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
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
1 in 4??? Are you serious? No no!
1 in 4??? Are you serious? No no!
Expresses skepticism and seeks clarification about a specific statistic presented in the video.
Question
0.88
d.e.c1609
Sep 20, 2025
What was economy of Brampton in 2001 and now in 2025. And compare and check it with other similar cities around it.
What was economy of Brampton in 2001 and now in 2025. And compare and check it with other similar cities around it.
Requests specific economic data comparison between Brampton and similar cities to assess immigration impact.
pawanmohod6405
Sep 20, 2025
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
why would go into canada to get into the us???
why would go into canada to get into the us???
Asks a clarifying question about immigration routing logic, seeking information or expressing confusion.
Question
0.88
evboy3752
Mar 3, 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
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
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
I don’t know much about politics, but if the American people voted him in, can’t they get him out!
I don’t know much about politics, but if the American people voted him in, can’t they get him out!
Expresses uncertainty about politics and poses a direct question about democratic processes and voter agency.
Question
0.88
@gaylemetscher7699
Mar 4, 2025
Is Canada hiring? Asking for a friend??♀️
Is Canada hiring? Asking for a friend??♀️
Information-seeking question about Canadian immigration opportunities, framed with light humor and personal interest.
@Lebrook4609
Mar 4, 2025
Why can't Trudeau lead our country?
Why can't Trudeau lead our country?
Direct question seeking explanation for Trudeau's leadership capacity, framed as information-seeking.
@paulquanbeck4982
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
Why politicians let this happen? 🤷
Why politicians let this happen? 🤷
Seeks explanation for political decision-making regarding immigration through a rhetorical question.
JohnnyPreston6699
Jan 27, 2026
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
i don't know until this day Canadian speak French
i don't know until this day Canadian speak French
Information-seeking question expressing surprise or confusion about Canadian French language use.
Question
0.88
@yellowegg0
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
How do we get one office power to affect us around the country without the Senate and the United States Congress have a input on the matter ‼️?????????
How do we get one office power to affect us around the country without the Senate and the United States Congress have a input on the matter ‼️?????????
Seeks clarification about constitutional/governmental processes and executive power limitations.
Question
0.88
@JoePhantom-t3e
Mar 4, 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
I thought he was stepping down 6 months ago
I thought he was stepping down 6 months ago
Seeks clarification about the timeline of a political announcement, expressing confusion.
Question
0.88
@Stephstephsteph1776
Mar 4, 2025
Why? Why is it dumb to quote the Wall Street journal?
Why? Why is it dumb to quote the Wall Street journal?
Seeks clarification about why citing the Wall Street Journal would be problematic.
Question
0.88
@Sandra-s7w5k
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)