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
the guy on the bike LMAO
the guy on the bike LMAO
Brief humorous reaction to a specific moment in the video content.
MH-jp8en
Jan 28, 2026
bro goes to China town and wonders why there's Chinese, that's the equivalate of going to Brampton and being shock to see Indians.
bro goes to China town and wonders why there's Chinese, that's the equivalate of going to Brampton and being shock to see Indians.
The comment uses sarcastic logic and ironic comparison to mock the expectation of cultural homogeneity in ethnic neighborhoods.
mphillips5064
Jan 29, 2026
7:54 Tyler is in a winter jacket and the subject is in sandals. Just give him his Canadian citizenship.
7:54 Tyler is in a winter jacket and the subject is in sandals. Just give him his Canadian citizenship.
Uses humorous observation about clothing differences to make a lighthearted comment about Canadian citizenship eligibility.
Humor / Satire
0.88
mitchel90mcnee
Jan 28, 2026
Canada is the only country that burned down the White House. I mean the fight house.
Canada is the only country that burned down the White House. I mean the fight house.
Playful historical reference with self-correction ('fight house'), using humor to make a point about Canada's historical significance.
Humor / Satire
0.88
@Straightshot-s7d
Mar 4, 2025
You need to contact Donald Trump 😂
You need to contact Donald Trump 😂
Joking suggestion to contact Donald Trump about Canadian immigration, using humor to comment on the issue.
Humor / Satire
0.88
JulioTejeda-c2g
Jan 28, 2026
5:26 What a brave man 😂
5:26 What a brave man 😂
Sarcastic comment with emoji mocking someone in the video as 'brave,' using irony to critique their position.
Humor / Satire
0.88
vincenttop10
Mar 1, 2026
Smuggler speaking Hindi not Punjabi lool
Smuggler speaking Hindi not Punjabi lool
Brief, joking observation about a video subject's language choice, using casual humor ('lool') to comment on the content.
Humor / Satire
0.88
DK-1011z
Feb 17, 2026
''Greatest country on earth'' is crazy hahahahahaha never ever
''Greatest country on earth'' is crazy hahahahahaha never ever
Uses sarcasm and laughter to mock the claim that Canada is the greatest country on earth.
FreuerwerkVids
Jan 28, 2026
"Oh how dare they give free food to homeless people"
"Oh how dare they give free food to homeless people"
Sarcastic mock-outrage about humanitarian aid, using irony to critique perceived opposition to helping vulnerable populations.
Humor / Satire
0.88
AshishSingh-fn6me
Nov 4, 2025
Donald Chump
Donald Chump
A brief insulting pun on Trump's name, functioning as sarcastic mockery rather than substantive argument.
Humor / Satire
0.88
@professionalboycottservice7872
Mar 4, 2025
20:25 compared to cartel smuggling thats a fcuking deluxe safehouse man xD I mean its not correct neither legal but those are cotton candy smugglers telling you to go to pizza pizza :3
20:25 compared to cartel smuggling thats a fcuking deluxe safehouse man xD
I mean its not correct neither legal but those are cotton candy smugglers telling you to go to pizza pizza :3
Uses sarcasm and absurdist humor comparing smuggling operations to fast food delivery, with playful tone indicated by emoticons.
Humor / Satire
0.88
LaPtaVerdad
Jan 27, 2026
Cope bitches 😂😂😂
Cope bitches 😂😂😂
Uses dismissive slang and emojis in a sarcastic tone, mocking opposing viewpoints without substantive argument.
Humor / Satire
0.88
abhishekmahanta1112
Jan 28, 2026
We are fighting against Fentnyal, so LET ME BE CRYSTAL CLEAR ??????? bro really had to drop that right after
We are fighting against Fentnyal, so LET ME BE CRYSTAL CLEAR ??????? bro really had to drop that right after
Commenter uses humor to mock Trudeau's dramatic rhetorical style, noting the ironic juxtaposition of his serious statement.
@Counterstrike2Clipz
Mar 4, 2025
City call center scam 😂
City call center scam 😂
Brief humorous comment about call center scams using laughing emoji, pure comedic commentary.
Humor / Satire
0.88
tuxprod1777
Jan 27, 2026
No KFC no curry
No KFC no curry
Brief, cryptic joke or sarcastic comment playing on cultural stereotypes about food.
Humor / Satire
0.88
HorrorGamerNerd
Feb 3, 2026
Dump is NOT a smart man! If his IQ breaks 110 I'll eat my hat! But he won't take an IQ test, will he? Because he can't read!
Dump is NOT a smart man! If his IQ breaks 110 I'll eat my hat! But he won't take an IQ test, will he? Because he can't read!
Sarcastic insult of Trump's intelligence using exaggerated claims and humorous hyperbole about IQ and literacy.
Humor / Satire
0.88
@LtJackboot
Mar 4, 2025
Bike guy needs his own YouTube channel! 😂 God Bless 🇨🇦
Bike guy needs his own YouTube channel! 😂 God Bless 🇨🇦
Comment humorously suggests the 'bike guy' deserves his own channel, mixing entertainment appreciation with meta-commentary about the video subject.
Michele_yyc
Jan 28, 2026
TURD WURLD PROBLEMS MON
TURD WURLD PROBLEMS MON
Uses mocking slang ('TURD WURLD PROBLEMS') and sarcasm to ridicule immigrants or immigration discourse through crude humor.
Humor / Satire
0.88
joepipito7431
Aug 26, 2025
Are they being kidnapped 😂
Are they being kidnapped 😂
Sarcastic question with laughing emoji mocking the video's content or framing, using ironic commentary.
Humor / Satire
0.88
wjmartensen
Oct 3, 2025
Can you imagine if Trump was articulate like Trudeau? Lol ?
Can you imagine if Trump was articulate like Trudeau? Lol ?
Uses ironic humor to contrast Trump's lack of articulation with Trudeau's communication skills.
@Uberboogie
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)