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
This video shoulve been way longer... Canada is in a huge mess this was dissapointing
This video shoulve been way longer... Canada is in a huge mess this was dissapointing
Critiques the video length and content depth while implying broader policy concerns about Canada's immigration situation.
ferdtheterd3897
Jan 27, 2026
This guy isa real representative of Canada 5:58
This guy isa real representative of Canada 5:58
Comment about a specific person in the video at a timestamp, evaluating their representativeness.
Meta-Commentary
0.80
Nothsa
Jan 27, 2026
I am surprised you are all surprised when it comes to tRUMP!
I am surprised you are all surprised when it comes to tRUMP!
Comments on other commenters' reactions and surprise, focusing on the discourse rather than substantive policy or argument.
Meta-Commentary
0.80
@garyspeed8961
Mar 4, 2025
10:20 your credibility gets fucked with when you advertise such obvious data theft scams
10:20 your credibility gets fucked with when you advertise such obvious data theft scams
Criticism of the video creator's credibility due to advertising a data theft scam, referencing a specific timestamp.
ibruceeasily1728
Jan 29, 2026
All my respect for you went out the window when you shilled for a platform that tracks their users for pocket change. Do better or at least state the privacy risks of using it.
All my respect for you went out the window when you shilled for a platform that tracks their users for pocket change. Do better or at least state the privacy risks of using it.
Criticism of the video creator's credibility due to sponsorship of a privacy-invasive platform, addressing the creator directly.
JohnReese-u8x
Jan 29, 2026
For a moment I got the impression it was his dad speaking, Pierre…
For a moment I got the impression it was his dad speaking, Pierre…
Observational comment about the speaker's resemblance to a family member, not addressing policy or immigration directly.
Meta-Commentary
0.80
@deuss001
Mar 4, 2025
DONALD ... THANK U !!!!!!! FOR NOT CALLING HIM PRESIDENT HE IS A CRIMINAL...FELON
DONALD ... THANK U !!!!!!! FOR NOT CALLING HIM PRESIDENT HE IS A CRIMINAL...FELON
Comments on the video creator's choice to not call Trudeau 'President' and makes a political statement about him, focusing on the commentary itself rather than immigration policy.
Meta-Commentary
0.80
@RC-ku8pr
Mar 5, 2025
You cant even share this video and when i commented on other videos to watch it my comment gets removed... thats fkd
You cant even share this video and when i commented on other videos to watch it my comment gets removed... thats fkd
Complains about YouTube's content moderation and sharing restrictions on the video itself.
jimmyjohns7866
Jan 29, 2026
That helmet wearing guy is so based!
That helmet wearing guy is so based!
Comments on a person visible in the video, expressing approval using internet slang ('based').
Meta-Commentary
0.80
aleisterowley2800
Jan 29, 2026
😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
Emoji-only response that appears to be reacting to the video content without substantive discourse contribution.
Meta-Commentary
0.80
JaypeeVG
Jan 29, 2026
regular folks are so delusional?
regular folks are so delusional?
Makes a dismissive observation about other commenters or the general public's reasoning, commenting on discourse rather than the topic itself.
Meta-Commentary
0.80
@turtlebeef
Mar 4, 2025
Canadas Flag Canadian Clowns 🤡 Circus 🎪
Canadas Flag Canadian Clowns 🤡 Circus 🎪
The comment critiques Canada and Canadians using emoji symbolism, functioning as commentary on national governance and identity rather than immigration policy directly.
ForefathersWhiteEuropean
Jan 29, 2026
Title is racist u r very biased
Title is racist u r very biased
Critiques the video's title and creator bias, focusing on the video itself rather than immigration policy.
gutenmorgan2063
Jan 29, 2026
Why interview only Quebec region? It represents only one province in Canada. Interview other provinces for balance.
Why interview only Quebec region? It represents only one province in Canada. Interview other provinces for balance.
Critiques the video's methodology for lacking geographic balance and representation of all provinces.
nhiemjeremy
Feb 12, 2026
I just came here to check the pulse of all the low information libtards in this comment section.
I just came here to check the pulse of all the low information libtards in this comment section.
Commenter dismisses other commenters as 'low information' while asserting their own superior perspective; primarily meta-commentary about the comment section itself.
@Daniel-o7i-s6x
Mar 4, 2025
what is up with that mans eyebrows, and why must he always speak as if he is an actor in a play?
what is up with that mans eyebrows, and why must he always speak as if he is an actor in a play?
Comments on the speaker's physical appearance and delivery style rather than substantive content, with a mocking tone.
@4barrl
Mar 4, 2025
I wish people could have got to see this customer's face.... He just did all this for free food. Salute to the delivery guy..... He had a lot of patience and maturity.
I wish people could have got to see this customer's face.... He just did all this for free food. Salute to the delivery guy..... He had a lot of patience and maturity.
Comment about a video's content and a delivery person's behavior, unrelated to Canadian immigration policy.
Meta-Commentary
0.80
@adyasanayak
Mar 4, 2025
Make ?? that ?? make ?? sense ??
Make ?? that ?? make ?? sense ??
Cryptic comment questioning the logic or coherence of something, likely referring to the video or previous comments.
Meta-Commentary
0.80
@pistachiostars
Mar 4, 2025
Under 1 minute
Under 1 minute
Comment about video length or upload timing, focused on the video itself.
Meta-Commentary
0.80
thechosenone1038
Jan 27, 2026
Dude was few seconds away from punching the racist asshole..
Dude was few seconds away from punching the racist asshole..
A comment about the video content itself, describing an interaction between people shown in the footage rather than discussing immigration policy.
Meta-Commentary
0.80
@hemalpathak6719
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)