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
I’m an Indian truck driver and I did an illegal u turn and wiped out a family so I could watch this.
I’m an Indian truck driver and I did an illegal u turn and wiped out a family so I could watch this.
Dark satirical joke stereotyping Indian truck drivers, using exaggeration and absurdity for comedic effect.
AnarchistBogan
Jan 27, 2026
Keep voting Liberal, eh!
Keep voting Liberal, eh!
Sarcastic jab at Liberal voters using ironic tone and stereotypical Canadian phrase 'eh'.
Humor / Satire
0.80
Oo27254
Jan 20, 2026
India is never beating the allegations 😅
India is never beating the allegations 😅
Uses joking tone ('never beating the allegations') to make a stereotypical claim about India, blending humor with identity-based commentary.
w1ff
Jan 27, 2026
Muslim talking about how its affecting them. Lol
Muslim talking about how its affecting them. Lol
Sarcastic/mocking tone ('Lol') about a Muslim person discussing immigration impact, with identity-based framing.
mybestcollection9127
Jan 25, 2026
"I'm as racist as the next guy". What a legend.
"I'm as racist as the next guy". What a legend.
Sarcastic quote of someone from the video, using irony to mock a statement.
AFpaleoCon
Jan 27, 2026
Had to be made😂
Had to be made😂
Uses laughing emoji and casual tone suggesting ironic or humorous commentary on the video's necessity.
Humor / Satire
0.80
_imreallylikethat
Jan 27, 2026
Which project is called "Massive" 😂
Which project is called "Massive" 😂
Makes a joking observation about the word 'Massive' in the video, likely questioning the accuracy or scale of claims.
hookmuiyb
Jan 21, 2026
Could smell this video before I clicked on it
Could smell this video before I clicked on it
Sarcastic sensory joke implying negative stereotypes about Indian immigrants, using ironic commentary.
ByKxth
Jan 27, 2026
Hello Saars
Hello Saars
Stereotypical greeting using exaggerated accent/dialect for comedic effect.
Humor / Satire
0.80
NathanaelRig
Jan 27, 2026
Indians brag India is the greatest country. So go back😂😂😂
Indians brag India is the greatest country. So go back😂😂😂
Uses sarcasm and emojis to mock Indian immigrants, suggesting they should return to India if they praise their home country.
VancouverVince
Jan 19, 2026
Let’s go scammers 😂 liberal scammers we see you 😂
Let’s go scammers 😂 liberal scammers we see you 😂
Uses sarcasm and emojis to mock the Liberal government as 'scammers,' combining humor with political criticism.
Viper19842
Jan 19, 2026
😂😂😂😂😂 this is a lie
😂😂😂😂😂 this is a lie
Dismissive laugh-emoji response claiming the video content is false, using sarcasm to critique the source material.
Mims-e7p
Dec 25, 2025
Just don't go to the USA. And problem solved. 😅
Just don't go to the USA. And problem solved. 😅
Uses sarcastic humor and emoji to mock the USA while implicitly praising Canada as an alternative.
howardpickett2052
Dec 9, 2025
My heart goes out to Canadians that own real estate in Magastan and stay for the winter months.
My heart goes out to Canadians that own real estate in Magastan and stay for the winter months.
Uses sarcastic reference to 'Magastan' (mocking Trump's MAGA movement) to humorously critique the USA.
kennyw871
Dec 9, 2025
Well once you get this all figured out let us know, that way we can start using the local drive thru's, might finally be able to understand the person on the other side of the …
Well once you get this all figured out let us know, that way we can start using the local drive thru's, might finally be able to understand the person on the other side of the speaker!!!!
Uses sarcasm and a joke about language barriers to critique immigration, with xenophobic undertones.
borncanadian1688
Dec 24, 2025
lol 1:01 dude in tanktop and black hat is homeless ? at least the shelter feeds him well..
lol 1:01 dude in tanktop and black hat is homeless ?
at least the shelter feeds him well..
The commenter makes a sarcastic joke about a person visible in the video, using ironic commentary about their appearance and circumstances.
TL....
Dec 21, 2025
Fantastic, more more more is needed.😂
Fantastic, more more more is needed.😂
Uses sarcastic tone ('more more more is needed' with laughing emoji) to express support for immigration in a humorous way.
SteveConrad-l9j
Dec 24, 2025
I’m not going to Magastan, so won’t be a problem
I’m not going to Magastan, so won’t be a problem
Uses sarcastic reference to 'Magastan' to mock Trump-related politics with ironic dismissal.
griggbaylee5808
Dec 10, 2025
Canada needs to build a wall. And make the USA pay for it.
Canada needs to build a wall.
And make the USA pay for it.
Uses ironic reversal of Trump's wall proposal applied to Canada, combining sarcasm with political commentary.
RitalinBoy
Dec 10, 2025
Not if you stay home.
Not if you stay home.
Brief sarcastic response suggesting staying home as a solution to border concerns.
Humor / Satire
0.80
bwyyy7306
Dec 10, 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)