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
I do not understand things anymore...wtf...???
I do not understand things anymore...wtf...???
Expresses confusion and seeks clarification about current events.
Question
0.88
@WilliamGibble-l5l
Mar 4, 2025
Why isn't Trump in prison???
Why isn't Trump in prison???
Rhetorical question expressing frustration about Trump's legal status, functioning as a question-form critique.
Question
0.88
@marcuijtewaal1511
Mar 4, 2025
???????????
???????????
Question marks indicate confusion or request for clarification about the situation discussed.
Question
0.88
@glmchn
Mar 4, 2025
To protect America????
To protect America????
Brief questioning statement seeking clarification or expressing skepticism about stated justifications.
Question
0.88
amandafamiano2320
Jan 27, 2026
I thought he was stepping down
I thought he was stepping down
Clarification question about whether Trudeau was stepping down, seeking factual information.
Question
0.88
@darkbay7581
Mar 4, 2025
I want to be a Canadian I'm serious somebody please help me I don't know how to go about it
I want to be a Canadian I'm serious somebody please help me I don't know how to go about it
Information-seeking request about Canadian immigration process, expressing personal desire to immigrate.
@jameswarman8077
Mar 4, 2025
She speaks good french, she can easily score NCLC 7 and become permanent resident.
She speaks good french, she can easily score NCLC 7 and become permanent resident.
Provides practical information about language requirements for permanent residency in response to a specific case.
Question
0.88
SekhonSatinder
Feb 12, 2026
why they dropheads blaming those immigrants.
why they dropheads blaming those immigrants.
Rhetorical question seeking explanation for perceived blame directed at immigrants by a specific group.
Question
0.88
NikhilTanwar-zi4im
Dec 3, 2025
Who are … “these people” that he’s talking about ?
Who are … “these people” that he’s talking about ?
Directly asks for clarification about who the video speaker is referring to, seeking information.
Question
0.88
bbjFisher2000
Jan 25, 2026
Why u guys keeping voting in liberals???
Why u guys keeping voting in liberals???
Rhetorical question expressing frustration with voting patterns and liberal government, seeking explanation or agreement.
xiexielian
Aug 29, 2025
My question is, do we have a dictatorship in the USA? \nWHERE IS THE CONGRESS and HOUSE OF REPRESENTATIVES??\nMy other question is does Canada have 25% Tarrifs on USA goods? Just the facts please, no …
My question is, do we have a dictatorship in the USA? \nWHERE IS THE CONGRESS and HOUSE OF REPRESENTATIVES??\nMy other question is does Canada have 25% Tarrifs on USA goods? Just the facts please, no political speeches. If Canada has 25% tarrifs then Canada started the trade wars, not USA...
Primarily seeks factual information about tariff rates and government structures, with implicit policy critique embedded in the questions.
@recyclespinning9839
Mar 4, 2025
Build yes, but protect from? Was the north American culture changed in 1600. Was the language way of life changes? Is history repeating
Build yes, but protect from?
Was the north American culture changed in 1600. Was the language way of life changes? Is history repeating
Asks whether North American culture and language changed historically and whether history is repeating, seeking clarification on cultural change patterns.
singharun106
Aug 26, 2025
Trudeau will you take us ???
Trudeau will you take us ???
Direct question asking Trudeau for help or acceptance, seeking information or assistance.
Question
0.88
@daphnebowen4949
Mar 4, 2025
Fentanyl has to get into Canada before it can cross our border. Which border is he talking about, entry or exit?
Fentanyl has to get into Canada before it can cross our border. Which border is he talking about, entry or exit?
Poses a clarifying question about border logistics and drug trafficking direction, seeking information.
Question
0.88
@robertbusso6859
Mar 4, 2025
i wonder how many canadines are going to be migrating to the US now?
i wonder how many canadines are going to be migrating to the US now?
Poses an information-seeking question about potential Canadian migration to the US, with implicit comparative framing between the two countries.
@tonyarrow
Mar 5, 2025
I thought he step down already..What’s he doing on the screen ?
I thought he step down already..What’s he doing on the screen ?
Seeks clarification about PM's current status, expressing confusion about why he appears in the video.
Question
0.88
@Bigjohn928
Mar 4, 2025
Canadian natives?
Canadian natives?
The comment is a brief clarification question seeking information about the term 'Canadian natives' mentioned in the video.
Question
0.88
Wal890
Jan 27, 2026
Why people anywhere and in USA in particular, need Fentanol ( and other heavy drugs)? Are they so addicted or dependant on them ? Don't know about any of these illegal drugs. Is the absense …
Why people anywhere and in USA in particular, need Fentanol ( and other heavy drugs)? Are they so addicted or dependant on them ? Don't know about any of these illegal drugs. Is the absense of medical insurance an issue?
Series of information-seeking questions about fentanyl addiction, drug dependency, and healthcare access issues.
Question
0.88
@rockyk9316
Mar 4, 2025
“Donald” got called out?
“Donald” got called out?
Commenter asks a clarifying question about whether Trump was criticized in the speech.
Question
0.88
@jaquan-d6y
Mar 4, 2025
So nobody standing with China?
So nobody standing with China?
Poses a direct question about China's position or involvement, seeking clarification or information.
Question
0.88
@DavidLi-b7y
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)