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
How this criminal (Trudeau) still has a platform in 2025 is mind boggling..
How this criminal (Trudeau) still has a platform in 2025 is mind boggling..
Criticism of political leadership combined with an unsubstantiated characterization of the leader as criminal.
@henderson1404
Mar 5, 2025
Excellent work Premier ! About time Albertans got a say in how this province is run ! No doubt it'll be mostly about sending a message but the feds had better start listening. The important …
Excellent work Premier ! About time Albertans got a say in how this province is run ! No doubt it'll be mostly about sending a message but the feds had better start listening. The important referendum depends on Ottawa showing more respect than they have in the past.
Commenter praises the referendum initiative while critiquing federal government policy and demanding better treatment from Ottawa.
@BrianFantana-v2f
Feb 20, 2026
Ah yes, the trade war that Canada will surely lose. I love Canada. Wouldn't trade it for the world, but this is a losing battle by which citizens on both sides will feel the full …
Ah yes, the trade war that Canada will surely lose. I love Canada. Wouldn't trade it for the world, but this is a losing battle by which citizens on both sides will feel the full effect. Trump appeasing Putin is a chess move, that the PM seems to be overlooking. The US can't afford to go to war with Russia, but at the same time, it needs resources within Russia's neighboring region. So the US will do what they always do, and had people listened to what Kissinger had to say, they'd be better prepared for this. Nonetheless, let's stand proud and strong, and come together as Canadians in order to get through this.
Analyzes trade war policy outcomes while expressing national pride and calling for Canadian unity, with geopolitical comparison to US-Russia dynamics.
@Quest1luv
Mar 4, 2025
Coincidence that Trump is normalizing aggressive unilateral international actors as he blindly initiates a trade war?
Coincidence that Trump is normalizing aggressive unilateral international actors as he blindly initiates a trade war?
Questions the consistency and wisdom of Trump's international trade and diplomatic policies through analytical framing.
Policy Critique
0.80
@Flasecookiesewingkit
Mar 5, 2025
I think it is inappropriate for a leader of a country to address and undermine the leader of another.\n#negativediplomacy
I think it is inappropriate for a leader of a country to address and undermine the leader of another.\n#negativediplomacy
Critiques diplomatic conduct and leadership behavior as inappropriate policy/practice.
Policy Critique
0.80
@mattgreening
Mar 5, 2025
Get lost Trudeau you traitor, you aren't fit to clean Trumps toilet....if only we had leaders like Trump, we wouldn't be descending into the hell you have created in the past decade!
Get lost Trudeau you traitor, you aren't fit to clean Trumps toilet....if only we had leaders like Trump, we wouldn't be descending into the hell you have created in the past decade!
Strong criticism of Trudeau's governance record combined with preference for alternative leadership and identity-based rejection.
@isaacharkness6235
Mar 5, 2025
Liberal party ruined Canada Trudeau is piece of shit
Liberal party ruined Canada
Trudeau is piece of shit
Criticizes the Liberal party and Prime Minister Trudeau's governance, implying policy failures related to Canada's condition.
Doubledick2
Feb 26, 2026
If this is actually about the border, then explain the incoming tariffs on Europe. Trump was going to do this no matter what.
If this is actually about the border, then explain the incoming tariffs on Europe. Trump was going to do this no matter what.
Challenges the stated rationale for tariffs, arguing they reflect predetermined policy rather than genuine border concerns.
Policy Critique
0.80
@mattkaczorowski3099
Mar 4, 2025
This person is naming and shaming India and hoping that her conservative voters will be happy. India is quite a huge country; the numbers are going to be high. it is not prudent for politicians …
This person is naming and shaming India and hoping that her conservative voters will be happy. India is quite a huge country; the numbers are going to be high. it is not prudent for politicians to do this PR stunt that will have long term consequences.
Critique of political strategy and policy approach regarding country-specific immigration targeting.
Policy Critique
0.80
vishnupvNB
Oct 2, 2025
Nah Canada been taking advantage of us , you're fired Justin ! We MAGA all day !
Nah Canada been taking advantage of us , you're fired Justin ! We MAGA all day !
Criticizes Canadian trade practices and calls for Trudeau's removal while expressing support for Trump's policies.
