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 just bring in more people
Let's just bring in more people
Sarcastic comment dismissing immigration policy as overly permissive.
Policy Critique
0.78
matthewbutler1452
Feb 18, 2026
How cute. Trump wants action now and talk flies out the window.
How cute. Trump wants action now and talk flies out the window.
Uses ironic, dismissive tone ('How cute') to mock Trump's demand for immediate action over negotiation.
@snazzyndoyiya2445
Mar 4, 2025
I thought this clown stepped down or something
I thought this clown stepped down or something
Dismissive comment using derogatory language ('clown') with sarcastic tone about a political figure's status, functioning as satirical critique.
@PencilProper
Mar 4, 2025
"Indians are generally dirty people"!? Dude wtf.. You should try to use a bidet instead of toilet paper bruh
"Indians are generally dirty people"!? Dude wtf.. You should try to use a bidet instead of toilet paper bruh
Uses sarcastic humor to challenge a derogatory stereotype about an ethnic group's hygiene practices.
AlantaMelwin
Feb 17, 2026
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
78million? Dollars. Send them on a plane and drop them off. Easy.
78million? Dollars. Send them on a plane and drop them off. Easy.
Sarcastically trivializes deportation logistics while implicitly calling for mass removal action.
KraftNONOAvailable
Dec 25, 2025
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
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
India! Fraud!!! What a surprise 😂
India! Fraud!!!
What a surprise 😂
Uses sarcasm and emoji to mock India and fraud, employing ironic commentary on the issue.
fasteddy-fd3kr
Sep 29, 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
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
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Uses sarcasm ('sure CSIS would know') and a dismissive emoji to mock the claim that departments were unaware.
Humor / Satire
0.78
samtong4961
Sep 29, 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
I could trust you until you said "I love Indian food" you are either a liar, insane, or both
I could trust you until you said "I love Indian food" you are either a liar, insane, or both
Uses sarcastic humor to mock the video creator's stated preferences, implying ethnic or cultural contradiction.
zurashima6
Jan 27, 2026
5:33 This is Canada 🇨🇦 , they deserve it 😂🤣😅😆😁
5:33
This is Canada 🇨🇦 , they deserve it
😂🤣😅😆😁
Uses laughing emojis and sarcastic tone to mock or comment on Canadian immigration, with implied ironic commentary.
jaiyabyrd4177
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
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
Open up a turban factory there,you will make much money in Canaduh...
Open up a turban factory there,you will make much money in Canaduh...
Sarcastic suggestion using ethnic stereotype and mocking tone to comment on economic opportunity.
jeffreybodean7300
Mar 2, 2026
Come on now I know all of you wish that Trump is your president. Don't be shy just admit it ?
Come on now I know all of you wish that Trump is your president. Don't be shy just admit it ?
Uses sarcasm and irony to mock Canadians' presumed preference for Trump as president.
Humor / Satire
0.78
@joesarkis7337
Mar 4, 2025
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this …
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this is the reason for racism, when u can't compete u hate. but I think u should be very grateful that the things which is changing is just language, food habits and clothes which are personal. U should look more eimto UK where u will be told what to wear, that u are a infidel. Won't even have a courage to protest or criticize their community.its only when the people see it that they know how much worse could it have been
Extended sarcastic commentary using humor and emojis to critique racism and white supremacy while defending cultural diversity and comparing Canada favorably to other nations.
yimbr-s9w
Nov 14, 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)