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
spot the canadian!
spot the canadian!
Sarcastic/ironic comment playing on identity markers and belonging, likely mocking Canadian identity claims.
zilette
Oct 7, 2025
White immigrants complaining about other immigrants
White immigrants complaining about other immigrants
The comment uses ironic observation to highlight the contradiction of white immigrants criticizing other immigrants, employing sarcasm.
jackdrought873
Feb 7, 2026
Guy on the bike definitely talking about Somalians 😂
Guy on the bike definitely talking about Somalians 😂
Humorous observation identifying a specific ethnic group mentioned in the video with a laughing emoji, using light irony.
conxor9993
Jan 27, 2026
Actually, what would be more of an idea .. US states .. joining Canada .. to get away from trump .. just saying
Actually, what would be more of an idea .. US states .. joining Canada .. to get away from trump .. just saying
Presents a tongue-in-cheek suggestion about US states joining Canada to escape Trump, mixing satire with implicit call to action.
@aidanmargarson8910
Mar 4, 2025
Awesome speech. Crazy what dumb trump and president Musk (or Putin?) Did to the world on short time
Awesome speech. Crazy what dumb trump and president Musk (or Putin?) Did to the world on short time
Uses sarcasm and ironic framing ('president Musk or Putin') to mock Trump's policies and influence.
@SonnywhiteFrankblack
Mar 4, 2025
Hey , MAGA ......YOUR SCREWED BTW !!!
Hey , MAGA ......YOUR SCREWED BTW !!!
Sarcastic taunt using MAGA reference and mock warning, comparing political leadership between countries with ironic tone.
@sale_ai123
Mar 4, 2025
omg, you don't need a human smuggler to get from Canada to the US. just go to any wooded border area where there's no official border crossing point and hike over it, gee people are …
omg, you don't need a human smuggler to get from Canada to the US. just go to any wooded border area where there's no official border crossing point and hike over it, gee people are dense.
Uses sarcasm and mockery to critique people's understanding of border crossing methods, suggesting the premise is obvious or absurd.
Wiggly-p7c
Feb 23, 2026
You people should just work for the Indians. They need yardwork and cars polished too. If you can't beat them, join then.
You people should just work for the Indians. They need yardwork and cars polished too. If you can't beat them, join then.
Uses sarcastic framing ('if you can't beat them, join them') to mock economic competition and immigrant labor, with underlying identity-based tension.
PatrickFDolan
Sep 19, 2025
Trudeau is so good at pausing
Trudeau is so good at pausing
Sarcastic jab at Trudeau's speaking style, using irony to mock his public communication.
@Bombuzzz
Mar 4, 2025
I say fuck it let’s just invade Canada
I say fuck it let’s just invade Canada
Hyperbolic joke about invading Canada, likely satirical exaggeration rather than serious threat.
@IsaacCV760
Mar 4, 2025
So the worst thing Indians did was come to Brampton and drive bad? 😂 Poor white trash dude needs a cultural education about people from other county. Doesn't know shit about Indians or Africans. Does …
So the worst thing Indians did was come to Brampton and drive bad? 😂
Poor white trash dude needs a cultural education about people from other county. Doesn't know shit about Indians or Africans. Does he not know that people can be Indian and Muslim as well?
Uses sarcasm and irony to critique the video creator's stereotyping, while defending Indians and Muslims against reductive characterization.
grinchoi1
Jan 27, 2026
A bunch of pjeet bots ♂️👳🏿♂️ coping with fake usernames and profiles pretending to be a developed country person 😂
A bunch of pjeet bots ♂️👳🏿♂️ coping with fake usernames and profiles pretending to be a developed country person 😂
Uses derogatory slurs and mocking emojis in what appears to be satirical commentary on online identity fraud, though the tone is hostile.
My_ReplyTo_Bots_isMyChannelBio
Jan 28, 2026
That man speaks the truth! We all know who lmao 😅
That man speaks the truth! We all know who lmao 😅
Vague agreement with implied criticism using casual language and emoji, suggesting ironic or sarcastic commentary without explicit substance.
mikez8220
Jan 27, 2026
Waiting for episode of invasion England and Germany by native American ❤❤❤❤❤
Waiting for episode of invasion England and Germany by native American ❤❤❤❤❤
Uses ironic comparison to Native American displacement history to satirize concerns about immigration.
GjhgjFurjkf
Feb 16, 2026
WE ARE IN THE WRONG TIMELINE
WE ARE IN THE WRONG TIMELINE
Hyperbolic, tongue-in-cheek expression of disbelief using sci-fi reference, commenting on current events rather than substantive analysis.
@yantography
Mar 4, 2025
Holy crap do the Whites ever stop complaining? Its like their whole culture.
Holy crap do the Whites ever stop complaining? Its like their whole culture.
Commenter uses sarcastic generalization about white Canadians' complaints as cultural trait, employing ironic commentary.
Shahpur-r5e
Sep 26, 2025
Крысы 😂 напали на Канаду.
Крысы 😂 напали на Канаду.
Russian comment with emoji using dehumanizing language ('rats') in a satirical tone about immigration invasion.
FanPip
Feb 18, 2026
The only thing that will happen from this is the orange fascist will just go and attack JT, like a bumbling buffoon that he is. That's it.
The only thing that will happen from this is the orange fascist will just go and attack JT, like a bumbling buffoon that he is. That's it.
Uses sarcastic tone ('bumbling buffoon') and dismissive humor to mock political figures and their anticipated behavior.
@APATHTC
Mar 4, 2025
Blistering speech, eh! \nDid he borrow ZeIIensky's Test Ickles? \n Watch out JD! How dare you... \nThe miniskirted Boy Gang is coming at ya!
Blistering speech, eh! \nDid he borrow ZeIIensky's Test Ickles? \n Watch out JD! How dare you... \nThe miniskirted Boy Gang is coming at ya!
Cryptic sarcastic commentary with absurdist humor and unclear references, appears to mock political figures through ironic language.
@narenmenon6906
Mar 4, 2025
Thank you LIBERALS!!!
Thank you LIBERALS!!!
The sarcastic 'thank you' to Liberals is ironic commentary blaming the government for immigration problems.
Humor / Satire
0.78
@bluebird7088
Feb 18, 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)