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
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Humor / Satire
4,434 comments
Thanks, Trump. Smart move!! ? \nLooks like Putin and Trump found each other! ??
Thanks, Trump. Smart move!! ? \nLooks like Putin and Trump found each other! ??
Uses sarcasm and ironic emojis to mock Trump's decision while implying a conspiracy theory about Trump-Putin alignment.
@nightowl4206
Mar 4, 2025
he is not very clever is he
he is not very clever is he
Uses sarcastic insult to mock a political figure's intelligence.
Humor / Satire
0.75
@anneliezaayman695
Mar 4, 2025
For zero Dollars I should be the minister of immigration in Canada
For zero Dollars I should be the minister of immigration in Canada
Sarcastic self-nomination as immigration minister for zero dollars, implying criticism of current management through ironic humor.
Humor / Satire
0.75
esmailahmadvand5685
Dec 28, 2025
They eating poop😂omg ha ha ha
They eating poop😂omg ha ha ha
Crude joke with laughing emojis, likely satirical or offensive commentary on cultural practices.
Humor / Satire
0.75
aishaabdirahman517
Jan 28, 2026
Donald Trump is a mad dog ?....
Donald Trump is a mad dog ?....
Uses derisive animal metaphor and sarcasm to mock Trump's character and temperament.
@FinebustaDafeWhiskey
Mar 4, 2025
I love indian food as much as I love aids.
I love indian food as much as I love aids.
Sarcastic comparison using shock value and dark humor to express negative sentiment about Indian immigration, though the crude juxtaposition also conveys underlying anxiety.
UGENEMurphy
Jan 27, 2026
It's crazy how even the Indians say its to much. 😂
It's crazy how even the Indians say its to much. 😂
Uses humor and emoji to comment on immigration levels, with an implicit ethnic reference to Indian immigrants.
ShWade
Jan 27, 2026
The white dude with a helmet is a G!
The white dude with a helmet is a G!
Brief, casual praise of an individual in the video using slang, likely humorous commentary unrelated to immigration policy.
Humor / Satire
0.75
slickpolo909
Jan 27, 2026
Singh Horton's
Singh Horton's
Wordplay combining a common surname with a major Canadian fast-food chain, using satire to comment on immigration and employment patterns.
mttmviral
Jan 27, 2026
Well there go my pancakes.
Well there go my pancakes.
Makes a lighthearted joke about tariff impacts on consumer goods (pancakes) with ironic tone.
@BirdManUnlimitedLove
Mar 4, 2025
"Brampton drivers" - do we put this on the jogger list or is this a new list?
"Brampton drivers" - do we put this on the jogger list or is this a new list?
Uses sarcastic framing and dark humor to mock a stereotype about Brampton drivers, with an implicit identity-based comparison.
michealkowalski6639
Jan 28, 2026
Polite? IWhat comedy! Canadian opposition to USA knows no bounds
Polite? IWhat comedy! Canadian opposition to USA knows no bounds
The comment uses sarcasm ('What comedy!') to mock Canadian-US relations, with ironic framing about opposition.
@NadeemZaidi
Mar 4, 2025
Bro, that white guy with the helmet is so fucking based
Bro, that white guy with the helmet is so fucking based
Uses slang ('based') in what appears to be ironic or sarcastic commentary on a person's identity.
Americanpatriotso
Jan 27, 2026
Well done Trudeau. Congrats on being our leader. You’ve nailed it on the head as to why Trump is doing this.
Well done Trudeau. Congrats on being our leader. You’ve nailed it on the head as to why Trump is doing this.
Sarcastic congratulations to Trudeau, ironically praising him while implying criticism through backhanded compliment.
@DorothyKennedy-i1z
Mar 4, 2025
Fir a chinees lady to say that there are bad drivers says somthing😅
Fir a chinees lady to say that there are bad drivers says somthing😅
Uses ironic observation about a Chinese woman criticizing drivers as humorous commentary on stereotypes.
Humor / Satire
0.75
WatEenMachinBE
Jan 27, 2026
8:55 hold on a dam minute! These Indians be always saying they only come to Canada just for "WORK" and now your telling me they building their animal gods here? 😂 this is a absolute …
8:55 hold on a dam minute! These Indians be always saying they only come to Canada just for "WORK" and now your telling me they building their animal gods here? 😂 this is a absolute joke
Uses sarcasm and mockery to critique Indian immigrants' stated intentions versus cultural practices, with ironic tone.
shaadali1105
Jan 28, 2026
Deal between him and trump \nNice kill boi
Deal between him and trump \nNice kill boi
Comment uses casual, sarcastic language ('Nice kill boi') suggesting ironic commentary on political dealings.
Humor / Satire
0.75
@BPHIGH160
Mar 4, 2025
fuck, man, i was just hoping you leave that place lmao wtf were u thinking xdd
fuck, man, i was just hoping you leave that place lmao wtf were u thinking xdd
Uses casual, joking tone ('lmao wtf xdd') to mock the video subject's decision, employing sarcasm rather than serious critique.
Humor / Satire
0.75
kingjasko
Jan 28, 2026
Cmon trump, executive order for the draft. Start with your loyal red hats!
Cmon trump, executive order for the draft. Start with your loyal red hats!
Sarcastic jab at Trump using ironic reversal (suggesting he draft his own supporters) as political commentary.
@kittycat-f2j
Mar 4, 2025
Hopefully, they all can either run a motel or work at 7-eleven!
Hopefully, they all can either run a motel or work at 7-eleven!
Uses sarcastic stereotyping about immigrant employment (motels, 7-Eleven) as dark humor to mock immigration policy.
kelsocampbell1301
Jan 6, 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)