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
As a canadian, I was waiting for this video to come
As a canadian, I was waiting for this video to come
Personal statement about anticipating the video, primarily commentary on the content rather than immigration discourse.
kantofilms9167
Jan 27, 2026
He make from himself a joke much more then trump do
He make from himself a joke much more then trump do
Brief comparative criticism of the video subject's credibility relative to Trump, focused on personal judgment rather than substantive policy.
Meta-Commentary
0.82
@-X-Hunter-X-
Mar 4, 2025
9:36 You promote Scam didn’t expect this from you 😢
9:36 You promote Scam didn’t expect this from you 😢
Comment criticizes the video creator for promoting scams, with a timestamp reference to the video content.
Meta-Commentary
0.82
cinemafx3035
Feb 3, 2026
Showing Only 1 Guy..🖕doing this....for getting hype 5:54 not bad
Showing Only 1 Guy..🖕doing this....for getting hype 5:54 not bad
Critiques the video's editing and content selection, referencing a specific timestamp and questioning the representation.
Meta-Commentary
0.82
dinanathbaitha7793
Jan 29, 2026
Buddy has clearly never been to Frisco. Great people though on a serious note.
Buddy has clearly never been to Frisco. Great people though on a serious note.
Comment about the video creator's personal experience or knowledge, unrelated to immigration policy discussion.
Meta-Commentary
0.82
brendonroggendorf9534
Jan 28, 2026
Guest is an immigration lawyer. Hardly a neutral observer.
Guest is an immigration lawyer. Hardly a neutral observer.
Critiques the video's credibility by pointing out the guest's professional conflict of interest as an immigration lawyer.
Brad-v2w2l
Jan 19, 2026
This is what most Canadians think: https://www.youtube.com/watch?v=-LpQ2-xSgms
This is what most Canadians think: https://www.youtube.com/watch?v=-LpQ2-xSgms
References another YouTube video as evidence of Canadian opinion, engaging in meta-commentary about video content and cross-platform discourse.
Meta-Commentary
0.82
@Universal.G
Mar 4, 2025
tyler i love and support all ur videos but why are we doing sponsors for known scammers... this video specifically covers something that regards my life but you lose all credit by supporting scammers
tyler i love and support all ur videos but why are we doing sponsors for known scammers... this video specifically covers something that regards my life but you lose all credit by supporting scammers
Criticizes the video creator's sponsorship choices and credibility, addressing the channel and creator directly.
cambarker5908
Jan 27, 2026
just being able to string together two sentences without mistake or gaff....almost forgot what that looked like.
just being able to string together two sentences without mistake or gaff....almost forgot what that looked like.
Comment about the speaker's communication style and presentation quality rather than the content itself.
Meta-Commentary
0.82
@shimshim56
Mar 4, 2025
That guy on the bicycle is low life. Extremely racist to Africans
That guy on the bicycle is low life. Extremely racist to Africans
Criticizes a person featured in the video ('guy on the bicycle') for racist behavior, commenting on video content.
alisonmcintosh7765
Feb 25, 2026
at 17:20 he's speaking hindi not punjabi
at 17:20 he's speaking hindi not punjabi
Factual correction about the video content regarding language identification.
korbin2679
Jan 28, 2026
For an embarrassment of a man with the bike and goofs who think like him, watch ISHOWSPEED, a young African-American crisscrossing across the continent of Africa and debunking century old white supremacy nonsense in realtime …
For an embarrassment of a man with the bike and goofs who think like him, watch ISHOWSPEED, a young African-American crisscrossing across the continent of Africa and debunking century old white supremacy nonsense in realtime and absolute reality.
Critiques the video subject and recommends alternative content creator, using comparative framing to counter the video's perspective.
cris-u7x
Jan 27, 2026
i love this series!!! Tyler and Nick doing gods work. thank you my true patriots of america
i love this series!!! Tyler and Nick doing gods work. thank you my true patriots of america
Expresses approval of the video creators and their content, framing them as patriots doing important work.
player8967
Jan 27, 2026
It is not Auntie Americanism. This channel is too Woke
It is not Auntie Americanism. This channel is too Woke
Critiques the channel itself for being 'too Woke,' commenting on the video's framing rather than the subject matter.
Meta-Commentary
0.82
@Jamesrick67854
Mar 4, 2025
That guy with the bike saying african cultures is not against r**pe and that african IQ is below people with down syndrome is a FULL BLOWN RACIST.
That guy with the bike saying african cultures is not against r**pe and that african IQ is below people with down syndrome is a FULL BLOWN RACIST.
Calls out another commenter as racist, critiquing statements made within the comment thread.
kingsolo5009
Jan 27, 2026
This guy is retarded just that stupid annoying voice he failed at doing every other type of content so he settled on race baiting 😂 good for him another stupid millionaire influencer
This guy is retarded just that stupid annoying voice he failed at doing every other type of content so he settled on race baiting 😂 good for him another stupid millionaire influencer
Attacks the creator's credibility, content history, and accuses him of race-baiting, with sarcastic tone.
AdrianHertz
Jan 28, 2026
Guy on the bike is my spirit animal!!
Guy on the bike is my spirit animal!!
References a person in the video ('guy on the bike') with casual approval and humor.
projectpat2262
Jan 27, 2026
Rage baiting indians is really such a cash cow isn't it 😂😂😂 try real journalism at some point
Rage baiting indians is really such a cash cow isn't it 😂😂😂 try real journalism at some point
Sarcastically criticizes the video creator for using inflammatory content about Indians as a profitable engagement strategy rather than practicing serious journalism.
mr.fazioproductions4327
Jan 29, 2026
Bro almost committed an Andrew Callaghan. Glad he got out of there.
Bro almost committed an Andrew Callaghan. Glad he got out of there.
Comment references an external media figure (Andrew Callaghan) and reacts to the video's content rather than discussing immigration policy.
nikkiteareacts
Jan 28, 2026
Saar this is anti India video Saar 😢
Saar this is anti India video Saar 😢
Comment critiquing the video itself as anti-India, with emotional expression suggesting perceived bias against Indian identity.
XD-gq4so
Jan 27, 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)