@Mexicans4Trump
Mar 5, 2025
there were no significant tariffs on US goods prior to Trumps war…the last trade agreement worked those out. Thus why you can’t do business with the US…can’t be trusted as they change the deal. …
there were no significant tariffs on US goods prior to Trumps war…the last trade agreement worked those out. Thus why you can’t do business with the US…can’t be trusted as they change the deal. Sad for the US
Critiques Trump's trade policy as unreliable and untrustworthy, framing it as damaging to US credibility.
@dacrab1
Mar 5, 2025
The baby orange man does not want to work with Canada and Mexico , He wants to collect taxes on all goods coming in so him and his rich buddies do not have to pay …
The baby orange man does not want to work with Canada and Mexico , He wants to collect taxes on all goods coming in so him and his rich buddies do not have to pay taxes.
Criticizes Trump's trade and tax policies as self-serving and harmful to international relations.
@EvDriveZeroPollution
Mar 4, 2025
They opened immigration for highly skilled workers, what they got was low skilled labor force with bad hygiene, morals, ethics, and insufferable culture.
They opened immigration for highly skilled workers, what they got was low skilled labor force with bad hygiene, morals, ethics, and insufferable culture.
Criticizes immigration policy outcomes while making unsubstantiated claims about immigrant workers' skills and cultural characteristics.
shonyun
Feb 23, 2026
Trudeau is a liar. He has not done anything good for Canada. Now he wants to be a hero before elections? I thought he had resigned due to his incompetence. Everything he says is bs. …
Trudeau is a liar. He has not done anything good for Canada. Now he wants to be a hero before elections? I thought he had resigned due to his incompetence. Everything he says is bs. A wolf in sheep clothing
Comprehensive criticism of Trudeau's record and current actions, questioning his competence and sincerity; combines policy critique with character attack.
@sebm489
Mar 5, 2025
We don't want this either, Mr. Trudeau. Unfortunately 49.9% of voters in this country DO want it because they follow orders from the orange man without questions. And the rest of us must suffer due …
We don't want this either, Mr. Trudeau. Unfortunately 49.9% of voters in this country DO want it because they follow orders from the orange man without questions. And the rest of us must suffer due to this minority.
Critiques Canadian voters who support Trump-aligned policies and expresses frustration that a minority's preferences harm the majority.
@jimhenderson387
Mar 4, 2025
Why do this against a close friend and NATO ally Canada. This president in Washington DC is a complete joke.
Why do this against a close friend and NATO ally Canada. This president in Washington DC is a complete joke.
Criticizes the tariff decision against an ally and attacks the US president's character and judgment.
@tore28
Mar 5, 2025
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified …
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified people by taking money from them and creating fake student permits for them. The issue with that is that these people are OK with subpar living standards and offer their services for less than minimum wage and this creates a shadow/ cash-based economy where taxes go unreported and quality of life does not improve. This is not good for anyone- not the Canadians and older immigrants who lose jobs to these people and must pay higher taxes to maintain the infrastructure needed for a larger population. Not to mention how these new immigrants are a bit uncultured and almost like the "red-necks" of India- they throw garbage around, do not learn English, never make friendships with other races/ethnicities.
Critiques immigration policy by detailing concerns about fraudulent permits, wage suppression, and cultural integration while citing economic and labor market impacts.
rihanajan9798
Jan 26, 2026
Someone told him what a was a tariff was a couple months ago and now he loves the word he said. It effects him 0 percent
Someone told him what a was a tariff was a couple months ago and now he loves the word he said. It effects him 0 percent
Commenter critiques Trump's understanding and use of tariff policy with sarcastic undertones about his lack of personal impact.
@danielryandesigns
Mar 4, 2025
As soon as Trudeau is gone, things will get better.
As soon as Trudeau is gone, things will get better.
Expresses belief that Trudeau's departure would improve conditions, implying criticism of current leadership.
Policy Critique
0.80
@caltriton6904
Mar 5, 2025
Financial Givemegrants….. Incompetence at its highest levels.
Financial Givemegrants…..
Incompetence at its highest levels.
Criticizes government financial support programs for immigrants as wasteful and indicative of institutional incompetence.
Policy Critique
0.80
mightypaws2645
Nov 25, 2025
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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)