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
Remember guys, Tyler Oliveira is NOT suicidal
Remember guys, Tyler Oliveira is NOT suicidal
References the content creator Tyler Oliveira directly, appearing to be a comment about the YouTuber rather than the immigration topic.
Meta-Commentary
0.90
YeahG800
Feb 3, 2026
More bike guy with orange vest! Legend
More bike guy with orange vest! Legend
The commenter is praising a specific person featured in the video, making a comment about the video content itself rather than the immigration topic.
Meta-Commentary
0.90
northeastcorals
Feb 4, 2026
Why does he look like he wants to cry ???
Why does he look like he wants to cry ???
Observational comment about the speaker's appearance and emotional state in the video.
Meta-Commentary
0.90
@FroKataiShow
Mar 4, 2025
New Orleans is my favorite city in the States as well, and IMO from Brooklyn, NY!!! Aiiiight!
New Orleans is my favorite city in the States as well, and IMO from Brooklyn, NY!!! Aiiiight!
Off-topic personal commentary about favorite US cities unrelated to the immigration/Canada discussion.
Meta-Commentary
0.90
@BigGirlsDontCry931
Mar 4, 2025
Thank you for saying this.
Thank you for saying this.
Brief acknowledgment of the video content or previous commenter without substantive discourse contribution.
Meta-Commentary
0.90
@tedowens2940
Mar 4, 2025
Hey, did anyone notice this VIDEO was removed and than reappeared on his YOUTUBE Channel 💭
Hey, did anyone notice this VIDEO was removed and than reappeared on his YOUTUBE Channel 💭
Observation about the video being removed and reappeared on the channel.
Meta-Commentary
0.90
NoamYoel-b6w
Feb 3, 2026
Very powerful speech.
Very powerful speech.
Brief evaluative comment about the video content itself rather than engaging with substantive policy or immigration discourse.
Meta-Commentary
0.90
@evachang5942
Mar 4, 2025
the video backed up lets go
the video backed up lets go
Comment references the video itself and its content/status, indicating engagement with the platform rather than substantive immigration discourse.
Meta-Commentary
0.90
ningho
Feb 3, 2026
What's wrong with Wolffie?
What's wrong with Wolffie?
Question about 'Wolffie' (likely referring to a person in the video), commenting on the video content itself.
Meta-Commentary
0.90
@Pocketrocket-pj1us
Mar 4, 2025
Hi to the 3 of you! Great stuff
Hi to the 3 of you! Great stuff
Comment about the video/channel itself, addressing the creators directly with praise.
Meta-Commentary
0.90
louloucondy9630
Feb 26, 2026
clicked on it immediately this time when you reposted the link on X just now.
clicked on it immediately this time when you reposted the link on X just now.
References the video reposting and cross-platform sharing, commenting on the video's distribution rather than its content.
Meta-Commentary
0.90
iJustWantThe1D
Feb 3, 2026
The old guy with white beard is so peaceful.
The old guy with white beard is so peaceful.
Comment about a person visible in the video rather than engaging with immigration discourse.
Meta-Commentary
0.90
dawa4233
Feb 2, 2026
AI bots giving news sucks
AI bots giving news sucks
Critique of the video format/production method rather than immigration content itself.
Meta-Commentary
0.90
robertwieczorek5838
Feb 1, 2026
His map says he's turning and he isn't turning the wheel with his hand...
His map says he's turning and he isn't turning the wheel with his hand...
Observation about a technical error in the video (map/steering wheel inconsistency), unrelated to immigration content.
Meta-Commentary
0.90
centertonarkansastyrantpatrol
Jan 29, 2026
Thank you so much for this video. I just passed the test with 19/20. I read book and then listen this video.
Thank you so much for this video. I just passed the test with 19/20. I read book and then listen this video.
Comment about the video's educational value and the commenter's use of it as study material.
Meta-Commentary
0.90
Tommy-6768
Feb 26, 2026
I thought we were done with this already musically Kendrick vs Drake. ?
I thought we were done with this already musically Kendrick vs Drake. ?
Commenter appears confused about the video topic, referencing a music rivalry (Kendrick vs Drake) unrelated to the content.
Meta-Commentary
0.90
@jeffreydwriter2950
Mar 4, 2025
Great content for prep
Great content for prep
Brief praise directed at the video content itself rather than engaging with immigration discourse.
Meta-Commentary
0.90
gouravarora4139
Jun 3, 2025
OOH.....We must be coming up to a federal election soon
OOH.....We must be coming up to a federal election soon
Comments on the timing and context of the video itself rather than the immigration topic.
Meta-Commentary
0.90
reload5216
Jan 30, 2026
This guy is a joke \n CNN is a joke
This guy is a joke \n CNN is a joke
Comment dismisses the speaker and the news network (CNN) rather than engaging with substantive content.
Meta-Commentary
0.90
@jamesoliveira8596
Mar 4, 2025
Tyler, great video. Run me that jacket 😅
Tyler, great video. Run me that jacket 😅
Addresses the creator directly with praise and off-topic request about clothing, focusing on the video/creator rather than immigration content.
Meta-Commentary
0.90
trudimitchell9501
Feb 3, 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)