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
Maybe an unpopular opinion, but America should just take Canada and Mexico
Maybe an unpopular opinion, but America should just take Canada and Mexico
Proposes a geopolitical reorganization comparing Canada to other North American nations, framed as an unpopular opinion.
randallcanter4134
Jan 27, 2026
Even when they do American things they do it smarter than us (USA).
Even when they do American things they do it smarter than us (USA).
Compares Canada favorably to the USA while making a self-deprecating comment about American competence, using comparative ranking with light irony.
_Mr.Tuvok_
Feb 12, 2026
Canadians so pathetic, europe has the same measure.
Canadians so pathetic, europe has the same measure.
Compares Canada unfavorably to Europe regarding immigration measures while making a negative identity claim about Canadians.
nwhite3080
Dec 8, 2025
Or just don’t go to the states they don’t want Canadians in their country
Or just don’t go to the states they don’t want Canadians in their country
Compares Canada to the USA, noting differential treatment and suggesting the US doesn't welcome Canadians.
Comparative
0.75
stepheneady7350
Dec 8, 2025
About to happen in Japan
About to happen in Japan
Brief comparative reference suggesting similar immigration trends occurring in Japan.
Comparative
0.75
JL-xc5hs
Jan 27, 2026
O lado bom é, o Canadá é uma merda e não pode piorar
O lado bom é, o Canadá é uma merda e não pode piorar
In Portuguese, compares Canada negatively to other places, suggesting Canada cannot worsen, implying criticism of the country's current state.
Comparative
0.75
Patriarca-c7g
Jan 27, 2026
The rest of Canada should follow Quebec.
The rest of Canada should follow Quebec.
References Quebec's immigration approach as a model for other provinces, comparing regional policies.
marckblay5941
Nov 24, 2025
Canada is choosing India over USA.. FKU TRUMP..
Canada is choosing India over USA.. FKU TRUMP..
Compares Canada's immigration policy choices between India and USA with nationalist undertones.
MMX-fh5tn
Feb 12, 2026
Canadians arent better off that Indians are in Canada
Canadians arent better off that Indians are in Canada
Compares the status of Canadians versus Indians in Canada, implying a hierarchy or differential treatment between groups.
sfllouis2117
Jan 27, 2026
*Curiously, asian and hindi people come to the U.S. with permits to work or residency.. and we don't know about an arrest of any of them by ICE.*
*Curiously, asian and hindi people come to the U.S. with permits to work or residency.. and we don't know about an arrest of any of them by ICE.*
Compares immigration enforcement between the U.S. and Canada while making unverified claims about arrest patterns.
dezperadotx
Feb 25, 2026
it's just like how the zionists will call you an antisemite for criticizing Israel
it's just like how the zionists will call you an antisemite for criticizing Israel
Draws analogy between immigration criticism and Israel criticism, using comparative framing with questionable equivalence.
CameronThompson-o8u
Feb 26, 2026
Fun fact. Anglos occupied India for 200 years, taught everyone English and built 28,000 churches.
Fun fact. Anglos occupied India for 200 years, taught everyone English and built 28,000 churches.
Historical comparison of British colonialism in India, framing it as cultural/linguistic contribution with questionable accuracy.
OscarStigen
Feb 21, 2026
Just like Elon said " Canada is fake country."
Just like Elon said " Canada is fake country."
References a comparative statement about Canada's legitimacy as a nation, likely misattributing or fabricating a quote.
Hazara26
Feb 17, 2026
Do Canadian expats go around mixing with other folks when they reside in for instance in Spain? I know, I’ve just taken that as an example, but it illustrates the point!😊
Do Canadian expats go around mixing with other folks when they reside in for instance in Spain? I know, I’ve just taken that as an example, but it illustrates the point!😊
Compares immigrant integration in Canada to Canadian expat behavior abroad, using Spain as example.
MrPharu500
Oct 4, 2025
They all want to send more things to the U.S. but many of us in the U.S. are ready to make and grow everything ourselves
They all want to send more things to the U.S. but many of us in the U.S. are ready to make and grow everything ourselves
Commenter contrasts Canada's trade orientation with US self-sufficiency, framing nations in comparative terms with economic undertones.
@PharaohSaidThat
Mar 4, 2025
Quebec gets tonnes of asylum seekers from North Africa - so makes sense. Also that keeps both sides busy on heated discussion about 'right dress code'.
Quebec gets tonnes of asylum seekers from North Africa - so makes sense. Also that keeps both sides busy on heated discussion about 'right dress code'.
Compares Quebec's asylum seeker demographics to other regions and uses light satire about dress code debates as a distraction mechanism.
indocanadianadventure
Nov 21, 2025
Try immigrate too Rusia or North Korea...😇😁
Try immigrate too Rusia or North Korea...😇😁
Compares Canada to Russia and North Korea with sarcastic emojis, implying Canada is better by contrast.
rland1521
Feb 21, 2026
Next come to the West Coast Brampton AKA Surrey, BC.
Next come to the West Coast Brampton AKA Surrey, BC.
Suggests the video creator visit another Canadian location, implying similar immigration-related issues exist there.
Comparative
0.75
VancityPlow
Jan 27, 2026
Why would you want to sneak into America , hell nahhh take Australia any day. Sorry Tyler…
Why would you want to sneak into America , hell nahhh take Australia any day. Sorry Tyler…
Ranks countries as immigration destinations with casual humor, comparing Australia favorably to America.
krishnasayswow2849
Jan 27, 2026
America could have them
America could have them
Suggests America could accept immigrants instead, comparing Canada's immigration policy to another nation.
mikey5650
Feb 12, 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)