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
bike guy is based af hahahaha
bike guy is based af hahahaha
Brief comment expressing approval of a video subject using casual slang and laughter, functioning as humorous commentary on the video content.
miggio0
Jan 29, 2026
Probably wishing they had sleepy Jo’s back ?????????
Probably wishing they had sleepy Jo’s back ?????????
Sarcastic comment with emoji suggesting ironic nostalgia for a previous political figure.
Humor / Satire
0.75
@skibbydweez2647
Mar 4, 2025
Fuck it lets make canada the 52nd state
Fuck it lets make canada the 52nd state
Uses absurdist humor to mock Canadian sovereignty and political integration, likely satirizing annexation concerns.
@carlsonproperties5940
Mar 4, 2025
Reagan is turning in his grave.
Reagan is turning in his grave.
Sarcastic reference to Reagan's political legacy, using hyperbole to critique current political direction.
@alexstewart-n7v
Mar 4, 2025
Hahaha. Canada has zero power in the world. And all we are asking for is equal treatment. Pay the tariffs or eliminate ours.
Hahaha. Canada has zero power in the world. And all we are asking for is equal treatment. Pay the tariffs or eliminate ours.
Sarcastic tone ('Hahaha') combined with ironic commentary about Canada's negotiating position and tariff policy.
@tpdircks
Mar 4, 2025
It's just Trump. One dumb man who, for some dumb reason, speaks and represents a lot of people under the name of the country they live in. Maybe someone will figure out that someone can …
It's just Trump. One dumb man who, for some dumb reason, speaks and represents a lot of people under the name of the country they live in. Maybe someone will figure out that someone can only make so many bad decisions before they remove that person from making more bad decisions. We have the village idiot in charge of things. Most[people in America like you and other leaders more than the person who is pretending to lead here. He's the fool of fools. You don't have to call him a smart guy just to make him feel good, he just does dumb things all the time. Either way, it's a fun show, I only hope the missiles start to fly and we all destroy ourselves.
\n
\nHenry Limpet: Doesn't it kind of give you a thrill of hope, George?
\nGeorge Stickel: Hope for what, Henry?
\nHenry Limpet: With the war in Europe and new weapons being invented all the time, why, well what if men were actually foolish enough to destroy themselves completely? Then, you see, the fish in the ocean would develop into a new race of men and - well, this time they might turn out better, you see?
\n
\nOne can only hope.
Uses sarcasm and ironic commentary about Trump's leadership, concluding with a darkly satirical literary reference about self-destruction.
@JiM-SWEET-art
Mar 4, 2025
Download app. Get shipped to Canada. No questions asked. Criminal wanting to come to Canada? No problem! You can just run off as soon as you arrive and disappear into the underbelly (now upperbelly) of …
Download app. Get shipped to Canada. No questions asked. Criminal wanting to come to Canada? No problem! You can just run off as soon as you arrive and disappear into the underbelly (now upperbelly) of crime. 👍 This advertisement has been brought to you by the government of Canada eh. 🇨🇦
Uses sarcastic mock-advertisement format to satirize immigration policy, embedding unverified claims about criminals entering unchecked.
EyeofSekhmet
Nov 21, 2025
I thought he resigned? Oh wait...
I thought he resigned? Oh wait...
Sarcastic comment questioning a resignation claim, using ironic tone to critique the subject's narrative.
@andrewkeesays
Mar 4, 2025
Canada is cooked
Canada is cooked
Colloquial slang expression suggesting Canada is 'finished' or ruined, likely meant as sarcastic commentary rather than literal analysis.
jamesbennett3161
Feb 16, 2026
Trump made him popular I never knew who he was or even the president of Canada until trump ❤ Canada have mercy that trump for history education lesson cause I know ain't nobody know how …
Trump made him popular I never knew who he was or even the president of Canada until trump ❤ Canada have mercy that trump for history education lesson cause I know ain't nobody know how much insight Canada ?? has on American ?? supply
Uses ironic, rambling commentary about Trump's role in raising awareness of Canadian politics, with sarcastic tone about international relations.
@empresslocdoctor6328
Mar 4, 2025
? It’s amusing how it works—Canada really needs the USA, tough guy.?
? It’s amusing how it works—Canada really needs the USA, tough guy.?
Sarcastic commentary using irony to critique Canada-US relations, with comparative framing between the two nations.
@karensok2121
Mar 4, 2025
Way one to go cold country anyway 🇧🇩🇧🇩
Way one to go cold country anyway 🇧🇩🇧🇩
Uses sarcastic tone ('Way one to go') and emoji to mock Canada's climate, appearing as ironic commentary on immigration to a cold country.
Humor / Satire
0.75
taziz4548
Sep 5, 2025
USA for 11th province
USA for 11th province
Brief satirical comment suggesting the USA should become Canada's 11th province, using ironic framing to critique US politics.
@erect_potatoes
Mar 4, 2025
Canada, please adopt a bunch of our states. I want to join Canada.
Canada, please adopt a bunch of our states. I want to join Canada.
Humorous/sarcastic comment expressing desire to join Canada, comparing it favorably to the U.S.
@CharlesMiller-w4g
Mar 4, 2025
I sure do love winning. Trump is really getting the job done, ain't he ? ??
I sure do love winning. Trump is really getting the job done, ain't he ? ??
Sarcastic commentary praising Trump's accomplishments with ironic tone, using rhetorical questions to mock rather than genuinely endorse.
Humor / Satire
0.75
@PabloCastillo-k7s
Mar 4, 2025
🎉 ES. "Vote for me" movements !🎉
🎉 ES. "Vote for me" movements !🎉
Sarcastic commentary using emojis to mock political movements or voting campaigns, likely referencing immigration-related political messaging.
Humor / Satire
0.75
josbtheonlinebartender2002
Jan 28, 2026
Yeah trump is scared????, CNN is such a loser
Yeah trump is scared????, CNN is such a loser
Sarcastic comment dismissing Trump's confidence while making a jab at CNN, using ironic tone.
@OuterSpace-m1x
Mar 4, 2025
Lmao that monkey man looking statue and blueman
Lmao that monkey man looking statue and blueman
The comment uses casual mockery and laughter about statues/visuals in the video, functioning as irreverent commentary on the video content.
Ynotbehumanfirst
Jan 29, 2026
Immigrants don’t want immigrants to populate Cananda lmaooo
Immigrants don’t want immigrants to populate Cananda lmaooo
Uses ironic humor ('lmaooo') to mock the paradox of immigrants opposing immigration, with underlying identity-based framing.
James20004
Feb 16, 2026
Basically, Trudeau is saying don't get mad...get even.
Basically, Trudeau is saying don't get mad...get even.
Sarcastic interpretation of Trudeau's speech, presenting a humorous reframing of his message.
Humor / Satire
0.75
@garnetmitchell1883
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)