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
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed …
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed at proven, bogus asylum seekers and those whose Visas have expired and have no right to even remain in Canada. Also, I don't care what kind of a mess a legitimate asylum seeker is fleeing, I do not believe anyone "from away" is entitled to better health care benefits than Canadian citizens.
Defends the proposed motion targeting bogus asylum seekers and expired visa holders, while asserting that Canadian citizens deserve priority for benefits.
leighnorman6325
Feb 24, 2026
Immigration is being reduced by Carney. We’re all good
Immigration is being reduced by Carney. We’re all good
References specific policy action (Carney reducing immigration) and expresses approval, engaging with government immigration policy.
Policy Critique
0.78
NoBS249
Jan 28, 2026
Remember those immigrant who forgot their OATH at the time of Citizenship must have their Citizenship revoked and deported for this Violation....Diversity and inclusion not at the expenses of Canadian Culture. I think this is …
Remember those immigrant who forgot their OATH at the time of Citizenship must have their Citizenship revoked and deported for this Violation....Diversity and inclusion not at the expenses of Canadian Culture. I think this is why now I think only RACISM is the only to regulate it.
Proposes policy action (citizenship revocation) while framing immigration as a threat to Canadian culture and identity.
markdsouza852
Oct 26, 2025
Shouldn't get health benefits ...absolutely not ...I can't even get dental care ...to rich ...Mexico, here I come 😅
Shouldn't get health benefits ...absolutely not ...I can't even get dental care ...to rich ...Mexico, here I come 😅
Criticizes immigrant health benefits while expressing personal frustration about own healthcare access.
MapleSyrupPoet
Nov 21, 2025
Thank Trudeau and Panjeet Singh.
Thank Trudeau and Panjeet Singh.
Blames political leaders for immigration policy, with implicit criticism of government decision-making.
solitaire5142
Aug 31, 2025
Yeah Canada sucks really bad at the moment, all because of the liberals.
Yeah Canada sucks really bad at the moment, all because of the liberals.
Expresses dissatisfaction with Canada's current state and blames a political party, framing it as policy failure.
shilosmith6169
Jan 27, 2026
The free world has been hurting trump friends for the last 3 years, so now he is in office he's gonna hurt the free world.
The free world has been hurting trump friends for the last 3 years, so now he is in office he's gonna hurt the free world.
Frames Trump's policies as retaliatory response to prior treatment, suggesting tit-for-tat escalation and threat to global stability.
@wearemadefromthestars3310
Mar 4, 2025
Problem in Canada is open borders and socialist spending
Problem in Canada is open borders and socialist spending
Identifies open borders and spending policies as root problems, combining policy and economic critique.
kirk.w.mclaren
Nov 25, 2025
Come on Vassey, you know very well there are bogus claims. If I know it she should.
Come on Vassey, you know very well there are bogus claims. If I know it she should.
Challenges the interviewer's credibility by suggesting she ignores fraudulent asylum claims, implying criticism of immigration policy enforcement.
lizducsay9048
Feb 24, 2026
Fucking " student visas " 🔪🐀 . It has to stop. It has to stop altogether. Most are fakes. Even real ones are incompetent and a net negative. It has to stop. No more. Only …
Fucking " student visas " 🔪🐀 . It has to stop. It has to stop altogether. Most are fakes. Even real ones are incompetent and a net negative. It has to stop. No more. Only from european of descent countries. That should be the aim . For 100% european of descent. No more BS
Criticizes student visa programs as fraudulent and ineffective while making explicit ethnic/racial preference claims.
Malacala
Jan 28, 2026
This stupid fool refused to trade LNG with Europe and Japan. Now he just wants his name in lights one last time.
This stupid fool refused to trade LNG with Europe and Japan. Now he just wants his name in lights one last time.
Criticism of Trudeau's LNG trade decisions and motives, arguing he refused beneficial trade deals and is now seeking personal recognition.
Policy Critique
0.78
@bushmaster369
Mar 4, 2025
*Premier Smith herself begged and pleaded with Trudeau for more immigration to Alberta.* Hopefully Canadians in Alberta see through this CONs constant lies.
*Premier Smith herself begged and pleaded with Trudeau for more immigration to Alberta.*
Hopefully Canadians in Alberta see through this CONs constant lies.
