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
Biased is that what all of you meant to type not based? Idiots
Biased is that what all of you meant to type not based? Idiots
Commenter criticizes other commenters' spelling and intelligence, focusing on the discussion itself rather than immigration substance.
Meta-Commentary
0.92
BushWookiee22
Jan 28, 2026
You are a terrible journalist
You are a terrible journalist
Direct criticism of the video creator's journalism rather than engagement with the immigration topic.
Meta-Commentary
0.92
kurtneufeld969
Jan 29, 2026
A powerful speech!
A powerful speech!
Brief praise of the video content itself with no substantive policy or moral argument.
Meta-Commentary
0.92
@alexanderergo9011
Mar 4, 2025
I Just realized that this guy has the same exact Watch as me like full 1 to 1 this might be tuff
I Just realized that this guy has the same exact Watch as me like full 1 to 1 this might be tuff
Off-topic observation about the video subject's watch, unrelated to immigration discourse.
Meta-Commentary
0.92
67-ACE-67
Sep 20, 2025
Damn if i knew you were in the gta i would came by and said hi
Damn if i knew you were in the gta i would came by and said hi
Personal comment directed at the video creator about meeting them in person, unrelated to immigration policy discussion.
Meta-Commentary
0.92
noirfox81airsoft80
Feb 27, 2026
the bike dude is gypsy crusader level racist 😭
the bike dude is gypsy crusader level racist 😭
Comment about another commenter's character/views rather than substantive immigration discussion.
Meta-Commentary
0.92
xauwt
Jan 27, 2026
5:48 this guy is honestly intelligent
5:48 this guy is honestly intelligent
The comment directly evaluates the video creator's intelligence, making it commentary about the content and creator rather than the topic.
Meta-Commentary
0.92
NorwegianTogetic
Jan 28, 2026
The man on the bike is absolutely brilliant.
The man on the bike is absolutely brilliant.
Brief praise of a person featured in the video, commenting on the content itself rather than engaging with immigration discourse.
Meta-Commentary
0.92
amandal8822
Feb 27, 2026
do these people practice the non answers ahead of time.. what a joke
do these people practice the non answers ahead of time.. what a joke
Critiques the video content itself, commenting on how interview subjects answer questions.
Meta-Commentary
0.92
kerfymon
Sep 29, 2025
Lol, the guy on the bike is an idiot.
Lol, the guy on the bike is an idiot.
Comment critiques a person visible in the video rather than engaging with immigration discourse.
Meta-Commentary
0.92
Abdikhani-m1w
Jan 27, 2026
Thank you sir, you are absolutely right.
Thank you sir, you are absolutely right.
Generic affirmation of the video creator without substantive engagement with immigration discourse.
Meta-Commentary
0.92
SandraMiller-q9f
Aug 30, 2025
of course you go when im in the philippines
of course you go when im in the philippines
Personal comment about the commenter's own schedule/location relative to the video creator, unrelated to immigration content.
Meta-Commentary
0.92
lowiqchannel
Feb 3, 2026
Ah! Thank you very much for putting this practice test together. I got 18 out of 20! You have helped so many of us and we are very grateful!
Ah! Thank you very much for putting this practice test together. I got 18 out of 20! You have helped so many of us and we are very grateful!
Comment addresses the video creator directly, praising the content and thanking them for a practice test resource.
Meta-Commentary
0.92
lorrenleighcarino7493
Jan 6, 2026
I wish the talking heads wouldn't talk until after the Prime Minister does. I'd like to hear him, not their talking over him.
I wish the talking heads wouldn't talk until after the Prime Minister does. I'd like to hear him, not their talking over him.
Critique of the video production and commentary format rather than the content itself.
Meta-Commentary
0.92
@susanmark2000
Mar 4, 2025
Do Australian next
Do Australian next
Request for the content creator to produce similar content about another country.
Meta-Commentary
0.92
purplecookie687
Jan 27, 2026
Nice interestitng video
Nice interestitng video
Generic praise of the video itself with no substantive engagement with immigration topics.
Meta-Commentary
0.92
Hooked.Reddit
Feb 5, 2026
Tyler was in Canada and I missed it 😢
Tyler was in Canada and I missed it 😢
Personal comment about missing a celebrity appearance in the video, unrelated to immigration discourse.
Meta-Commentary
0.92
SpidaHogg
Jan 27, 2026
Well said ?
Well said ?
Brief affirmation of a previous comment without substantive content, functioning as engagement with the video discussion rather than independent discourse.
Meta-Commentary
0.92
@MartinBean-t1t
Mar 4, 2025
I love your Portugese accent
I love your Portugese accent
Comment about the video creator's accent rather than the immigration topic itself.
Meta-Commentary
0.92
vladimirolujic6637
Feb 4, 2026
It’s about damn time someone made a video about this 🎉
It’s about damn time someone made a video about this 🎉
Direct comment about the video itself, expressing approval of its topic being addressed.
Meta-Commentary
0.92
keinanjamal
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)