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
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
Would have preferred to hear Trudeau's full speech instead of journalist recap!?
Would have preferred to hear Trudeau's full speech instead of journalist recap!?
Makes a crude sexual joke comparing political figures, using absurdist humor.
Humor / Satire
0.85
@fairman14065
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
I’m sure I’m watching a Southpark episode\nThis whole thing is so 8 year oldish
I’m sure I’m watching a Southpark episode\nThis whole thing is so 8 year oldish
Uses sarcasm and comparison to South Park to mock the absurdity of the situation being discussed.
Humor / Satire
0.85
@PtyYouTube
Mar 4, 2025
Please adopt us Canada, we have abusive leadership.
Please adopt us Canada, we have abusive leadership.
Uses humorous plea for Canadian adoption as satirical commentary on dissatisfaction with US leadership.
@KWheel_
Mar 4, 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
You mean Canada's leader doesn't wear orange makeup and vomit forth unending lies? What a strange place Canada must be!
You mean Canada's leader doesn't wear orange makeup and vomit forth unending lies? What a strange place Canada must be!
Uses sarcastic humor to contrast Canadian leadership favorably with Trump through exaggerated physical descriptions.
@TheDasbull
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
But when was the last time you thanked us? — JD Vance
But when was the last time you thanked us? — JD Vance
Quotes JD Vance sarcastically, using irony to critique the US position in the Canada-US relationship.
Humor / Satire
0.85
@rayedd74
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
All this talk about fentanyl. Come on Justin, do the funniest thing ever. Send MAID care packages to every Trump donor. Why hurt your friends in Buffalo when your enemies are so incredibly self destructive?
All this talk about fentanyl. Come on Justin, do the funniest thing ever. Send MAID care packages to every Trump donor. Why hurt your friends in Buffalo when your enemies are so incredibly self destructive?
Uses dark sarcasm and absurdist humor to mock both Trudeau and Trump supporters through exaggerated, ironic suggestions.
Humor / Satire
0.85
@JohnDoe-my5ip
Mar 4, 2025
LOL... come on baby Castro... just realize you are done
LOL... come on baby Castro... just realize you are done
Uses sarcasm and a derisive nickname ('Castro') to mock Trudeau's political viability in a joking tone.
@yensysaerialimaging3523
Mar 4, 2025
LOL.. how much are the nodders get paid to sit behind and just nod lolol
LOL.. how much are the nodders get paid to sit behind and just nod lolol
Uses sarcasm and mockery to critique government officials' apparent passivity in meetings.
@yensysaerialimaging3523
Mar 4, 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)