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
China is rubbing his hands
China is rubbing his hands
Vague alarmist statement suggesting geopolitical threat or conspiracy without substantiation.
@ThePulse2x
Mar 4, 2025
I wonder how long before we are begging Canada to save us from this dictator.
I wonder how long before we are begging Canada to save us from this dictator.
Expresses anxiety about authoritarian threat and seeks reassurance, combining fear-based rhetoric with implicit questioning.
@brycemandy33
Mar 4, 2025
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
Expresses alarm about Canada-US relations deteriorating and seeks explanation for Trump's actions.
@pvfilms126
Mar 5, 2025
I think one scenario we need to consider, is that trump is going to whine about no one wanting to do business with him as everyone will retaliate after tariffs (trade war indeed), and that …
I think one scenario we need to consider, is that trump is going to whine about no one wanting to do business with him as everyone will retaliate after tariffs (trade war indeed), and that he'll then turn to russia for trading. It sounds insane, but this is trump, making the insane possible.
Expresses alarm about potential trade war escalation and speculative concern about Trump turning to Russia, framed as a plausible threat scenario.
@lb9029
Mar 4, 2025
US of A, Should really consider the options from here on out. Governments, world wide are ashamed of Trump and do not care for his egotistical attitude. The assassination attempt has rot his brain, and …
US of A, Should really consider the options from here on out. Governments, world wide are ashamed of Trump and do not care for his egotistical attitude. The assassination attempt has rot his brain, and created a dangerous individual. Allying with Putin is toxic, dangerous and will be the downfall. Just wait, it is coming.
Expresses alarm about Trump as a dangerous threat to international relations and alliances, with comparative framing between US and other governments.
@Toeken42
Mar 4, 2025
This shit is gonna hit as hard as covid on the economy.
This shit is gonna hit as hard as covid on the economy.
Expresses alarm about severe economic damage from tariffs, comparing the threat to COVID-19's impact.
@thomas2236
Mar 4, 2025
Beware the anger of a patient man.
Beware the anger of a patient man.
Cryptic warning suggesting danger or threat from accumulated anger, expressing ominous concern.
Fear / Threat
0.75
@danielschaeffer1294
Mar 4, 2025
Canucks are going to lose hard
Canucks are going to lose hard
Expresses anxiety about Canada losing in a conflict/competition, framing national vulnerability.
@claytonix
Mar 5, 2025
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
Why is he still around dont play games with putin his a killer shut up
Why is he still around dont play games with putin his a killer shut up
Expresses security/threat concerns about Putin and demands urgent action, with fragmented syntax suggesting emotional intensity.
@Jesjames7777
Mar 4, 2025
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
Expresses concern about threats to Canadian doctors and calls for systemic fixes, framing immigration-related issues as a security/exploitation problem.
Jake-bh1hm
Feb 18, 2026
I'm from. Ew Zealand. All I see is Russia and China saying yes, now rome will full . Like Russia did in the 90's . Your all playing into the hands .
I'm from. Ew Zealand. All I see is Russia and China saying yes, now rome will full . Like Russia did in the 90's . Your all playing into the hands .
Expresses geopolitical anxiety about foreign powers and compares Canada's situation to Russia's historical trajectory, framing it as a threat.
@AaronGreig-q4e
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
This is happening all over the world it’s very disturbing. 😢
This is happening all over the world it’s very disturbing. 😢
Expresses concern about a global phenomenon while signaling distress about its prevalence worldwide.
Crystal-t6g
Aug 25, 2025
They still bring them in Canada Tim Horton, gas station McDanol, Burger King, A&W, they take over everything trucking industry they fuck it up they all engineering. That’s exactly President Trump is fighting for.
They still bring them in Canada Tim Horton, gas station McDanol, Burger King, A&W, they take over everything trucking industry they fuck it up they all engineering. That’s exactly President Trump is fighting for.
Expresses anxiety about immigrants taking over industries and jobs, with comparative reference to Trump's anti-immigration stance.
3308-h5r
Aug 26, 2025
Get ready for US boots on the ground in Canada. Just sayin'.
Get ready for US boots on the ground in Canada. Just sayin'.
Expresses alarm about potential military invasion of Canada without substantiation, framing it as an imminent threat.
@NorceCodine
Mar 4, 2025
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
US will be isolated economically, global economy will take this in a personal level. There's beyond than food on the table in this life. And one them is relationship.
US will be isolated economically, global economy will take this in a personal level. There's beyond than food on the table in this life. And one them is relationship.
Expresses concern about US economic isolation and damaged international relationships as consequences of tariff policy, with implicit warning tone.
@redletters4026
Mar 4, 2025
Im not … I love y’all … if the roofs on fire 🔥 lol … locust-y way of living … what do y’all think Itll look like in ten years…. Hahaha … 😂 go on …
Im not … I love y’all … if the roofs on fire 🔥 lol … locust-y way of living … what do y’all think Itll look like in ten years…. Hahaha … 😂 go on …. Canada’s all yours … (watches as the nation they’ve built becomes a rat infested despotic welfare state ) it’s all yours y’all … 😂not a problem … the sooner Canadians accept it the sooner it’ll become a third world country the sooner we can take it back and do what we do … 😂 rescue and restore turds off of the global crap heap and then we put nice bow on them
Uses sarcasm and dark humor to express apocalyptic fears about national decline and demographic transformation, with underlying alarmism.
everleighsnow
Aug 30, 2025
So tired of them
So tired of them
Expresses fatigue and negative sentiment toward an unspecified group, suggesting demographic anxiety.
Fear / Threat
0.75
SickenedDemon
Feb 8, 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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