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
If they work, file their taxes, don't siphon the system and talk to me in English then I do not care what they do in their own time. On the contrary, I wish them the …
If they work, file their taxes, don't siphon the system and talk to me in English then I do not care what they do in their own time. On the contrary, I wish them the best.
Those who do not contribute to society and merely leech off of it are the true dregs. That applies the same to a white man with needles harassing people under a bridge and a black man in a hoodie and mask robbing a convenience store (non-Indian stereotypes) as it does to any immigrant who hops the border and expects this country to fund their way.
That said, there have been far too many immigrants in the last decade, regardless of origin. I've lived in my small town in BC for 37 years and somehow I cannot get a family doctor (I visit all of the local clinics annually and am on the provincial waiting list) while a lot of newer residents seem to have a doctor within months of moving here. I am glad I bought my house when I did, I would not be able to afford one today.
I am not against legal immigration, just slow it down so the infrastructure can support it and properly vet those who apply. The system for deportment currently employed in the US is far too hastened and imperfect for my liking but the lack-of-a-system (or heck, acknowledgement) that this is even an issue by the current and previous Canadian governments is equally as concerning (arguably more, other folks can debate the politics of it).
Comprehensive critique of immigration policy pace and vetting procedures, with concerns about infrastructure capacity, healthcare access, and housing affordability.
kadenthefoxbat1450
Oct 5, 2025
If we actually want solutions, we should be talking about things like real-time tracking for overstays, linking federal/provincial systems, funding enforcement properly, and setting penalties that are predictable and enforced. Bring in experts not random …
If we actually want solutions, we should be talking about things like real-time tracking for overstays, linking federal/provincial systems, funding enforcement properly, and setting penalties that are predictable and enforced. Bring in experts not random paper pushers for “gotcha” moments.
Sessions like this aren’t about fixing the system, they’re about stoking outrage. And more often than not, it ends up targeting vulnerable groups instead of creating policy that actually works.
Detailed critique of government immigration enforcement systems and policy implementation, arguing for evidence-based solutions over performative outrage.
Policy Critique
0.88
77WHeavy
Oct 3, 2025
Canada, and it’s government, are a bunch of woke idiots. It’s like issues such as this they don’t give a shit
Canada, and it’s government, are a bunch of woke idiots. It’s like issues such as this they don’t give a shit
Criticizes Canadian government and its policies as ineffective and ideologically misguided, without specific immigration focus but in immigration context.
Policy Critique
0.88
acourtneyification
Oct 4, 2025
So the liberals one touch immigration system doesn’t work? No kidding.
So the liberals one touch immigration system doesn’t work? No kidding.
Criticizes the Liberal government's immigration system as ineffective.
Policy Critique
0.88
@slaphands7703
Feb 19, 2026
If I hear the two words, “Canada’s Generosity” one more time, I will puke. This is really about “Canada’s Stupidity”, if you ask any tax payer, or anyone else with a brain. Giving benefits to …
If I hear the two words, “Canada’s Generosity” one more time, I will puke. This is really about “Canada’s Stupidity”, if you ask any tax payer, or anyone else with a brain. Giving benefits to fraudsters, and cheats, that tax paying Canadians don’t even receive or cannot afford is pure criminal behaviour.
Criticizes government policy on immigrant benefits as unfair compared to Canadian taxpayers, framing it as criminal behavior.
beemer1111
Feb 19, 2026
smh the most embarrassing pres in my lifetime
smh the most embarrassing pres in my lifetime
Expresses disapproval of the current president's performance and leadership record.
Policy Critique
0.88
@vitotntceo
Mar 4, 2025
Our liberal government has turned Canada into a train wreck laughing stock.
Our liberal government has turned Canada into a train wreck laughing stock.
Criticizes the Liberal government's policies as having damaged Canada's reputation and governance.
Policy Critique
0.88
hothatch1520
Oct 1, 2025
Bottom line, is that if you are a fake student, you should be removed from the country and barred from return for life.
Bottom line, is that if you are a fake student, you should be removed from the country and barred from return for life.
Advocates for stricter enforcement and penalties against fraudulent international students, critiquing current policy.
Policy Critique
0.88
missynorris2055
Sep 30, 2025
There is literally zero transparency ever with anything period.
There is literally zero transparency ever with anything period.
Criticizes government lack of transparency in immigration processes and administration.
Policy Critique
0.88
Fksjfj49258
Sep 30, 2025
Call the phentanyl argument bullshit, which is what it is.
Call the phentanyl argument bullshit, which is what it is.
Dismisses the fentanyl argument used to justify tariffs as false, critiquing the policy rationale.
Policy Critique
0.88
@mechamykal
Mar 4, 2025
I have literally heard these same words for all of my life and nothing ever changes why would anyone think it will now doesn’t make sense to keep jabbering bout the same shit you ain’t …
I have literally heard these same words for all of my life and nothing ever changes why would anyone think it will now doesn’t make sense to keep jabbering bout the same shit you ain’t even fixing?
