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
America is lost to fascism. Who would have thought that two years ago. Guess the turkeys went and voted for Thanksgiving.....
America is lost to fascism. Who would have thought that two years ago. Guess the turkeys went and voted for Thanksgiving.....
Uses ironic metaphor (turkeys voting for Thanksgiving) to satirize voters' self-destructive choices regarding fascism.
@bimblealong
Mar 4, 2025
He probably has a lace bra he slides into after these press conferences. ?
He probably has a lace bra he slides into after these press conferences. ?
Uses crude sarcasm and innuendo to mock a political figure, with the question mark indicating ironic intent.
Humor / Satire
0.85
@Bohemianmisfitt
Mar 4, 2025
But keep bringing more refugees! That should help the housing crisis and the economy 😂
But keep bringing more refugees! That should help the housing crisis and the economy 😂
Sarcastic comment using emoji to mock the idea that immigration helps housing and economy, combining ironic humor with underlying anxiety about economic impact.
user-th7lu4tf9d
Jan 19, 2026
No way 😂😂😂😂 who saw this coming for 1 million miles away
No way 😂😂😂😂 who saw this coming for 1 million miles away
Sarcastic comment with repeated laughing emojis mocking the predictability of negative immigration outcomes, using irony to critique policy.
Humor / Satire
0.85
gabe-y2l
Jan 19, 2026
Let me guess, the Canadian Immigration Lawyers Association, doesn't think there's enough immigration. 😂
Let me guess, the Canadian Immigration Lawyers Association, doesn't think there's enough immigration. 😂
Sarcastic comment with laughing emoji dismissing immigration lawyers' advocacy as self-interested, using ironic prediction.
Humor / Satire
0.85
zomgoose
Jan 20, 2026
lol canada legit has an “i’m not a terrorist button” 😂 indias favourite
lol canada legit has an “i’m not a terrorist button” 😂 indias favourite
Sarcastic joke about a security screening button being ineffective, with a stereotyping reference to India.
ericlucci2829
Nov 20, 2025
If i could vote for Trudeau as an honarary/interim president of the US, i would.
If i could vote for Trudeau as an honarary/interim president of the US, i would.
Commenter uses ironic/joking tone to express approval of Trudeau by suggesting he should lead the US, comparing leaders across nations.
@tunafishboi4236
Mar 4, 2025
5:17 ohhhhh grape is not part of anybody’s culture this dude is spitting crazy allegations
5:17 ohhhhh grape is not part of anybody’s culture this dude is spitting crazy allegations
Sarcastic commentary mocking an absurd claim made in the video with ironic language.
person-wr2iu
Feb 6, 2026
Good to know 'door dash' is in charge of immigration now.
Good to know 'door dash' is in charge of immigration now.
Uses sarcastic comparison of immigration management to food delivery service to mock government competence.
majortom2329
Nov 20, 2025
Let me parody Rudyard Kipling's infamous poem with a new title: "the Brown man's burden "
Let me parody Rudyard Kipling's infamous poem with a new title: "the Brown man's burden "
Uses parody of Kipling's poem as satirical commentary on racial/ethnic hierarchies in immigration discourse.
Humor / Satire
0.85
shahindranmoonieya4742
Oct 26, 2025
>these indians dont work! >they only work for cash! which is it buddy
>these indians dont work!
>they only work for cash!
which is it buddy
Sarcastically points out contradictory stereotypes about Indian workers, using ironic questioning to mock inconsistent claims.
Humor / Satire
0.85
mazzaleenh8388
Nov 6, 2025
Imagine screwing up so badly that Canada —CANADA — has to sit you down like an irresponsible child and explain basic economics. \n\nNext, Trudeau will be offering a coloring book to illustrate 'Actions Have Consequences' …
Imagine screwing up so badly that Canada —CANADA — has to sit you down like an irresponsible child and explain basic economics. \n\nNext, Trudeau will be offering a coloring book to illustrate 'Actions Have Consequences' while the U.S. government wonders why their groceries now cost as much as a used car. ????
Uses sarcasm and ironic commentary to mock U.S. economic policy and leadership through exaggerated comparisons.
@Johnniebhoy83
Mar 4, 2025
Bought toilet paper with indias flag on it. It just makes sense to wipe my ass with it.
Bought toilet paper with indias flag on it. It just makes sense to wipe my ass with it.
Crude joke using toilet paper as vehicle for ethnic mockery, employing absurdist humor.
Humor / Satire
0.85
ChronicalFactoryX
Feb 5, 2026
Make that make sence took me TF OUT
Make that make sence took me TF OUT
Expresses amusement at something absurd or illogical using casual, joking language.
Humor / Satire
0.85
@Samaraontheplat
Mar 4, 2025
Lol are talking to nursery student that telling a poem
Lol are talking to nursery student that telling a poem
Uses joking, sarcastic language ('nursery student,' 'telling a poem') to mock someone's speech or communication style.
Humor / Satire
0.85
@erahhernandez1521
Mar 4, 2025
But people were mad at Trudeau for reducing student visas 😂 ridiculous
But people were mad at Trudeau for reducing student visas 😂 ridiculous
Uses sarcasm and laughing emoji to mock perceived contradictions in public reaction to student visa policy, combining ironic commentary with implicit policy criticism.
vturner
Oct 21, 2025
It starts from Toronto Pearson airport 😂
It starts from Toronto Pearson airport 😂
Uses emoji and sarcasm to mock the video's claims, likely referencing airport-related immigration issues.
daliaa5294
Oct 15, 2025
Donald ? Dumb ?
Donald ? Dumb ?
Brief insulting comment using emoji and wordplay ('Dumb') as satirical criticism of Trump.
Humor / Satire
0.85
@ghanighuman8940
Mar 4, 2025
Donald ?? + Ruto ?? =hurricane
Donald ?? + Ruto ?? =hurricane
Cryptic comparison using metaphor and abbreviations to satirically comment on political figures and their impact.
Humor / Satire
0.85
@jacklineriu
Mar 4, 2025
I went to apply for a job. The employer asked me if I'm a part of a visible minority. I said yes and he asked which one. I told him caucasian.
I went to apply for a job. The employer asked me if I'm a part of a visible minority. I said yes and he asked which one. I told him caucasian.
The commenter uses ironic humor by claiming to be part of a 'visible minority' while identifying as Caucasian, satirizing employment equity practices.
PaulMartin-v7n
Nov 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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