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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Meta-Commentary
3,846 comments
This is what leadership is all about.
This is what leadership is all about.
Brief evaluative comment about leadership quality without substantive policy engagement.
Meta-Commentary
0.65
@andreariemer76
Mar 4, 2025
Wolf how the hell are still feeding the world your filthy lies how do you sleep at night wonder what the good lord above thinks of all your fake filthy lies that truly affect people …
Wolf how the hell are still feeding the world your filthy lies how do you sleep at night wonder what the good lord above thinks of all your fake filthy lies that truly affect people that aren’t smart enough to know you are fake news.
Attacks the video creator/channel as spreading 'fake news' and lies, primarily critiquing the media source rather than substantive policy.
@jasonerickson1033
Mar 4, 2025
I work in the oilfield. We have a ton of petroleum crude produced everyday here in the US?
I work in the oilfield. We have a ton of petroleum crude produced everyday here in the US?
Off-topic statement about US oil production unrelated to Canadian immigration policy.
Meta-Commentary
0.65
@FloridamadeJay81
Mar 4, 2025
LETS GO KRASNOV
LETS GO KRASNOV
Appears to be a reference or shout-out unrelated to substantive immigration discourse.
Meta-Commentary
0.65
@mcgibs
Mar 4, 2025
2.5 oo we shaking lmfao
2.5 oo we shaking lmfao
Cryptic reaction to the video content itself, expressing amusement or disbelief about what is being shown.
Meta-Commentary
0.65
@TheDoctorgta
Mar 4, 2025
These are fighting words
These are fighting words
Vague comment about the video's tone or content rather than substantive engagement with immigration.
Meta-Commentary
0.65
@anthonyjonas6236
Mar 4, 2025
This kind of extreme far-left propaganda needs to be interpreted in reverse to get the correct answer. \nif you continue like that evil hell, that won’t get anything better and help at all (Stupid DFHd …
This kind of extreme far-left propaganda needs to be interpreted in reverse to get the correct answer. \nif you continue like that evil hell, that won’t get anything better and help at all (Stupid DFHd !)
Comments on the video/content as 'propaganda' while asserting ideological position against 'far-left.'
@cchan268
Mar 4, 2025
Did not voted for Carnie but they cheered
Did not voted for Carnie but they cheered
Cryptic reference to video content or a political figure, appears to comment on the video's subject matter rather than substantive immigration discourse.
Meta-Commentary
0.65
BlagicaMishevska
Aug 28, 2025
Afinal és Lusitano
Afinal és Lusitano
Non-English phrase appears to be off-topic or spam-like commentary unrelated to the immigration discussion.
Meta-Commentary
0.65
vanderpi9518
Jan 27, 2026
The Trudeau Post National State
The Trudeau Post National State
Brief phrase referencing Trudeau's post-national state concept, appearing to critique the video subject or broader political framing without elaboration.
@larsz-p9k
Feb 20, 2026
Zwe need a super train between calgary and edmonton to cut traffic off the qe2
Zwe need a super train between calgary and edmonton to cut traffic off the qe2
An off-topic comment about infrastructure unrelated to the immigration referendum discussion, appearing tangential to the video content.
Meta-Commentary
0.65
@joyceracine6197
Feb 20, 2026
Habla sobre ice
Habla sobre ice
Brief Spanish phrase about ICE that appears to reference the video topic rather than substantive engagement.
Meta-Commentary
0.65
donsinrostro1313
Feb 19, 2026
American People are not with Russia Trump is!
American People are not with Russia Trump is!
Comment appears off-topic to Canadian immigration, making a political statement about American identity and Trump that doesn't engage with the video's subject matter.
@pauldavenport3134
Mar 4, 2025
India Ontario
India Ontario
Cryptic reference to video content or title; unclear substantive meaning but appears to comment on the video itself.
Meta-Commentary
0.65
blueberryhill6948
Feb 26, 2026
Canada must be part of ?? \nIt is about time….
Canada must be part of ?? \nIt is about time….
Incomplete statement about Canada's involvement, appears to reference the video content rather than substantive argument.
Meta-Commentary
0.65
@markn.2196
Mar 4, 2025
THIS is a leader
THIS is a leader
Brief comment about the video content or subject matter without substantive engagement with immigration or policy issues.
Meta-Commentary
0.65
@elliotwilmo1286
Mar 4, 2025
Girl..its all because of you
Girl..its all because of you
Appears to be a brief comment directed at someone in the video or discussion, likely meta-commentary about the speaker.
Meta-Commentary
0.65
@donychacko3575
Mar 4, 2025
This caused rocket monkeys
This caused rocket monkeys
The cryptic phrase 'rocket monkeys' appears to be nonsensical or inside-joke commentary unrelated to substantive immigration discourse.
Meta-Commentary
0.65
TristhaAlej
Feb 18, 2026
Come tech richie rich?
Come tech richie rich?
Cryptic comment appears to reference video content or other commenters, but lacks clear meaning; classified as meta-commentary due to apparent reference to the discussion itself.
Meta-Commentary
0.60
@AaronReginald-s2n
Mar 4, 2025
Curse Vishnu Christ is King
Curse Vishnu
Christ is King
Appears to be off-topic religious statements unrelated to the video content, possibly spam or trolling.
Meta-Commentary
0.60
ExNihiloComesNothing
Jan 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)