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
A racist man gave a platform to racist people to cash in on racist content. And luckily for him, hating on Indians is the norm now. Glad he’s at least staying relevant
A racist man gave a platform to racist people to cash in on racist content. And luckily for him, hating on Indians is the norm now. Glad he’s at least staying relevant
Criticizes the content creator's editorial choices and business model, accusing them of platforming racism for relevance.
silentwarrior9321
Jan 27, 2026
When the Asian lady is complaining about their driving…
When the Asian lady is complaining about their driving…
References a specific moment in the video involving an Asian woman and driving, commenting on the video content itself.
Meta-Commentary
0.80
yoyoyohihihidude
Jan 27, 2026
The hatred for black people with the white guy on the bike is astonishing to me 😂
The hatred for black people with the white guy on the bike is astonishing to me 😂
Commenter is reacting to specific content in the video (a scene at 5:00 with a white guy on a bike), making observations about the video's portrayal.
Meta-Commentary
0.80
KrbysIG
Jan 27, 2026
2:06 completely agree. That guy is now 1% of immigrants.
2:06 completely agree. That guy is now 1% of immigrants.
References a specific timestamp in the video and makes a statistical claim about representation, engaging with video content rather than broader immigration discourse.
Meta-Commentary
0.80
ryanmartinez3500
Jan 27, 2026
In Tyler we trust 🙏
In Tyler we trust 🙏
References 'Tyler' (likely the video creator) with a supportive comment directed at the person rather than the immigration topic.
Meta-Commentary
0.80
ReefreshingBeeer
Jan 27, 2026
Yet we voted them back in....
Yet we voted them back in....
A brief meta-commentary on voting behavior and political outcomes, responding to broader discussion rather than making substantive policy arguments.
Meta-Commentary
0.80
mattheww1274
Jun 21, 2025
20:15 that "nasty stained mattress" had like 2 spots on it.. this is drama farming to the max lmao
20:15 that "nasty stained mattress" had like 2 spots on it.. this is drama farming to the max lmao
Critique of the video's editorial choices and narrative framing, suggesting exaggeration for engagement ('drama farming').
juggalotus206
Jan 27, 2026
The bicyle guy is the definition of racist
The bicyle guy is the definition of racist
Brief accusation about a specific person in the video, functioning as commentary on video content or participants.
Meta-Commentary
0.80
Tysuonet
Feb 28, 2026
5:27 The bike guy is going after everybody, the Canadian Trump
5:27 The bike guy is going after everybody, the Canadian Trump
References a specific person in the video (the bike guy) with a political comparison, functioning as commentary on video content.
annie_isok
Jan 27, 2026
Tyler making money from all the racists again
Tyler making money from all the racists again
Critiques the content creator's motives and business model, suggesting exploitation of racist sentiment for profit.
Scotts-c8o
Jan 27, 2026
Thank you for this video! We have had a serious issue with this for awhile
Thank you for this video! We have had a serious issue with this for awhile
Thanks the creator for addressing an issue, expressing agreement with the video's framing.
FineOlSolution
Jan 27, 2026
7:32 this guy is such a “typical white guy” in Canada….
7:32 this guy is such a “typical white guy” in Canada….
Comments on a specific person in the video using a stereotypical identity descriptor, primarily critiquing the video content rather than immigration policy.
MichaelThomas-ll1hw
Jan 27, 2026
Buddy on the bike is too old to believe everything on the Internet
Buddy on the bike is too old to believe everything on the Internet
Commentary critiquing another commenter's credibility and media literacy rather than addressing immigration directly.
Meta-Commentary
0.80
gullymobvevo
Feb 10, 2026
wow, 21 mins and zero comments on why this is happening. It's not Canada's fault, CNN. Grow a pair.
wow, 21 mins and zero comments on why this is happening. It's not Canada's fault, CNN. Grow a pair.
Criticizes the video/channel (CNN) for lack of coverage while deflecting blame from Canada, primarily commenting on media framing.
@colodius
Mar 4, 2025
8:20 describing himself
8:20 describing himself
References a specific timestamp in the video and makes a critical observation about the video creator's behavior or statements.
Meta-Commentary
0.80
yatri-k5k
Feb 10, 2026
You're a brave man for doing that! I'd be nervous as fuck in that "safe house."
You're a brave man for doing that! I'd be nervous as fuck in that "safe house."
Comment responds to the video content itself, praising the YouTuber's bravery in visiting a location.
Meta-Commentary
0.80
HighOnJack
Jan 29, 2026
Wow, he just called Trump a very smart man. Canadians really are nice!
Wow, he just called Trump a very smart man. Canadians really are nice!
Comments on the video content (Trudeau's statement about Trump) and makes an observation about Canadian politeness.
@hurricane_laura
Mar 4, 2025
Buddy on the bike is a horrible human being. Brutally honest in expressing his views, but a horrible person fr. But, he admitted to being hella racist, so at at least he’s self aware.
Buddy on the bike is a horrible human being. Brutally honest in expressing his views, but a horrible person fr. But, he admitted to being hella racist, so at at least he’s self aware.
Evaluates a video participant's character and self-awareness, commenting on the content and person featured.
GioIgnatios
Feb 10, 2026
CORRECTION PRIME MINISTER, GREAT SPEACH, BUT ONE ERROR. TRUMP IS NOT SMART. HE'S A HORSES ASS
CORRECTION PRIME MINISTER, GREAT SPEACH, BUT ONE ERROR. TRUMP IS NOT SMART. HE'S A HORSES ASS
Commenter praises the speech while adding insulting commentary about a third party, mixing approval with satirical critique.
@dont4450
Mar 4, 2025
ALL THESE FAKE AMERICANS IN HERE TALKIGN ABOUT...AS AN AMERICAN..GTFOH LOL Yall are not american ..most of yall are BOTS
ALL THESE FAKE AMERICANS IN HERE TALKIGN ABOUT...AS AN AMERICAN..GTFOH LOL Yall are not american ..most of yall are BOTS
Criticizes other commenters for falsely claiming American identity and accuses them of being bots.
@shoota322
Mar 4, 2025
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)