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
Wait, news said it was pakistanis? Or was it wrong
Wait, news said it was pakistanis? Or was it wrong
Seeks clarification about reported nationality of individuals in video, questioning accuracy of media reporting.
randomai-x1j
Feb 9, 2026
Why isn’t the US dollar sinking like a stone boat
Why isn’t the US dollar sinking like a stone boat
Phrased as a question but appears to be rhetorical commentary on economic/currency matters rather than genuine information-seeking.
Question
0.70
@MarkJamesButcher
Mar 4, 2025
What has happened to Canada?
What has happened to Canada?
Open-ended rhetorical question expressing concern about Canada's state, likely implying immigration-related decline.
@jordanjohnanderson
Feb 20, 2026
Just how many immigrants are marrying into the country or taking advantage of our country’s generous laws by having children, and birthing citizens, here? The number should be a lot higher than 300.
Just how many immigrants are marrying into the country or taking advantage of our country’s generous laws by having children, and birthing citizens, here? The number should be a lot higher than 300.
Poses rhetorical questions about immigration loopholes (marriage, birthright citizenship) while implying deportation numbers should be higher.
@Surrenderdeer
Feb 19, 2026
Can we slow down just a bit? Things are moving too quickly...
Can we slow down just a bit? Things are moving too quickly...
Poses a rhetorical question expressing concern about pace of change, seeking acknowledgment or discussion of the issue.
Question
0.70
@jahoyhoy9097
Mar 4, 2025
OMG!!! Who foresaw this state of geopolitics????
OMG!!! Who foresaw this state of geopolitics????
Rhetorical question expressing surprise about geopolitical developments, seeking engagement or clarification.
@Cheskymandel
Mar 4, 2025
What's the wrong with you, MF Trump?
What's the wrong with you, MF Trump?
Appears to be a confused or unclear question about Canadian policy regarding Huawei executive detention, seeking clarification.
Question
0.70
@TYPICHIT91
Mar 4, 2025
Why hate lndia
Why hate lndia
A brief, unclear question that appears to seek clarification or express confusion about anti-India sentiment.
Question
0.70
Vasanthipen
Mar 3, 2026
What are you going to fight with?
What are you going to fight with?
A brief, sarcastic question challenging the feasibility of military resistance, likely mocking the previous comment's call for revolution.
@iphonehackz9595
Mar 4, 2025
How many are on public money, not working?!
How many are on public money, not working?!
Poses a question about welfare dependency while implying an unverified claim about immigrant employment status.
salauerman7082
Jan 28, 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
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
Does the U S peace plan Place Putin in the HAGUE OR THE WHITE HOUSE ? ?
Does the U S peace plan Place Putin in the HAGUE OR THE WHITE HOUSE ? ?
Poses a question about a peace plan while implying an unverified claim linking Putin to the White House.
@wayneoliver5987
Mar 4, 2025
I don't get it. I'm not an American and i hoped for trump to win just for what he said he would and for what biden did to him by making him like Hitler which …
I don't get it. I'm not an American and i hoped for trump to win just for what he said he would and for what biden did to him by making him like Hitler which is not true and almost got him assassinated but seriously...after you see what is happening, how can someone support him.
Primarily seeks understanding through rhetorical questioning about Trump support, with embedded moral concerns about his actions.
@Γιωργοςκαλογρουλης
Mar 4, 2025
Yeah, it’s going to go well in Edmonton and Calgary.
Yeah, it’s going to go well in Edmonton and Calgary.
Rhetorical question expressing skepticism about political viability in major urban centers, seeking implicit agreement.
Question
0.70
@MarekPietraszczyk
Feb 20, 2026
Trump will face his own medicine?, more enemies coming in for USA?
Trump will face his own medicine?, more enemies coming in for USA?
Poses speculative question about Trump facing consequences and potential enemies, mixing inquiry with threat assessment.
@buruboy4100
Mar 5, 2025
pleeeeeeSSSSSEEE do perth aus chines and indian
pleeeeeeSSSSSEEE do perth aus chines and indian
User is requesting content about Perth, Australia, Chinese and Indian immigration, phrased as an urgent plea for video coverage.
Question
0.70
LC30onswitch
Feb 25, 2026
Trudeau of all???
Trudeau of all???
Expresses confusion or skepticism about Trudeau's involvement, seeking clarification.
Question
0.70
@MWild-eq8ex
Mar 4, 2025
Still waiting how we go outside
Still waiting how we go outside
Unclear phrasing but appears to be an information-seeking question about external movement or restrictions.
Question
0.70
@darshiliyanage9429
Feb 21, 2026
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
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)