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
I’m ngl that statue is diabolical
I’m ngl that statue is diabolical
Casual, sarcastic comment using slang ('ngl', 'diabolical') to make a humorous observation about a statue.
Humor / Satire
0.75
lanayrugorge
Jan 29, 2026
Justin Castro is BACK!!
Justin Castro is BACK!!
Uses sarcastic wordplay comparing Trudeau to Castro, employing ironic commentary on Canadian leadership.
@pranavsambamurti7746
Mar 4, 2025
We call it Singh Hortants 3:44
We call it Singh Hortants 3:44
Sarcastic/joking reference to a location name with ethnic connotations, using wordplay and a timestamp.
Humor / Satire
0.75
Berta_5.sl0w
Jan 28, 2026
Donal is bent down on his knees in front of poutin with open mouth
Donal is bent down on his knees in front of poutin with open mouth
Derogatory characterization of a political figure using crude humor and sarcasm rather than substantive critique.
@mirzahusain7453
Mar 4, 2025
Canada has to start accepting refugees from the US? \n\nI know we have to focus on all the immediate stuff, but even though we knew they had an endgame, we didn’t think they would speed …
Canada has to start accepting refugees from the US? \n\nI know we have to focus on all the immediate stuff, but even though we knew they had an endgame, we didn’t think they would speed run at this quickly. \n\nElon must have that extra special Adderall.\n\nI don’t want to live on this planet anymore! Apparently Mars is also too close. Bedroom suburb and all.\n\nI know it’s extremely stupid that he got reelected, but it’s not like he had a landslide margin when it came to votes. Unfortunately, none of us were allowed to kick the voting machines if we were voting democrat.
Combines dark humor and sarcasm about US politics with genuine concern about rapid policy changes and their implications.
@beadybaby
Mar 4, 2025
Indians dont live in Miami because they would get a beat down for bad driving
Indians dont live in Miami because they would get a beat down for bad driving
Uses sarcastic/joking stereotype about Indian drivers to mock a group, combining humor with ethnic stereotyping.
FrequentFlyer_MIA
Jan 27, 2026
Greatest country in the whole world? 😂 really with no castles? And people with mental diseases , you need to travel the world to make that statement.
Greatest country in the whole world? 😂 really with no castles? And people with mental diseases , you need to travel the world to make that statement.
Uses sarcasm and humor to critique Canada's claim to being the greatest country, comparing it unfavorably to others.
stonedwhitethesevendopedwa8640
Jan 28, 2026
Btw that guy Sidhu is probably on his way back to India, he's fucked 😂
Btw that guy Sidhu is probably on his way back to India, he's fucked 😂
Makes a joking reference to a specific person's legal troubles using casual sarcasm and emoji.
MrCareNot
Jan 28, 2026
Who's stupid enough to go across the border dam
Who's stupid enough to go across the border dam
The comment uses sarcastic/rhetorical language ('Who's stupid enough') to mock border crossing, likely satirizing immigration discourse.
Humor / Satire
0.75
jkbca
Jan 28, 2026
I bet Melania was watching live ?
I bet Melania was watching live ?
Speculative joke about Melania Trump watching the speech, using humor to comment on the event.
@Timothy.365
Mar 4, 2025
Trump seem set on pissing of everyone, well except Putin maybe :|
Trump seem set on pissing of everyone, well except Putin maybe :|
Sarcastic commentary about Trump's diplomatic relations, using humor to critique his approach to international relations.
@DonJohn87_YT
Mar 4, 2025
2:47 Indians can't drive. What did you expect from them? Look how they drive in Punjab 😂
2:47 Indians can't drive. What did you expect from them? Look how they drive in Punjab 😂
Stereotyping Indian driving through sarcastic joke format, using ethnic generalization as comedic device with emoji signaling irony.
sfinx69
Jan 28, 2026
You’re a smart guy Donald. Nope!!!
You’re a smart guy Donald. Nope!!!
Sarcastic comment using irony ('smart guy') followed by negation to mock someone's intelligence or position.
@Get_Outside727
Mar 4, 2025
The don't seem to be eating poo 💩 😂😂😂😂
The don't seem to be eating poo 💩 😂😂😂😂
Crude joke with emoji using scatological humor, likely mocking stereotypes about immigrants.
DankBuds-o1n
Jan 27, 2026
Yeah, you're right. I should move south.
Yeah, you're right. I should move south.
Sarcastic response suggesting relocation to the US, implying disagreement with the video's pro-Canada stance.
@20x20
Mar 4, 2025
As we age as human being we are supposed to be wiser in our nature for decisions we make in our life and to the ones whom we lead BUT NOT donald trump his brain …
As we age as human being we are supposed to be wiser in our nature for decisions we make in our life and to the ones whom we lead BUT NOT donald trump his brain functions like a toilet the more it gets flushed the more it becomes better in sucking all that's thrown in it and yet the toilet is better than his brain at least it takes care of our business.
Uses crude toilet metaphor and sarcasm to mock Trump's intelligence, blending satirical insult with implicit moral critique of leadership.
@2momentum-dx8kr
Mar 4, 2025
Lol poor white trash 😂😂 wtf
Lol poor white trash 😂😂 wtf
Uses mocking laughter and crude humor to comment on the topic, though the target and intent are ambiguous.
Humor / Satire
0.75
erikbahena8455
Jan 27, 2026
Even the law abiding Indians think it's too much.🤣
Even the law abiding Indians think it's too much.🤣
Uses humor and emoji to mock Indian immigrants, suggesting even they recognize excessive immigration levels.
eaglehead1
Jan 27, 2026
Make sure to tell em no poop throwing out there 😂
Make sure to tell em no poop throwing out there 😂
Uses stereotypical humor with emoji to mock immigrants, combining satire with identity-based commentary.
matthaberek
Jan 27, 2026
Ok, gov’ner ?
Ok, gov’ner ?
Brief colloquial phrase with unclear intent but likely sarcastic or dismissive tone, employing informal humor.
Humor / Satire
0.75
@MS-wm3ld
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)