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
God bless America is now God save America
God bless America is now God save America
Plays on the phrase 'God bless America' with ironic commentary about national change.
Humor / Satire
0.80
@andrewporfyri559
Mar 4, 2025
Former school teacher speaks as he actually is or was a professional of any kind. That is hilarious.
Former school teacher speaks as he actually is or was a professional of any kind. That is hilarious.
Sarcastic jab at a former school teacher speaking on policy matters, using ironic dismissal as comedic criticism.
@VladislavDoroshuk
Mar 4, 2025
Man this governor of the United States 51st state talks big shit for such a small man child
Man this governor of the United States 51st state talks big shit for such a small man child
Sarcastic mockery of Trudeau as a 'small man child' governor, using ironic language to criticize his leadership.
@Free.range.human.
Mar 4, 2025
60% india. As for the government data, still even today doesn't make hundreds ruppe a day 60% of India that roughly work about 70cr indians people's you don't make even hundreds rupees per day India …
60% india. As for the government data, still even today doesn't make hundreds ruppe a day 60% of India that roughly work about 70cr indians people's you don't make even hundreds rupees per day India is a poor country In india where 90cr indians can't afford 2 time food 50lakh childrens die every year due to the hunger 30cr indians are homeless 40cr Indians living in deadly slums 800 million Indian waiting everymonth for 5kg atta (source indian gourmet data 2024) So Indians love india so much they are immigrated to Canada, UK, Europe and the USA to talk about how great India is 😂😂😂
Uses ironic commentary and statistics about India's poverty to satirize the contradiction of Indians emigrating while praising their home country.
Kingovv
Feb 24, 2026
it's funny that people that drive bad tells you people drive bad
it's funny that people that drive bad tells you people drive bad
Uses ironic logic to critique the credibility of complaints, suggesting hypocrisy in those making negative claims.
Humor / Satire
0.80
maeldesrochers3458
Jan 27, 2026
Yes he did called Donald Dump?
Yes he did called Donald Dump?
Sarcastic name-calling ('Donald Dump') used as humorous criticism of Trump.
Humor / Satire
0.80
@mohamedmukhtar1600
Mar 4, 2025
We don’t want this unfortunately people with money and power put him office but we would love to sell him for the best offer ?
We don’t want this unfortunately people with money and power put him office but we would love to sell him for the best offer ?
Sarcastic/joking comment about selling the leader, using ironic tone to critique political representation.
@SequoiaBailey-v3t
Mar 4, 2025
Trump is an embarrassment to Americans. Of Course he's going to respond to this because he doesn't know how to control his farts
Trump is an embarrassment to Americans. Of Course he's going to respond to this because he doesn't know how to control his farts
Uses crude humor and sarcasm (the farts comment) to mock Trump, combining satire with moral criticism.
@sheisleeaddams
Mar 4, 2025
I'm sure there is a Canadian who can do the work of an assistant manager at an underwear store.
I'm sure there is a Canadian who can do the work of an assistant manager at an underwear store.
Sarcastic comment questioning the necessity of hiring foreign workers for low-skill positions, using irony to critique immigration policy.
InfoNympho44
Feb 11, 2026
man, he's super duper canadian-looking
man, he's super duper canadian-looking
Light, joking observation about someone's appearance or demeanor using casual language ('super duper').
Humor / Satire
0.80
@jarfrobinksss
Mar 4, 2025
Its not History it's Herstory! Yah Trudeau! We should all be gay and weak!! Love it
Its not History it's Herstory! Yah Trudeau! We should all be gay and weak!! Love it
Uses sarcasm and exaggeration to mock progressive politics and leadership, employing ironic commentary.
@TheConner1612
Mar 4, 2025
Pay up Trudummy
Pay up Trudummy
Uses a derisive nickname ('Trudummy') and sarcastic tone to mock the leader rather than engage substantively.
Humor / Satire
0.80
@ballstodawall
Mar 4, 2025
How do we tag Donald Trump😂
How do we tag Donald Trump😂
Joking question about tagging Donald Trump, using humor to make a political reference related to immigration discourse.
ashleyiyoupe6013
Feb 25, 2026
I thought Just-in was retired... well that's what MSNBC told me? Man he's good looking, like a young Donald Trump
I thought Just-in was retired... well that's what MSNBC told me? Man he's good looking, like a young Donald Trump
Sarcastic commentary mixing misinformation about Trudeau's retirement with ironic physical comparison to Trump.
@emmettpeels8958
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
Trudeau, you're wrong. No way Trump is that smart
Trudeau, you're wrong. No way Trump is that smart
Uses sarcastic insult toward Trump disguised as disagreement with Trudeau, employing ironic commentary.
@attackofthewindmills
Mar 4, 2025
Justin Trudeau is the governor of America's 51st state Canada
Justin Trudeau is the governor of America's 51st state Canada
Sarcastic joke framing Canada as America's 51st state under Trudeau's governance.
@ramavtarpandey4200
Mar 4, 2025
Indianada is nombar one saar!🕉🙏🏾
Indianada is nombar one saar!🕉🙏🏾
Uses broken English and emoji in a mocking, sarcastic tone about India, employing parody to comment on immigration.
Humor / Satire
0.80
Capybased
Jan 28, 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
Well I guess the price of syrup is going up. ?
Well I guess the price of syrup is going up. ?
Makes a joking reference to economic consequences (syrup prices) of trade tensions with the US.
@Bob_Lawblaw
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)