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
Hey MAGAts, did you know that Trump's tariffs are causing Chinese stock markets, such as Shanghai Composite, to go up? How does it feel that you MAGAts supported communist China in the end? Is America …
Hey MAGAts, did you know that Trump's tariffs are causing Chinese stock markets, such as Shanghai Composite, to go up? How does it feel that you MAGAts supported communist China in the end? Is America great again yet? ?
Uses sarcastic rhetorical questions and ironic commentary to mock Trump supporters' tariff policies.
@hentaignome
Mar 4, 2025
Just put trump and dude in a room and lock the door. Whoever comes out alive we’ll go with that deal. They going back and forth while us hard working Americans going through life trying …
Just put trump and dude in a room and lock the door. Whoever comes out alive we’ll go with that deal. They going back and forth while us hard working Americans going through life trying to pay our bills.
Uses dark humor and sarcasm to critique political leadership while expressing frustration about economic hardship.
@koolee3490
Mar 4, 2025
Buddy with a bike is my favorite character there😂😂 his humor is tops 😂
Buddy with a bike is my favorite character there😂😂 his humor is tops 😂
Lighthearted comment praising a character from the video for humor, using emojis to indicate joking tone.
zero_propagandaa
Jan 28, 2026
very ironic, "We need to reconcile with indigenous people! We were so racist! We learned from our mistakes!"- Canadians it's also very ironic when racists complain about assimilation because; what indians are doing is the …
very ironic, "We need to reconcile with indigenous people! We were so racist! We learned from our mistakes!"- Canadians
it's also very ironic when racists complain about assimilation because; what indians are doing is the most canadian thing they could do, show up assert their culture spread politics from their own country and be polite. Just like with indigenous people
Uses ironic commentary to critique Canadian hypocrisy on racism and assimilation, employing sarcasm to highlight perceived contradictions.
Spaghettilama
Jan 28, 2026
Men ham Allohga shukur qilaman kofir bulib tug'ulmaganimga Yoki Sigirni hudo demaganimga Shukur Bu velosipedlik Hayvonga uhshab qolmaganimga😂😂😂
Men ham Allohga shukur qilaman kofir bulib tug'ulmaganimga Yoki Sigirni hudo demaganimga Shukur Bu velosipedlik Hayvonga uhshab qolmaganimga😂😂😂
Comment uses humor and emojis to make light-hearted jokes about religious gratitude and physical appearance, unrelated to immigration policy.
Humor / Satire
0.85
BaTuSaYT
Feb 24, 2026
do texas next lmao
do texas next lmao
Joking request to extend the video's scope to Texas, using casual humor ('lmao') rather than serious critique.
Humor / Satire
0.85
floridianslip
Jan 27, 2026
Sneak into what country? The one whose school system is for shooting? Or the one who elects people that think you can drink bleach? Please. Tell us more about the “greatest”. 😂😂😂😂😂😂
Sneak into what country? The one whose school system is for shooting? Or the one who elects people that think you can drink bleach? Please. Tell us more about the “greatest”. 😂😂😂😂😂😂
Sarcastic critique comparing Canada favorably to the US through ironic jabs at American schools and politics, using multiple laughing emojis.
Phot0modeTiktok
Jan 28, 2026
Welcome to Scamada!
Welcome to Scamada!
Sarcastic one-liner mocking Canada's immigration situation using ironic branding.
Humor / Satire
0.85
John-fr5jm
Sep 28, 2025
Bro just crossed the border from Delhi to USA 😂😂😂
Bro just crossed the border from Delhi to USA 😂😂😂
Joking comment with laughing emojis about border crossing, using humor to comment on immigration.
Humor / Satire
0.85
petlovers1239
Jan 28, 2026
Canadian didn't get a ticket to Putin party? So upset ?
Canadian didn't get a ticket to Putin party? So upset ?
Sarcastic jab using absurdist humor about Canada being excluded from a hypothetical Putin event.
Humor / Satire
0.85
@DouglasW-m9z
Mar 4, 2025
India toilet😂😂😂
India toilet😂😂😂
Crude joke using a stereotype about India, employing sarcasm and mockery as commentary.
Humor / Satire
0.85
ChenlongIrwan
Jan 28, 2026
Greatest Country On Earth🤣Are You Comedy Me😂
Greatest Country On Earth🤣Are You Comedy Me😂
Uses sarcasm and laughing emojis to mock the claim that Canada is the greatest country, employing ironic commentary.
Humor / Satire
0.85
Xplorer_me
Jan 28, 2026
The Stark People rule the North. And winter is coming! ???
The Stark People rule the North. And winter is coming! ???
Game of Thrones reference used as satirical commentary, employing pop culture metaphor rather than direct political argument.
Humor / Satire
0.85
@Ixthus2493
Mar 4, 2025
"Another RC! My God!" 😂
"Another RC! My God!" 😂
Uses humor and emoji to mock or satirize a reaction to religious identity mentioned in the video.
Humor / Satire
0.85
MilquetoastQT
Jan 28, 2026
That’s below Down syndrome had me audibly laughing 😆
That’s below Down syndrome had me audibly laughing 😆
Commenter finds something in the video amusing and laughs at it, using casual humor to express their reaction.
Humor / Satire
0.85
GreatMindsSeekTruth
Jan 28, 2026
What Nick Shirley has done for the Somalis, this guy is doing for the Indians. 😂
What Nick Shirley has done for the Somalis, this guy is doing for the Indians. 😂
Uses sarcastic comparison and emoji to mock a pattern, employing humor to critique immigration advocacy.
travelator3035
Jan 28, 2026
The guy on the bike 🚲 talks tasty 💩
The guy on the bike 🚲 talks tasty 💩
Crude joke about a person in the video using slang and emoji, employing sarcasm and irreverent humor.
Humor / Satire
0.85
winker-g6p
Jan 28, 2026
WIILD TO DO THAT LOL
WIILD TO DO THAT LOL
Brief exclamatory response expressing amusement at video content.
Humor / Satire
0.85
vdkk1269
Jan 28, 2026
hahahahaha pence
hahahahaha pence
Laughing reaction to a political figure (Pence), expressing amusement rather than substantive engagement.
Humor / Satire
0.85
@runrunrun6517
Mar 4, 2025
The only thing trump hears in this is “you’re a very smart guy” \n Trumps people will cut this piece up and tell the world Trudeau gave a speech saying trump was smart and has …
The only thing trump hears in this is “you’re a very smart guy” \n Trumps people will cut this piece up and tell the world Trudeau gave a speech saying trump was smart and has done big things.
Uses ironic commentary and sarcasm to mock Trump's selective listening and media manipulation by his supporters.
@scotthawkins7128
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)