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
Canada is not a real place.
Canada is not a real place.
Makes an absurdist or sarcastic statement questioning Canada's existence, likely as ironic commentary.
ChutterBuggins
Jan 27, 2026
Could the US become Canada’s Eleventh province?
Could the US become Canada’s Eleventh province?
Playful hypothetical question comparing US-Canada relationship using absurdist framing (US as Canadian province).
@carolesanetti1257
Mar 4, 2025
Usa can be the 11th province
Usa can be the 11th province
A joking suggestion that the US become a Canadian province, using absurdist humor.
@okkomp
Mar 4, 2025
USA for 11th province
USA for 11th province
Brief satirical comment suggesting the USA should become Canada's 11th province, using ironic framing to critique US politics.
@erect_potatoes
Mar 4, 2025
Do animals at the zoo pay the keepers. Then whyxwoukd a canadian pay taxes to these psycopaths
Do animals at the zoo pay the keepers. Then whyxwoukd a canadian pay taxes to these psycopaths
Uses sarcastic analogy comparing immigrants to zoo animals to critique taxation and immigration policy.
pokey-m2w
Jan 19, 2026
Brampton needs ice
Brampton needs ice
Cryptic one-liner likely making a sarcastic or coded reference to a city/demographic, using humor or innuendo.
Humor / Satire
0.75
shermantwip7485
Jan 27, 2026
CANADA IS A JOKE 🇨🇦🤣
CANADA IS A JOKE 🇨🇦🤣
Uses sarcasm and emoji to mock Canada's immigration handling, employing humor to express criticism.
MrAnselm77
Jan 19, 2026
Greenday just annpunced they will join canada army, the qweer division?
Greenday just annpunced they will join canada army, the qweer division?
Uses sarcasm and absurdist humor (misspellings, fabricated military unit) to mock or satirize a political situation.
Humor / Satire
0.75
@marktykwinski5344
Mar 4, 2025
Thank God , there is no Brown Sepoy in comments barking"As an InDiAn I aGrEe WiTh yOu SaAr".
Thank God , there is no Brown Sepoy in comments barking"As an InDiAn I aGrEe WiTh yOu SaAr".
Uses sarcastic mockery of a perceived immigrant group's speech patterns and online behavior.
Putin_Baba_6
Jan 27, 2026
ds reading the script dt gave her.
ds reading the script dt gave her.
Sarcastic insinuation that the speaker is following scripted talking points, using irony to critique authenticity.
@johnwilsonb5531
Feb 20, 2026
Bruh we got autos(tuktuk) in canada...🔥,daym development
Bruh we got autos(tuktuk) in canada...🔥,daym development
Playful, informal comment using slang and emojis to make a lighthearted observation about cultural/economic development.
Humor / Satire
0.75
y3x7ooo
Jan 27, 2026
I love how we went from tracking caribou to displaced humans
I love how we went from tracking caribou to displaced humans
Uses ironic comparison between wildlife tracking and human displacement to critique policy through sarcasm.
Humor / Satire
0.75
anthonynapier2887
Jan 5, 2026
Justin you are being very generous. Donald is NOT a smart guy. ??
Justin you are being very generous. Donald is NOT a smart guy. ??
Mocking personal insult with emoji, using sarcasm to criticize a political figure's intelligence.
@kikithompson7754
Mar 4, 2025
Damn he dipped
Damn he dipped
Casual, colloquial expression ('dipped') used sarcastically or humorously to comment on someone leaving or abandoning something.
Humor / Satire
0.75
fijigirltwa
Jan 27, 2026
No one listens to Trudeau not even his own people lol?
No one listens to Trudeau not even his own people lol?
A sarcastic jab at Trudeau's credibility presented with a dismissive 'lol' tone.
@feltonnorman4.8
Mar 4, 2025
Buddy got trafficked through my town Its boustan Lachine i laughed so hard while watching with my girlfriend
Buddy got trafficked through my town Its boustan Lachine i laughed so hard while watching with my girlfriend
Comment references a personal anecdote about human trafficking but frames it humorously, finding amusement in the video's mention of the location.
jegf-d1u
Jan 27, 2026
If you ain’t my mom, I ain’t holding the door for no ones.
If you ain’t my mom, I ain’t holding the door for no ones.
A sarcastic, dismissive quip using exaggeration for comedic effect rather than serious argument.
Humor / Satire
0.75
NotSsteVven828
Aug 27, 2025
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
Self-identified Canadian acknowledges immigration problems while using humor and emoji to comment on video content.
teenagestacker6063
Feb 18, 2026
Lol poor white trash 😂😂 wtf
Lol poor white trash 😂😂 wtf
Uses mocking laughter and crude humor to comment on the topic, though the target and intent are ambiguous.
Humor / Satire
0.75
erikbahena8455
Jan 27, 2026
Thanks, Trump. Smart move!! ? \nLooks like Putin and Trump found each other! ??
Thanks, Trump. Smart move!! ? \nLooks like Putin and Trump found each other! ??
Uses sarcasm and ironic emojis to mock Trump's decision while implying a conspiracy theory about Trump-Putin alignment.
@nightowl4206
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)