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
0:51 you’re a bad reporter find better edditoors
0:51 you’re a bad reporter find better edditoors
Directly criticizes the video's production quality and the reporter's credibility.
Meta-Commentary
0.85
HH-fs1uu
Jan 28, 2026
It will be interesting to see how the right-wing media will spin this.
It will be interesting to see how the right-wing media will spin this.
Reflects on how media will frame the video's content rather than engaging with the substance of the immigration discussion.
Meta-Commentary
0.85
@brdnrd
Mar 4, 2025
The bike guy is speaking fax
The bike guy is speaking fax
Brief comment endorsing the credibility of a person featured in the video.
Meta-Commentary
0.85
YuzeFMC
Jan 28, 2026
Their English sound so nice through the ears.
Their English sound so nice through the ears.
Comment about the video content itself, specifically praising the speakers' accents/presentation.
Meta-Commentary
0.85
@reginejeanty788
Mar 4, 2025
bike bro spitting facts! he needs his own podcast!!
bike bro spitting facts! he needs his own podcast!!
References the 'bike bro' from the video and suggests he deserves a platform, commenting on the video's content and creator.
Meta-Commentary
0.85
jlomein4634
Jan 28, 2026
bro in the bike should start his own podcast
bro in the bike should start his own podcast
Complimentary comment about the video creator's presentation style and potential, focused on the creator rather than immigration topic.
Meta-Commentary
0.85
michaelmagnus3590
Jan 28, 2026
UR SLOWWW WHY DO THIS VIDEO HORRIBLE
UR SLOWWW WHY DO THIS VIDEO HORRIBLE
Criticism of the video's pacing and production quality, directed at the content creator.
Meta-Commentary
0.85
mustyrious
Jan 27, 2026
Found one racist white guy who said he also prefers Indians. Tyler has reached new levels of moron.
Found one racist white guy who said he also prefers Indians. Tyler has reached new levels of moron.
Comment critiquing another commenter and the video creator rather than discussing immigration policy directly.
Meta-Commentary
0.85
BallerSingh-rs9mf
Jan 28, 2026
Bro on the bike is super racist
Bro on the bike is super racist
Direct accusation of racism against a specific person mentioned in the video without elaboration or context.
Meta-Commentary
0.85
DarvinBillups
Jan 28, 2026
Dude u r a joke.
Dude u r a joke.
Brief dismissive comment directed at the video creator or content, constituting meta-commentary about the video itself.
Meta-Commentary
0.85
CharlesWeclowski-k3d
Jan 28, 2026
Bro used to be funny, now he's just openly racist
Bro used to be funny, now he's just openly racist
Critiques the video creator's content and character, noting a perceived shift toward racist commentary.
Meta-Commentary
0.85
zockero8131
Jan 28, 2026
1:35:17 : Commentator lol
1:35:17 : Commentator lol
Comment references the video timestamp and commentator, focusing on the video itself rather than immigration content.
Meta-Commentary
0.85
MilquetoastQT
Jan 28, 2026
bruh this guy is nto having any topics so he is coming after the Indians and also wtf is the cover of the video?, it is literally a clickbate.
bruh this guy is nto having any topics so he is coming after the Indians and also wtf is the cover of the video?, it is literally a clickbate.
Primarily critiques the video's clickbait cover and accuses the creator of targeting Indians for content, with secondary policy criticism.
Rozshann
Jan 28, 2026
I used to watch Tyler for on-the-ground curiosity, but the tone has clearly shifted post-2024. Earlier videos observed problems; recent ones assign blame by implication. Extreme claims go unchallenged, anecdotes replace data, and editing clusters …
I used to watch Tyler for on-the-ground curiosity, but the tone has clearly shifted post-2024. Earlier videos observed problems; recent ones assign blame by implication. Extreme claims go unchallenged, anecdotes replace data, and editing clusters the most inflammatory voices to suggest consensus. That’s not neutral documentation that’s narrative framing. Silence isn’t objectivity, it’s an editorial choice.
Critiques the video creator's editorial choices, framing, and journalistic approach rather than addressing immigration policy directly.
cpt-420
Jan 28, 2026
Great and intelligent speach.
Great and intelligent speach.
Comment evaluates the quality of the speech/video content itself rather than engaging with immigration policy.
Meta-Commentary
0.85
@w.nijssen2825
Mar 4, 2025
????? Donald, you are a very smart guy ???
????? Donald, you are a very smart guy ???
Comment addresses the video creator/subject directly with praise, focusing on the person rather than substantive content.
Meta-Commentary
0.85
@martinopipino
Mar 4, 2025
The bike guy really showed why he calls himself "trash"...
The bike guy really showed why he calls himself "trash"...
Sarcastic comment about a specific person featured in the video, playing on their self-description while critiquing their behavior.
Rio-uv1gs
Jan 28, 2026
Listen…honey, these people need to stop saying, “…we’re speaking to the American people.” Chile, we ain’t got nothing to do with this. Direct all commentary to 47 and his administration. Thanks.
Listen…honey, these people need to stop saying, “…we’re speaking to the American people.” Chile, we ain’t got nothing to do with this. Direct all commentary to 47 and his administration. Thanks.
Commenter is critiquing the video/speakers for addressing the wrong audience, directing commentary about the video's framing rather than engaging with immigration policy itself.
Meta-Commentary
0.85
@kurntrywizdum7423
Mar 4, 2025
Tyler makes the else content
Tyler makes the else content
Praise for the creator's content quality, commenting on the channel's work.
Meta-Commentary
0.85
Anixander6230
Jan 27, 2026
2:19 he’s not going back. That’s a lie
2:19 he’s not going back. That’s a lie
Direct commentary on the video's content and narrative, questioning the truthfulness of a depicted moment.
Meta-Commentary
0.85
joptv1591
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)