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
Humor / Satire
4,434 comments
lol, canada won't win the 4 nations cup
lol, canada won't win the 4 nations cup
Joking comment about Canada's sports performance, using humor to deflect from serious discussion.
Humor / Satire
0.75
@BaseballPlayer0
Mar 4, 2025
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
Uses humor and a quoted anecdote about Indian immigrants' concerns regarding demographic saturation, with ironic tone signaled by laughing emojis.
JamesdeanD
Jan 27, 2026
The cleaner Indians living amongst the dirty whites is diabolical😂😂😂😂😂
The cleaner Indians living amongst the dirty whites is diabolical😂😂😂😂😂
Uses sarcastic/ironic tone with emojis to make a stereotypical comparison, though contains identity-based framing.
BrotherServant66
Jan 29, 2026
Biker guy's not just a racist but a dumb racist
Biker guy's not just a racist but a dumb racist
Uses sarcastic insult combining 'racist' and 'dumb' in a brief, dismissive comment directed at another commenter.
Humor / Satire
0.75
LetThereBeYouTube
Feb 26, 2026
What do you think now MAGA??? THANKS!
What do you think now MAGA??? THANKS!
Sarcastic jab at MAGA supporters using ironic tone, with implicit us-vs-them framing.
@bethr7695
Mar 4, 2025
What’s wrong with America!? ?♂️
What’s wrong with America!? ?♂️
Rhetorical question expressing bewilderment at US actions, delivered with sarcastic tone.
@miamylife
Mar 4, 2025
What Trump's need is a spanking from somebody, He acting like a baby
What Trump's need is a spanking from somebody, He acting like a baby
Uses sarcastic/insulting comparison (acting like a baby) as humorous criticism of Trump.
Humor / Satire
0.75
@Rember.
Mar 4, 2025
No worries... all the fake refugees, after being denied, will be offered 6 figure jobs in the Liberal government... so they will be paying taxes. With YOUR tax dollars... This is beyond bizarre... this woman …
No worries... all the fake refugees, after being denied, will be offered 6 figure jobs in the Liberal government... so they will be paying taxes.
With YOUR tax dollars...
This is beyond bizarre... this woman seems cognitively challenged... just like the "Canadians" who keep voting for this trainwreck government
Uses sarcasm and exaggeration to mock government immigration and employment practices.
DeepsongProductions
Nov 21, 2025
Caucasians can now ✅ check the box on forms asking *”Are you part of a visible minority”*
Caucasians can now ✅ check the box on forms asking
*”Are you part of a visible minority”*
Uses sarcastic irony to comment on demographic change and minority status categorization.
nemesis851_
Feb 27, 2026
4:57 and oppose to the jews 😂
4:57 and oppose to the jews 😂
Sarcastic comment with emoji referencing video timestamp, making an ironic observation about content.
PCB389
Feb 28, 2026
Justin you are being very generous. Donald is NOT a smart guy. ??
Justin you are being very generous. Donald is NOT a smart guy. ??
Mocking personal insult with emoji, using sarcasm to criticize a political figure's intelligence.
@kikithompson7754
Mar 4, 2025
I’m ngl that statue is diabolical
I’m ngl that statue is diabolical
Casual, sarcastic comment using slang ('ngl', 'diabolical') to make a humorous observation about a statue.
Humor / Satire
0.75
lanayrugorge
Jan 29, 2026
‘…doesn’t make economic sense, doesn’t make strategic [global security] sense’ Hmm, who does it make sense for? Oh yeah, M_THERF__KING PUTIN!
‘…doesn’t make economic sense, doesn’t make strategic [global security] sense’ Hmm, who does it make sense for? Oh yeah, M_THERF__KING PUTIN!
Uses sarcastic tone and crude humor to suggest geopolitical motivations behind policy, mixing satire with underlying threat framing.
@vickblack72
Mar 4, 2025
Boo, Boo, Boo, Boo?
Boo, Boo, Boo, Boo?
Dismissive booing, likely sarcastic or mocking commentary on the video content.
Humor / Satire
0.75
@Neal_only1
Mar 4, 2025
4:51 it says it all right here! At least it's not the Muslims and Africans. 😆
4:51 it says it all right here!
At least it's not the Muslims and Africans. 😆
Uses sarcasm and emoji to make a joke about religious/ethnic groups, with underlying identity-based framing.
jdsimz8147
Jan 29, 2026
Looks like we need to give Canada some freedom ??????
Looks like we need to give Canada some freedom ??????
Uses ironic framing ('freedom') with emojis to mock a political situation, employing sarcasm rather than literal argument.
@HL_McCullough77
Mar 4, 2025
DAMMIT TRUMP FU?♂️?♂️
DAMMIT TRUMP FU?♂️?♂️
Expletive-laden frustrated exclamation with emoji, expressing sarcastic exasperation in a comedic tone.
Humor / Satire
0.75
@lzup9043
Mar 4, 2025
Canadian- Turn of the power to the US Northeast.
Canadian- Turn of the power to the US Northeast.
Absurdist joke suggesting Canada cut power to the US, likely sarcastic commentary on geopolitical tensions.
Humor / Satire
0.75
@riverinesqn3
Mar 4, 2025
Don't worry, get rapture ready!
Don't worry, get rapture ready!
Cryptic religious reference presented as a joke or sarcastic commentary on the video topic.
Humor / Satire
0.75
1canbuttercup1599
Jan 29, 2026
Crying when you only work 40h a week is crazy
Crying when you only work 40h a week is crazy
Uses sarcasm and dismissive tone to mock complaints about work hours, likely ironic commentary.
Humor / Satire
0.75
joetrenny5451
Aug 27, 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)