Commenter criticizes government for repeating rhetoric without implementing actual policy changes.
Policy Critique
0.88
@Thatheathennerd
Mar 4, 2025
Good Luck with that! I mean, what's new? You've had a tariff on the US forever now. Next time Trudeau, you need to grow a set of balls and speak with the president. Don't address …
Good Luck with that! I mean, what's new? You've had a tariff on the US forever now. Next time Trudeau, you need to grow a set of balls and speak with the president. Don't address the US. Address the president of the United States in person, or at the very least the phone call. Congrats, you just screwed over the Canadian people. So again what's new?
Criticizes Trudeau's handling of tariffs and diplomatic approach, arguing he failed to adequately represent Canadian interests.
@clintbell3574
Mar 4, 2025
The US did not slap tariffs on Canada, the boss of the US did it-against the American people’s best interest. Out of spite & a revengeful rotten soul.
The US did not slap tariffs on Canada, the boss of the US did it-against the American people’s best interest. Out of spite & a revengeful rotten soul.
Critiques US tariff policy as driven by personal spite rather than legitimate governance, framing it as harmful to Americans.
@laurafloura3058
Mar 4, 2025
There’s nothing tough about this joker, so any speech he gives can’t be “blistering.” Furthermore, with his track record of wrecking his own economy he lacks any credibility to lecture the USA about our economy …
There’s nothing tough about this joker, so any speech he gives can’t be “blistering.” Furthermore, with his track record of wrecking his own economy he lacks any credibility to lecture the USA about our economy or decisions to bargain for trade deals that benefit said economy. Trudeau is nothing more than a woke, leftist hack.
Systematically critiques Trudeau's economic record, credibility, and political ideology as 'woke leftist,' analyzing his fitness for leadership.
Policy Critique
0.88
@NateThurman-d8z
Mar 4, 2025
Maybe you should pay more attention to your own country instead of investing in Ukraine and telling America how to run their business
Maybe you should pay more attention to your own country instead of investing in Ukraine and telling America how to run their business
Criticizes government priorities and resource allocation decisions regarding Ukraine and foreign policy engagement.
Policy Critique
0.88
@winteriscoming5949
Mar 4, 2025
America's economy was a juggernaut the day before Trump and his greedy band of thieves took over, and our strength was in our alliances with Canada, Mexico, and Europe. Our moral strength was in our …
America's economy was a juggernaut the day before Trump and his greedy band of thieves took over, and our strength was in our alliances with Canada, Mexico, and Europe. Our moral strength was in our unwavering support of Ukraine and opposition to Russia. In barely a month Trump has undermined and destroyed all the trust previous administrations (aside from his own) had built. By trying to rob our allies blind and turn the US into a kleptocracy, Trump is destroying the economy and our standing in the world at record pace. Maybe irreversibly.
Detailed critique of Trump administration policies regarding alliances, Ukraine, and economic/moral standing, with implicit comparison to previous administrations.
@saintsataniko2116
Mar 4, 2025
Florida here. Trump clearly doesn't care about actual Americans. He only cares about himself. (And Russia)
Florida here. Trump clearly doesn't care about actual Americans. He only cares about himself. (And Russia)
Critiques Trump's leadership priorities and implies a threat/concern about foreign influence (Russia).
@ariamay2
Mar 4, 2025
I absolutely loathe Justin Trudeau and the immeasurable damage that he has done to my country over the past ten years. That said, he's 100% correct here.
I absolutely loathe Justin Trudeau and the immeasurable damage that he has done to my country over the past ten years. That said, he's 100% correct here.
Criticizes Trudeau's overall governance while acknowledging agreement on a specific policy decision.
@whispers1979
Mar 4, 2025
the minister is disgusting, her reference to tabouleh is a way to imply that Rempel Garner is somehow a racist without engaging her question. It's like when AOC went off about black and indigenous cowboys …
the minister is disgusting, her reference to tabouleh is a way to imply that Rempel Garner is somehow a racist without engaging her question. It's like when AOC went off about black and indigenous cowboys at Munich to avoid engaging with any of the content of Rubio's speech. The left does this all the time, rather than offer any defense they just shout "racism" or "islamophobia" or "transphobia"
Critiques a minister's rhetorical strategy as avoiding substantive policy debate by invoking identity-based accusations.
heperile
Feb 28, 2026
Trump has damaged relationships between our countries that will take a long time to repair. I did not vote for Trump and I wholeheartedly accept that Canada has to respond strongly to his harmful, stupid …
Trump has damaged relationships between our countries that will take a long time to repair. I did not vote for Trump and I wholeheartedly accept that Canada has to respond strongly to his harmful, stupid tariff policies. It’s going to hurt us all.
Criticizes Trump's tariff policies as harmful and damaging to international relationships, with acknowledgment of personal political stance.
@pattybartels6409
Mar 4, 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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