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
That man speaks the truth! We all know who lmao 😅
That man speaks the truth! We all know who lmao 😅
Vague agreement with implied criticism using casual language and emoji, suggesting ironic or sarcastic commentary without explicit substance.
mikez8220
Jan 27, 2026
deport 2 import 4 .. repeat
deport 2 import 4 .. repeat
Sarcastic/ironic shorthand mocking the cycle of deportations and new arrivals, using wordplay to critique immigration policy.
CyberDroog
Dec 30, 2025
At this point they should just watch as the United States implodes on itself. The funny thing is just a couple weeks ago he seemed so confident that Canada was going to sign as the …
At this point they should just watch as the United States implodes on itself. The funny thing is just a couple weeks ago he seemed so confident that Canada was going to sign as the 51st.
Uses ironic commentary about US instability and mocks Trump's earlier confidence about Canada becoming the 51st state.
@AJ-vz6nd
Mar 4, 2025
If I see a Trump supporter on TV, expect that everything he says is praising Trump?!! Just cover your ears or change the TV channel
If I see a Trump supporter on TV, expect that everything he says is praising Trump?!! Just cover your ears or change the TV channel
Sarcastic commentary using ironic exaggeration about Trump supporters' predictable messaging patterns.
Humor / Satire
0.78
@rolandoladeza625
Mar 4, 2025
78million? Dollars. Send them on a plane and drop them off. Easy.
78million? Dollars. Send them on a plane and drop them off. Easy.
Sarcastically trivializes deportation logistics while implicitly calling for mass removal action.
KraftNONOAvailable
Dec 25, 2025
I say fuck it let’s just invade Canada
I say fuck it let’s just invade Canada
Hyperbolic joke about invading Canada, likely satirical exaggeration rather than serious threat.
@IsaacCV760
Mar 4, 2025
Dear Canadians what happened to elbows up? Bunch of W.A.P.’s ! Sell your winter homes in Florida and be done!
Dear Canadians what happened to elbows up? Bunch of W.A.P.’s ! Sell your winter homes in Florida and be done!
Uses sarcasm and cultural references ('elbows up,' 'W.A.P.s,' Florida homes) to mock Canadian identity and behavior in a satirical tone.
Booderman
Dec 10, 2025
LOL you act like this is the only country that does something like this
LOL you act like this is the only country that does something like this
Uses sarcasm ('LOL') to deflate the video's claims by pointing out other countries engage in similar practices.
trevorcloutier2644
Dec 8, 2025
Come on now I know all of you wish that Trump is your president. Don't be shy just admit it ?
Come on now I know all of you wish that Trump is your president. Don't be shy just admit it ?
Uses sarcasm and irony to mock Canadians' presumed preference for Trump as president.
Humor / Satire
0.78
@joesarkis7337
Mar 4, 2025
White scammers not native Canadians 😂
White scammers not native Canadians 😂
Employs sarcastic counter-framing to challenge the narrative of the video or other commenters.
Humor / Satire
0.78
mr_.premkumar-26
Jan 29, 2026
Damn soon Canada will be famous for cow cola 💦🐮
Damn soon Canada will be famous for cow cola 💦🐮
The comment uses crude humor and emojis to satirize concerns about demographic change and cultural transformation in Canada.
JohnWayne-c7q
Jan 27, 2026
Hahaha!! Thought you resigned!!! You can't best Trump!! Trump has lots of money coming in, he doesn't need to worry.!!
Hahaha!! Thought you resigned!!! You can't best Trump!! Trump has lots of money coming in, he doesn't need to worry.!!
Uses sarcasm and joking tone to mock Trump's wealth and political position, with ironic commentary on his financial security.
@eagerhotmailcom
Mar 4, 2025
Somebody boo this man!
Somebody boo this man!
Brief sarcastic/ironic jab at Trump using 'boo' as both literal and figurative criticism.
@marcoflores8004
Mar 4, 2025
WE ARE GONNA BRING MORE AND MORE HAHAHAHAH
WE ARE GONNA BRING MORE AND MORE HAHAHAHAH
Mocking tone with 'HAHAHAHAH' suggesting sarcastic or provocative commentary on immigration expansion.
rallxxrei-xk2sb
Jan 29, 2026
when a female Asian is complaining about their driving that speaks volumes 😂
when a female Asian is complaining about their driving that speaks volumes 😂
Stereotypical joke about Asian female drivers presented with humor/sarcasm.
cg401
Jan 27, 2026
296 out of Millions- what a 🤬 joke
296 out of Millions- what a 🤬 joke
Dismissive comment using statistics ('296 out of Millions') sarcastically to minimize a problem, with profanity-censored emphasis.
odochartaighofodonegal
Feb 18, 2026
A bunch of pjeet bots ♂️👳🏿♂️ coping with fake usernames and profiles pretending to be a developed country person 😂
A bunch of pjeet bots ♂️👳🏿♂️ coping with fake usernames and profiles pretending to be a developed country person 😂
Uses derogatory slurs and mocking emojis in what appears to be satirical commentary on online identity fraud, though the tone is hostile.
My_ReplyTo_Bots_isMyChannelBio
Jan 28, 2026
The only thing that will happen from this is the orange fascist will just go and attack JT, like a bumbling buffoon that he is. That's it.
The only thing that will happen from this is the orange fascist will just go and attack JT, like a bumbling buffoon that he is. That's it.
Uses sarcastic tone ('bumbling buffoon') and dismissive humor to mock political figures and their anticipated behavior.
@APATHTC
Mar 4, 2025
Awesome speech. Crazy what dumb trump and president Musk (or Putin?) Did to the world on short time
Awesome speech. Crazy what dumb trump and president Musk (or Putin?) Did to the world on short time
Uses sarcasm and ironic framing ('president Musk or Putin') to mock Trump's policies and influence.
@SonnywhiteFrankblack
Mar 4, 2025
Bro on the bike wasn’t holding back lol
Bro on the bike wasn’t holding back lol
Makes a lighthearted observation about a video subject's behavior, using casual language to comment on the video content.
mikemcmike6427
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)