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
Nice AI smuggler film!
Nice AI smuggler film!
Comment evaluates the video itself, describing it as an 'AI smuggler film,' which is commentary on the video's content or production.
Meta-Commentary
0.80
Duckofstalker
Jan 28, 2026
Lmfao i only see scared racists in the comment section.
Lmfao i only see scared racists in the comment section.
Comment about other commenters in the section, characterizing them as 'scared racists' rather than engaging with substantive content.
gagan4881
Oct 7, 2025
Smile went away when bike dude said muslims
Smile went away when bike dude said muslims
Observational comment about a specific moment in the video where the commenter's emotional reaction changed, implying disapproval of a statement about Muslims.
OmarSadaka-q2w
Feb 7, 2026
Interviewing Homeless and Pakistani 😅😅. Not a great content to watch.
Interviewing Homeless and Pakistani 😅😅. Not a great content to watch.
Comments on the video content itself and its quality, with sarcastic tone about the subjects interviewed.
87MMehta
Nov 13, 2025
So they brought a guy to giv3 a bite on a issue which benefits him. Well okay.
So they brought a guy to giv3 a bite on a issue which benefits him. Well okay.
Commenter questions the video's editorial choice to feature a guest with potential conflicts of interest.
Meta-Commentary
0.80
AbhishekVaid
Jan 21, 2026
That was insane, w da f bro. Tyler was lucky, get yo a s s back to safety brother. Damn that was some crazy sshh!!tt keep safe always brother!!!!!
That was insane, w da f bro. Tyler was lucky, get yo a s s back to safety brother. Damn that was some crazy sshh!!tt keep safe always brother!!!!!
Comment reacts to video content (someone named Tyler) with concern for safety, focusing on the video narrative rather than immigration policy.
Meta-Commentary
0.80
jlwonders
Feb 26, 2026
I love how this guy went from doing college videos to making scammer and invasion videos top 5 YouTuber right here.
I love how this guy went from doing college videos to making scammer and invasion videos top 5 YouTuber right here.
Comments on the YouTuber's content evolution and editorial direction, critiquing the shift toward sensationalized immigration topics.
shrey-editz5
Feb 22, 2026
10 min into it: Are you serious?? You'd like to seize the opportunity of a foreign head of state not speaking English TO SIMPLY STOP LISTENING TO HIM?
10 min into it: Are you serious?? You'd like to seize the opportunity of a foreign head of state not speaking English TO SIMPLY STOP LISTENING TO HIM?
Critiques the video content itself, questioning the editorial choice to stop listening to a foreign leader based on language barrier.
Meta-Commentary
0.80
@ahbonetbien
Mar 4, 2025
Your whole page turned into anti immigrant, with all this ice stuff going on this is what you post
Your whole page turned into anti immigrant, with all this ice stuff going on this is what you post
Criticizes the channel's editorial direction and content choices regarding immigration coverage.
SachinJohn-v4r
Jan 27, 2026
I tought it was old news
I tought it was old news
Comment about the video content itself, suggesting the news presented is not new or original.
Meta-Commentary
0.80
@BrunoHenrique-bg8kj
Mar 4, 2025
Trump is a clown
Trump is a clown
Makes a dismissive judgment about Trump rather than engaging with the video's content or immigration topic.
Meta-Commentary
0.80
@BillConnor-p4d
Mar 4, 2025
The bicyle guy is the definition of racist
The bicyle guy is the definition of racist
Brief accusation about a specific person in the video, functioning as commentary on video content or participants.
Meta-Commentary
0.80
Tysuonet
Feb 28, 2026
This was not 4 hours ago this was days ago I hate when you people lie
This was not 4 hours ago this was days ago I hate when you people lie
Criticism of the video's accuracy regarding timing, accusing creators of dishonesty.
@KevinGarrett-x6w
Mar 4, 2025
Wernt you basically fired cause your such an idiot, I wouldn’t listen to a word this guy says
Wernt you basically fired cause your such an idiot, I wouldn’t listen to a word this guy says
The commenter dismisses the speaker's credibility by referencing his past employment status, attacking the source rather than engaging with content.
@edits7034
Mar 4, 2025
Putin and Donald Trump. The grim reaper is coming for you.
Putin and Donald Trump. The grim reaper is coming for you.
Cryptic threat-like statement about Trump and Putin unrelated to Canadian immigration, appearing as off-topic commentary.
Meta-Commentary
0.80
@allanfranko7685
Mar 4, 2025
We don’t care what y’all saying, put back on the press release. How are you talking right over him when he’s now speaking in English?
We don’t care what y’all saying, put back on the press release. How are you talking right over him when he’s now speaking in English?
Critiques the video production/editing choices and how the speaker is being presented rather than discussing immigration policy.
Meta-Commentary
0.80
@OurEpicStory
Mar 4, 2025
he is so scared :D
he is so scared :D
Brief observation about Trudeau's emotional state rather than substantive engagement with policy or issues.
Meta-Commentary
0.80
@HTJ733
Mar 4, 2025
Add Paula Newton to the list of people that I'll quit watching CNN when they pop up, along side Scotty boy. I don't abide people who blame the victim when they are getting hit by …
Add Paula Newton to the list of people that I'll quit watching CNN when they pop up, along side Scotty boy. I don't abide people who blame the victim when they are getting hit by the bully.
Criticizes a media figure (Paula Newton) and references the video/channel context while making a moral judgment about victim-blaming.
@DarkRider1768
Mar 4, 2025
Doenst feel very good does it YT? 🛸🛸🛸
Doenst feel very good does it YT? 🛸🛸🛸
Comment addresses YouTube/the platform directly with cryptic language, appearing to critique the video or platform's content moderation.
Meta-Commentary
0.80
AviFurana
Feb 16, 2026
Could never think of a moment after 2020 where i would agree with this guy. ?
Could never think of a moment after 2020 where i would agree with this guy. ?
Commenter expresses disagreement with a political figure mentioned in the video, reflecting on their own changing views over time.
Meta-Commentary
0.80
@dopeschool
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)