession while making an unverified claim about economic causation, with a tangential reference to an assassination attempt.
@RicardoValdez-g6m
Mar 4, 2025
What a time to be alive when the US is going after Canada.
What a time to be alive when the US is going after Canada.
Expresses alarm and concern about the US targeting Canada, framing it as an unusual and threatening development.
Fear / Threat
0.75
@nilocblue
Mar 4, 2025
I smell pure fear from Castro’s kid. May he find that his legacy will be the black face he wore.
I smell pure fear from Castro’s kid. May he find that his legacy will be the black face he wore.
Expresses fear about Trudeau's leadership legacy while invoking past controversies; combines threat perception with identity-based criticism.
@ValStilwell
Mar 4, 2025
Americans Citizens how do U like Agent?,V?,mus?&GOP Trifecta(Congress, Senate, POTUS?)+biased SCOTUS in less than 6weeks have ENACTED CHAOS @ Project 2025 GOP COUP firing/destroying from Within USA CITIZENS&hurting/losing ALLIES WORLD WIDE!!!?+GOP minions have decimated America.???
Americans Citizens how do U like Agent?,V?,mus?&GOP Trifecta(Congress, Senate, POTUS?)+biased SCOTUS in less than 6weeks have ENACTED CHAOS @ Project 2025 GOP COUP firing/destroying from Within USA CITIZENS&hurting/losing ALLIES WORLD WIDE!!!?+GOP minions have decimated America.???
Expresses alarm about political chaos and national destruction, with identity-based framing of political opposition as a threat to the nation.
@bonniewilliams8743
Mar 4, 2025
Proud! Our problem is not with America. It is with the aggressive cancer that is growing there.
Proud! Our problem is not with America. It is with the aggressive cancer that is growing there.
Expresses concern about an external threat ('aggressive cancer') while distinguishing Canada's relationship with America, combining moral and security anxiety.
@danphilpott6302
Mar 4, 2025
Buckle up America ?
Buckle up America ?
The phrase 'Buckle up America' expresses anxiety about difficult times ahead, suggesting impending danger or crisis.
Fear / Threat
0.75
@richieb6497
Mar 4, 2025
Sad. Canada has changed over the last 20 years….
Sad. Canada has changed over the last 20 years….
Expresses concern about negative change in Canada over time, implying demographic or cultural anxiety.
Fear / Threat
0.75
noblewarrior4776
Jan 27, 2026
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue …
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue stream inevitably collapses. Rising waters raises ships, rising sewage just poisons the sea.
Expresses concern about mass immigration's negative consequences while using alarmist language ('poisons the sea').
manblanket
Jan 27, 2026
Wonder which economy will collapse first?
Wonder which economy will collapse first?
Expresses anxiety about economic collapse while implicitly comparing economies, though the comment is vague and speculative.
@iamfreebecauseofhim2027
Mar 4, 2025
If anyone thinks trump is a joke and he doesn’t know what he’s doing just look at how desperate Trudeau was calling for you to rise up. Never mentioned his own and the reprocutions this …
If anyone thinks trump is a joke and he doesn’t know what he’s doing just look at how desperate Trudeau was calling for you to rise up. Never mentioned his own and the reprocutions this will have on his own ppl. We don’t want a world order. Wake up.
Expresses alarm about a 'world order' conspiracy and calls for people to 'wake up,' combining threat perception with unsubstantiated claims about government intentions.
@ZombieJ12
Mar 4, 2025
As Canadian I just want to thank you for making this video and shinning a light. This country is getting destroyed
As Canadian I just want to thank you for making this video and shinning a light. This country is getting destroyed
Expresses existential concern about national decline while thanking the creator, combining alarmism with support for the video's framing.
edwardliu6849
Jan 27, 2026
man its like that all over Canada at this point
man its like that all over Canada at this point
Expresses concern about a widespread problem across Canada, suggesting demographic or social anxiety.
robertmackay2841
Jan 27, 2026
I hope everyone in canada is rolling over in anger from this video.
I hope everyone in canada is rolling over in anger from this video.
Expresses expectation of anger and negative emotional response from Canadians, suggesting alarm about video content.
tinkywinky1995
Jan 27, 2026
I was just thinkin, I bet if our relations with Canada Dry up, getting to Alaska will be slightly harder. And Russia reaaalllllyyy wants Alaska.
I was just thinkin, I bet if our relations with Canada Dry up, getting to Alaska will be slightly harder. And Russia reaaalllllyyy wants Alaska.
Expresses geopolitical anxiety about Russia and Alaska, speculating on consequences of deteriorated Canada-US relations without evidence.
@erect_potatoes
Mar 4, 2025
Visit BC Canada its even worse there.
Visit BC Canada its even worse there.
Expresses alarm about immigration conditions in another Canadian region, suggesting escalating demographic or social problems.
StevenStone-x5f
Jan 27, 2026
We are watching from home as the American empire crumbles from within.
We are watching from home as the American empire crumbles from within.
Expresses concern about American decline and internal collapse, framed as an observation from outside the country.
@HGoyas
Mar 4, 2025
Pero al menos ya no comen basura 😂😂😂 lo peor es que se reproducen como conejos y luego le piden al gobierno ajeno beneficios.
Pero al menos ya no comen basura 😂😂😂 lo peor es que se reproducen como conejos y luego le piden al gobierno ajeno beneficios.
Uses humor to express demographic anxiety about reproduction rates and welfare dependency, combining satire with underlying threat narrative.
mav5267
Feb 21, 2026
Should check out the Indian invasion on the trucking industry while you're here lol
Should check out the Indian invasion on the trucking industry while you're here lol
Uses sarcasm to express concern about Indian representation in the trucking industry, framing it as a demographic threat.
RylanStrongman
Jan 27, 2026
Cyber warfare is coming
Cyber warfare is coming
Cryptic warning about imminent cyber warfare threat without context or evidence, expressing security anxiety.
@Cruz-lj2uq
Mar 4, 2025
Spiraling down
Spiraling down
Vague expression of decline or deterioration suggests anxiety about Canada's trajectory.
Fear / Threat
0.75
d_manoil1647
Jan 21, 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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