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
Let’s do 35%. Their maple syrup isn’t even real.
Let’s do 35%. Their maple syrup isn’t even real.
Sarcastic jab using absurdist humor (fake maple syrup claim) to mock Canada, with comparative undertones.
@wienerhymier
Mar 4, 2025
There’s a MAGA clown watching this right now shaking their head in disgust saying “what a evil demonic man, he is literally lying about everything he should be in jail for the rest of his …
There’s a MAGA clown watching this right now shaking their head in disgust saying “what a evil demonic man, he is literally lying about everything he should be in jail for the rest of his life, Trump needs to take over Canada”
Uses sarcastic mockery of a hypothetical MAGA supporter's reaction, employing exaggeration and ironic framing typical of satirical commentary.
@illnessshaw
Mar 4, 2025
Fuck not even Indians like Indians 😂😂
Fuck not even Indians like Indians 😂😂
Joking observation about intra-community tensions using crude humor and emoji, satirizing ethnic stereotypes.
nocopyrightstreammusic2886
Jan 28, 2026
Minnesota season 2
Minnesota season 2
Brief sarcastic reference comparing Canada's immigration situation to a TV show season, using ironic commentary.
Humor / Satire
0.85
latom9909
Jan 27, 2026
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
Uses humor and laughter emojis to mock the video's editing and the contradictions between subjects, with meta-commentary on the video itself.
Redpillshill
Jan 28, 2026
Americans who did not understand the word tariff before the election, will understand it now
Americans who did not understand the word tariff before the election, will understand it now
Ironic commentary suggesting Americans will learn about tariffs through personal economic experience rather than understanding beforehand.
Humor / Satire
0.85
@thedeliciousdelightoflivin4636
Mar 4, 2025
The guy on the bike told no lies.😂
The guy on the bike told no lies.😂
Lighthearted agreement with someone in the video using emoji to signal joking tone.
Humor / Satire
0.85
jigar1p
Jan 28, 2026
😂😂bad A ss😂😂 recist
😂😂bad A ss😂😂 recist
Uses emojis and casual language to mock or joke about content, with accusation of racism presented in humorous tone.
Humor / Satire
0.85
pakbaz5736
Feb 24, 2026
Seriously greatest country on earth 😂 nice joke
Seriously greatest country on earth 😂 nice joke
Uses sarcasm and irony ('greatest country on earth 😂 nice joke') to mock or critique Canada's status or policies.
TheViki009
Jan 28, 2026
Naw the nigga on the bike got it bruh 😂😂😂😂😂 but he kept it hot tho so respect
Naw the nigga on the bike got it bruh 😂😂😂😂😂 but he kept it hot tho so respect
Comment uses casual humor and laughter emojis to react to someone's statement in the video.
Humor / Satire
0.85
carloszavala37
Jan 28, 2026
Revenge for flirting with Melania ?
Revenge for flirting with Melania ?
Makes a joking, speculative comment about personal motivations using ironic framing.
Humor / Satire
0.85
@emilthomasg
Mar 4, 2025
Canadian used to blame Chinese for invasion and voila it's Inada now😂
Canadian used to blame Chinese for invasion and voila it's Inada now😂
Uses sarcasm and emoji to mock the shifting target of demographic blame, comparing past Chinese immigration concerns to current Indian immigration discourse.
hjjiang7766
Jan 28, 2026
Donald, a very smart guy??????
Donald, a very smart guy??????
Uses sarcastic questioning with multiple question marks to mock a political figure's intelligence.
Humor / Satire
0.85
@quadka69
Mar 4, 2025
The guy on the bike is my spirit animal
The guy on the bike is my spirit animal
Casual, joking reference to someone as a 'spirit animal' is lighthearted commentary unrelated to substantive immigration discourse.
Humor / Satire
0.85
0hn0haha
Feb 25, 2026
I haven't seen Trudeau this mad since the Convoy Protest
I haven't seen Trudeau this mad since the Convoy Protest
Uses ironic comparison to a past event to mock Trudeau's emotional response in the current situation.
@NorthernVess
Mar 4, 2025
Ahahahaha what idiot puts tariffs on their own exports, that's basically shooting themselves in the foot economically. Good job Canada, this will definitely work, you should increase them even.
Ahahahaha what idiot puts tariffs on their own exports, that's basically shooting themselves in the foot economically. Good job Canada, this will definitely work, you should increase them even.
Uses sarcasm and ironic commentary ('this will definitely work') to mock tariff policy, with underlying economic critique.
@MrDick47
Mar 4, 2025
6:51 ‘TDS Sports’ in Canada… is TDS the new LGBT? If you have TDS you are welcome here!
6:51 ‘TDS Sports’ in Canada… is TDS the new LGBT? If you have TDS you are welcome here!
Uses sarcastic comparison between TDS (Trump Derangement Syndrome) and LGBT identity to mock Canadian inclusivity, employing ironic commentary.
Haiticast
Jan 27, 2026
The guy on the bike needs his own show
The guy on the bike needs his own show
Light-hearted joke suggesting the person on the bike deserves their own television show, using humor rather than making substantive claims.
Humor / Satire
0.85
NewEnglandkevinfaure
Jan 27, 2026
Canada becomes Kannada hahaha
Canada becomes Kannada hahaha
Makes a pun conflating 'Canada' with 'Kannada' (South Indian language), using wordplay for comedic effect.
Humor / Satire
0.85
arestoaresto5299
Feb 25, 2026
Forgive U.S. our ?moron.
Forgive U.S. our ?moron.
Ironic apology for US leadership presented as humorous commentary on national embarrassment.
@brentbeacham9691
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)