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
Guy on the bike was the most polite racist I’ve ever seen.
Guy on the bike was the most polite racist I’ve ever seen.
The commenter critiques someone featured in the video, using ironic humor to describe their behavior as polite yet racist.
shotyeen
Jan 28, 2026
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
Critiques the video's framing and interviewer selection as biased and racist.
jamespatrick5938
Sep 20, 2025
Hey,\n\nI haven't watched this propaganda channel in a while.\n\nStill the same bs the soros ngo pushes?\n\nBest,
Hey,\n\nI haven't watched this propaganda channel in a while.\n\nStill the same bs the soros ngo pushes?\n\nBest,
Dismisses the channel as propaganda and makes vague unsubstantiated claims about Soros-affiliated NGOs.
@DenisHelps
Mar 4, 2025
Yes Sir! So nice to hear a leader who can speak in whole sentences.
Yes Sir! So nice to hear a leader who can speak in whole sentences.
Praise for the speaker's communication style rather than engagement with immigration policy content.
Meta-Commentary
0.80
@mgjkoehler
Mar 4, 2025
You just knew it was about Surrey or Brampton...
You just knew it was about Surrey or Brampton...
Comments on the predictability of the video's content, noting it was obviously about specific Canadian cities known for immigration.
Meta-Commentary
0.80
Hitzncritzgaming
Sep 20, 2025
Man talks in hindi not in Panjabi bro on phone
Man talks in hindi not in Panjabi bro on phone
User critiques the video content itself, noting a linguistic inconsistency in the subject's language choice.
Meta-Commentary
0.80
thepunjabtimes29
Jan 27, 2026
It's called Punjab, not "Poon-juhb"
It's called Punjab, not "Poon-juhb"
Corrects the creator's pronunciation, implying criticism of the video's accuracy or approach to the subject matter.
MirzaAhmed89
Jan 27, 2026
Idiots you're all idiots
Idiots you're all idiots
Generic insult directed at commenters or people in the discussion rather than substantive argument.
Meta-Commentary
0.80
@Pembertong
Mar 4, 2025
bro is trying to get hated again LOL
bro is trying to get hated again LOL
Comments on the creator's apparent pattern of controversial content, using sarcasm to critique the video's approach.
oak-plank
Jan 27, 2026
It's really very simple, T RUMP is a moron, an idiot, an uneducated felon.
It's really very simple, T RUMP is a moron, an idiot, an uneducated felon.
Personal insult directed at Trump rather than substantive engagement with immigration policy or the video content.
Meta-Commentary
0.80
@haroldkatz7996
Mar 4, 2025
Overall good video. But balanced journalism shouldn't just be pitting people against each other. You're lucky the Indian and sikh community is so welcoming and ethical
Overall good video. But balanced journalism shouldn't just be pitting people against each other. You're lucky the Indian and sikh community is so welcoming and ethical
Critiques the video's journalistic approach while praising the Indian and Sikh community's character, mixing meta-commentary with solidarity.
Fak_Attack
Sep 20, 2025
05:21 - low iq, he say it.
05:21 - low iq, he say it.
Reference to a specific timestamp and quote from the video itself.
Meta-Commentary
0.80
irgendwer1337
Jan 27, 2026
BRAMPTON WOOOOO
BRAMPTON WOOOOO
Exclamatory reference to Brampton (a location featured in the video) without substantive policy or narrative content.
Meta-Commentary
0.80
noname258-e3b
Jan 27, 2026
Tyler Oliveira confirmed racist laughing at racist takes 😂
Tyler Oliveira confirmed racist laughing at racist takes 😂
Directly accuses the video creator (Tyler Oliveira) of racism, commenting on the content and creator rather than immigration policy.
hihihi-d2d
Jan 28, 2026
u da real racist, just join kkk already bro i actually used to repect you but your just another white supremacist
u da real racist, just join kkk already bro
i actually used to repect you but your just another white supremacist
Direct accusation of racism against another commenter, addressing the conversation and creator rather than immigration policy itself.
epicfoxxy67
Jan 27, 2026
Camera? They record themselves as proof ofnthe job getting done to get paid. Nothing new here.
Camera? They record themselves as proof ofnthe job getting done to get paid. Nothing new here.
Comments on video production methods and documentation practices rather than immigration policy itself.
Meta-Commentary
0.80
lilbladeknight
Feb 18, 2026
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
Dude on the bike was telling it like it is
Dude on the bike was telling it like it is
References a person in the video ('dude on the bike') and endorses their perspective, commenting on video content rather than the immigration topic itself.
Meta-Commentary
0.80
erickn7985
Jan 27, 2026
bro really had to top the video off about indians with a scam ass sponsor 🤣
bro really had to top the video off about indians with a scam ass sponsor 🤣
Comment critiques the video's sponsor placement and makes a stereotypical joke about Indians and scams.
Rengoo
Jan 27, 2026
Amazing that Vassy is defending this ridiculous situation.
Amazing that Vassy is defending this ridiculous situation.
Criticizes the video creator (Vassy) for defending immigration policy, blending personal critique with policy disagreement.
davidrl5000
Feb 24, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)