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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Policy Critique
5,980 comments
Canada has been broken since 1982 with the first Truedue. When the charter was created, because we are under the King(Monarch at that time), something had to be given up, so we sold our souls …
Canada has been broken since 1982 with the first Truedue. When the charter was created, because we are under the King(Monarch at that time), something had to be given up, so we sold our souls to the devil we knew, and traded our future generations' futures.
Critiques Canadian constitutional and governance structures since 1982, though the claims about 'selling souls' are metaphorical and unsubstantiated.
GadYaHoVaHswarrior
Feb 26, 2026
If you know you are not getting US ripped in the past, then stop talking plenty and rather get another buyer!!!\nI don't think US is forcing you!!!
If you know you are not getting US ripped in the past, then stop talking plenty and rather get another buyer!!!\nI don't think US is forcing you!!!
Critiques government negotiating position and suggests alternative action, though the comment is somewhat incoherent.
Policy Critique
0.65
@nanayeboah3992
Mar 4, 2025
He's stupid. He is crazy!! Insane.
He's stupid. He is crazy!! Insane.
Expresses strong disapproval of a political figure's competence and mental state, though lacks specific policy details.
Policy Critique
0.65
@Love-k2h8h
Mar 4, 2025
It's election year. He's here for your votes and your money of course?
It's election year. He's here for your votes and your money of course?
Cynical critique suggesting the Prime Minister's appearance is politically motivated for votes and fundraising.
Policy Critique
0.65
@cuthdemello
Mar 4, 2025
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in …
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in which the people coming sometimes do know the fruad going on through the government and seem to tihnk they are entitled. But not their fualt at the end of the day.. And the only thing I would be angry about is, one if I was already living there and there wasnt some vote to let it happen. And in that case, if there was, then its really on the community for not saying no. But no, the trouble is when we hear and they pay no taxes, but this 3 times disabled dude whos worked 20 years already and paid, doesnt get any help. Yeah, thats appearantly here in America and Canada. Is their a reason our governments cannot do this proper and with class?
Complex critique of government policy implementation regarding immigration, welfare distribution, and fairness, with concerns about procedural legitimacy and resource allocation.
Vshamann336
Dec 27, 2025
Here after dont get down anyone. As you need money you get down. Better developed the country from agriculture
Here after dont get down anyone. As you need money you get down. Better developed the country from agriculture
Fragmented critique suggesting immigrants are economically motivated and that development priorities should shift to agriculture.
Policy Critique
0.65
HiranthiPriyadarshani-q4t3f
Oct 1, 2025
TURDO SUCKS JUST LIKE CNN
TURDO SUCKS JUST LIKE CNN
Expresses disapproval of a political leader through brief, emphatic criticism without substantive policy analysis.
Policy Critique
0.65
@Richard-Isley-Bigsley
Mar 4, 2025
Every problem is global. Fetal posittion is hardly the solution
Every problem is global. Fetal posittion is hardly the solution
Critiques what appears to be a defensive or isolationist policy approach as inadequate for addressing global problems.
Policy Critique
0.65
@esakarkkainen8934
Mar 4, 2025
Immigration fraud
Immigration fraud
Brief allegation of systemic immigration fraud, critiquing government policy/enforcement.
Policy Critique
0.65
Evablazinballa
Feb 3, 2026
And I rarely hear from the vice president knowing he's not going to help the people. He the one made that argument happen
And I rarely hear from the vice president knowing he's not going to help the people. He the one made that argument happen
Criticizes the vice president's lack of visibility and effectiveness in helping people.
Policy Critique
0.65
@jimmysmith8272
Mar 4, 2025
Circumstances will be more challenging in Canada in coming years.......
Circumstances will be more challenging in Canada in coming years.......
Vague statement suggesting future challenges in Canada, likely implying criticism of current immigration or government policy without specifics.
Policy Critique
0.65
LutyenTHUG
Aug 25, 2025
or those who come through other safe countries
or those who come through other safe countries
Fragmentary comment critiquing asylum policy regarding safe third countries, though context is minimal.
Policy Critique
0.65
Susan-m6v8i
Feb 24, 2026
I blamed our people running the government, flip flops connection
I blamed our people running the government, flip flops connection
Blames government leadership and suggests corruption or inconsistency in policy implementation, though phrasing is unclear.
Policy Critique
0.65
DennisH47
Feb 18, 2026
Hey it’s the corrupt governor speaking ?
Hey it’s the corrupt governor speaking ?
Accusation of corruption directed at a political figure, though context is unclear.
Policy Critique
0.65
@Danny.1110
Mar 4, 2025
Woke leader
Woke leader
Brief dismissive label ('Woke leader') critiquing the Canadian leader's political orientation without elaboration.
Policy Critique
0.65
@MrWp1957
Mar 4, 2025
Very dump thing to do,,,,,,
Very dump thing to do,,,,,,
Comment expresses disapproval of an action or decision, though the fragmented language limits clarity.
Policy Critique
0.65
@jessieesguerra8849
Mar 4, 2025
its ridiculous
its ridiculous
Minimal expression of disapproval toward policy or situation, though specific target is unclear.
Policy Critique
0.65
sho-shoyeshua
Aug 26, 2025
All bull crap lies
All bull crap lies
Dismissive rejection of government statements, though lacks specific policy details.
Policy Critique
0.65
@deancorbin3959
Mar 4, 2025
Just say it will hurt america .
Just say it will hurt america .
Brief suggestion to frame tariffs as harmful to America, implying critique of the policy approach.
Policy Critique
0.65
@paulthemba9961
Mar 4, 2025
It's not your province.
It's not your province.
Brief assertion about jurisdictional boundaries, likely critiquing someone's authority or policy scope.
Policy Critique
0.65
@Tankhead69
Feb 22, 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)