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
Search & Filter
Meta-Commentary
3,846 comments
I will bet my left nut that the Liberal Gov will suppress the crap out of this Video and it won't hit your Average view count...
I will bet my left nut that the Liberal Gov will suppress the crap out of this Video and it won't hit your Average view count...
Speculating about video suppression by government, commenting on platform dynamics and algorithmic visibility rather than immigration itself.
djdxb
Jan 28, 2026
Lmao , every Trump supporter in these comments is so delusional and unaware that they don’t see they are all making the same\nold regurgitated idiotic comment. “ why don’t you move to Canada “. Oh …
Lmao , every Trump supporter in these comments is so delusional and unaware that they don’t see they are all making the same\nold regurgitated idiotic comment. “ why don’t you move to Canada “. Oh man it is so very damn clear why Trump got in because I have yet to see any MAGA supporter step up with a facts based intelligent response. It’s ???♂️
Critiques other commenters' arguments and rhetorical patterns, using sarcasm to mock perceived hypocrisy.
@shadlad91
Mar 4, 2025
This man is trying to turn Americans against Trump \n\nDemocrats are behind all of this
This man is trying to turn Americans against Trump \n\nDemocrats are behind all of this
Comments on the video creator's intent and makes partisan claims about Democrats, focusing on the discourse rather than substantive policy.
@rafealrafeal6716
Mar 4, 2025
I think you need to worry about your own country. You are only talking about America for some strange reason. America doesn’t give a shit what you think.
I think you need to worry about your own country. You are only talking about America for some strange reason. America doesn’t give a shit what you think.
Critiques the video's focus on America rather than Canada, with nationalist undertones about relevance.
@midasmusicco.5192
Mar 4, 2025
So far did not see a single statue of Jesus
So far did not see a single statue of Jesus
Brief observation about the video's content or framing, commenting on what is or isn't depicted in the film.
Meta-Commentary
0.75
captngamer69
Jan 28, 2026
I like bike guy but someone tell him grape is huge and cultural in India
I like bike guy but someone tell him grape is huge and cultural in India
Commenter critiques the video creator's cultural knowledge while offering a correction, focusing on the video's content accuracy.
TazXtz
Jan 27, 2026
Is t this guy 2 weeks past his 2 weeks notice? Yawn.
Is t this guy 2 weeks past his 2 weeks notice? Yawn.
Dismissive comment about the video subject using sarcasm, treating the content as unworthy of attention rather than engaging with substantive issues.
@adammellon2010
Mar 4, 2025
host is east indian and an immigration and a biased lawyer reporting....you do the math and let me know how objective reporting this is inherently
host is east indian and an immigration and a biased lawyer reporting....you do the math and let me know how objective reporting this is inherently
Critiques the host's credibility and objectivity based on their ethnic background and professional role, questioning the video's reliability.
jh-qb3yb
Jan 22, 2026
That guy has 2 bikelocks. Looks like the netherlands
That guy has 2 bikelocks.
Looks like the netherlands
Observes details in the video (bike locks) and makes a comparative reference to the Netherlands based on visual cues.
Sadik15B
Jan 27, 2026
OMG i just recognize the fucking Pizza Pizza it on my bloc goddamn that terrify me (it at Lachine Montreal)
OMG i just recognize the fucking Pizza Pizza it on my bloc goddamn that terrify me (it at Lachine Montreal)
Commenter recognizes a location from the video and expresses surprise/alarm about it, focusing on the video content itself rather than immigration policy.
Adrichou75
Jan 28, 2026
So everyone likes him NOW do they? When did that all change?
So everyone likes him NOW do they? When did that all change?
Questions the video's framing or audience reception, commenting on shifting public opinion rather than substantive policy.
Meta-Commentary
0.75
@juliemaddern
Mar 4, 2025
i can ignore how racist tyler is. its not investigation anymore. if someone is openly being racist and u are promoting it, then its bad
i can ignore how racist tyler is. its not investigation anymore. if someone is openly being racist and u are promoting it, then its bad
Critique of the video creator for promoting racist content, focusing on the channel's editorial choices rather than the subject matter itself.
vishweshmanjaramkar8090
Jan 27, 2026
People who are intelligent speaks well. I don’t need to say anymore.
People who are intelligent speaks well. I don’t need to say anymore.
Makes a vague meta-judgment about the speaker's intelligence based on their communication style.
Meta-Commentary
0.75
@cherryleighhabacon4234
Mar 4, 2025
Thanks Trudeau.
Thanks Trudeau.
Brief sarcastic attribution to political figure, functioning as commentary on the video's framing rather than substantive argument.
Meta-Commentary
0.75
julieerin115
Sep 19, 2025
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the …
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the IQ for the average white man today is much less than the IQ of the average white man say in the 1950s but wants to talk about the IQ of black people in Africa. And he says that he’s a racist but hes also a broke loser thats why he’s in the state that he’s in. The fact that you have a bunch of low IQ people in the comments butt hurt about the immigration saying that the guy on the bike should be the PM of Canada tells me what I need to know about them as well.
Primarily critiques other commenters' views and reasoning rather than directly addressing immigration policy itself.
TheMurderFiend-vl4yx
Jan 27, 2026
A true leader
A true leader
Brief evaluative statement about the speaker/leader in the video without substantive policy or argument.
Meta-Commentary
0.75
@mayacash5676
Mar 4, 2025
Try adding another zero Global tv
Try adding another zero Global tv
Comment directed at 'Global tv' (the broadcaster) critiquing the video itself rather than immigration policy.
Meta-Commentary
0.75
Stonesour1
Feb 18, 2026
You shouldn't think of being the minority. Did you here that Wyetee?
You shouldn't think of being the minority. Did you here that Wyetee?
Comment directed at another commenter ('Wyetee') about their perspective, engaging in meta-discussion rather than substantive argument.
Meta-Commentary
0.75
PatrickFDolan
Sep 19, 2025
This is the first time I’ve seen a U.S. president flattering the Russians. Trump, do you think you’re worthy of President Reagan? Worthy of the many Americans who helped bring down the Soviet Union?
This is the first time I’ve seen a U.S. president flattering the Russians. Trump, do you think you’re worthy of President Reagan? Worthy of the many Americans who helped bring down the Soviet Union?
Comment appears to be about the video content or context (U.S. president/Trump) rather than Canadian immigration policy, suggesting confusion or off-topic engagement.
Meta-Commentary
0.75
@happyending-vw7jq
Mar 4, 2025
This man is magik
This man is magik
Brief personal reaction to the video subject, commenting on their qualities rather than substantive policy discussion.
Meta-Commentary
0.75
@jeffrichmond-bate2573
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)