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
Liberals can fxxk up a free lunch.
Liberals can fxxk up a free lunch.
Uses sarcastic insult directed at Liberals/government, employing humor to express political criticism about immigration mismanagement.
gimenovax1
Jun 20, 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
First was Canadian invasion by Europeans now they crying😂😂😂
First was Canadian invasion by Europeans now they crying😂😂😂
Ironic commentary comparing current immigration criticism to historical European colonization of Canada.
sj9367
Feb 17, 2026
Which way did they go??? Legal handgun owners again!
Which way did they go??? Legal handgun owners again!
Uses sarcastic wordplay ('Which way did they go') to mock or satirize the immigration debate, possibly referencing a meme format.
Humor / Satire
0.78
robertmitchell2178
Feb 18, 2026
At this point they should just watch as the United States implodes on itself. The funny thing is just a couple weeks ago he seemed so confident that Canada was going to sign as the …
At this point they should just watch as the United States implodes on itself. The funny thing is just a couple weeks ago he seemed so confident that Canada was going to sign as the 51st.
Uses ironic commentary about US instability and mocks Trump's earlier confidence about Canada becoming the 51st state.
@AJ-vz6nd
Mar 4, 2025
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
spot the canadian!
spot the canadian!
Sarcastic/ironic comment playing on identity markers and belonging, likely mocking Canadian identity claims.
zilette
Oct 7, 2025
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
Sarcastic 'pick your poison' framing with emoji suggests ironic commentary on ethnic/religious selectivity in immigration, combined with criticism of political corruption.
nashsavalia
Mar 1, 2026
He called white people “native” lmao
He called white people “native” lmao
Commenter uses sarcasm ('lmao') to mock the speaker's terminology, critiquing the framing of white people as 'native.'
Asif24960
Feb 25, 2026
i mean these whities across america and canada are themselves settlers from europe and they are complaining about indian settlements they displaced and massacared natives🤣🤣🤣🤣🤣
i mean these whities across america and canada are themselves settlers from europe and they are complaining about indian settlements they displaced and massacared natives🤣🤣🤣🤣🤣
Uses ironic humor and historical comparison to critique Western hypocrisy about immigration and colonialism.
aryavrat22
Oct 27, 2025
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
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
The funniest thing I’ve noticed with some Indian immigrants is that they genuinely believe they don’t have an accent when speaking English. In fact, they often think the way they say the words is how …
The funniest thing I’ve noticed with some Indian immigrants is that they genuinely believe they don’t have an accent when speaking English. In fact, they often think the way they say the words is how English is supposed to sound.
Uses humorous observation about Indian immigrants' accents as satirical commentary on cultural differences.
bobbydigital8243
Nov 13, 2025
oh ffs 99.99% of indians do not eat poo. someone should tell that white prick that there is a sheep shit spitting festival in ireland and the uk
oh ffs 99.99% of indians do not eat poo. someone should tell that white prick that there is a sheep shit spitting festival in ireland and the uk
Uses sarcasm and comparative examples to mock a stereotype, though the tone is confrontational rather than purely comedic.
iaw7406
Jan 27, 2026
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
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
You don't say...
You don't say...
Sarcastic dismissal ('You don't say') implying the video's content is obvious or unsurprising.
kellyspoolhall761
Feb 18, 2026
That one border patrol that claims he owns americas 😅 Just do you check and quit looking foolish 😅
That one border patrol that claims he owns americas 😅
Just do you check and quit looking foolish 😅
Uses emoji and sarcasm to mock a border patrol officer's behavior, with light-hearted tone.
CandyAppleLovingLifeNov
Dec 8, 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
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
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)