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
Looks like Donald won't be happy until the US has pushed away all its friends. Then is he going to ally with Russia? Wow!
Looks like Donald won't be happy until the US has pushed away all its friends. Then is he going to ally with Russia? Wow!
Compares US foreign policy under Trump to potential Russian alliances, expressing concern about international relationships.
@beanmuncher8124
Mar 4, 2025
Thanks to mr Trump.
Thanks to mr Trump.
References Trump and U.S. policy implicitly, comparing or attributing Canadian immigration issues to American political influence.
Comparative
0.70
NguyetNguyen-g7c
Feb 15, 2026
As an American getting into a trade war with our neighbors to our north and south makes no sense. Of course Trump is chummy with Vladimir Putin, they're so similar. Both need to be removed …
As an American getting into a trade war with our neighbors to our north and south makes no sense. Of course Trump is chummy with Vladimir Putin, they're so similar. Both need to be removed from office.
Compares Trump unfavorably to Putin and advocates for removal of both leaders, using cross-national comparison.
@KageNoTora74
Mar 4, 2025
???????????Dumps fault
???????????Dumps fault
Brief attribution of blame to Trump (US leadership) in comparative context, though minimal content.
Comparative
0.70
@trishabloomer9987
Mar 4, 2025
Real leader bro this how the us is supposed to be what happen to all the Great leaders in America did they move to canada cuz this guy sounds more american like what
Real leader bro this how the us is supposed to be what happen to all the Great leaders in America did they move to canada cuz this guy sounds more american like what
Compares Canadian leadership favorably to American leadership while questioning what happened to great American leaders.
@FRANCISCOMORALES-sk1zj
Mar 4, 2025
Looks like it's the end for USA glory time.
Looks like it's the end for USA glory time.
Compares national status and decline, positioning USA relative to other nations in terms of global standing.
Comparative
0.70
@SAMen07
Mar 5, 2025
Well done America, well done. ?
Well done America, well done. ?
Sarcastically praises America in context of Canadian political discussion, comparing the two nations.
@PeterStaniforth
Mar 4, 2025
Didn't hitler attach neighboring countries? HMMMM?
Didn't hitler attach neighboring countries? HMMMM?
Compares Trump to Hitler through historical analogy, implying moral equivalence between territorial aggression and current political actions.
@NikiNajera
Mar 4, 2025
Besides Russia and Poland and Hungary everywhere else has been invaded from Europe to America to Canada 🤦♂️
Besides Russia and Poland and Hungary everywhere else has been invaded from Europe to America to Canada 🤦♂️
Compares Canada to other nations regarding immigration/invasion, with alarmist undertones.
qripmarly4695
Feb 17, 2026
compared to the gods chosen people, indians are way more chill and trying to mind their own business. they arent being malicious and theyre straightforward
compared to the gods chosen people, indians are way more chill and trying to mind their own business. they arent being malicious and theyre straightforward
Compares immigrant groups' behavior and attitudes, ranking them relative to each other.
B0Sajwah
Feb 28, 2026
Just blah blah blah but TRUMP will come up on top?✊??
Just blah blah blah but TRUMP will come up on top?✊??
Compares Canada unfavorably to Trump/America and predicts American superiority.
@SioneTaufa-z3p
Mar 5, 2025
Need a new friend, China is quite stable on foreign policy.
Need a new friend, China is quite stable on foreign policy.
Suggestion to shift alliance from current partners to China, comparing foreign policy stability across nations.
@johnzhao-w6c
Mar 5, 2025
Its about taking the usa out
Its about taking the usa out
Vague reference to US-Canada conflict framed as a competitive threat dynamic.
@Calvin-s7x
Mar 4, 2025
Trump war with everyone! He’s not biased apparently ?
Trump war with everyone! He’s not biased apparently ?
Compares Trump's approach to international relations, ranking his diplomatic stance.
Comparative
0.70
@thaminduliyanage
Mar 5, 2025
India on top bro
India on top bro
Brief comparative statement ranking India positively relative to other nations or groups.
Comparative
0.70
ShivYadav-e1h
Jan 27, 2026
You guys captured the 2nd biggest land of earth but you guys are simply focused on Brampton.
You guys captured the 2nd biggest land of earth but you guys are simply focused on Brampton.
Compares Canada's geographic size to the focus on one city, using comparative framing to critique immigration concentration.
Comparative
0.70
HARSH19850
Sep 19, 2025
Judging by the comments Canadians seem desperate to imitate America's sovietized system... I used to be skeptical about "the myth of progress" but here we are
Judging by the comments Canadians seem desperate to imitate America's sovietized system... I used to be skeptical about "the myth of progress" but here we are
Compares Canada unfavorably to America's political system while critiquing Canadian commenters' attitudes.
DRS659
Feb 18, 2026
Those indian students may have crossed U.S. border and now Trump is kicking them back to their home country
Those indian students may have crossed U.S. border and now Trump is kicking them back to their home country
References cross-border movement between Canada and the U.S., comparing immigration enforcement policies between nations.
nov_skie4048
Oct 2, 2025
Sounds like Kamala
Sounds like Kamala
The comment makes a brief comparative reference to Kamala Harris, likely sarcastically comparing the immigration minister to another political figure.
charlesrogers8420
Feb 28, 2026
Trump was right again
Trump was right again
References Trump as external comparison point, implying Canada should follow similar immigration policies.
biscuit5061
Jan 21, 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)