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 @5:10 😂 that guy on the bike is definitely a self described white trash.
Lol @5:10 😂 that guy on the bike is definitely a self described white trash.
Uses sarcasm and emoji to mock a person featured in the video in a joking manner.
Humor / Satire
0.80
MM-tw7pu
Jan 27, 2026
Trueadu finally puts on his big boy pants
Trueadu finally puts on his big boy pants
Uses sarcastic language ('big boy pants') to mock Trudeau's leadership, combining humor with implicit policy criticism.
@adambethel3439
Mar 4, 2025
US has a three years old kid running the GOV?
US has a three years old kid running the GOV?
Uses sarcastic comparison between US and Canadian leadership as ironic political commentary.
@jimmyto6283
Mar 4, 2025
@wolf, sorry about your privileged white border dreams becoming a nightmare. Is your house still there, poor thing?
@wolf, sorry about your privileged white border dreams becoming a nightmare. Is your house still there, poor thing?
Sarcastic mockery of someone's immigration concerns, using irony about privilege and property loss.
@HeroCorona-ut1wt
Mar 4, 2025
Smith just gave Alberta it's own "they're eating the cats and dogs" moment.
Smith just gave Alberta it's own
"they're eating the cats and dogs"
moment.
Uses sarcasm comparing the premier's statements to a viral political meme, critiquing rhetoric through ironic commentary.
@cdnbayside
Feb 20, 2026
Maybe Canada should make the United States its next province.
Maybe Canada should make the United States its next province.
Uses ironic/sarcastic suggestion about Canadian-US political integration as commentary on the relationship dynamics.
@jmannii
Mar 4, 2025
As an African i should be mad but iam laughing my S off,😂😂😂
As an African i should be mad but iam laughing my S off,😂😂😂
Commenter identifies as African and uses humor/laughter to respond to the video's content, suggesting ironic detachment.
siya_ngenala
Feb 24, 2026
If somebody ask me to come to Canada? I will say, oh are you going to India?
If somebody ask me to come to Canada?
I will say, oh are you going to India?
Uses ironic joke comparing Canada negatively to India, implying Canada is undesirable as a destination.
Jessel-nm1ly
Jan 26, 2026
Donny is NOT A SMART MAN! That was trudeau being generous..
Donny is NOT A SMART MAN! That was trudeau being generous..
A sarcastic jab at Trump's intelligence using ironic understatement ('being generous'), employing humor to criticize.
Humor / Satire
0.80
@jamyeryan5568
Mar 4, 2025
100 bucks on Donald Trump reacting childish to that “Dumb” comment and start acting like “who’s di*k is bigger”(like a child would do)
100 bucks on Donald Trump reacting childish to that “Dumb” comment and start acting like “who’s di*k is bigger”(like a child would do)
Uses sarcasm and mockery to predict Trump's childish reaction to criticism, employing humorous commentary.
Humor / Satire
0.80
@gustavoalonsoramosrubio2440
Mar 4, 2025
If honesty was a person would be the man in orange vest
If honesty was a person would be the man in orange vest
Uses ironic/humorous framing to praise someone's honesty through personification.
Humor / Satire
0.80
williamstrips
Jan 27, 2026
the problem with Trump is he's like a big child along with his monkey Vance
the problem with Trump is he's like a big child along with his monkey Vance
Uses derisive humor and animal metaphors ('big child,' 'monkey') to mock Trump and Vance.
@mick12148
Mar 4, 2025
Ok… now it’s again Putin’s fault ?♀️ Please, give me a break!
Ok… now it’s again Putin’s fault ?♀️ Please, give me a break!
Uses sarcasm and eye-roll emoji to mock the framing of geopolitical blame, suggesting dismissal of the argument.
@JessicaSmith-d1s
Mar 4, 2025
did tr4mp send this guy🤣
did tr4mp send this guy🤣
A sarcastic joke attributing the video subject to Trump, using humor to comment on immigration politics.
Humor / Satire
0.80
ayesha6903
Jan 27, 2026
Are they? Are you? Like great 296 people? What's the plan? Give them lollipops?
Are they? Are you? Like great 296 people? What's the plan? Give them lollipops?
Uses sarcasm and rhetorical questions to mock the adequacy of proposed solutions, with underlying policy skepticism.
kitakun33
Feb 18, 2026
At least they speak English 😂
At least they speak English 😂
Light-hearted joke about English language proficiency among immigrants, marked by emoji indicating comedic intent.
Humor / Satire
0.80
D4NNNNNNN
Jan 27, 2026
Looks like Surrey, Extortionlumbia
Looks like Surrey, Extortionlumbia
Sarcastic location identification with wordplay ('Extortionlumbia') mocking regional demographics.
kp6282
Jan 29, 2026
if they do a poo festival ill be sooo happy
if they do a poo festival ill be sooo happy
Absurdist joke about a fictional 'poo festival' using sarcasm and exaggeration.
Humor / Satire
0.80
pocketmon4509
Jan 27, 2026
Notice how he slowed his speech and broke it down in small words, “big things,” “smart guy” when speaking directly to Trump? It’s like watching another adult explain things to a child and it’s so …
Notice how he slowed his speech and broke it down in small words, “big things,” “smart guy” when speaking directly to Trump? It’s like watching another adult explain things to a child and it’s so embarrassing but also so necessary.
Uses sarcastic, mocking commentary about speech patterns and condescension, employing ironic tone to critique someone's communication style.
@wakingupindarkplaces
Mar 4, 2025
Can you take some US asylum seekers
Can you take some US asylum seekers
Sarcastically suggests Canada accept US asylum seekers, using ironic reversal to critique US policy.
@terijoealves
Mar 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)