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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Question
1,353 comments
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
Human tragedy???
Human tragedy???
Brief questioning statement seeking clarification or expressing skepticism about the 'human tragedy' framing.
Question
0.75
JAB63050
Nov 20, 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
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
I just want to know how much in their pocket?
I just want to know how much in their pocket?
Asks about corruption or bribery ('in their pocket'), seeking information while implying policy malfeasance.
hieutat7897
Oct 4, 2025
Dont pay taxes? How do you figure? Some points are true and others are just feelings and not facts!
Dont pay taxes? How do you figure? Some points are true and others are just feelings and not facts!
Challenges a factual claim about tax payment while questioning the distinction between facts and feelings in the video's arguments.
oceanvanthiel3624
Oct 3, 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
how are the Indians not paying taxes?
how are the Indians not paying taxes?
Seeks clarification about tax compliance while implicitly asserting an unverified claim that Indians are not paying taxes.
olene184
Sep 30, 2025
yea the food banks are open to everyone ey then why arent any of the homeless or needy going to the temples to get what they need ?
yea the food banks are open to everyone ey then why arent any of the homeless or needy going to the temples to get what they need ?
The comment poses a rhetorical question implying that temples serve only their own community, combining information-seeking with identity-based framing.
rdldesign
Sep 29, 2025
Is Michelle Rempel and her conservatives no longer taking money from Modi? I want Poilievre to have a background check. Is Poilievre compliant?
Is Michelle Rempel and her conservatives no longer taking money from Modi? I want Poilievre to have a background check. Is Poilievre compliant?
Poses questions about political figures' financial ties and compliance, seeking information while implying policy concerns.
gillianessien7417
Sep 29, 2025
Wonder what the other indians that been here long think about these new immigrants
Wonder what the other indians that been here long think about these new immigrants
Seeks information about established immigrant perspectives on newer arrivals, with implicit identity-based framing.
stevechapman3249
Sep 11, 2025
Kids go to school and get a trade
Kids go to school and get a trade
Brief statement suggesting education and trade training as a path forward, phrased as advice or discussion starter.
Question
0.75
microtechmachineshop
Sep 10, 2025
So, if people didn't like how the liberals handled immigration under Trudeau, why did they vote liberals again back in with Carney?
So, if people didn't like how the liberals handled immigration under Trudeau, why did they vote liberals again back in with Carney?
Rhetorical question challenging voter behavior regarding Liberal immigration policy, seeking explanation or expressing skepticism.
bobibrown3358
Aug 26, 2025
Where's all the kkk nazis proud boys all the other racist groups?
Where's all the kkk nazis proud boys all the other racist groups?
Poses a rhetorical question implying that racist groups should be present or visible, functioning as both inquiry and moral critique.
lawrenceeustache9422
Aug 26, 2025
How do all these immigrants own so many businesses?????
How do all these immigrants own so many businesses?????
Posed as information-seeking question but carries implicit identity-based skepticism about immigrant business ownership success.
jenniferjohnson5961
Aug 26, 2025
You have no idea
You have no idea
Vague challenge or question suggesting the commenter disagrees with or questions the video's claims.
Question
0.75
markdaigle9756
Aug 25, 2025
Why people keep voting for same party government over and over 🤔🇨🇦
Why people keep voting for same party government over and over 🤔🇨🇦
Poses a rhetorical question about voter behavior, implicitly urging electoral change while seeking explanation for political patterns.
videosandphotoslide7866
Aug 25, 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)