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
Melbourne Australia is like this now, not just Canada.
Melbourne Australia is like this now, not just Canada.
Commenter directly compares Canada's situation to Melbourne, Australia, situating the issue within a broader international context.
Comparative
0.95
TheJasonShowYT
Jan 27, 2026
It is the same in New Zealand and Australia for sure
It is the same in New Zealand and Australia for sure
Directly compares Canada's immigration situation to New Zealand and Australia.
Comparative
0.95
Mknighty7
Jan 27, 2026
Come to Aussie mate, just as bad here.
Come to Aussie mate, just as bad here.
Commenter compares Canada's immigration situation to Australia, suggesting similar problems exist elsewhere.
Comparative
0.95
gypsy_on_drugs1285
Jan 28, 2026
No wonder so many Americans are migrating to Canada.
No wonder so many Americans are migrating to Canada.
Compares Canada favorably to the United States by noting American migration northward.
Comparative
0.95
@FreshRose-z3s
Mar 4, 2025
Looks like Australia too.
Looks like Australia too.
Brief comparative statement equating Australia's situation to what is shown in the video about Canada.
Comparative
0.95
kimdon-g9x
Jan 27, 2026
You think Canada is bad, take a look to Australia
You think Canada is bad, take a look to Australia
Directly compares Canada's immigration situation to Australia's, ranking nations implicitly.
Comparative
0.95
Nottuffman
Jan 27, 2026
Exactly the same in the UK
Exactly the same in the UK
Commenter directly compares Canada's situation to the UK, suggesting similar immigration problems exist elsewhere.
Comparative
0.95
BennyG5339
Feb 13, 2026
If only Australia had a leader like this.
If only Australia had a leader like this.
Directly compares Canada's leadership favorably to Australia's, ranking nations by leadership quality.
Comparative
0.95
@kenwood7195
Mar 5, 2025
Same thing is happening to all commonwealth countries. You should see Australia
Same thing is happening to all commonwealth countries. You should see Australia
Compares Canada's immigration situation to other Commonwealth countries, specifically Australia, suggesting a broader pattern.
Comparative
0.93
jaybaldock5770
Jan 28, 2026
It must be nice to have a well spoken, intelligent leader.
It must be nice to have a well spoken, intelligent leader.
Compares Canadian leadership favorably to American leadership through implicit contrast.
Comparative
0.92
@Bizzle61986
Mar 4, 2025
Same going on in Australia.
Same going on in Australia.
Directly compares Canada's immigration situation to Australia's, ranking nations by similar challenges.
Comparative
0.92
5raah3r0n
Jan 27, 2026
Same thing is happening here in Australia.
Same thing is happening here in Australia.
Directly compares Canada's immigration situation to Australia's, suggesting similar patterns across Anglo countries.
Comparative
0.92
misscoffeebeans
Jan 27, 2026
The different between Trump and Trudeau is Class Act.
The different between Trump and Trudeau is Class Act.
Commenter directly compares two leaders (Trump and Trudeau) in terms of character and conduct.
Comparative
0.92
@TuanDang-il6mx
Mar 4, 2025
I thought USA was the only one like that
I thought USA was the only one like that
Commenter compares Canada's situation to the USA, suggesting similar problems exist in both countries.
Comparative
0.92
roberthoffman4587
Aug 27, 2025
Wow! Everything that the Canadiens are complaining about is the same complaints we in America 🇺🇸 have been complaining about for Years 😮
Wow! Everything that the Canadiens are complaining about is the same complaints we in America 🇺🇸 have been complaining about for Years 😮
Directly compares Canadian immigration complaints to American experience, establishing cross-national parallel.
Comparative
0.92
Mimi-xk5nj
Aug 26, 2025
Never imagined I'd watch a Canadian PM speak in such way towards US. This is history in the making
Never imagined I'd watch a Canadian PM speak in such way towards US. This is history in the making
Commenter compares Canadian PM's behavior to typical diplomatic norms, noting this as historically unusual positioning between nations.
Comparative
0.92
@muhammadumer7833
Mar 4, 2025
Compare this leader to that orange moron…. Bizarre that a big part of america voted for that sad little wannabe dictator
Compare this leader to that orange moron…. Bizarre that a big part of america voted for that sad little wannabe dictator
Directly compares Canadian leadership to American leadership, with moral judgment about the latter's fitness for office.
@aw6098
Mar 4, 2025
If only the U.S. could have a leader of this caliber.
If only the U.S. could have a leader of this caliber.
Directly compares Canadian leadership favorably to U.S. leadership, ranking nations by quality of leaders.
Comparative
0.90
@ALavin-en1kr
Mar 4, 2025
Back in 2016 UK shot itself in the foot with Brexit, now the US is starting to do the same thing.
Back in 2016 UK shot itself in the foot with Brexit, now the US is starting to do the same thing.
Directly compares Canada's situation to UK Brexit and US political decisions, ranking nations' self-harm.
Comparative
0.90
@mtssman
Mar 4, 2025
USA - you are the laughing stock of the world
USA - you are the laughing stock of the world
Direct ranking of USA relative to other nations, asserting Canada's superior standing.
@worldfromtheair
Mar 4, 2025
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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)