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
❤simple fix: Refugees must apply for refugee status outside of Canada. Millions of bogus cases, too little is being done.
❤simple fix: Refugees must apply for refugee status outside of Canada. Millions of bogus cases, too little is being done.
Proposes a policy solution while making an unsubstantiated claim about 'millions of bogus cases' without evidence.
mightypaws2645
Dec 30, 2025
It's painfully obvious, most Americans are utterly embarrassed by this administration. Soldout to AIPAC. SMH
It's painfully obvious, most Americans are utterly embarrassed by this administration. Soldout to AIPAC. SMH
Critiques American administration policies and alleged corporate influence while implicitly comparing to Canadian governance.
@MrOwl-X
Mar 4, 2025
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids.
Still 4 million people is not normal to move in 4 years
Is not fair
Even im albanian u bring 4 million albanian in cannada i dont agree with it
Is like increasing popullation 15 percent in 3-5 years
Indian people drive bad than the cannadian people pay high insurance rates
So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims
Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Multi-faceted critique combining immigration volume concerns, economic burden claims, cultural incompatibility assertions, and comparative fairness arguments.
pajtimpachuku
Feb 26, 2026
Importing American style divide and conquer tactics
Importing American style divide and conquer tactics
Critiques immigration policy as a deliberate divisive strategy, combining policy analysis with concern about social fragmentation.
@HonestFred
Feb 21, 2026
Have you thought about the corruption from Ukraine? They are not an ally. I’m a veteran also. Served 14 years, not just 4 like most. Please understand that hundreds of billions of dollars and equipment …
Have you thought about the corruption from Ukraine? They are not an ally. I’m a veteran also. Served 14 years, not just 4 like most. Please understand that hundreds of billions of dollars and equipment have been sent over there. What more can they be given?
Critiques government policy on Ukraine aid spending; makes unverified claims about corruption and aid amounts without evidence.
@andrewjames5294
Mar 4, 2025
Basically chickened out on a referendum to separate (avoid egg on the face) and here's some red meat for the wolves to distract themselves. I believe a new republic must stretch from the Great Lakes …
Basically chickened out on a referendum to separate (avoid egg on the face) and here's some red meat for the wolves to distract themselves.
I believe a new republic must stretch from the Great Lakes to the Pacific and have at least 80% support across a broad field including the western provinces, the indigenous treaty holders and the territories, including Ontario west of 88⁰ and so the idea of Alberta going it alone obviously ends up with them becoming a US state at best, a territory like Puerto Rico more likely.
More work is needed.
Critiques political strategy and proposes alternative policy framework for regional separation, comparing different governance models.
@brettb9194
Feb 20, 2026
You were simply asked to secure the border and stop the flow of fentanyl but I guess that China is lining your pockets to much to care about that.
You were simply asked to secure the border and stop the flow of fentanyl but I guess that China is lining your pockets to much to care about that.
Criticizes government failure to secure border and stop fentanyl, with unsubstantiated claim about China payments influencing policy.
@JustinCase-ft3gv
Mar 4, 2025
Poilievre has been screaming about this and all MSM did was deny, deny, deny. It didn’t go unnoticed. It was ignored for far too long.
Poilievre has been screaming about this and all MSM did was deny, deny, deny.
It didn’t go unnoticed. It was ignored for far too long.
Criticizes mainstream media for ignoring a political figure's warnings about immigration issues.
@AAnnie...Iamokay
Feb 20, 2026
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Expresses concern about US presidential policies and their national impact, framed as general criticism rather than specific policy analysis.
@rachelg7751
Mar 4, 2025
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be …
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be necessary to expedite removals.
Proposes policy changes regarding illegal immigration and law enforcement while framing it as balanced with diversity support.
@GuyGoodwin-l4q
Feb 20, 2026
Not high enough
Not high enough
Brief expression that deportation numbers are insufficient, implying criticism of current policy as too lenient.
Policy Critique
0.75
keyguy4752
Dec 29, 2025
I don't want the government doing my taxes thank you
I don't want the government doing my taxes thank you
Expresses opposition to a specific government policy (tax filing services), though tangentially related to immigration discourse.
Policy Critique
0.75
MaureenJago
Jan 3, 2026
This the guy that supported firing and arresting civilians because they wouldn’t take an experimental drug? And he’s making threats?? ?
This the guy that supported firing and arresting civilians because they wouldn’t take an experimental drug? And he’s making threats?? ?
Criticizes past government actions on vaccine mandates and questions current leadership credibility, with implied factual assertion about 'experimental drug.'
@TheInsideMan-r6z
Mar 4, 2025
So you guys want to listen to this guys the guy who destroyed Canada ? the one who let all the Indians in and make homes unaffordable.
So you guys want to listen to this guys the guy who destroyed Canada ? the one who let all the Indians in and make homes unaffordable.
Criticizes Canadian leadership for immigration policy and housing affordability, with unsubstantiated causal claims about immigration and housing costs.
@ELdementeDR12
Mar 4, 2025
Listen Trump lied to Americans he said he don't know project 2025 fired our federal workers Americans are not to blame for Trump lies your issue is with him not the citizens once again he …
Listen Trump lied to Americans he said he don't know project 2025 fired our federal workers Americans are not to blame for Trump lies your issue is with him not the citizens once again he lied to us
Critiques Trump's dishonesty regarding Project 2025 and federal worker firings, defending American citizens from blame.
@hazelady5068
Mar 4, 2025
Focus on family creation not wage suppression.
Focus on family creation not wage suppression.
Critiques government priorities, arguing policy should focus on family formation rather than wage suppression, framing immigration as economically harmful.
warfarenotwarfair5655
Jan 3, 2026
A drop in the bucket
A drop in the bucket
Dismissive comment suggesting deportation numbers are insignificant relative to overall immigration intake, implying criticism of policy scale.
Policy Critique
0.75
jameshallahan4376
Dec 30, 2025
I don’t agree with the government. It’s sad that our president is on Russia side. That’s not good. I feel like moving to Canada myself.❤
I don’t agree with the government. It’s sad that our president is on Russia side. That’s not good. I feel like moving to Canada myself.❤
Criticizes US government alignment with Russia; personal narrative element about considering relocation to Canada.
@ruthiebrewer131
Mar 4, 2025
What is this dick all talking about? Why does he want the government to do something about one guy transporting people we have DHC up in our asses all day?, murdering people on the street
What is this dick all talking about? Why does he want the government to do something about one guy transporting people we have DHC up in our asses all day?, murdering people on the street
Challenges the video's focus by questioning government priorities and pointing to other perceived security issues, critiquing policy emphasis.
AnthologyOfDave
Jan 27, 2026
Ça peut bien être le bordel aux Québec vivre les libéraux il détruit Leur propre pays en plus du Québec qu'il ont détruit
Ça peut bien être le bordel aux Québec vivre les libéraux il détruit Leur propre pays en plus du Québec qu'il ont détruit
Criticizes Liberal government policy for destroying Quebec and the country, blaming political leadership for national decline.
StephaneMantha-kh9hs
Jan 27, 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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