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
just in time when agi is almost rolled out publicly and optimus robots are everywhere to take most jobs
just in time when agi is almost rolled out publicly and optimus robots are everywhere to take most jobs
Expresses anxiety about AI and automation eliminating jobs, implying immigration is poorly timed given technological displacement.
TL....
Jan 15, 2026
PURE EVIL Large , and IN CHARGE ! ? 😳🧐👁️😱
PURE EVIL Large , and IN CHARGE ! ? 😳🧐👁️😱
Uses emotionally charged language ('PURE EVIL') with visual expressions of shock to convey alarm about immigration or immigrants.
johnemorrison-kj3ox
Feb 28, 2026
😮isn't this a just a new form of getting conquered?
😮isn't this a just a new form of getting conquered?
Frames immigration as a form of conquest or colonization, expressing anxiety about loss of national sovereignty and control.
Tell-lie-vision
Jan 27, 2026
what a joke of a russian asset you have put in the white house... condolences to the world.
what a joke of a russian asset you have put in the white house... condolences to the world.
Expresses alarm about Trump as a Russian asset, framing him as a threat to global stability and expressing sympathy for the world.
@andreabeep
Mar 4, 2025
Createst country is def not U.S.A or Canada either anymore.. :/
Createst country is def not U.S.A or Canada either anymore.. :/
Ranks Canada negatively against other nations while expressing decline anxiety.
perasuolia
Jan 27, 2026
Thanks Tyler for your job, this is terrible, western nations are over.
Thanks Tyler for your job, this is terrible, western nations are over.
Expresses existential concern about Western nations while thanking the creator, suggesting agreement with a pessimistic framing.
zilla4655
Jan 27, 2026
Trump troll and muskovite want ww3
Trump troll and muskovite want ww3
Expression of threat/danger concerns linking political figures to war escalation without evidence.
@kiwifemalemarie
Mar 4, 2025
He is back to continue his unfinished business during his first term??. We love Americans but…..
He is back to continue his unfinished business during his first term??. We love Americans but…..
Expresses concern about Trump's return and unfinished agenda, framing it as a threat despite acknowledging affection for Americans.
@liyan8385
Mar 4, 2025
I gotta be honest -- I never seen this coming, America starting a war with Canada out of All Countries
I gotta be honest -- I never seen this coming, America starting a war with Canada out of All Countries
Expression of shock and alarm about US-Canada conflict, framing it as an unexpected threat or crisis.
@Jungle-Life-Forever
Mar 4, 2025
The automatic destruction of America has begun?
The automatic destruction of America has begun?
Expresses alarm about America's trajectory with apocalyptic language suggesting existential threat.
Fear / Threat
0.75
@H33HDS
Mar 4, 2025
Thank you for doing a video on this!! I’m Canadian and I I love everyone, but this is really what Canada is like now…. It’s changed a lot.
Thank you for doing a video on this!! I’m Canadian and I I love everyone, but this is really what Canada is like now…. It’s changed a lot.
Personal observation expressing concern about demographic and cultural change in Canada, framed as loss or anxiety about transformation.
lifewithmandj3125
Feb 9, 2026
Its too late now
Its too late now
Expresses fatalistic concern ('too late now') suggesting irreversible demographic or policy change, conveying anxiety about the situation.
Fear / Threat
0.75
ShadowRap-y5l
Sep 19, 2025
USA people will regret ?that they voted for trump administration
USA people will regret ?that they voted for trump administration
Predicts negative consequences from Trump administration policies, expressing concern about voter regret and implying electoral accountability.
@gabriellazar2667
Mar 4, 2025
And just like that, canada ceased to exist.
And just like that, canada ceased to exist.
Hyperbolic statement expressing existential anxiety about Canada's future, delivered with satirical tone.
@r1tsa
Mar 4, 2025
Very depressing to watch in real time.
Very depressing to watch in real time.
Expresses emotional distress and anxiety about what is being depicted, suggesting concern or alarm about the situation.
Fear / Threat
0.75
willyp2397
Sep 19, 2025
This is our version of a no go zone, but it's by choice.
This is our version of a no go zone, but it's by choice.
References 'no go zones' implying self-segregation and danger, expressing demographic anxiety.
blakeground4512
Sep 19, 2025
So is this all a pretext for an invasion of Canada by the USA via Trump's hero Putin's playbook? It makes one wonder.
So is this all a pretext for an invasion of Canada by the USA via Trump's hero Putin's playbook? It makes one wonder.
Expresses anxiety about potential military invasion while presenting an unsubstantiated conspiracy theory linking Trump, Putin, and Canada.
@andrewneedham9601
Mar 4, 2025
Trump is going to bring the USA down
Trump is going to bring the USA down
A dire prediction about Trump causing national decline, expressing existential concern about the country's future.
@Wayne-u6l
Mar 4, 2025
CanaRome has fallen!
CanaRome has fallen!
Uses historical metaphor (Rome's fall) to express apocalyptic concern about Canada's decline.
deanmcghie6519
Feb 26, 2026
Cancer spreading
Cancer spreading
Metaphorical expression of immigration as a spreading disease, conveying existential threat and danger.
Fear / Threat
0.75
Masternaldo
Sep 19, 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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Discourse Quality (Perspective API)