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 refreshing it must be to have a national leader who actually speaks clearly and truthfully.\nBy choosing Trump, 50% of Americans chose chaos...and it's only beginning.
How refreshing it must be to have a national leader who actually speaks clearly and truthfully.\nBy choosing Trump, 50% of Americans chose chaos...and it's only beginning.
Critiques Trump's leadership style and warns of chaos resulting from his election.
@frgabrielmary4620
Mar 4, 2025
19:21 „Isolating Canada“ well, NO. New Trades between Europe and Canada are in place. Dummy Trump isolated USA from Canada (and their resources), like he isolated USA from Ukraine (and their resources)
19:21 „Isolating Canada“ well, NO. New Trades between Europe and Canada are in place. Dummy Trump isolated USA from Canada (and their resources), like he isolated USA from Ukraine (and their resources)
Disputes Trump's framing of Canada as isolated by presenting counter-evidence of new trade relationships and comparative analysis.
@tramper42
Mar 4, 2025
woo, now Justin cares about normal people. But why do you still take money from normal people's pockets and hand over to Ukraine? why can't you take your own money from your own pockets?
woo, now Justin cares about normal people. But why do you still take money from normal people's pockets and hand over to Ukraine? why can't you take your own money from your own pockets?
Criticizes government spending priorities, questioning why public funds go to Ukraine rather than domestic needs.
@huaqingshi5934
Mar 4, 2025
First time he's stepped up. I still do not want Liberals in power. It's a great speech but he's created some of the problems in Canada. He should have closed the border years ago and …
First time he's stepped up. I still do not want Liberals in power. It's a great speech but he's created some of the problems in Canada. He should have closed the border years ago and paid more for the military help.. Too little too late but he's finally protecting Canada! No Putin no takeover, not Trump!
Criticizes Trudeau's past policy decisions (border closure, military spending) while acknowledging current protective measures, framed as overdue action.
@lindamcarthur1407
Mar 4, 2025
This is all happening because of Justin Trudeau he needs to go and it will stop you just watch he's a scumbag and he needs to go.
This is all happening because of Justin Trudeau he needs to go and it will stop you just watch he's a scumbag and he needs to go.
Blames Trudeau for the situation and calls for his removal, framing him as the root cause of the conflict.
@davidduguette7820
Mar 4, 2025
Canada is right, trump is wrong. This is a huge mistake and average Americans will pay the price.
Canada is right, trump is wrong. This is a huge mistake and average Americans will pay the price.
Compares Canada and Trump positions while predicting negative economic consequences for Americans.
@cjstanley1
Mar 4, 2025
What did the people of America Expect? Your working with a failed business man attempting to run a country ... again.
What did the people of America Expect? Your working with a failed business man attempting to run a country ... again.
Critiques a political leader's competence and business background as unfit for governing.
Policy Critique
0.82
@loogle8365
Mar 4, 2025
This guy does not give a crap about the Canadian people. He has been a corporate puppet and has forgotten the rights of his people at every turn!
This guy does not give a crap about the Canadian people. He has been a corporate puppet and has forgotten the rights of his people at every turn!
Criticizes Trudeau's governance and alleged neglect of citizens' rights, framed as both policy failure and moral breach.
@briguy1729
Mar 4, 2025
Trudeau is also a dictator. We would rather Canada pay tariffs than for US citizens to pay high taxes. It makes more sense. If the products are worth it, they will still sell.
Trudeau is also a dictator. We would rather Canada pay tariffs than for US citizens to pay high taxes. It makes more sense. If the products are worth it, they will still sell.
Criticizes Trudeau's policies and argues that tariffs are preferable to high taxes, combining political critique with economic reasoning.
@davidvick68
Mar 4, 2025
We asked for Canada to control the border, they did not. The tariff came after this request was denied. Canadians should be concerned about dangerous people coming through their country to get to the US. …
We asked for Canada to control the border, they did not. The tariff came after this request was denied. Canadians should be concerned about dangerous people coming through their country to get to the US. I hope your government shows more concern for your welfare as our president does for ours!???
Criticizes Canadian border policy as inadequate and justifies US tariffs as response, while expressing security concerns about border control.
@valerieroberts8241
Mar 4, 2025
this idiot needs to go.... Canada is gonna suffer a lot due to the tariff.... their jobs will be in trouble.
this idiot needs to go.... Canada is gonna suffer a lot due to the tariff.... their jobs will be in trouble.
Criticizes Trudeau's leadership and predicts negative economic consequences from tariffs on Canadian jobs.
