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 anyone from Poland? Do we have Poland in the house? \n\n-- A concerned Canadian
Is anyone from Poland? Do we have Poland in the house? \n\n-- A concerned Canadian
Seeks to identify fellow Poles in the audience while asserting Canadian identity, mixing community-building with identity framing.
@gumpforrest6877
Mar 4, 2025
Germany ?? stand with Canada ??
Germany ?? stand with Canada ??
Questions whether Germany will support Canada, implying hope for international solidarity.
@Flattithefish
Mar 5, 2025
Is Pierre Poilievre Maple Maga? He offered to do business with Elon Musk who cut Medicaid to 18 million people in the USA!!! Is he really Canada First?
Is Pierre Poilievre Maple Maga? He offered to do business with Elon Musk who cut Medicaid to 18 million people in the USA!!! Is he really Canada First?
Poses rhetorical questions questioning a political leader's credibility and alignment with Canadian interests.
lindabrouillette6765
Aug 25, 2025
Why on earth did he have to say that Trump is a smart man? Trump is an idiot and the world knows it.
Why on earth did he have to say that Trump is a smart man? Trump is an idiot and the world knows it.
Frames criticism as a question about why the speaker called Trump smart, challenging the characterization.
@huntergillies1627
Mar 4, 2025
Wasn't this bozo supposed to resign ? He's done crying ? ?
Wasn't this bozo supposed to resign ? He's done crying ? ?
Poses rhetorical questions about resignation and emotional state, seeking clarification or expressing skepticism.
@evildos
Mar 4, 2025
Why did bro have to come into my state Vermont.
Why did bro have to come into my state Vermont.
Asks why an immigrant came to Vermont, implying territorial resentment with minimal context.
JackPerry-z7u
Jan 29, 2026
15:21 Why? How many kids your Grand mother had? and how many you have? Thats why, simpull
15:21 Why? How many kids your Grand mother had? and how many you have?
Thats why, simpull
Asks about family size patterns as explanation for demographic change, mixing inquiry with personal reference.
Kenkalsi
Sep 26, 2025
Why support a human smuggler…
Why support a human smuggler…
Poses a rhetorical question expressing moral disapproval of supporting human smuggling, combining inquiry with ethical critique.
jimmynguyen4398
Jan 29, 2026
has anyone asked the question why is trump doing it, theres obviously a huge reason why, clearly its to get something done of some sort.
has anyone asked the question why is trump doing it, theres obviously a huge reason why, clearly its to get something done of some sort.
Poses a question about Trump's motivations while implying an unsubstantiated hidden agenda without evidence.
@JordRides
Mar 4, 2025
Upload in hindi language.
Upload in hindi language.
A request for content in a different language, though phrased as a directive rather than explicit question.
Question
0.70
gaganrupana369
Jan 29, 2026
I’m a white guy… carney’s a white guy… I’d support stripping him of his citizenship of convenience and deporting him back to europe… his actual home. Am I racist?
I’m a white guy… carney’s a white guy… I’d support stripping him of his citizenship of convenience and deporting him back to europe… his actual home. Am I racist?
Poses a question about whether applying citizenship standards equally across races is racist, framed as self-inquiry.
hhhhjjjj5123
Feb 27, 2026
Won't the Americans source frm some 3rd world latin american country ?
Won't the Americans source frm some 3rd world latin american country ?
Poses a question about American immigration sourcing while implicitly comparing to 'third world' countries.
@jdmoneymaker231
Mar 4, 2025
Hey why don't you come to Nepal 🇳🇵
Hey why don't you come to Nepal 🇳🇵
Appears to be a lighthearted invitation to Nepal, possibly sarcastic commentary on immigration or relocation.
YB_MUSIC
Feb 3, 2026
It’s not done if he’s buying in the dip?
It’s not done if he’s buying in the dip?
Appears to be a financial/investment question about market timing, likely off-topic or contextually unclear relative to immigration discussion.
Question
0.70
@MichaelSolk-ll4lg
Mar 4, 2025
Help us Canada ?
Help us Canada ?
A brief plea or question directed at Canada, seeking help or support in an ambiguous way.
@HEYzay623
Mar 4, 2025
How much real estate does Trump own in Russia?
How much real estate does Trump own in Russia?
Posed as a question but implies an unverified claim about Trump's Russian real estate holdings without evidence.
@kerryinnes9456
Mar 4, 2025
Simply don't go, problem solved, unless indeed something there for you to attend to.
Simply don't go, problem solved, unless indeed something there for you to attend to.
Offers practical advice/suggestion framed as a simple solution, implicitly questioning why one would attend if there's no necessity.
Question
0.70
ijji4615
Dec 8, 2025
But does Trudeau really think Trump is smart? ?
But does Trudeau really think Trump is smart? ?
Rhetorical question expressing skepticism about Trump's intelligence, functioning as both inquiry and implicit criticism.
@GeorgieGirl1028
Mar 4, 2025
Somebody should ask trump what he knows about the,\nBucha massacre
Somebody should ask trump what he knows about the,\nBucha massacre
Rhetorical question/suggestion that Trump should be questioned about knowledge of Bucha massacre.
@mangokarlson1804
Mar 4, 2025
When is Carney resigning ? Epstein 69 times ! ????
When is Carney resigning ?
Epstein 69 times ! ????
Asks about a political figure's resignation while making cryptic, unsubstantiated allegations.
ianbrown7089
Feb 27, 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)