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
Canada you done
Canada you done
Cryptic expression of existential concern about Canada's future, conveying anxiety or doom.
@heinrichstander1838
Mar 4, 2025
What most fail to fathom is: When Trump and Putin bring an end to the war and align economically, the west will be crushed and there is nothing they can do about it.
What most fail to fathom is: When Trump and Putin bring an end to the war and align economically, the west will be crushed and there is nothing they can do about it.
Presents an unsubstantiated geopolitical prediction framed as inevitable threat to Western interests.
@TonyTheTruthWhisperer
Mar 4, 2025
This is gonna be interesting... \nGreetings from Poland we exist i dont know for how long good luck its gonna end up in open war.
This is gonna be interesting... \nGreetings from Poland we exist i dont know for how long good luck its gonna end up in open war.
Commenter from Poland expresses alarm about potential conflict and geopolitical instability, framed through international comparison.
@kamilbialo4549
Mar 4, 2025
Keep the drugs in your land Canadians!
Keep the drugs in your land Canadians!
Expresses concern about drug trafficking from Canada, framing it as a security/threat issue requiring border control.
Fear / Threat
0.75
@sonder007
Mar 4, 2025
It’s NOT a trade war!!! Stop the drugs coming unless you don’t want to Mr prime minister
It’s NOT a trade war!!! Stop the drugs coming unless you don’t want to Mr prime minister
Expresses concern about drug trafficking and demands action from the PM, combining threat perception with a directive to address the issue.
@tazman19907
Mar 4, 2025
white people will be the rarest species in another 10 years in North America 😂😂😂😂
white people will be the rarest species in another 10 years in North America 😂😂😂😂
Expresses demographic anxiety about white population decline, framed with emojis suggesting dark humor.
bhargavsarma2370
Jan 27, 2026
It's getting scary when Justin makes statements, let alone this tone.\n\nBtw, let's be clear. *Fen-tin-ill not Fen-tan-all*
It's getting scary when Justin makes statements, let alone this tone.\n\nBtw, let's be clear. *Fen-tin-ill not Fen-tan-all*
Expresses anxiety about political leadership and tone, with secondary note about pronunciation suggesting engagement with video content.
@twildabuckingham
Mar 4, 2025
Trump doesn't care that he's starting a trade war w other countries bcus it's not about money its about power. They want to tear down the US and the ppl by making the ppl poor …
Trump doesn't care that he's starting a trade war w other countries bcus it's not about money its about power. They want to tear down the US and the ppl by making the ppl poor and destitute so they can swoop in w all the money & control everything. They want to rebuild a new government that's a dictatorship.
Presents unsubstantiated conspiracy theory about Trump's motives to impoverish people and establish dictatorship, expressing existential threat.
@carmel120456
Mar 4, 2025
America is going down the drain soon!
America is going down the drain soon!
Expresses alarmism about America's future decline, implying threat and demographic/economic anxiety.
@leavesandworms
Mar 4, 2025
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
Canada will kneel
Canada will kneel
Brief expression of vulnerability/submission anxiety regarding Canada's geopolitical position.
Fear / Threat
0.75
@silvesterfelix372
Mar 4, 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
It must smell like utter crap there
It must smell like utter crap there
Expresses disgust and negative characterization of a place/group, combining environmental criticism with implicit threat framing.
hammertimez717
Jan 27, 2026
You better watch your tone Governor your president ain't going to appreciate that
You better watch your tone Governor your president ain't going to appreciate that
Commenter warns the Canadian official about potential negative consequences from the US president, expressing threat/intimidation.
Fear / Threat
0.75
@louiealan-wx7zk
Mar 4, 2025
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
you better be careful a***** or you won't be implementing anything but a big pile of shit don't buck you will lose
you better be careful a***** or you won't be implementing anything but a big pile of shit don't buck you will lose
Threatening language warning of negative consequences if Trudeau opposes Trump, expressing intimidation and alarm.
Fear / Threat
0.75
@Anthony-h8p
Mar 4, 2025
Wow. This is so crazy . Unfortunately us common peeps r going to pay the price .. \n\nTyvm dump..
Wow. This is so crazy . Unfortunately us common peeps r going to pay the price .. \n\nTyvm dump..
Expresses anxiety about economic consequences ('common peeps will pay the price') combined with criticism of leadership.
@cwdl2004
Mar 4, 2025
Your preaching to the choir, we are DOOMED to permanent Liberal ideology here in Canada
Your preaching to the choir, we are DOOMED to permanent Liberal ideology here in Canada
Expresses hopelessness about political change and frames the nation as ideologically captured, combining fatalism with partisan concern.
szylak
Feb 17, 2026
We know you don't want this Mr. Trudeau and our Canadian friends.\nUnfortunately, we have an Orange Coconut for president that was put into office by MAGA Coconuts and stupid/lazy democrats who either voted for him …
We know you don't want this Mr. Trudeau and our Canadian friends.\nUnfortunately, we have an Orange Coconut for president that was put into office by MAGA Coconuts and stupid/lazy democrats who either voted for him or did not vote at all.\n\nWe are in a stupor and really don't know what to do at this time.
Expresses anxiety and confusion about political situation while showing solidarity with Canada and allies.
@meazlesgolf3455
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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