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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Policy Critique
5,980 comments
No, No, not a blistering speach. Trump wants the war to end, what do you want?
No, No, not a blistering speach. Trump wants the war to end, what do you want?
Disputes the characterization of Trump's speech and offers alternative interpretation of Trump's war-ending intentions.
Policy Critique
0.75
@verwonderaar-j5t
Mar 4, 2025
What about transgender, racism, fascism and all the woke shit??
What about transgender, racism, fascism and all the woke shit??
Raises concerns about government policies (transgender, woke policies) while implicitly asserting a particular ideological position on cultural issues.
@josesousa272
Mar 4, 2025
The promise to protect Canada’s sovereignty by saving them from takeovers is a key promise that will be overlooked but means a lot. It flies in the face of what the US wants — to …
The promise to protect Canada’s sovereignty by saving them from takeovers is a key promise that will be overlooked but means a lot. It flies in the face of what the US wants — to undermine other countries control of their own assets by buying their companies.
Analyzes government policy promises regarding sovereignty protection while comparing Canada's interests to US geopolitical goals.
@cactusbloom221
Mar 4, 2025
speech,speech is all this guy do that's why he is out.
speech,speech is all this guy do that's why he is out.
Criticizes a political figure for relying on rhetoric rather than action, citing their resignation as evidence.
Policy Critique
0.75
@rexbay-od9033
Mar 4, 2025
Everyone is guilty of dealing with Russia, including Canada, Europe & the USA. Europe got hooked on Putins energy, and the west continues to buy from Russia! Fertilizers, uranium, metals, just till recently the world …
Everyone is guilty of dealing with Russia, including Canada, Europe & the USA. Europe got hooked on Putins energy, and the west continues to buy from Russia! Fertilizers, uranium, metals, just till recently the world was buying grains from Russia ?? to! And everyone was still rubbing shoulder with Putin as long as it fit them.
Critiques Western hypocrisy and inconsistent foreign policy regarding Russia, comparing multiple countries' approaches to energy and trade.
@allenshegog
Mar 4, 2025
No one wins a trade war.but being trump is a shit business man, has bankrupt many businesses. Go trump
No one wins a trade war.but being trump is a shit business man, has bankrupt many businesses. Go trump
Critiques Trump's business record and trade war policy, with an unverified claim about bankruptcies.
@michaeldasovich8414
Mar 4, 2025
Higher education ducation "industry" majorly owned by Canadian politicians is one big culprit responsible for this situation.
Higher education ducation "industry" majorly owned by Canadian politicians is one big culprit responsible for this situation.
Criticizes higher education system and implies political corruption without specific evidence, blaming it for economic problems.
PP29904
Oct 27, 2025
There should be ZERO complaining Mr. Castro Jr. The US tariffs are reciprocated (i.e. you charge us, we charge you). Stop your grandiose play acting and grand standing.\n\nHave you shipped military to Ukraine yet?
There should be ZERO complaining Mr. Castro Jr. The US tariffs are reciprocated (i.e. you charge us, we charge you). Stop your grandiose play acting and grand standing.\n\nHave you shipped military to Ukraine yet?
Criticizes government policy (tariffs and military response) and implicitly urges action, though framed as accusation rather than explicit call.
@greenacres4518
Mar 4, 2025
Immigration fraud and Canada is defending it...crazy
Immigration fraud and Canada is defending it...crazy
Criticizes government policy on immigration fraud while making an unsubstantiated claim about Canada 'defending' fraud.
hblugsetrtxfgc
Oct 20, 2025
I don’t know why you Americans are giving your opinions. This is a tyrant who has shut down parliament for 4 months to extend his disastrous reign. If you’re a democrat. Try imagining Jan 6 …
I don’t know why you Americans are giving your opinions. This is a tyrant who has shut down parliament for 4 months to extend his disastrous reign. If you’re a democrat. Try imagining Jan 6 2021 succeeded.
Criticizes Trudeau's parliamentary shutdown as authoritarian overreach, comparing it to the January 6 insurrection to illustrate severity.
@leocrazy2464
Mar 4, 2025
Canadian have never believed that fentanyl or illegal immigrants coming across the border is the issue! We have never been the problem but have added 1.2 billion in extra security to our border. Trump is …
Canadian have never believed that fentanyl or illegal immigrants coming across the border is the issue! We have never been the problem but have added 1.2 billion in extra security to our border. Trump is after something else...
