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
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
Thank you!!!! Exactly!!???❤️
Thank you!!!! Exactly!!???❤️
Generic expression of agreement with the video or previous comment without elaborating on substantive content.
Meta-Commentary
0.90
@Yellow930
Mar 4, 2025
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
I wish he had worn just a tee shirt
I wish he had worn just a tee shirt
Comment about the speaker's clothing choice rather than substantive policy or immigration discourse.
Meta-Commentary
0.90
@atatat54321
Mar 4, 2025
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
THIS IS LEADING!!!
THIS IS LEADING!!!
Comment about the video content itself, expressing enthusiasm for what is being presented.
Meta-Commentary
0.90
@CTruth4u
Mar 4, 2025
Now that was blistering!!!
Now that was blistering!!!
Comment about the video content itself, praising its intensity without substantive policy discussion.
Meta-Commentary
0.90
@Scottiepoop
Mar 4, 2025
Cnn just lost me when referencing peter navaro.i guess that is why I wont waste my sanity with CNN
Cnn just lost me when referencing peter navaro.i guess that is why I wont waste my sanity with CNN
Comment about media outlet (CNN) and its editorial choices, expressing loss of trust in the news source itself.
Meta-Commentary
0.90
@PaulMayerhofer-bi6mk
Mar 4, 2025
Fake comments.
Fake comments.
Dismisses the comments section itself as inauthentic, commenting on the video's discourse rather than the topic.
Meta-Commentary
0.90
@MINDSOULDPOS
Mar 4, 2025
wow 2 million in 4 hours
wow 2 million in 4 hours
Comments on the video itself, noting a metric (2 million in 4 hours) likely referring to views or engagement.
Meta-Commentary
0.90
@thanosianthemadtitanic
Mar 4, 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
7:06. Tyler is so retarded standing in the crosswalk.. annoying is one thing now you are just a dip shit.
7:06. Tyler is so retarded standing in the crosswalk.. annoying is one thing now you are just a dip shit.
Criticism of the video creator's behavior and conduct in the video itself, not about immigration policy.
Meta-Commentary
0.90
chadchaddington5786
Jan 27, 2026
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
Can't argue with that .
Can't argue with that .
Generic agreement with a previous comment without adding substantive argument or position.
Meta-Commentary
0.90
@dominicthompson1909
Mar 4, 2025
This AI reporter is hot
This AI reporter is hot
Comment about the video presenter's appearance, unrelated to immigration policy discussion.
Meta-Commentary
0.90
coreydiaz4577
Jan 30, 2026
Where the end tho..?
Where the end tho..?
Question about the video's narrative structure or completeness.
Meta-Commentary
0.90
calebpugh222
Jan 27, 2026
? well said
? well said
Brief affirmation of a previous comment's point without substantive content, meta-engagement with other commenters.
Meta-Commentary
0.90
@gracielacano6706
Mar 4, 2025
0:12 That guys going to be fired from his job.
0:12 That guys going to be fired from his job.
References a specific moment in the video and speculates about consequences for someone shown, focusing on the video content itself.
Meta-Commentary
0.90
jamesg871
Jan 29, 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)