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
4:50 that guy on the bike totally described my doctor appointment but he was standing in the deli line
4:50 that guy on the bike totally described my doctor appointment but he was standing in the deli line
Humorous anecdote comparing a video scene to a personal experience, using ironic commentary about everyday situations.
Humor / Satire
0.88
xgravityx0812
Jan 29, 2026
Imagine how us natives feel haha
Imagine how us natives feel haha
Ironic commentary using humor to highlight Indigenous perspective on settler immigration complaints.
StewartYatchotay-ur8qh
Sep 10, 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
Singh Horton's!
Singh Horton's!
Wordplay joke combining political figures' names in a pun format.
Humor / Satire
0.88
shellbacksclub
Feb 20, 2026
The “Big things” and “you’re a very smart guy “ energy is wild ??
The “Big things” and “you’re a very smart guy “ energy is wild ??
Uses sarcasm and mocking tone to critique a political figure's rhetorical style and communication patterns.
@k.i.a4579
Mar 4, 2025
I find it funny that immigrants, are complaining about other immigrants 😂.
I find it funny that immigrants, are complaining about other immigrants 😂.
Ironic observation using humor about the contradiction of immigrants complaining about other immigrants.
Humor / Satire
0.88
antwangordon6918
Oct 24, 2025
"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
Thats really slashing the numbers 😂 by a big 15000 give me a break
Thats really slashing the numbers 😂 by a big 15000 give me a break
Uses sarcasm and mockery to criticize the immigration reduction as insufficient, with the laughing emoji signaling ironic commentary.
stewbokka4123
Jan 4, 2026
Return to Sender - Elvis Presley
Return to Sender - Elvis Presley
Uses Elvis song reference as ironic commentary suggesting immigrants should be 'returned,' employing cultural humor to critique immigration policy.
Humor / Satire
0.88
CanadaGeneration-l8b
Feb 18, 2026
?this is like a terrible divorce...we(AMERICANS WHO DIDN'T VOTE FOR TRUMP)are the kids caught up in the middle. Elon is the step mom. JD is the affair.
?this is like a terrible divorce...we(AMERICANS WHO DIDN'T VOTE FOR TRUMP)are the kids caught up in the middle. Elon is the step mom. JD is the affair.
Uses metaphor of family divorce to satirize US political situation, with humorous characterizations of political figures as family members.
@elainedoornbos3566
Mar 5, 2025
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
That's right Donald, it's President Musk
That's right Donald, it's President Musk
Uses sarcastic irony to mock Trump's authority by suggesting Elon Musk is the real president.
Humor / Satire
0.88
@kathy9981
Mar 4, 2025
It is obrigado, not abrigado 😂😂😂
It is obrigado, not abrigado 😂😂😂
Lighthearted correction of a Portuguese word pronunciation with laughing emojis, unrelated to immigration substance.
adelaideandrade6670
Mar 2, 2026
The middle finger 😂
The middle finger 😂
Uses a middle finger emoji and laughing emoji to mock or ridicule someone's gesture or statement in the video.
Abishek_Ghataney
Feb 22, 2026
But but but Donald!!! You are the best negotiator in the face of the earth and history of the world!!!!
But but but Donald!!! You are the best negotiator in the face of the earth and history of the world!!!!
Heavy sarcasm mocking Trump's self-proclaimed negotiation skills with exaggerated praise.
Humor / Satire
0.88
@patrickgallegos113
Mar 4, 2025
Maybe scamming someone while driving 😂
Maybe scamming someone while driving 😂
Joking comment with emoji suggesting sarcastic commentary on an unspecified topic.
Humor / Satire
0.88
Regie69969
Jan 27, 2026
Congrats on getting bedbugs from that place you slept in
Congrats on getting bedbugs from that place you slept in
Sarcastic jab using dark humor about travel hardships, likely mocking the immigration journey narrative.
Humor / Satire
0.88
blurtblaxter2708
Jan 27, 2026
15:23 bro is that a fkn tuktuk in canada they really did fucking assimilate😂
15:23 bro is that a fkn tuktuk in canada they really did fucking assimilate😂
Uses ironic humor and profanity to joke about cultural assimilation and the presence of a tuk-tuk in Canada.
Humor / Satire
0.88
-Sloth--
Jan 27, 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
Why would you buy the "knife scanner" bit 😂. Batman couldnt have beat that out of me.
Why would you buy the "knife scanner" bit 😂. Batman couldnt have beat that out of me.
Joking commentary about a specific moment in the video using Batman reference and laughing emoji.
justyouraveragehonky
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)