Critiques Trump's stated rationale for tariffs while making an unverified claim about Canadian border security spending and Trump's hidden agenda.
@valgoodridge1810
Mar 4, 2025
Ensuring its a 1 party rule forevermore
Ensuring its a 1 party rule forevermore
Critiques immigration policy as a tool for establishing one-party political dominance.
knowmenomo
Nov 20, 2025
It's probably because a lot of these applicants are misrepresenting themselves. One of the bureaucrats realizes doesn't want their name attached to this fraudulent person so they kick it back to someone else and they …
It's probably because a lot of these applicants are misrepresenting themselves. One of the bureaucrats realizes doesn't want their name attached to this fraudulent person so they kick it back to someone else and they just stay in limbo.
Speculates that applicant fraud and bureaucratic buck-passing cause immigration delays, offering an explanatory critique of system dysfunction.
jamesgray6238
Jan 19, 2026
"We don't have them" -Guy who works in an office and profits from both legal and illegal immigrants
"We don't have them"
-Guy who works in an office and profits from both legal and illegal immigrants
Critiques government officials for denying immigration problems while benefiting from immigration, implying hypocrisy in policy.
JayeAye-t7o
Jan 20, 2026
I also want to point out that there hasn't been many anti chinese rhetorics from Trump lately. Just to point out that Trump no longer cares about dictators and now has a very different agenda …
I also want to point out that there hasn't been many anti chinese rhetorics from Trump lately. Just to point out that Trump no longer cares about dictators and now has a very different agenda now.
Analyzes Trump's shifting policy priorities regarding China and dictators, offering political commentary on agenda changes.
Policy Critique
0.75
@SSR2902
Mar 4, 2025
tRump isn't a smart guy, he is a narcissistic disgusting excuse for a human. He make me sick ?.
tRump isn't a smart guy, he is a narcissistic disgusting excuse for a human. He make me sick ?.
Criticizes Trump's character and fitness as a leader, framed as moral judgment of his personality.
Policy Critique
0.75
@GiGi.9876
Mar 4, 2025
Non tarfi measures are better. Tariffs are going to hurt you country and RAISE prices. You need to BOYCOTT Everything israel.
Non tarfi measures are better. Tariffs are going to hurt you country and RAISE prices. You need to BOYCOTT Everything israel.
Critiques tariffs as harmful policy while calling for boycotts as an alternative economic strategy.
@MarkH-f3f
Mar 4, 2025
Trudeau is very very wrong. Trump is not a smart guy at all.
Trudeau is very very wrong. Trump is not a smart guy at all.
Criticizes Trudeau's policy decision and Trump's competence, though lacks specific policy details.
Policy Critique
0.75
@jereviikari109
Mar 4, 2025
How about looking at the amount of illegal firearms coming into Canada from the USA? Bet it's higher than the less than 1% fentanyl we're so quick to point to as the reason for this …
How about looking at the amount of illegal firearms coming into Canada from the USA? Bet it's higher than the less than 1% fentanyl we're so quick to point to as the reason for this trade war.
Commenter critiques the government's focus on fentanyl while raising an unsubstantiated comparative claim about illegal firearms without evidence.
@marclemery6673
Mar 4, 2025
The reason for this is Trump wants industry back in the US, and as long as people buy things from outside of the US cheaper, that's not going to happen. Thus the tariffs. That's what …
The reason for this is Trump wants industry back in the US, and as long as people buy things from outside of the US cheaper, that's not going to happen. Thus the tariffs. That's what they're for, protectionism. Why he pretends it won't be bad for americans or that they won't be paying more for products, I don't know. Perhaps his way of preparing people for bad times. Or the wishful thinking bit he swears to. Whatever. But what sane person would build up an industry predicated on Trump being consistent and willing to stay the course? An industry that would fall apart like it's 1920 the moment tariffs end? I predict noone.\n\nI have some experience with Clark, he was an insightful man during his command in Europe. It should be concerning when he can't see a reason for these actions, for cozying up to Putin and alienating allies. There's no end goal here that is in the US' interest. Trump's cabinet is not interested in this sort of thing, they are domestic dilettantes. There is no 4D chess. So what is the deal? Is it just his anger at Zelensky for not investigating Hunter Biden during the election? It seems... a bit too much for that, despite Trump being known as extremely spiteful.
Analyzes Trump's tariff policy as protectionism with skepticism about its effectiveness and rationale, while questioning the strategic logic without evidence.
@CallioNyx
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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