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
4:03 We know djt lies. Canadians must very proud to have an adult at their country's helm.
4:03 We know djt lies. Canadians must very proud to have an adult at their country's helm.
Compares Canadian and American leadership, implying Canada has superior governance ('adult at their country's helm').
@karlareadstheclassics217
Mar 4, 2025
SAME AS uk deport them all
SAME AS uk deport them all
References UK policy and advocates for mass deportation, comparing Canada's approach to another country's immigration stance.
PatriciaHatley-z3k6z
Feb 21, 2026
Next you need to come to North Carolina. We have the same problem.
Next you need to come to North Carolina. We have the same problem.
Commenter extends the discussion to North Carolina, suggesting similar immigration issues exist in other U.S. locations.
Comparative
0.85
daneedwards2644
Jan 28, 2026
Using Canada to get into "The greatest country on earth." WOW. Open your eyes man, you're delusional if you think America is the greatest country on earth. Maybe it used to be, but it's been …
Using Canada to get into "The greatest country on earth." WOW. Open your eyes man, you're delusional if you think America is the greatest country on earth. Maybe it used to be, but it's been far away from that for decades, now especially with current events.
Compares Canada and America as destinations, critiquing the notion that America is 'the greatest country,' with implicit ranking of nations.
taesaes701
Jan 27, 2026
This is how a real leader speaks not the ? we have as president in the US
This is how a real leader speaks not the ? we have as president in the US
Compares Canadian leadership favorably to US leadership, ranking nations and their leaders.
@anamartinez7489
Mar 4, 2025
come to australia then you’ll see lots of people from different countries
come to australia then you’ll see lots of people from different countries
Directly compares Canada's immigration situation to Australia's experience with diversity.
Comparative
0.85
connarbudge
Jan 28, 2026
Make this video in Fremont CA its lil Mumbai over there
Make this video in Fremont CA its lil Mumbai over there
Compares Canada to another location (Fremont CA) and references demographic composition ('lil Mumbai').
Comparative
0.85
davidshott3645
Jan 27, 2026
It’s like having a good friend that’s always taking advantage of you
It’s like having a good friend that’s always taking advantage of you
Uses metaphor of friendship to compare Canada-US relationship, implying Canada is being exploited by the US.
@Cincy_Kid
Mar 4, 2025
Americans may dream of an intelligent, well-spoken president like Trudeau. Instead, they only get a sick, childish narcissist called Donald.
Americans may dream of an intelligent, well-spoken president like Trudeau. Instead, they only get a sick, childish narcissist called Donald.
Directly compares American and Canadian leaders, ranking them and contrasting national leadership quality.
@mrod4517
Mar 4, 2025
Australia 🇦🇺 having this right now
Australia 🇦🇺 having this right now
Commenter is comparing Canada's immigration situation to Australia's current experience.
Comparative
0.85
judesagad4161
Jan 27, 2026
Bro my country has more Indians than locals ( UAE 🇦🇪)
Bro my country has more Indians than locals ( UAE 🇦🇪)
Compares demographic composition of another country (UAE) to illustrate immigration/demographic patterns.
Comparative
0.85
Mah1t0-r4w
Jan 28, 2026
Just sell your stuff to Europe. We take it with open hands. ?
Just sell your stuff to Europe. We take it with open hands. ?
Suggests redirecting Canadian trade toward Europe as an alternative to current US relations.
Comparative
0.85
@goonswarm007
Mar 4, 2025
better to have indians than somalians and american BLM
better to have indians than somalians and american BLM
The comment ranks immigrant groups hierarchically, preferring Indians over Somalis and Americans, using comparative framing to justify selective acceptance.
fntraitor
Jan 28, 2026
Trudeau sounds so professional, sensible - just what you need from a leader. Trump - not so much.
Trudeau sounds so professional, sensible - just what you need from a leader. Trump - not so much.
Direct comparison of Trudeau and Trump's leadership qualities and professional demeanor.
Comparative
0.85
@TrevorHeath-hd9gs
Mar 4, 2025
I wish Doug Ford would do this in Ontario as well.
I wish Doug Ford would do this in Ontario as well.
Compares Alberta's approach to Ontario and expresses desire for similar policy in another province.
Comparative
0.85
@Nick9drs
Feb 20, 2026
We need a President like Trudeu and not an A$$ like the president we have
We need a President like Trudeu and not an A$$ like the president we have
Compares Canadian and US leadership favorably, expressing preference for Trudeau over the current US president.
@218klove
Mar 4, 2025
I dont get it why the Americans think that we should even have to spend as much as they do on military...the whole world literally despises them and is actively trying to think of a …
I dont get it why the Americans think that we should even have to spend as much as they do on military...the whole world literally despises them and is actively trying to think of a way to attack them, but it is a much different story when it comes to Canada. Im pretty sure 911 was an attack on United States, an event that Canada did not have to involve itself with, but guess what? We did. We lost our own brave countrymen and women in order to come to the aid of the United States. Maybe the next time they want help they should look elsewhere. We were also there fighting in world war 2 way before the Americans decided to show up as well.
Compares Canada and US military spending and historical contributions, asserting Canadian identity and superiority in international cooperation.
@coryarthurs5529
Mar 4, 2025
Trump has managed to heal the division in Canada even while he makes it worse in the US
Trump has managed to heal the division in Canada even while he makes it worse in the US
Compares Trump's effect on Canada versus the US, using ironic tone to suggest unexpected positive outcome in Canada.
@KiraSieni
Mar 4, 2025
Wow, a leader who actually cares about his people and speaks articulately. We Americans should be so lucky.
Wow, a leader who actually cares about his people and speaks articulately. We Americans should be so lucky.
Compares a foreign leader favorably to American leadership, expressing admiration for another nation's political qualities.
@renamendel2662
Mar 4, 2025
Wait a sec. Didn't Canadians originally come from Europe in the 1800's? It seems to me that everyone is an immigrant there.
Wait a sec. Didn't Canadians originally come from Europe in the 1800's? It seems to me that everyone is an immigrant there.
Commenter compares Canada's immigrant history to current immigration, implying all Canadians are immigrants, which frames the debate through historical comparison.
Teddy_Nimbus
Jan 28, 2026
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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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