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
You ain't got the answers sway
You ain't got the answers sway
Comment critiques the speaker/video content itself rather than engaging with immigration policy.
Meta-Commentary
0.85
@anthonylewis316
Mar 4, 2025
I LOVE U TYLER
I LOVE U TYLER
A personal message directed at the video creator (Tyler), commenting on the channel rather than the immigration topic.
Meta-Commentary
0.85
Lolworldwideeeeee
Jan 27, 2026
You should see Texas Tyler 👀
You should see Texas Tyler 👀
References the video creator ('Tyler') and suggests additional content or comparison, directing attention to the creator rather than the topic.
Meta-Commentary
0.85
diegomelgar5866
Jan 27, 2026
Back with a banger.
Back with a banger.
Brief praise for the video episode itself, typical viewer engagement comment about content quality.
Meta-Commentary
0.85
UNDFTDGordon
Jan 27, 2026
12:53 just facts !
12:53 just facts !
Comment about the video content at a specific timestamp, affirming its factual accuracy.
Meta-Commentary
0.85
TheRealVetness
Dec 27, 2025
Hey America! Canadian PM Trudeau is not even reading a teleprompter.
Hey America! Canadian PM Trudeau is not even reading a teleprompter.
The comment makes an observation about Trudeau's speaking style and teleprompter use, which is commentary about the speaker's performance in the video.
Meta-Commentary
0.85
@tablogloid
Mar 4, 2025
Let’s interview the guy who makes more money when immigration numbers are high. Great unbiased reporting there🎉
Let’s interview the guy who makes more money when immigration numbers are high. Great unbiased reporting there🎉
Criticizes the reporting quality by highlighting the guest's financial incentive to promote immigration, questioning journalistic neutrality.
RebeccaHawkins-lf1vp
Jan 19, 2026
Canada take note…..
Canada take note…..
Brief directive comment about the video content itself rather than substantive immigration discourse.
Meta-Commentary
0.85
markvonschober6872
Dec 27, 2025
The video starts with the Indian music note. How unexpected.!
The video starts with the Indian music note. How unexpected.!
Comments on the video's opening music choice with sarcastic tone, addressing the video itself rather than immigration substance.
ThomasDubaiRealtor
Dec 20, 2025
7:45 So he's talking to a Muslim guy who supposedly gives him this rundown but doesn't want anyone to know he has a tattoo even though...he's walking around town with it visible? I've always heard …
7:45 So he's talking to a Muslim guy who supposedly gives him this rundown but doesn't want anyone to know he has a tattoo even though...he's walking around town with it visible? I've always heard people say when journalists/vloggers do this, it means they made it up.
Critiques the video's journalistic credibility by questioning the authenticity of the interview narrative presented.
Meta-Commentary
0.85
WillJacobs-d3m
Dec 11, 2025
Low-key racist interviewees
Low-key racist interviewees
Critiques the video's interview subjects rather than the immigration topic itself, commenting on the content creators' choices.
Meta-Commentary
0.85
p.k.r400
Dec 16, 2025
The TDS on here is out of control. 😂😂😂
The TDS on here is out of control. 😂😂😂
Comments on the discourse in the comment section itself, critiquing other commenters' political bias.
Meta-Commentary
0.85
Ankles-Up
Dec 9, 2025
The Orange Man Mad??????????????
The Orange Man Mad??????????????
Appears to be a dismissive or questioning comment about a political figure, likely reacting to video content rather than substantive discourse.
Meta-Commentary
0.85
@tatianacrehuet1065
Mar 4, 2025
Pourquoi avez-vous interrompu les commentaires du premier ministre Trudeau à ses citoyens francophones ? C'est un manque de respect incroyable envers CNN de ne pas continuer à couvrir les commentaires en français de Trudeau!
Pourquoi avez-vous interrompu les commentaires du premier ministre Trudeau à ses citoyens francophones ? C'est un manque de respect incroyable envers CNN de ne pas continuer à couvrir les commentaires en français de Trudeau!
Complains about the video/broadcast's editorial decision to interrupt French-language commentary, addressing the channel's coverage choices.
Meta-Commentary
0.85
@timothysmith7888
Mar 4, 2025
This guy is a complete idiot. ?
This guy is a complete idiot. ?
Direct personal criticism of the speaker/Prime Minister, commentary on the video subject rather than substantive policy discussion.
Meta-Commentary
0.85
@JessicaClark-i4y
Mar 4, 2025
What the hell is the thing behind him on the couch a Cansrael flag????
What the hell is the thing behind him on the couch a Cansrael flag????
Questions about visual elements in the video itself rather than engaging with immigration content.
Meta-Commentary
0.85
BobHill-s2c
Dec 9, 2025
Very good interview. Glad you brought Kenney on.
Very good interview. Glad you brought Kenney on.
Direct praise of the video content and guest appearance, commenting on the interview itself rather than immigration policy.
Meta-Commentary
0.85
catherinebucklandorth504
Feb 25, 2026
He summed it up perfectly \n'Make this make sense!'
He summed it up perfectly \n'Make this make sense!'
Comment about the video content and speaker's argument rather than substantive engagement with immigration or policy.
Meta-Commentary
0.85
@kizzy2874
Mar 4, 2025
Who cares he’s gone anyways?
Who cares he’s gone anyways?
Dismissive comment about the subject of the video rather than engaging with substantive content.
Meta-Commentary
0.85
@shaunhulsizer3452
Mar 4, 2025
Not directoy to trump, hes not as brave as Zelensky.\n\nWhen he was directly with trump the best he could do is laugh nervously.\n\nFurthermore, Zelensky just said he would sign the minerals deal, so the UK …
Not directoy to trump, hes not as brave as Zelensky.\n\nWhen he was directly with trump the best he could do is laugh nervously.\n\nFurthermore, Zelensky just said he would sign the minerals deal, so the UK promising boots on the ground and planes in rhe air is the most murderous, greediest, most evil thing I've heard all week. These bullets could have stopped by now if people hadn't egged Zelensky on.
Off-topic commentary comparing Trump and Zelensky regarding Ukraine conflict, unrelated to Canadian immigration.
Meta-Commentary
0.85
@malachisguides
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)