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
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Humor / Satire
4,434 comments
5:12 Gypsy crusader taking notes😂
5:12 Gypsy crusader taking notes😂
A joking reference to a specific YouTube personality, using humor to comment on video content.
BotHoleAssassin
Jan 27, 2026
That dude with the bike and helmet broke containment. I just know it.
That dude with the bike and helmet broke containment. I just know it.
Joking reference to a person in the video 'breaking containment,' using internet humor to comment on the video content.
Wazer.W
Jan 28, 2026
Theres a middle class?
Theres a middle class?
Sarcastic rhetorical question questioning the existence or viability of the middle class in Canada.
Humor / Satire
0.80
tylershepherd208
Jan 14, 2026
Lol thanks to president Trump!! Canada finally waking up to student visa fraud from India 😂😂
Lol thanks to president Trump!! Canada finally waking up to student visa fraud from India 😂😂
Uses sarcasm and emojis to mock student visa fraud while crediting Trump, combining humor with comparative framing.
Baldo-2408
Jan 14, 2026
Move to a different part of Canada problem solved 🤷♂️😂
Move to a different part of Canada problem solved 🤷♂️😂
Uses sarcasm and emojis to mock the problem as easily solvable, employing ironic commentary.
Humor / Satire
0.80
BeeVanYouTube
Jan 27, 2026
it´s funny to see a bunch of white guys complaining about how they are losing their country and demographic replacement when Canada and USA are native american land and you did a demographic replacement to …
it´s funny to see a bunch of white guys complaining about how they are losing their country and demographic replacement when Canada and USA are native american land and you did a demographic replacement to the natives
Uses ironic comparison and sarcasm to critique demographic replacement rhetoric by pointing out historical hypocrisy.
JoseAntonio-kb2hp
Jan 29, 2026
Better than "Allah hu Akbar Boom" 😂
Better than "Allah hu Akbar Boom" 😂
Uses sarcasm and a joke emoji to mock security concerns, employing dark humor about terrorism.
tusharverma8629
Feb 18, 2026
quality imports eh?
quality imports eh?
Uses sarcastic rhetorical question with Canadian colloquialism to mock immigrants or immigration policy.
thebighairy772
Jan 27, 2026
White people crying about replacing themselves 😂😂 You did this to yourselves
White people crying about replacing themselves 😂😂 You did this to yourselves
Sarcastic, mocking tone using emojis to ridicule demographic anxiety claims, employing irony as commentary.
LightSaber12345
Jan 27, 2026
Could you please go to Antarctica and see what's going on there?
Could you please go to Antarctica and see what's going on there?
Absurdist request to investigate Antarctica presented as sarcastic commentary on the video's scope or the creator's work.
Flydenker
Feb 8, 2026
How come you didn’t ask why so many people were praying in the middle of the day? 😂
How come you didn’t ask why so many people were praying in the middle of the day? 😂
Uses sarcastic questioning with emoji to mock religious practices, employing ironic commentary rather than genuine inquiry.
habbsterr
Jan 27, 2026
if you want a fun game of spot the white man, check out cross iron mills on boxing day.
if you want a fun game of spot the white man, check out cross iron mills on boxing day.
Sarcastic game suggesting demographic displacement of white Canadians at a shopping mall during a holiday.
PunchedBoa
Jan 27, 2026
Indians moved here to see their distant cousins. If ya'll don't like it, ya'll can move back to England and France lol
Indians moved here to see their distant cousins. If ya'll don't like it, ya'll can move back to England and France lol
Uses ironic humor to deflect criticism by comparing Canadian immigration to colonial history, sarcastically suggesting critics should leave instead.
PrimeKulture
Feb 13, 2026
Canada needs an enema
Canada needs an enema
Uses crude metaphorical language (enema) sarcastically to criticize Canada's condition, blending satire with policy critique.
cityiot
Jan 11, 2026
WE SHOULD ALL GO LIVE AT CARNEYS HOUSE HE CAN PAY ALL COST
WE SHOULD ALL GO LIVE AT CARNEYS HOUSE HE CAN PAY ALL COST
Sarcastically suggests housing the homeless at a politician's residence, using ironic exaggeration for social critique.
clayirwinmusic1962
Jan 4, 2026
You know when global and cbc are reporting on issues like this, it’s gotten BAD 😂
You know when global and cbc are reporting on issues like this, it’s gotten BAD 😂
Uses ironic humor about mainstream media coverage to imply the situation is dire, with emoji indicating sarcasm.
Meatswingking
Feb 18, 2026
That guy with the bike and helmet on is based af really...... love it.
That guy with the bike and helmet on is based af really...... love it.
Approving, casual comment using slang ('based af') about someone on a bike, tone is light and supportive.
Misanthropixxxel
Jan 28, 2026
Ice will have a ball of a time in Brampton
Ice will have a ball of a time in Brampton
Uses sarcastic/joking reference to a person named 'Ice' having difficulty in a demographically changed city.
Humor / Satire
0.80
BrainlessPiggy
Jan 27, 2026
Jealousy make you more racist 😂
Jealousy make you more racist 😂
Uses humor and emoji to make a satirical observation about motivations behind racist attitudes.
Humor / Satire
0.80
SayMyNameBro-o6q
Feb 13, 2026
The liberals will do your taxes for you. What a joke. 😂
The liberals will do your taxes for you. What a joke. 😂
Uses sarcasm and emoji to mock government tax policy as ineffective or absurd.
DenisVanasse
Jan 11, 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)