@AnbazhaganChinnappillai
Mar 4, 2025
Where is the Trucker money,idiot?
Where is the Trucker money,idiot?
Rhetorical question challenging Trudeau's accountability regarding trucker protest funds, functioning as policy criticism.
@philip.morris
Mar 4, 2025
Donald Trump launched a trade war. Not the United States.
Donald Trump launched a trade war. Not the United States.
Distinguishes between Trump's personal agency and institutional responsibility, critiquing the attribution of trade war policy.
Policy Critique
0.82
@joeanderson8839
Mar 4, 2025
Great speech ! This is what every leader has to do, stop treating this economic ignoramus with kid gloves and go for his orange throat. This might wake the MAGA morons up when their bacon …
Great speech ! This is what every leader has to do, stop treating this economic ignoramus with kid gloves and go for his orange throat. This might wake the MAGA morons up when their bacon and eggs go up by 25 %.
Praises Trudeau's confrontational stance against Trump while predicting economic consequences (price increases) for supporters.
@zoochi929
Mar 4, 2025
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know that's a lie.
So many don't want to learn english, assimilate to Canadian cultures and their entitlement is next level. They think they are above the law.
If they love their culture so much and don't want to change...don't come to a better country like Canada just to make our country shit.
The first guy speaking truth, even knows it's too much and out of control.
And I can assure you all these so called doctors and engineers and so forth aren't the majority of immigrants coming in - being an amazon driver, working at Tim's or a gas station isn't a special skill set.
And the smuggler guy - yeah those are exactly the type of people we want in our countries...they are shady, dangerous and break law as like it's a proper day job.
Criticizes government immigration policy and enforcement while making claims about immigrant behavior and cultural assimilation failures.
lostgypsy5068
Jan 28, 2026
I don’t agree with giving incentives of money to newcomers like why? and maybe on a very limited time not a longer period of time. And child benefits should not be given until they’re working …
I don’t agree with giving incentives of money to newcomers like why? and maybe on a very limited time not a longer period of time. And child benefits should not be given until they’re working and contributing. Because I have heard of a story of a woman who had like three or four kids and she said that I don’t need to work. I have child tax benefit coming in and they were refugees.
Critiques government incentive programs for newcomers and welfare policies, supported by an anecdotal example presented as evidence of policy problems.
rajbinning9691
Aug 27, 2025
It's great that the fentanyl problem is being attacked at the border. What about Canada inside the borders? Why did it take Trump to impose tariffs for Canada to respond to the drug problem? And …
It's great that the fentanyl problem is being attacked at the border. What about Canada inside the borders? Why did it take Trump to impose tariffs for Canada to respond to the drug problem? And what about dealing with China? Most of the chemical compounds have been brought in from there...thousands of kids have died and Canada has not addressed China's conspiracy with this. Congrats to Trump for his tough line on this!!
Criticizes Canadian government's drug policy response while making unverified claims about China's involvement and comparing Canada's inaction to Trump's tariff approach.
@VickiColombaris-j9n
Mar 4, 2025
Wow obviously censored comments. Emperor trudeau is universally hated in Canada for destroying our once great nation
Wow obviously censored comments. Emperor trudeau is universally hated in Canada for destroying our once great nation
Criticizes Trudeau's governance and impact on Canada, framed through national identity concerns about the nation's decline.
@toolaholicsanonymous
Mar 4, 2025
https://www.youtube.com/shorts/XuWr9DoH1JI here's a better take on reality Brian, so quit trying to push your BS agenda of the dream that isn't, never was here's another one for your delusions https://www.youtube.com/shorts/Gyzd_0167AM then tell the guy who …
https://www.youtube.com/shorts/XuWr9DoH1JI here's a better take on reality Brian, so quit trying to push your BS agenda of the dream that isn't, never was here's another one for your delusions https://www.youtube.com/shorts/Gyzd_0167AM then tell the guy who had to go to Australia 20 yrs ago, to become a Dr, then the US for Residency spot, that we had a wonderful immigration system/policy, lazy, incompetent politicians, leaders, that's what we've had for 50 years of lies
Commenter criticizes Canadian immigration policy as broken and incompetent, citing a personal anecdote about credential recognition barriers.
rona3393
Feb 17, 2026
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"? The problem isn't them; the problem is the government for …
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"?
The problem isn't them; the problem is the government for allowing their culture to be replaced in order to get quick results.
Critiques government policy for enabling immigration while framing it as cultural replacement, blending policy analysis with identity concerns.
naturalformation
Jan 28, 2026
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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)