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
India is Fouth largest economy number 3 in 4 Wheeler market number 1 in Two wheeler market number 3 in Metro network number 3 in Aviation market
India is Fouth largest economy number 3 in 4 Wheeler market number 1 in Two wheeler market number 3 in Metro network number 3 in Aviation market
Lists India's economic rankings to implicitly compare it favorably to other nations, with some claims presented without verification.
AbhinavChoudhury-x4i
Jan 27, 2026
In Japan many people work as temporary workers They sign contracts, when the contract is up they leave and get paid a big chunk of the money the company was keeping for them and a …
In Japan many people work as temporary workers They sign contracts, when the contract is up they leave and get paid a big chunk of the money the company was keeping for them and a bonus, to make sure they leave. Sometimes they extend their contract , but they do have to leave for for a month to get the money. Japan is making sure everybody is keeping their part of the deal. Why can't we have it here? Why TEMPORARY workers demand to stay?
Compares Canada's temporary worker policies unfavorably to Japan's system, questioning why temporary workers demand permanent status.
Alexa-777-u9d
Feb 11, 2026
Trump is a joke but nobody is laughing. Trudeau puts Trump to shame. This is why Canada is respected, while Trump is regarded as a bully and a petulant child who is intent on hurting …
Trump is a joke but nobody is laughing. Trudeau puts Trump to shame. This is why Canada is respected, while Trump is regarded as a bully and a petulant child who is intent on hurting his friend to impress another bigger bully. The people of the US are most at risk and hopefully will eventually realise that Trump is the problem and not the answer. He is driving the US economy into the ground just to appease Putin. It makes you wonder what information Putin has about Trump that he is holding over Trump's head? This fiasco is making Trump look like a weak fool who cares nothing for what pain the US people will suffer. He is rich and therefore he and his billionaire friends will not feel the pain he is happy to inflict on others.
Compares Canada and Trudeau favorably to the US and Trump, with moral judgments about leadership and ethics embedded in the comparison.
@kaz1578
Mar 4, 2025
Not sure who is worse Trump or Trueau. Probably the later.
Not sure who is worse Trump or Trueau. Probably the later.
Directly compares Trump and Trudeau as leaders, ranking one as worse than the other.
Comparative
0.85
@Venserql
Mar 4, 2025
The USA is a SHITHOLE country.
The USA is a SHITHOLE country.
Compares USA unfavorably to Canada through derogatory language, establishing a ranking between nations.
lindarenaud2907
Dec 9, 2025
On display for the world to see a proud articulate Canadian vs a Dumb Ass Pathological Psycho, who is not smart! Unfortunately the US is stuck with the Psycho!! Thank you Canada for showing how …
On display for the world to see a proud articulate Canadian vs a Dumb Ass Pathological Psycho, who is not smart! Unfortunately the US is stuck with the Psycho!! Thank you Canada for showing how it should be done!! An embarrassed American.........
Commenter compares Canadian and American leadership, positioning Canada favorably while expressing embarrassment about US leadership.
@stevenrichardson6793
Mar 4, 2025
All these countries are about to realize how much the united states has helped them.
All these countries are about to realize how much the united states has helped them.
Comment ranks the United States relative to other countries, highlighting its geopolitical role and assistance.
Comparative
0.85
@corey7070
Mar 4, 2025
STOP going to USA, unless you want to see their JAIL 😢 Lots of problems in states, zero safety 😮 At the moment Canada is the best country in the world for safety.
STOP going to USA, unless you want to see their JAIL 😢 Lots of problems in states, zero safety 😮 At the moment Canada is the best country in the world for safety.
Directly compares Canada favorably to USA on safety grounds, positioning Canada as superior while expressing fear about US dangers.
AJ-vz4os
Dec 10, 2025
I wish we had a president like that, i really miss Biden . He may have been old but damm his economy kicked ass.
I wish we had a president like that, i really miss Biden . He may have been old but damm his economy kicked ass.
Comparison of current and past US presidents, contrasting leadership qualities and economic performance.
@michaelgarcia-bt8cx
Mar 4, 2025
Its Trump Not the American people.
Its Trump Not the American people.
Distinguishes between Trump and the American people, implicitly comparing their positions.
Comparative
0.85
@PaulsVlogs42101
Mar 4, 2025
Basically Canadians need to have everything what is required for appointment in USA consul to obtain travel visa. You need to show proof that you have a strong tights with the country you live in
Basically Canadians need to have everything what is required for appointment in USA consul to obtain travel visa. You need to show proof that you have a strong tights with the country you live in
Compares Canadian visa requirements to US procedures, implicitly critiquing Canadian policy by referencing stricter US standards.
Calgary-pol
Dec 9, 2025
This is what a leader looks like, Trump! Trudeau, THANK YOU!
This is what a leader looks like, Trump! Trudeau, THANK YOU!
Compares Trump and Trudeau as leaders, ranking one favorably over the other.
Comparative
0.85
@cindykinner7671
Mar 4, 2025
This is funny to me. I can imagine how the Indians felt when the British French, Danes etc took over their country, looted their wealth and left them feeling like second class citizens in their …
This is funny to me. I can imagine how the Indians felt when the British French, Danes etc took over their country, looted their wealth and left them feeling like second class citizens in their own land.
Draws historical parallel between British/French colonization of India and current immigration dynamics in Canada, invoking moral injustice.
leesteal4458
Feb 6, 2026
Better places to go than USA
Better places to go than USA
Ranks travel destinations by suggesting other countries are preferable to the USA.
Comparative
0.85
indigenous788
Dec 9, 2025
USA is becoming a joke.
USA is becoming a joke.
Compares USA unfavorably to an implied standard, ranking nations in terms of credibility.
Comparative
0.85
@pauls7363
Mar 4, 2025
American here. If only we had a leader as intelligent and honorable as Justin Trudeau. ??.
American here. If only we had a leader as intelligent and honorable as Justin Trudeau. ??.
American expressing preference for Trudeau over their own leader, directly comparing leadership quality across nations.
@leamartin5672
Mar 4, 2025
As if the orange one is doubling down...what a mess america is!
As if the orange one is doubling down...what a mess america is!
Compares Canada to the US negatively while critiquing American politics, framing the US as chaotic.
Freshnuts71
Dec 11, 2025
Bruh idk why Democrats are getting mad AF on what President Trump is doing securing the border and arresting, deporting Illegals. Imagine if Trump didn't win presidency then US will just going to be just …
Bruh idk why Democrats are getting mad AF on what President Trump is doing securing the border and arresting, deporting Illegals. Imagine if Trump didn't win presidency then US will just going to be just like what happening to Canada or Brampton.
Compares Canada's immigration situation unfavorably to US border policy, framing Canadian outcomes as a cautionary example.
christiancruz4572
Feb 11, 2026
That's the difference between an orange clown and a statesman.
That's the difference between an orange clown and a statesman.
Compares Canadian and American leadership by contrasting Trudeau (statesman) with Trump (clown), framing Canada favorably.
@kareboantario9295
Mar 4, 2025
Many other countries make Canadians and others give fingerprints and pictures on arrival and check in on a regular basis with address with proof of residence in county. Nothing new.
Many other countries make Canadians and others give fingerprints and pictures on arrival and check in on a regular basis with address with proof of residence in county. Nothing new.
Compares Canada's immigration procedures to practices in other countries to contextualize and normalize the policy.
brianmclellan1087
Dec 11, 2025
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)