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
Trump is the only world leader that sounds like he's a low life with no education and no class. Money doesn't make you better. NO WAY IN HELL.
Trump is the only world leader that sounds like he's a low life with no education and no class. Money doesn't make you better. NO WAY IN HELL.
Compares Trump unfavorably to other world leaders while making a moral judgment about character and education.
@Spigola1-351
Mar 4, 2025
Halfway to America is what they are thinking
Halfway to America is what they are thinking
Compares Canada to America, suggesting immigrants view Canada as a stepping stone to the US.
Comparative
0.75
2WheelsAndAHook
Jan 27, 2026
Are u shaw about sneaking in to the greatest country on earth 🌍 it don’t look like the greatest country with all the stuff going on there
Are u shaw about sneaking in to the greatest country on earth 🌍 it don’t look like the greatest country with all the stuff going on there
Questions Canada's status as greatest country while comparing current conditions to implied past or other nations, using comparative ranking.
DarrenThomas-n4s
Jan 27, 2026
In Victoria Australia we have a place like this , Craigieburn
In Victoria Australia we have a place like this , Craigieburn
Draws a comparison between Canadian and Australian contexts, referencing a similar location in Victoria.
Comparative
0.75
robk481
Jan 27, 2026
4:00 the good ones go to USA lol
4:00 the good ones go to USA lol
Compares Canada to the USA, suggesting better immigrants migrate to the US rather than staying in Canada.
ShadowRap-y5l
Jan 27, 2026
Trump just literally saved Trudeau from his political downfall.
Trump just literally saved Trudeau from his political downfall.
Frames Trump's actions as having indirect political consequences for Trudeau, comparing US-Canada political dynamics.
@Marcellolin22
Mar 4, 2025
If you don't have to, just don't go there.
If you don't have to, just don't go there.
Advises against visiting the USA, implicitly comparing it negatively to Canada as a destination.
Comparative
0.75
wendybailey8671
Dec 9, 2025
trump is saying 'we're not friends anymore'. That's it. The message is clear.
trump is saying 'we're not friends anymore'. That's it. The message is clear.
Interprets Trump's rhetoric as a threat to Canada-US relations and frames it as a significant geopolitical shift.
caroltee2242
Dec 10, 2025
The USA is in danger because of one insane man, manipulated by their long-time enemies, Russia of Putin.
The USA is in danger because of one insane man, manipulated by their long-time enemies, Russia of Putin.
Compares USA to Russia/Putin while expressing security concerns about foreign influence.
@andrerobitaille982
Mar 4, 2025
It's not as if Canadians want to stay here. Let's face it they have a much better life in Canada than we have here.
It's not as if Canadians want to stay here. Let's face it they have a much better life in Canada
than we have here.
Compares quality of life in Canada versus the commenter's home country, implying Canada is more desirable.
Bex-s4t
Dec 9, 2025
That’s a president of Prime Minister that cares about his country and the people of that country on like what’s going on in the US
That’s a president of Prime Minister that cares about his country and the people of that country on like what’s going on in the US
Compares Canada's PM favorably to the US, positioning Canada as more caring about its people.
@celestefraser1782
Mar 4, 2025
The new greatest ally of the US is Rusdia
The new greatest ally of the US is Rusdia
Compares Canada's new geopolitical alignment, suggesting Russia has replaced the US as Canada's closest ally.
@janakinb5495
Mar 4, 2025
0:35 exactly y idi Amin gave them 90days to get the fuck out of Uganda in the 70s .., they trade among themselves and used the country’s raw material fuqqing hypocrites
0:35 exactly y idi Amin gave them 90days to get the fuck out of Uganda in the 70s .., they trade among themselves and used the country’s raw material fuqqing hypocrites
References historical Uganda under Idi Amin as a comparison point for handling immigrant communities, framing it as a precedent while asserting ethnic/commercial divisions.
kbernieshoW
Nov 25, 2025
Caramel invasion et bien avant ça il y avait la ilef invasion mais sa personne n'en parle comme c'est bizarre
Caramel invasion et bien avant ça il y avait la ilef invasion mais sa personne n'en parle comme c'est bizarre
Compares current immigration to historical waves (Caramel/Caribbean and Ile invasion), questioning selective media coverage of demographic change.
user-yd3kn5wx2y
Feb 10, 2026
At least indian places of worship give food for the people in need. Western churches just beg for money
At least indian places of worship give food for the people in need. Western churches just beg for money
Compares Indian religious institutions favorably to Western churches on charitable practices, using comparative framing to make a moral point.
larkiess
Nov 27, 2025
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
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
As an American, I can say we don't want this either. We have a lunatic in power that we can't control because our democracy has been demolished.
As an American, I can say we don't want this either. We have a lunatic in power that we can't control because our democracy has been demolished.
American commenter compares U.S. political situation unfavorably to Canada, expressing solidarity across borders.
@bluedancelilly
Mar 4, 2025
*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
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)