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 is fucking cazey what's going on with trump why he doing this shit
This is fucking cazey what's going on with trump why he doing this shit
Expresses alarm and confusion about Trump's actions, framing them as problematic without specific policy details.
Fear / Threat
0.70
@garyrichmond3611
Mar 4, 2025
Canada is fucked
Canada is fucked
Expresses catastrophic assessment of Canada's condition, likely in response to immigration policy, though vague in specifics.
Fear / Threat
0.70
alexmercer4515
Jan 28, 2026
Bro is speaking words of war. Stop it bro
Bro is speaking words of war. Stop it bro
Interprets the speech as warlike rhetoric and expresses concern about escalation, framed as a warning to the speaker.
@iankarr7308
Mar 4, 2025
Ask nurses and social workers in the hospitals about this abuse ! It is 100% is truth! The problem is we can’t openly report any of this!
Ask nurses and social workers in the hospitals about this abuse ! It is 100% is truth! The problem is we can’t openly report any of this!
Claims healthcare abuse by immigrants based on anecdotal reports from healthcare workers, expressing concern about unreported problems.
natalyvalitsky5675
Feb 27, 2026
Good luck , he is going to up the ante . Get ready for 50%
Good luck , he is going to up the ante . Get ready for 50%
Expresses anxiety about escalating consequences ('up the ante', '50%') without specifying what metric, combining alarmism with vague unsubstantiated prediction.
@donangel82
Mar 4, 2025
Only a few million more to go
Only a few million more to go
Sarcastically implies millions more deportations are needed, expressing demographic anxiety through dark humor.
TrevVision
Feb 18, 2026
Putin is celebrating. Operation divide and rule is being very successful
Putin is celebrating. Operation divide and rule is being very successful
Expresses alarm about geopolitical consequences and makes an unsubstantiated claim about Russian strategy.
@HGFourie
Mar 4, 2025
We’re genuinely so cooked
We’re genuinely so cooked
Expresses existential concern about Canada's future state, conveying demographic or systemic anxiety.
Fear / Threat
0.70
aaronmiller4069
Jan 27, 2026
The backlash against the US in the form of anti americanism, will be epic. This is the dumbest administration and the most epic of fails in history.
The backlash against the US in the form of anti americanism, will be epic. This is the dumbest administration and the most epic of fails in history.
Predicts severe negative consequences ('epic backlash') and expresses alarm about US administration, with comparative framing of US-Canada relations.
@youtubebob123
Mar 4, 2025
Only 25%, what's the problem, causeing Canadian getting crazy!
Only 25%, what's the problem, causeing Canadian getting crazy!
References a statistic (25%) without context and expresses alarm about Canadians becoming 'crazy,' conveying demographic or social anxiety.
@dapnlee
Mar 4, 2025
World is going to shit.
World is going to shit.
Expresses apocalyptic concern and anxiety about global conditions deteriorating.
Fear / Threat
0.68
@a.y.s.101
Mar 4, 2025
Trump & Putin roll the world
Trump & Putin roll the world
Brief statement suggesting Trump and Putin represent a threat or concerning alliance, expressing geopolitical anxiety.
Fear / Threat
0.68
@jasonsia2300
Mar 4, 2025
Time to invade Canada come here
Time to invade Canada come here
Expresses hostile threat language toward Canada, likely satirical but framed as aggressive rhetoric.
@gavinbrown1413
Mar 4, 2025
Canada is gonna cave in less than a week or 2. ??
Canada is gonna cave in less than a week or 2. ??
Expresses anxiety that Canada will 'cave in' quickly, suggesting vulnerability and impending collapse under pressure.
Fear / Threat
0.68
@ProssPrean
Mar 4, 2025
Mayfield Rd is the borderline, and it's seeping into Bolton
Mayfield Rd is the borderline, and it's seeping into Bolton
Expresses concern about demographic change spreading geographically, using spatial metaphors to convey anxiety about immigration's expansion.
Fear / Threat
0.68
peterjanjanin9883
Sep 20, 2025
3rd world country in the making
3rd world country in the making
Predicts Canada's decline to third-world status, expressing demographic and cultural anxiety without supporting evidence.
1marcelfilms
Sep 20, 2025
Western must wake up 20 years ago this piss shit down country where ever they go.
Western must wake up 20 years ago this piss shit down country where ever they go.
Expresses alarm about Western decline attributed to immigration, with unclear but alarmist phrasing.
RakeshSharma-il8su
Feb 15, 2026
This is why the middle east is a perpetual backwards hell-hole , its full of brain dead morons like Lena Metlege Diab ...
This is why the middle east is a perpetual backwards hell-hole , its full of brain dead morons like Lena Metlege Diab ...
Makes sweeping negative generalizations about a region and attacks a named individual with inflammatory language.
kevinolesik1500
Feb 27, 2026
Not normal at all!!
Not normal at all!!
Brief expression of alarm about abnormal or concerning circumstances without elaboration.
Fear / Threat
0.68
@sherrylopez6923
Mar 4, 2025
Well folks, it's been nice. I will now officially retreat in disgust, and live my own life to the fullest. May as well party at the end of meaning.
Well folks, it's been nice. I will now officially retreat in disgust, and live my own life to the fullest. May as well party at the end of meaning.
Expresses despair and withdrawal from society, suggesting apocalyptic concerns about the country's direction.
N0p3er5
Feb 27, 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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Discourse Quality (Perspective API)