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
Bro casually comes up with a another eye opening video
Bro casually comes up with a another eye opening video
Praise for the video creator's content, commentary about the channel rather than immigration topic.
Meta-Commentary
0.89
RyanPhilip-e6g
Jan 27, 2026
Yo the advertising for your patreon is so clean it make me want to donate 🤣
Yo the advertising for your patreon is so clean it make me want to donate 🤣
Comments on the video creator's Patreon advertising style and expresses approval, with humorous tone.
vidatv4433
Jan 27, 2026
Bro is getting money off rage baiting his racist followers. I used to think the scam pranks were funny then noticed a trend... He went to Minnesota to even try to eat crumbs off of …
Bro is getting money off rage baiting his racist followers. I used to think the scam pranks were funny then noticed a trend... He went to Minnesota to even try to eat crumbs off of nick.. Too late so you hitch a bust north to Canada to figure out the next race bait to rage your audience. I thought this guy was cool but ever since being chased in Italy he hasn't been the same...
Commentary on the YouTuber's content strategy, motivations, and evolution, critiquing the video creator rather than immigration policy.
Meta-Commentary
0.89
CJwavie
Jan 27, 2026
In his lowest political position, this speech is impressive. It is directed, aggressive and honest.
In his lowest political position, this speech is impressive. It is directed, aggressive and honest.
Evaluates the quality and tone of Trudeau's speech itself rather than discussing policy substance.
Meta-Commentary
0.89
@realmeent5919
Mar 4, 2025
4:54 The most American comment possible. Bro thinks all Indians are Hindu
4:54 The most American comment possible. Bro thinks all Indians are Hindu
Critiques a statement made in the video at a specific timestamp, commenting on the video's content and a speaker's assumption.
Meta-Commentary
0.88
Friedrich.Nietzsche
Jan 27, 2026
Not Impressed
Not Impressed
Brief evaluative statement about the video or its subject matter without substantive argument.
Meta-Commentary
0.88
@JohnyEnglish-c6v
Mar 4, 2025
Donald the disruptive element
Donald the disruptive element
Brief characterization of Trump as a disruptive figure without substantive policy or moral argument.
Meta-Commentary
0.88
@mukaterichardmusonda911
Mar 5, 2025
Racist content
Racist content
Brief accusation about the video's content being racist, critiquing the material itself.
Meta-Commentary
0.88
samsk77
Feb 22, 2026
Rac!st cl0wn on bike 🤡
Rac!st cl0wn on bike 🤡
Comment about the video subject (person on bike) using emoji and accusatory language, critiquing the individual rather than engaging substantive immigration discourse.
johnchibuzor4968
Jan 29, 2026
👎👎👎 racist “journalist”
👎👎👎 racist “journalist”
Criticism of the video creator's journalistic approach, labeling them as racist.
Meta-Commentary
0.88
raazyboro169
Jan 29, 2026
genuinely racist content
genuinely racist content
Direct criticism of the video's content itself, labeling it as racist.
Meta-Commentary
0.88
ronaldomeeeessi
Jan 27, 2026
thats hindi not punjabi
thats hindi not punjabi
Factual correction about language identification in the video, commenting on video content accuracy.
Meta-Commentary
0.88
109aushiksingh2
Jan 28, 2026
The guy on the bike spoke only truth
The guy on the bike spoke only truth
Brief endorsement of a specific person mentioned in the video without substantive argument.
Meta-Commentary
0.88
ffrr952
Mar 3, 2026
You should do this in London too.
You should do this in London too.
Brief comment suggesting the video content be replicated in another location, referencing the video itself rather than engaging with immigration discourse.
Meta-Commentary
0.88
subhamde8412
Jan 28, 2026
Bro almost got smuggled and doesn't even put it in the title. I respect it - easy subscribe 🤝
Bro almost got smuggled and doesn't even put it in the title. I respect it - easy subscribe 🤝
Comment about the video content and creator's presentation choices, expressing appreciation for the channel.
Meta-Commentary
0.88
vpm_96
Jan 28, 2026
Asking for country and answering a state🤷🤷
Asking for country and answering a state🤷🤷
Observation about a mistake in the video (country vs. state) rather than substantive immigration discussion.
Meta-Commentary
0.88
KenPachi-000
Mar 1, 2026
OMEGA BASED BIKE GUY
OMEGA BASED BIKE GUY
Brief reaction praising a person featured in the video, commenting on video content.
Meta-Commentary
0.88
nikoivan2580
Jan 27, 2026
the close up on the flip flops :D
the close up on the flip flops :D
Comment about a specific visual element in the video itself, noting the close-up framing of flip-flops.
Meta-Commentary
0.88
funbags6471
Jan 29, 2026
2.7 million views in 4 hours; pad stats much YT?
2.7 million views in 4 hours; pad stats much YT?
Questions YouTube's view statistics and platform integrity, focusing on the video metrics rather than immigration discourse.
Meta-Commentary
0.88
@CommonSense_27
Mar 4, 2025
Grinding views on Indian rage bait very good you cant make quality content anyways just grow your channel on controversy and rage bait a specific community
Grinding views on Indian rage bait very good you cant make quality content anyways just grow your channel on controversy and rage bait a specific community
Critique of the video creator's content strategy, discussing the channel's approach to generating engagement through controversy.
Meta-Commentary
0.88
Camperboiijodd
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)