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
Question
1,353 comments
hey why cant our politician speak properly like this guy?
hey why cant our politician speak properly like this guy?
Seeks explanation for why Canadian politicians lack communication skills compared to the speaker, implying critique.
@rja62b
Mar 4, 2025
how do you get scammed by a person of below average IQ with limited resources?
how do you get scammed by a person of below average IQ with limited resources?
Rhetorical question expressing skepticism about a claim, with sarcastic undertones questioning the logical coherence of an argument.
victoriketalu7424
Feb 23, 2026
Is this the man that attacked truckers bank accounts????
Is this the man that attacked truckers bank accounts????
Phrased as a question but contains an unverified claim about the subject attacking truckers' bank accounts, seeking confirmation of a controversial allegation.
@eddiebezzell
Mar 4, 2025
I don't get it, just trade with the EU. why care about America?
I don't get it, just trade with the EU. why care about America?
Seeks clarification on trade strategy while implicitly critiquing the focus on U.S. relations over EU alternatives.
@MrFelixify
Mar 4, 2025
Didn't this clown resign in January ? ?
Didn't this clown resign in January ? ?
Seeking factual clarification about whether a political figure resigned, with dismissive tone toward the subject.
@Jay2stone
Mar 4, 2025
Is everybody a czar now? But he has made good points
Is everybody a czar now? But he has made good points
Questions government appointments while acknowledging some merit in the PM's substantive points.
@theblightedra6804
Mar 4, 2025
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
Expresses skepticism about Indian immigrants in Canadian military via rhetorical question, implying implausibility or fraud.
g1itchwitch
Mar 3, 2026
There are THREE MILLION currently here illegally. When do they go back home? -- miault.
There are THREE MILLION currently here illegally. When do they go back home? -- miault.
Poses a question about illegal immigrants while citing an unverified statistic, mixing inquiry with potentially false claims.
felixculpa-z7x
Feb 18, 2026
is it true that governments sponsor this kind of content to isolate discriminatory masses?
is it true that governments sponsor this kind of content to isolate discriminatory masses?
Asks whether governments sponsor content to manipulate public opinion, combining information-seeking with conspiratorial framing.
wrongwhale6787
Jan 29, 2026
I wonder if the government is commiting fraud with them, like what happening in the states.
I wonder if the government is commiting fraud with them, like what happening in the states.
Speculative question about government fraud related to immigration, combining information-seeking with conspiratorial framing.
subjectofsaturnyervahsa7386
Jan 27, 2026
Bro, why the accent when you’re on the phone with human traffickers?
Bro, why the accent when you’re on the phone with human traffickers?
Appears to question the video creator's behavior, potentially implying false accusations about involvement with human trafficking.
Backcountry91
Jan 27, 2026
What is North America doing to itself?
What is North America doing to itself?
Rhetorical question expressing concern about North American self-harm through immigration policy.
SpikyM-m9n
Dec 2, 2025
where are the projects ? !!!!!!!
where are the projects ? !!!!!!!
Interrogative statement asking about housing/infrastructure projects, seeking information or expressing frustration about lack of visible solutions.
Question
0.75
onetwoonethree-k5i
Jan 19, 2026
Make a video on Montreal its very French not Canadian
Make a video on Montreal its very French not Canadian
Requests video content about Montreal while making an implicit identity assertion about French versus Canadian identity.
EphemeralOwl
Nov 2, 2025
Why can’t we have attractive, intelligent, professional, age appropriate, public servant Presidents anymore?
Why can’t we have attractive, intelligent, professional, age appropriate, public servant Presidents anymore?
Rhetorical question expressing frustration about leadership quality, seeking explanation for perceived decline in political standards.
@Boobalopbop
Mar 4, 2025
Is MR still tied to W group?
Is MR still tied to W group?
Asks a clarification question using acronyms (MR, W group) likely related to video content or context.
jmc8076
Oct 21, 2025
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things …
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things get volatile for real...
Seeks advice and mentorship on navigating career challenges, framed as an information-seeking request.
AaronCox-q5p
Dec 19, 2025
give the border officers all that they demand ???
give the border officers all that they demand ???
Seeks clarification about border officer demands through a questioning format, though the tone suggests skepticism.
Question
0.75
karinavandamme804
Dec 11, 2025
Tell us how many millions were spent to bring all the engimineers to our shores.
Tell us how many millions were spent to bring all the engimineers to our shores.
Seeks information about government spending on skilled immigrant recruitment, with implicit economic concern.
jaydeshaw3394
Dec 25, 2025
The indian guy literally said he and his wife came as a nurse... which is much needed in Canada... where the others you interviewed vetted when they came into the country? what was their 'hard …
The indian guy literally said he and his wife came as a nurse... which is much needed in Canada... where the others you interviewed vetted when they came into the country? what was their 'hard work' that got them qualified to come in
Seeks clarification about vetting criteria and qualifications for immigration while implicitly critiquing selection standards.
olene184
Sep 30, 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)