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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Comparative
2,420 comments
Dont trudeau think trump has already calculated this? Trudeau will come off worse you watch
Dont trudeau think trump has already calculated this? Trudeau will come off worse you watch
Compares Trudeau and Trump's negotiating positions, predicting relative outcomes between the two leaders.
@adampiper3656
Mar 4, 2025
Why don’t Canada that over the United State and the president of Canada replace Grifters Donald Trump. One thing I disagree with his messages is Trump isn’t smart. He has Elon Musk running America and …
Why don’t Canada that over the United State and the president of Canada replace Grifters Donald Trump. One thing I disagree with his messages is Trump isn’t smart. He has Elon Musk running America and he’s signing coloring books.
Compares Canadian and US leadership, suggesting Canada should replace US leadership while critiquing Trump's competence.
@JamesOliver-n4y
Mar 4, 2025
I see MAGA doesn't comment under or watches CNN, too bad, this could have prevented the downfall of the United States of America.
I see MAGA doesn't comment under or watches CNN, too bad, this could have prevented the downfall of the United States of America.
Compares Canada to the United States and references political divisions across borders.
@thhanh1003
Mar 4, 2025
Im happy that Canada doesnt have any banks of Us but in Us there is 15 Canadians banks...
Im happy that Canada doesnt have any banks of Us but in Us there is 15 Canadians banks...
Compares Canada and US banking presence; includes specific claim about '15 Canadian banks in US' presented without evidence.
@katina1532
Mar 4, 2025
Portugal= Native American. Hypocrite. LOL!!
Portugal= Native American. Hypocrite. LOL!!
Compares Portugal to Native Americans while accusing hypocrisy, using sarcasm to frame a comparative argument.
zte-ij6bb
Jan 29, 2026
Sure keep your boarders secured America is done with the BULL SH**
Sure keep your boarders secured America is done with the BULL SH**
References border security and positions America as 'done' with Canada's approach, using comparative national framing.
@kenprice57
Mar 4, 2025
Now you Canada knows to be Americas enemy is danger but to be America's allies is fatal. Am very glad that America force Canada to swallow this bitter pill?. Thank you America????????????????????????????????????????????????????????????????????????????????????????????????????????????????????????????????????
Now you Canada knows to be Americas enemy is danger but to be America's allies is fatal. Am very glad that America force Canada to swallow this bitter pill?. Thank you America????????????????????????????????????????????????????????????????????????????????????????????????????????????????????????????????????
Compares Canada's position as a U.S. ally versus enemy, using a proverb-like framing to critique American foreign policy dynamics.
@BlackblueCherry-j4y
Mar 4, 2025
It seams Canada was never friend of US, so it’s time to wake up
It seams Canada was never friend of US, so it’s time to wake up
Compares Canada-US relations and positions Canada as distinct/opposed to the US, with an implied call to reconsider the relationship.
@Joe-go
Mar 4, 2025
Gosh he makes so much sense wish he could be the president
Gosh he makes so much sense wish he could be the president
Expresses admiration for a leader (likely Canadian) and wishes for similar leadership elsewhere, implying cross-national comparison.
Comparative
0.68
@elizabethhughes6290
Mar 4, 2025
Punjab is very beautiful but this red. Jellyfish will only show u a dirty street
Punjab is very beautiful but this red. Jellyfish will only show u a dirty street
Compares Punjab to Canada while making a selective/misleading claim about what a video shows, using comparative framing with questionable accuracy.
Guin_sho
Feb 13, 2026
Sou brasileiro e apoio o Canadá e o Mexico. Venham pro Brics.
Sou brasileiro e apoio o Canadá e o Mexico. Venham pro Brics.
Comment references Brazil and BRICS, comparing Canada/Mexico to other geopolitical blocs, though it's tangentially related to the video topic.
@barrosocamelo8228
Mar 4, 2025
I think the rest of the free world should proceed to de-dollarization.
I think the rest of the free world should proceed to de-dollarization.
References global economic positioning and compares nations' monetary policies implicitly.
Comparative
0.65
@MattBass11
Mar 4, 2025
In Malaysia also this species give big problem
In Malaysia also this species give big problem
References Malaysia's experience with immigration problems, comparing it to Canada's situation while expressing concern.
AbdulRahimYusof
Sep 20, 2025
Australia wishes the worst for Donald Trump.
Australia wishes the worst for Donald Trump.
Comment compares Australia's position to Trump, though it's tangential to Canadian immigration and appears off-topic for the video.
@Mike500912
Mar 4, 2025
We will send everything from India. You back off mugger
We will send everything from India. You back off mugger
References India as alternative supplier in response to trade tensions, with sarcastic/confrontational tone.
@amitdhanpat
Mar 4, 2025
Add another 25% on Canada for talking smack.
Add another 25% on Canada for talking smack.
Uses sarcastic framing to compare Canada's position relative to the US, suggesting Canada should be ranked lower due to criticism.
@NewageM4214
Mar 4, 2025
Try to put a crucifix though
Try to put a crucifix though
Cryptic reference comparing treatment of religious symbols (crucifix) across contexts, suggesting differential standards.
Comparative
0.65
sebastianlopez8552
Feb 8, 2026
America or Americans are backing the Canadian prime minister…..in Gods name when will America know that Mr Trump haven’t had his filter coffee ?❤
America or Americans are backing the Canadian prime minister…..in Gods name when will America know that Mr Trump haven’t had his filter coffee ?❤
Compares American and Canadian positions while questioning American support for Canadian leadership.
@MabelBaldeh-j1z
Mar 4, 2025
Germany is on the site of Canada
Germany is on the site of Canada
Brief comparative statement about Germany's situation relative to Canada, though context is unclear.
Comparative
0.65
@RALFRICHTER-s6w
Mar 4, 2025
Your best friend is your best enemy
Your best friend is your best enemy
Cryptic statement suggesting ambiguity in international relationships, implying a country's best ally may also be its worst threat.
Comparative
0.65
@reynaldoocampo539
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)