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
Who’s that on left? Looks like sister of Georgia Melloni
Who’s that on left? Looks like sister of Georgia Melloni
Off-topic observation about a person's appearance in the video, unrelated to the substantive content.
Meta-Commentary
0.85
@rahulbhargave25
Mar 4, 2025
I wanted to listen to prime minister no your comments
I wanted to listen to prime minister no your comments
Expresses frustration about the comment section interfering with listening to the video content.
Meta-Commentary
0.85
@lacazina5
Mar 4, 2025
I feel if tyler is making a video about it…it’s an issue…
I feel if tyler is making a video about it…it’s an issue…
Comment about the video creator and the significance of the video topic itself.
Meta-Commentary
0.85
ssyyddbbyy
Jan 28, 2026
Your MAGA FBI director is what exactly?
Your MAGA FBI director is what exactly?
Questions the video creator's framing or authority by referencing an external political figure, critiquing the narrative presented.
Meta-Commentary
0.85
Humanbeing-bf1hp
Jan 28, 2026
4:50 about sums its up lol
4:50 about sums its up lol
References a specific timestamp in the video with laughter, indicating commentary on video content rather than immigration discourse.
Meta-Commentary
0.85
TallTrash
Jan 28, 2026
tuff timingggg fire viddd
tuff timingggg fire viddd
Comment praises the video's timing and quality, directly addressing the content itself rather than immigration topics.
Meta-Commentary
0.85
otmcloak9734
Jan 27, 2026
Governor Trudeau ??
Governor Trudeau ??
Questions Trudeau's title/role, likely commenting on the video's framing or context rather than substantive policy.
Meta-Commentary
0.85
@kacaku
Mar 4, 2025
Why do you speak to everyone like your are slow then talk to the audience regularly?
Why do you speak to everyone like your are slow then talk to the audience regularly?
Commenter is critiquing the video creator's presentation style and how they interact with interview subjects versus the audience.
Meta-Commentary
0.85
TRLawrenceArinze
Jan 28, 2026
Go Leafs go!!
Go Leafs go!!
Off-topic sports reference unrelated to the immigration discussion.
Meta-Commentary
0.85
@gmac2558
Mar 4, 2025
Gotta be the first YouTuber to willingly put himself into a human smuggling operation just for the content. Props Tyler.
Gotta be the first YouTuber to willingly put himself into a human smuggling operation just for the content. Props Tyler.
Commentary about the video creator's methods and content production choices, referencing the YouTuber 'Tyler' and his approach.
Meta-Commentary
0.85
escrows
Jan 28, 2026
That old guy with the bike was based.
That old guy with the bike was based.
Comment praising the 'old guy with the bike' featured in the video using slang approval.
Meta-Commentary
0.85
TacoVendor43
Jan 27, 2026
The guy on the bike rules
The guy on the bike rules
Comment references a person in the video ('the guy on the bike') and expresses approval, which is commentary about video content rather than immigration discourse.
Meta-Commentary
0.85
thesnapperkeeper
Jan 28, 2026
Look at that big blue bitch statue. Wow.
Look at that big blue bitch statue. Wow.
Comment focuses on a visual element in the video (a statue) rather than engaging with immigration content substantively.
Meta-Commentary
0.85
thanatosxiii
Jan 27, 2026
This scammer promoting scam apps, the irony
This scammer promoting scam apps, the irony
Comment critiques the video content itself, noting an ironic contradiction in what is being promoted.
Meta-Commentary
0.85
Busterrrr
Jan 27, 2026
8:20, That guy says what everyone else is thinking lol
8:20, That guy says what everyone else is thinking lol
Comment references a specific moment in the video and reacts to what another commenter said, focusing on the video content itself.
Meta-Commentary
0.85
julius43461
Jan 28, 2026
This title is very insensitive
This title is very insensitive
Comment critiques the video title itself rather than engaging with immigration content.
Meta-Commentary
0.85
anjaliraichand4951
Jan 27, 2026
Just because YOU don't understand something didn't mean it's dumb
Just because YOU don't understand something didn't mean it's dumb
Critiques another commenter's reasoning or understanding rather than engaging with substantive policy or immigration issues.
Meta-Commentary
0.85
@TheBlaineFindley
Mar 4, 2025
Wow, what a speech from Trudeau for 45 min without a Tele-Prompter
Wow, what a speech from Trudeau for 45 min without a Tele-Prompter
Comment focuses on Trudeau's speaking ability and delivery technique rather than policy or immigration content.
Meta-Commentary
0.85
@BenoitRémillard
Mar 4, 2025
DUDE ON THE BIKE SPITTING FACTS
DUDE ON THE BIKE SPITTING FACTS
Brief endorsement of a specific person featured in the video without elaborating on substantive arguments.
Meta-Commentary
0.85
Tritritrippinn
Jan 27, 2026
This channel topics are ragebaiting clickbaits and kinda retarded 😂
This channel topics are ragebaiting clickbaits and kinda retarded 😂
Comment critiques the video/channel itself as clickbait while using casual humor, focusing on the content rather than immigration policy.
AbdoulJalilM-j2c
Jan 28, 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)