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
Shits cooked. So cooked
Shits cooked. So cooked
Colloquial expression of hopelessness using slang, likely sarcastic commentary on the situation.
Humor / Satire
0.75
jacobbetts7388
Jan 27, 2026
Another banger to watch while eating biryani :)
Another banger to watch while eating biryani :)
Light-hearted comment combining cultural reference (biryani) with video enjoyment, using humor to engage with the content.
JusticeforYuki-Tsunoda
Jan 27, 2026
I love how we went from tracking caribou to displaced humans
I love how we went from tracking caribou to displaced humans
Uses ironic comparison between wildlife tracking and human displacement to critique policy through sarcasm.
Humor / Satire
0.75
anthonynapier2887
Jan 5, 2026
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
Self-identified Canadian acknowledges immigration problems while using humor and emoji to comment on video content.
teenagestacker6063
Feb 18, 2026
Humans dont migrate, birds migrate. Those are Illegal ALIENS !
Humans dont migrate, birds migrate. Those are Illegal ALIENS !
Uses sarcastic wordplay ('humans don't migrate, birds migrate') to mock terminology while asserting exclusionary framing.
jakenewman624
Jan 5, 2026
tRump! OMG!
tRump! OMG!
Brief exclamatory comment with stylized spelling ('tRump') expressing exasperation in a sarcastic tone.
Humor / Satire
0.75
@BAtadCrazy
Mar 4, 2025
Fix immigration!!! Have a nice flight 😂
Fix immigration!!! Have a nice flight 😂
Uses sarcastic humor and emoji to mock immigration policy while calling for change, blending satire with a demand for action.
fitzy568
Jan 11, 2026
Canada please annex the US West Coast stares. We love you!
Canada please annex the US West Coast stares. We love you!
Jocular suggestion to annex US territory, expressing solidarity with Canada through ironic humor.
@gregdoyle6367
Mar 4, 2025
Canada should takeover the USA, not the other way around
Canada should takeover the USA, not the other way around
Absurdist joke inverting power dynamics between nations, likely satirical rather than literal policy proposal.
@CreativeWeazel
Mar 5, 2025
The Night The Lights Went Out In The US.
The Night The Lights Went Out In The US.
Uses poetic/literary reference as ironic commentary on US political decline, with implicit national identity critique.
@Mochahontas1154
Mar 4, 2025
And what will the Americans do at CUSMA, kidnap all the other leaders and claim Canada and Mexico as their own?
And what will the Americans do at CUSMA, kidnap all the other leaders and claim Canada and Mexico as their own?
Uses absurdist, sarcastic framing to mock concerns about American dominance in trade negotiations.
Humor / Satire
0.75
FHLbtg0tiL
Jan 4, 2026
“I wore this red tie just for you, Mr. Trump”. Tiny elbows is such a lib. What an embarrassment.
“I wore this red tie just for you, Mr. Trump”. Tiny elbows is such a lib. What an embarrassment.
Sarcastic mockery of a political figure using exaggerated language and name-calling presented as comedic commentary.
@NoSacredCowsHQ
Feb 22, 2026
As an indian, i totally agree with governor Trudeau - there shud be a peaceful takeover of canada as 51st US state
As an indian, i totally agree with governor Trudeau - there shud be a peaceful takeover of canada as 51st US state
Satirical comment using ironic exaggeration about Canadian sovereignty and US annexation, likely mocking political discourse.
@AJ-gu8rl
Mar 4, 2025
So this is elbows up? This is what we get?
So this is elbows up? This is what we get?
Uses sarcastic rhetorical questions to mock the government's response as inadequate.
Humor / Satire
0.75
Sean-CPRedacted
Jan 12, 2026
Dude went from the P**p Festival to the Invasion Army...
Dude went from the P**p Festival to the Invasion Army...
Sarcastic comparison using crude language and metaphor, mixing dark humor with alarmist framing of immigration as an 'invasion.'
logician3641
Jan 27, 2026
Nick Shirley? Where are you Brampton I'm telling ya lol
Nick Shirley? Where are you Brampton I'm telling ya lol
A joking reference to a person named Nick Shirley and Brampton, using casual humor without substantive content about immigration.
Clock-WatcherMusic
Jan 27, 2026
Get ready Canada for some Indian toe food in your restaurants. Your food will definitely smell like punjabi
Get ready Canada for some Indian toe food in your restaurants.
Your food will definitely smell like punjabi
Uses sarcasm and stereotyping about food culture to mock or comment on cultural change, with a dismissive tone.
changochichonchannel6496
Jan 27, 2026
I wanna get an indian lady boonnchattttttttt😂😂😂
I wanna get an indian lady boonnchattttttttt😂😂😂
Sexually suggestive joke with exaggerated spelling and emojis, functioning as crude humor commentary.
Humor / Satire
0.75
abandonedtownexplorations8736
Jan 27, 2026
Was what the fuck die Inder essen Kaka😂
Was what the fuck die Inder essen Kaka😂
Nonsensical comment with laughing emoji appears to be crude humor or trolling rather than substantive discourse.
Humor / Satire
0.75
SpinneBerlin44
Feb 28, 2026
Bruh we got autos(tuktuk) in canada...🔥,daym development
Bruh we got autos(tuktuk) in canada...🔥,daym development
Playful, informal comment using slang and emojis to make a lighthearted observation about cultural/economic development.
Humor / Satire
0.75
y3x7ooo
Jan 27, 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)