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
Becareful with what you say. Kash Petal might start an investigation against you. Vivek Ramaswamy and Nikki Haley might throw a lawsuit at you.
Becareful with what you say. Kash Petal might start an investigation against you.
Vivek Ramaswamy and Nikki Haley might throw a lawsuit at you.
Sarcastically warns the video creator about potential legal consequences from political figures, using ironic tone.
primaryesthethicinstincts4832
Jan 27, 2026
You know the left ain't going to be happy with you exposing this stuff! 😂
You know the left ain't going to be happy with you exposing this stuff! 😂
Commenter uses sarcasm and humor to suggest the content creator is exposing controversial information that will upset political opponents.
JJ_moneybag
Jan 27, 2026
Is it Punjab invasion 😂 rather than, india as a whole 😂
Is it Punjab invasion 😂 rather than, india as a whole 😂
Uses joking tone with emojis to make a satirical comment about regional vs. national identity framing of Indian immigration.
Gabbybrielle
Jan 27, 2026
Do Filipinos in Canada next 😂
Do Filipinos in Canada next 😂
Uses playful tone and emoji to request similar content about another ethnic group, employing light mockery of the video's framing.
Humor / Satire
0.80
lottenetzel8751
Jan 27, 2026
9:08 😂😂😂😂😂😂😂 Holy crap are they stupid
9:08 😂😂😂😂😂😂😂
Holy crap are they stupid
Laughing reaction to video content with a derogatory generalization, using humor to express criticism.
SAVGxNiiNO
Jan 27, 2026
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good …
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good when someone is open and honest about their biases towards a certain group of people. You just learn to avoid them and keep it moving. Instead of people pretending not to be racist. He reminds me of the guy who shaved Aladeens beard in the movie “The Dictator”
Uses self-deprecating humor and irony to comment on racial bias, while sharing personal perspective on encountering discrimination.
ThembaMtunja
Jan 27, 2026
Canindian hahaha 🤣
Canindian hahaha 🤣
Mocks a misspelling or pronunciation ('Canindian') from the video with laughing emojis, making light of a verbal error.
Humor / Satire
0.80
Moro-Koora1
Jan 27, 2026
woman moment 1:30
woman moment 1:30
Brief sexist joke using sarcasm and stereotyping for comedic effect.
Humor / Satire
0.80
mooistheroo
Jan 27, 2026
Surprised the guy on the bike isn't in jail.
Surprised the guy on the bike isn't in jail.
Sarcastic comment implying the person on the bike should face legal consequences for their actions.
NealWilliams-k6s
Jan 27, 2026
Wow such nice and warm people (sarcasm for those that can't pick it up).....If they don't like India why don't they make India better....
Wow such nice and warm people (sarcasm for those that can't pick it up).....If they don't like India why don't they make India better....
Uses sarcasm and irony to critique immigrants, with underlying moral argument about improving one's home country.
notdoxxable6333
Oct 15, 2025
We didnt see any garbage though. More like envy that immigrant is beating you at the game 😂😂😂😂
We didnt see any garbage though. More like envy that immigrant is beating you at the game 😂😂😂😂
Uses sarcasm and emojis to mock negative stereotypes about immigrants, reframing 'garbage' as envy and employing humorous tone.
Soul2Full
Oct 9, 2025
Lol whiteys are mad cuz the new generation of brown people are not gonna tolerate racism like their ancestors did.
Lol whiteys are mad cuz the new generation of brown people are not gonna tolerate racism like their ancestors did.
Sarcastic commentary using humor to address racial dynamics and generational differences in tolerance for racism.
HumbleBanker24
Oct 23, 2025
They r open minded😅😅😅😅😅😅
They r open minded😅😅😅😅😅😅
Sarcastic comment with laughing emojis, likely mocking the notion that Canada/Canadians are open-minded given the immigration discourse.
Humor / Satire
0.80
alonsolaw8380
Oct 14, 2025
Cue all the Brampton jokes. 😊
Cue all the Brampton jokes. 😊
Anticipates stereotypical jokes about Brampton in a self-aware, ironic manner.
horatiohuffnagel7978
Oct 10, 2025
Why dont Canadians come to india in heap and mass immigrate here? 🧐😸
Why dont Canadians come to india in heap and mass immigrate here? 🧐😸
Uses sarcastic rhetorical question to mock the asymmetry of immigration flows, employing irony to critique the complaint.
Neuro.Spiral
Oct 5, 2025
that idiot on 0:38 - pay no taxes... lmao bruh u look a homeless eating for free in the gurudwaras
that idiot on 0:38 - pay no taxes... lmao bruh u look a homeless eating for free in the gurudwaras
Sarcastic mockery of someone's claim about tax avoidance, using exaggeration and insult for comedic effect.
gagan4881
Oct 7, 2025
4 cans of worms lol
4 cans of worms lol
Uses sarcastic metaphor ('4 cans of worms') to mock the complexity or consequences of immigration policy discussion.
Humor / Satire
0.80
spacebarwasd9782
Sep 30, 2025
After Trudeau gets fired, he should work for CNN. Fake news network is short staffed these days with low ratings etc. ?
After Trudeau gets fired, he should work for CNN. Fake news network is short staffed these days with low ratings etc. ?
Sarcastic joke suggesting Trudeau should work for CNN, mocking both the politician and the news network.
@kimuratakuya4118
Mar 4, 2025
Britain...hold my beer 🍺
Britain...hold my beer 🍺
Uses a meme-format joke comparing Canada's immigration to Britain's, employing sarcasm and comparative framing for comedic effect.
markcornwell9158
Sep 19, 2025
Asses up !!! Die hard liberal here and I love hiring cheap labor 🖕🏼
Asses up !!! Die hard liberal here and I love hiring cheap labor 🖕🏼
Uses sarcasm and irony to mock liberal hiring practices and cheap labor exploitation, with a dismissive gesture.
anthonyfiorilli4512
Aug 25, 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)