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
This shows that no one is scared of trumps actions
This shows that no one is scared of trumps actions
Comment expresses concern that Trump's actions are not being taken seriously or feared, implying a threat assessment about political efficacy.
Fear / Threat
0.75
@Jacques.Espiritu
Mar 4, 2025
One thing I noticed is the only thing people ever say positive about foreigners coming to their area is that the food is good. Like just pay attention now and you’ll see, it’s always “ …
One thing I noticed is the only thing people ever say positive about foreigners coming to their area is that the food is good. Like just pay attention now and you’ll see, it’s always “ the food is better now that we have diversity” lol it’s like wtf
Sarcastically dismisses the only positive aspect of immigration (food diversity) while expressing skepticism about broader benefits.
JohnCasteel07
Jan 28, 2026
Not only Brampton. Every other city too. Look around
Not only Brampton.
Every other city too.
Look around
Vague warning about demographic changes across multiple Canadian cities, expressing demographic anxiety.
sandroandoes4787
Jan 29, 2026
CanaRome has fallen!
CanaRome has fallen!
Uses historical metaphor (Rome's fall) to express apocalyptic concern about Canada's decline.
deanmcghie6519
Feb 26, 2026
Saying that trump is 'not hitting adversaries but hitting friends' sounds like trump is hitting putin - but then its not adversary for trump... putin is a friend ;/ Ill pray for you americans. You …
Saying that trump is 'not hitting adversaries but hitting friends' sounds like trump is hitting putin - but then its not adversary for trump... putin is a friend ;/ Ill pray for you americans. You need to last 4 years...
Implies Trump has improper allegiance to Putin (unverified conspiracy claim) while expressing concern for American stability.
@sim6mon
Mar 4, 2025
Canada is going to bail
Canada is going to bail
Brief expression of concern that Canada will collapse under current circumstances, implying systemic threat.
@Delta-dz1
Mar 4, 2025
We need to stop these human rights activist to get back into the territory, applying resources to liberal judges to allow the abuse to continue
We need to stop these human rights activist to get back into the territory, applying resources to liberal judges to allow the abuse to continue
Expresses alarm about human rights activists and judicial decisions enabling perceived abuse and security threats.
Tree74-b3s
Feb 24, 2026
Everything is a mess everywhere omg
Everything is a mess everywhere omg
Vague expression of anxiety and disorder without specific claims, suggesting general alarm about conditions.
Fear / Threat
0.75
laurainfinity1390
Jan 27, 2026
3:54 non hoe ever in my small town they have started to take over
3:54 non hoe ever in my small town they have started to take over
Expresses demographic anxiety about a specific group 'taking over' a small town without evidence, combining threat perception with unsubstantiated claim.
kendalarley2277
Jan 27, 2026
You wait till the wars all start, I said it here first. ?
You wait till the wars all start, I said it here first. ?
Predicts future wars without evidence, expressing alarmist concern about escalating conflict.
@BellaPalmer-l5p
Mar 4, 2025
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
I stand with nobody you all are childish honestly and now blood is gonna be shed sooner than soon for what a trade war? Naw it’s deeper than that
I stand with nobody you all are childish honestly and now blood is gonna be shed sooner than soon for what a trade war? Naw it’s deeper than that
Expresses alarm about impending violence and conflict while dismissing others as childish, combining threat anxiety with dismissive identity framing.
@MattmannTheGod25
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
Frozen shit hole of canada 😂 worst dirty people..dingle berry ass dry wipers 😂😂
Frozen shit hole of canada 😂 worst dirty people..dingle berry ass dry wipers 😂😂
Uses crude humor and insults to express negative sentiment about Canada and its people, with underlying xenophobic tone.
asinh1100
Jan 29, 2026
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
soon americans are russians good luck from Finland
soon americans are russians good luck from Finland
Expresses anxiety about geopolitical threat (Americans becoming Russians) and comparative concern about US trajectory.
@PenttiHuttunenGlobetrotter
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
I hate them joking about there being too many of them
I hate them joking about there being too many of them
Expresses disapproval of jokes about demographic concerns, reflecting anxiety about immigration numbers.
MOLTEN_IMP
Jan 29, 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
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)