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
Meta-Commentary
3,846 comments
Wow, he just called Trump a very smart man. Canadians really are nice!
Wow, he just called Trump a very smart man. Canadians really are nice!
Comments on the video content (Trudeau's statement about Trump) and makes an observation about Canadian politeness.
@hurricane_laura
Mar 4, 2025
This dude is scared, like real scared.
This dude is scared, like real scared.
Observation about the speaker's emotional state and demeanor in the video.
Meta-Commentary
0.80
@keithvacca
Mar 4, 2025
Wolf: “Americans are too dumb to listen to French so let’s blabber over the second half of the speech and repeat exactly what the PM said.”
Wolf: “Americans are too dumb to listen to French so let’s blabber over the second half of the speech and repeat exactly what the PM said.”
Critiques the video host's editorial choices and commentary style rather than the underlying content.
@campbellschickennoodlesoup
Mar 4, 2025
Traedua is affffff i___t
Traedua is affffff i___t
Crude personal insult directed at Trudeau with no substantive policy engagement.
Meta-Commentary
0.80
@willywonka077
Mar 4, 2025
Baby Castro dictator trying to be tough ???
Baby Castro dictator trying to be tough ???
Personal attack on Trudeau using inflammatory nickname without substantive policy engagement.
Meta-Commentary
0.80
@AthelstanEngland
Mar 4, 2025
Apparently, this guy didn't get the complete message...
Apparently, this guy didn't get the complete message...
Critiques the video content or speaker's message comprehension without engaging substantively with immigration discourse.
Meta-Commentary
0.80
@TEMC8888
Mar 4, 2025
His address to congress tonight is going to be another ? show. ?.
His address to congress tonight is going to be another ? show. ?.
Expresses skepticism about an upcoming congressional address, commenting on the event itself rather than substantive policy.
Meta-Commentary
0.80
@SMOOVKILL1
Mar 4, 2025
Spoken like a coherent world class leader and not a clueless moron like we have.
Spoken like a coherent world class leader and not a clueless moron like we have.
Compares the speaker in the video favorably to US leadership, making a comparative judgment about political competence.
Meta-Commentary
0.80
@robertleger4986
Mar 4, 2025
The only person upset about this is you Justin
The only person upset about this is you Justin
Dismissive comment directed at the video creator or commenter rather than engaging with substantive content.
Meta-Commentary
0.80
@travisphifer5202
Mar 4, 2025
CNN as usual eats fecal matter. \n??????????????
CNN as usual eats fecal matter. \n??????????????
Criticizes CNN and the media outlet itself rather than immigration policy, with sarcastic/insulting tone.
@36427chicago
Mar 4, 2025
Illiterate guy - totally wrong
Illiterate guy - totally wrong
Dismissive comment about the video creator's intelligence and accuracy, critiquing the speaker rather than engaging with content.
Meta-Commentary
0.80
@jaysethi9153
Mar 4, 2025
I hate that this will fall on so many deaf ears for the people brainwashed by conservative media. CNN sucks too but I would be very surprised if this full speech showed up on Fox …
I hate that this will fall on so many deaf ears for the people brainwashed by conservative media. CNN sucks too but I would be very surprised if this full speech showed up on Fox for any decent amount of time or without a shitload of spin before during and after
Critiques media coverage and audience reception of the speech, commenting on how different outlets will present the content.
@GRADERBLADE1
Mar 4, 2025
Is there any liberals in the comments?? Curious as the content you choose to watch and then align your political views with. My assumptions is there are none, they are on tiktok..
Is there any liberals in the comments?? Curious as the content you choose to watch and then align your political views with. My assumptions is there are none, they are on tiktok..
Comments on the video audience and their political alignment, questioning the presence of liberal viewers and making assumptions about their media consumption.
vecna4442
Oct 2, 2025
This video is not realistic to what is really going on🤣 perhaps you should try going undercover………tooooo sugar coated, kinda like fake news vibe
This video is not realistic to what is really going on🤣 perhaps you should try going undercover………tooooo sugar coated, kinda like fake news vibe
Critiques the video's authenticity and editorial approach, suggesting it presents a misleading or sanitized portrayal.
carebare3322
Sep 19, 2025
What I’ve seen so far half way in this video is immigrant on immigrant hate😂 lmao I see the ratio is very different of where they are coming from but in the video it said …
What I’ve seen so far half way in this video is immigrant on immigrant hate😂 lmao I see the ratio is very different of where they are coming from but in the video it said 1/4 Canadians are immigrants so even from the white people he interviewed were all immigrants I think 1 or 2 weren’t but the rest were from Poland Portugal Holland and I’m only half way in the video lmao
Critiques the video's framing and composition, noting the prevalence of immigrants among interviewees and observing internal group dynamics.
RVillie
Sep 21, 2025
Nahhh tyler u laughed a little too hard at some them statements and definitely said sum questionable shi…u got sum u wanna get off ya chest bub?🤣🤣🤣🤣🤣much luv tho
Nahhh tyler u laughed a little too hard at some them statements and definitely said sum questionable shi…u got sum u wanna get off ya chest bub?🤣🤣🤣🤣🤣much luv tho
Playful commentary on the creator's reactions and demeanor during the video, with humorous tone.
jordonHuh
Jan 27, 2026
I like how nothing here feels forced.
I like how nothing here feels forced.
Comments on the authenticity or presentation style of the video content itself.
Meta-Commentary
0.79
NatalieBrooks-l8e
Jan 27, 2026
This guys appeals to white christian nationalist but will advertise betting
This guys appeals to white christian nationalist but will advertise betting
Critiques the creator's apparent political ideology and perceived hypocrisy regarding content and advertising choices.
Meta-Commentary
0.79
wowoking2
Jan 27, 2026
Tabbouleh!, really, that’s your answer Minister? You are a bigger a-hole than I thought before you opened your cake hole❗️
Tabbouleh!, really, that’s your answer Minister? You are a bigger a-hole than I thought before you opened your cake hole❗️
Critiques a minister's response shown in the video with sarcasm and personal insult, focusing on video content and speaker credibility.
r.scottmarsh5092
Feb 27, 2026
Careful Lilley, pointing out Canada's issues will get you labeled as a traitor, a racist, and pro-Trump by Kinsella and the rest of the "Elbow-Up" crowd.
Careful Lilley, pointing out Canada's issues will get you labeled as a traitor, a racist, and pro-Trump by Kinsella and the rest of the "Elbow-Up" crowd.
Comments on the video creator and anticipated social backlash, referencing other public figures and political discourse.
dinonoce
Feb 17, 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)