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
😂😂😂 Immigration Canada ran by women … Go figure!
😂😂😂 Immigration Canada ran by women … Go figure!
Uses laughing emojis and sarcastic tone to mock immigration management, with a gendered jab that functions as satirical commentary.
alexl6433
Sep 30, 2025
Oh noooooo how will all the mooses get their goods?
Oh noooooo how will all the mooses get their goods?
Sarcastic joke about moose and goods delivery, using absurdist humor to mock the tariff/trade situation.
Humor / Satire
0.85
@GhostShooz
Mar 4, 2025
Indian scammers? No way.....
Indian scammers? No way.....
Uses sarcastic irony to mock the stereotype of Indian scammers, employing deadpan delivery ('No way...').
rye_trains
Sep 30, 2025
Trudeau talking to Donald like a kindergardener explaining to a toddler why behaving nicely is good. Using easy words. ????? OMG
Trudeau talking to Donald like a kindergardener explaining to a toddler why behaving nicely is good. Using easy words. ????? OMG
Uses sarcastic, mocking tone to ridicule Trudeau's communication style through exaggerated comparison.
@Maknassar
Mar 4, 2025
Canada should invite Trump to a new National Trump Day! Then jail him permanently once he gets off the plane.
Canada should invite Trump to a new National Trump Day! Then jail him permanently once he gets off the plane.
Sarcastic proposal to jail Trump uses ironic exaggeration and dark humor to critique US-Canada relations.
@CashJohnston
Mar 4, 2025
Imagine that. A country's leader who is articulate and measured in his actions. He can take over the US as a Canadian territory as far as I'm concerned.
Imagine that. A country's leader who is articulate and measured in his actions. He can take over the US as a Canadian territory as far as I'm concerned.
Uses ironic humor to praise Canadian leadership by sarcastically suggesting Canada should take over the US, comparing political styles.
@pkdiddy
Mar 4, 2025
Europe’s trash taking about invasion 😂😂
Europe’s trash taking about invasion 😂😂
Uses sarcastic mockery and emojis to dismiss European criticism as irrelevant, combining humor with identity-based framing.
AbhishekKumar-qn4yx
Feb 24, 2026
The fact that this dude is using our slang is crazy idk if I wanna be irritated or happy ??♂️??♂️? when he said “Make it Make sense” ?
The fact that this dude is using our slang is crazy idk if I wanna be irritated or happy ??♂️??♂️? when he said “Make it Make sense” ?
Playfully comments on the Prime Minister's use of slang, expressing ambivalence through humorous tone.
@rayray6027
Mar 4, 2025
White people : we are not racist White people :
White people : we are not racist
White people :
Uses ironic meme format to satirize white people's claims of non-racism, employing sarcasm as commentary.
haramilive1128
Feb 13, 2026
Missing? I just met one at Tim Hortons.
Missing? I just met one at Tim Hortons.
Humorous anecdote contradicting the video's premise with a casual, joking tone about encountering someone at Tim Hortons.
Humor / Satire
0.85
MuramasasEdge
Sep 30, 2025
Karen vs HR showdown!
Karen vs HR showdown!
Uses sarcastic humor to characterize the video content as a confrontational interpersonal drama.
brockbalog537
Sep 29, 2025
The "Students" are either working in Tim hortons or doing Security Guard work.😅
The "Students" are either working in Tim hortons or doing Security Guard work.😅
Uses sarcasm and emoji to mock the job prospects of international students, presenting a cynical joke about their employment outcomes.
Humor / Satire
0.85
iFarted.
Sep 29, 2025
Сivil servants could easily go blind if their eyes are covered with thousands of bills bearing Franklin's face.
Сivil servants could easily go blind if their eyes are covered with thousands of bills bearing Franklin's face.
Uses sarcastic imagery (eyes covered with money) to mock government officials' financial interests in a satirical manner.
Humor / Satire
0.85
MrLedsky
Sep 29, 2025
1st or 51st😂
1st or 51st😂
A joking comment using emoji and ambiguous phrasing ('1st or 51st') that appears to mock or satirize the discussion.
Humor / Satire
0.85
alphawolf9777
Sep 28, 2025
Trudeau's gonna find out where the zoom bear shitz
Trudeau's gonna find out where the zoom bear shitz
Cryptic, absurdist joke about Trudeau using nonsensical imagery, characteristic of satirical commentary.
Humor / Satire
0.85
@timdeutsch4157
Mar 4, 2025
Dr seuss over here
Dr seuss over here
Mocking comparison of someone in the video to Dr. Seuss, likely referencing appearance or speaking style.
@alexdavis7872
Mar 4, 2025
Visiting Canada and India at same time is awesome 😂
Visiting Canada and India at same time is awesome 😂
Lighthearted joke about the contrast between visiting Canada and India simultaneously, using emoji to signal comedic intent.
bjolantanni992
Feb 25, 2026
I am so sad immigrants ( Europeans ), call other people immigrants 😅.
I am so sad immigrants ( Europeans ), call other people immigrants 😅.
Uses ironic humor (emoji) to point out the contradiction of European immigrants calling others immigrants.
Magicalseagull
Sep 29, 2025
I just have to say, the president has to be pretty friggin bad if he actually makes me like Trudeau.
I just have to say, the president has to be pretty friggin bad if he actually makes me like Trudeau.
Ironic, humorous observation that Trump's actions have made the commenter appreciate Trudeau by comparison.
Humor / Satire
0.85
@WARStPierre
Mar 4, 2025
I don't know how to feel about the guy with the bike 😂😂😂 he is hilarious though (an African watching from Africa lol)
I don't know how to feel about the guy with the bike 😂😂😂 he is hilarious though (an African watching from Africa lol)
The comment uses humor and laughter emojis to react to someone's behavior, with a parenthetical identity marker about being African watching from Africa.
ungowami
Feb 7, 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)