Accuses Premier Smith of hypocrisy by claiming she previously requested immigration while now opposing it; combines critique with potential factual dispute.
@In_toxicologist
Feb 20, 2026
No illegal, no refugee and no new immigrant should get one dime more than the lowest paid Canadian.
No illegal, no refugee and no new immigrant should get one dime more than the lowest paid Canadian.
Advocates for equal or reduced welfare treatment of immigrants relative to Canadian citizens, combining policy position with fairness argument.
garyhenneberry72
Aug 25, 2025
Il faut un moratoire sur tout immigration au Canada. On est en train de détruire la cohérence de la nation.
Il faut un moratoire sur tout immigration au Canada. On est en train de détruire la cohérence de la nation.
Calls for immigration moratorium citing national cohesion concerns, framed as policy argument rather than explicit threat.
christianrobertdemassy900
Feb 12, 2026
Didn't you cheer when each time the US slapped tariffs on China? Now you say tariffs make no winners. That's what the Chinese been saying for years, since Trump's first term
Didn't you cheer when each time the US slapped tariffs on China? Now you say tariffs make no winners. That's what the Chinese been saying for years, since Trump's first term
Challenges inconsistency in tariff positions by comparing Canada's stance to China's historical position.
@comments2840
Mar 4, 2025
Trudeau is rubbish. This is his only time to speak on mic. He is respected less than Pakistani president at world stage. Baby is Just-in, that's not the calculation boy the real effect will be …
Trudeau is rubbish. This is his only time to speak on mic. He is respected less than Pakistani president at world stage. Baby is Just-in, that's not the calculation boy the real effect will be when your companies move to USA without tax and their products will be made USA
Criticizes Trudeau's leadership and policy effectiveness while asserting Canada's diminished international standing.
@zimwok
Mar 5, 2025
@TylerOliveira: 4 weeks ago, huh? No research at all on this. Wanna know HOW I know? I'm Canadian. You do know that Tim Hortons is an >American< company now... right? Been that way since 1995... …
@TylerOliveira:
4 weeks ago, huh? No research at all on this. Wanna know HOW I know? I'm Canadian. You do know that Tim Hortons is an >American< company now... right? Been that way since 1995... loooong before THentered India. Wanna know how I knew that? *>I RESEARCHED IT<*. Please stop blaming us for the bad choices of Mericans. Research or don't bother... seriously.
Criticizes another commenter's lack of research on corporate ownership facts while asserting Canadian identity and knowledge.
MarkoRichards-s7y
Feb 25, 2026
Why is nobody talking about how tyler is selling us and our privacy out for his money?
Why is nobody talking about how tyler is selling us and our privacy out for his money?
Accusation directed at a content creator regarding privacy/financial misconduct, attempting to redirect attention from immigration topic.
gtgolm
Feb 3, 2026
This idiot so call leader destroyed Canada with the evil , woke Liberals, you met your mstch now and I hope Canada becomes apart if USA to teach a lesson to every woke Liberal Canadian, …
This idiot so call leader destroyed Canada with the evil , woke Liberals, you met your mstch now and I hope Canada becomes apart if USA to teach a lesson to every woke Liberal Canadian, we have to bring back strong Christian family communities and get rid of illegal migrants, transgenders, STOP Sexualizing children, STOP all foreign aid especially to the Ukraine, you help your own first and foremost, this idiot Justin Trudeau has to be kucked out of Canada and never let back aling with every other liberal.
Comprehensive critique of government policies and leadership, attacking multiple policy areas (immigration, foreign aid, social issues) with calls for removal of the PM.
@CNLPatriot
Mar 4, 2025
On the outside we are made to believe such things but I know behind the scenes things are different. What have you done to your own people? No one is perfect and no one party …
On the outside we are made to believe such things but I know behind the scenes things are different. What have you done to your own people? No one is perfect and no one party either demo or repubs, there are going to be good and bad. I just want more good vs the bad. Why are you talking about America, worry about Canada.
Questions government transparency and domestic policy while expressing desire for better governance, with skepticism about public narratives.
@namelessducati2784
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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14-category DH taxonomy
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Discourse Quality (Perspective API)