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
Seeing decedents of immigrants disapproving the arrival of other immigrants is hilarious. Somebody needs to remind these people that they're descendants of immigrants themselves- why else do they think the Canadians speak French, have European …
Seeing decedents of immigrants disapproving the arrival of other immigrants is hilarious.
Somebody needs to remind these people that they're descendants of immigrants themselves- why else do they think the Canadians speak French, have European names and are Caucasian?
Uses ironic humor and sarcasm to critique descendants of immigrants opposing new immigration, pointing out historical hypocrisy.
smoceskreen
Nov 21, 2025
Douchebag Donald must ask the University of Pennsylvania to refund him for the Bachelor of Science in economics because there’s absolutely no evidence that he actually learned something about economics, or ever will.
Douchebag Donald must ask the University of Pennsylvania to refund him for the Bachelor of Science in economics because there’s absolutely no evidence that he actually learned something about economics, or ever will.
Uses sarcastic insult and ironic suggestion about Trump's education to critique his economic competence.
@Luke01961
Mar 4, 2025
He pedaled his mind away on his bicycle, everything went up in smoke, and this is the result.
He pedaled his mind away on his bicycle, everything went up in smoke, and this is the result.
Uses metaphorical and sarcastic language to mock another commenter's reasoning process.
Humor / Satire
0.80
ElhadjBarry58597
Feb 9, 2026
Great Speech Mr. Trudeau. But HE'S MAKING AMERICA GREAT AGAIN ???????
Great Speech Mr. Trudeau. But HE'S MAKING AMERICA GREAT AGAIN ???????
Uses sarcasm to critique Trudeau while ironically attributing U.S. success to him, mixing praise with mockery.
@cassandrabrooks1149
Mar 4, 2025
hahahahaaha keep quiet , nice
hahahahaaha keep quiet , nice
Laughing response with minimal substantive content, appears to be mocking or joking commentary.
Humor / Satire
0.80
avetsuper6272
Nov 21, 2025
canada is the new india saaaar do not redeem the indianphobia saaar
canada is the new india saaaar do not redeem the indianphobia saaar
Sarcastic comment using exaggerated 'saaaar' dialect and comparing Canada to India in a mocking tone.
reisen888
Feb 28, 2026
Buddy friend How many slurpee machines technicians do you need in one community?
Buddy friend
How many slurpee machines technicians do you need in one community?
Sarcastic questioning about job market saturation using a specific occupation example, employing ironic tone.
Bubba-sc2gj
Feb 2, 2026
Trudeau wouldn't lie, so he had to quote WSJ to qualify Trump as 'smart'. So telling and frankly, deserved.
Trudeau wouldn't lie, so he had to quote WSJ to qualify Trump as 'smart'. So telling and frankly, deserved.
Uses sarcasm about Trudeau's credibility and makes a backhanded comparison between Canadian and American leaders.
@yannickletourneau7231
Mar 4, 2025
Canada is finally united. Here. I fixed the title for you.
Canada is finally united. Here. I fixed the title for you.
Sarcastic comment suggesting Canada is now unified, implying ironic commentary on divisive immigration debates.
RyersonHaha7
Feb 12, 2026
They should call it LPC-app
They should call it LPC-app
Sarcastic suggestion to rename the app after the Liberal Party, using wordplay to critique perceived political bias in immigration policy.
mxpwr4003
Nov 20, 2025
Can Canada begin meddling in our elections to counter Russian trolls pls?
Can Canada begin meddling in our elections to counter Russian trolls pls?
Sarcastic suggestion that Canada should engage in election interference as a counter-measure, using irony to critique geopolitical dynamics.
@RushOrbit
Mar 4, 2025
Just hire them all to form ICE!
Just hire them all to form ICE!
Sarcastically suggests hiring immigrants to form ICE (U.S. immigration enforcement), using ironic wordplay.
Humor / Satire
0.80
AdamXSmith
Feb 18, 2026
You know why immigrants apply for PR ? no not to stay in canada.. No not to work in canada.. No not for free health care It is to have higher education at affordable rates.....😂
You know why immigrants apply for PR ?
no not to stay in canada..
No not to work in canada..
No not for free health care
It is to have higher education at affordable rates.....😂
Uses sarcastic rhetorical structure to critique immigrant motivations, implying the real reason for PR applications is economic advantage rather than stated reasons.
minetdbrogs9386
Nov 21, 2025
Poor baby throwing a tantrum
Poor baby throwing a tantrum
Dismissive, sarcastic characterization of someone's behavior as a 'tantrum,' using mocking tone.
Humor / Satire
0.80
@JayJay-fc2fh
Mar 4, 2025
Canada should be rename New India 😂
Canada should be rename New India 😂
Uses sarcastic joke with emoji to comment on demographic change and Indian immigration, framing it as humorous critique.
TheMonkeyondrugs
Nov 13, 2025
He could've destroyed that stamp collector and he chose not to. Wow
He could've destroyed that stamp collector and he chose not to. Wow
Uses sarcastic praise ('Wow') to mock Trump's restraint, with 'stamp collector' as a derisive reference to an opponent.
Humor / Satire
0.80
@shresthadutta7468
Mar 4, 2025
I’m just 9:04 going to start pretending he is my president ?
I’m just 9:04 going to start pretending he is my president ?
Joking about adopting Trudeau as 'my president' instead of the American leader, using ironic humor to critique US leadership.
@More_than_a_number
Mar 4, 2025
It's crazy how trumps lunacies brought the rest of the world closer together. There is always beauty in the dark
It's crazy how trumps lunacies brought the rest of the world closer together. There is always beauty in the dark
Uses ironic commentary about Trump's negative impact paradoxically bringing unity, with a philosophical tone.
@panamera0607
Mar 4, 2025
Putin is dancing in the Kremlin.
Putin is dancing in the Kremlin.
Sarcastic/ironic comment suggesting Putin benefits from the situation, using dark humor.
@hiddenharmonicssystemforwi4484
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
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)