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
Follow the flip flop trail.
Follow the flip flop trail.
Uses sarcastic phrase to critique government inconsistency or hypocrisy in immigration policy implementation.
FrankRizzo-w1y
Feb 18, 2026
truth truduh is not on the canadian peoples side cartels puttin money in his pocket see what the far left has done in the us.its sickening hes part of the corruption thats why hes allready …
truth truduh is not on the canadian peoples side cartels puttin money in his pocket see what the far left has done in the us.its sickening hes part of the corruption thats why hes allready put in his resignation then talk big doge canada see why hes saying this
Criticizes Trudeau's policies and leadership while making unsubstantiated claims about corruption and cartel involvement without evidence.
@lindseyhill1896
Mar 4, 2025
I think it is important to note how much governments complain when they get taxed but how much they also complain they aren't taxing their people even more. Imagine if the people got this upset …
I think it is important to note how much governments complain when they get taxed but how much they also complain they aren't taxing their people even more. Imagine if the people got this upset Everytime they were taxed. And if he wants to fight russia in wwiii he is welcome to go to russia and get it started rather than negotiate peace. America loves life, liberty, and pursuit of happiness. That's why we elected trump and LOVE everything he is doing. We wish more loved that too like us.
Critiques government taxation and foreign policy decisions while comparing American and Canadian approaches.
@PLandPProductions
Mar 4, 2025
Kenney is another liberal in hiding
Kenney is another liberal in hiding
Criticizes a political figure (Kenney) by labeling him as ideologically misaligned, combining partisan critique with identity framing.
FringeMinorityAB
Feb 18, 2026
They voted him in so now we all of embrace it for 4 years
They voted him in so now we all of embrace it for 4 years
Critiques the democratic outcome and suggests resignation to Trump's presidency as inevitable consequence of electoral choice.
Policy Critique
0.75
@mickealpalmer6252
Mar 4, 2025
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Critiques government spending and monetary policy while defending Trump's anti-corruption agenda, acknowledging shared problems in Canada.
Policy Critique
0.75
@charlenajean1401
Mar 4, 2025
Remember when this same fellow froze protesters bank accounts and began collecting peoples weapons? Yet, he has the gull to talk about dictators. Trump actually wants to avoid WWIII and I hope what his administration …
Remember when this same fellow froze protesters bank accounts and began collecting peoples weapons? Yet, he has the gull to talk about dictators. Trump actually wants to avoid WWIII and I hope what his administration does will bring an end to the war. Though, I do agree he should be more tough on Putin. That being said, I do agree that the crossings from Canada are not nearly as significant as compared to our southern border. It would be nice to see more from Canada in their investments to secure the border and stop crossings, cartel movements, and drug operations. The US has spent more than 409 billion since 2003 on such operations. Regardless, I feel for you Canadians and it sucks that it has come to this and I hope we keep strong relations in the future. Hopefully we can come to a fair deal soon. Mexico and China are the big players that do not do nearly enough to prevent these crimes. In fact, the Mexican government helps the cartels by not trying to stop them. China's lack of regulation on the ingredients to make fentanyl contribute to a large extent to this tragedy as well.
Complex critique comparing border security policies, government actions, and international relations across multiple countries with specific economic figures.
@tylernewberry9070
Mar 4, 2025
Is it the same Kenny who ran brutal fascist dictatorship in Alberta during "pandemia"? Strange to hear such none-woke speeches
Is it the same Kenny who ran brutal fascist dictatorship in Alberta during "pandemia"? Strange to hear such none-woke speeches
Commenter critiques Kenney's pandemic policies with ironic tone, questioning his credibility on immigration despite his non-woke rhetoric.
radretev4611
Feb 17, 2026
Ontario and Quebec wanted legalize feed and voted for the young guy who was" cute
Ontario and Quebec wanted legalize feed and voted for the young guy who was" cute
Criticizes provincial governments' policy decisions regarding legalization, with partisan undertones about political leadership.
jasonmay9387
Feb 19, 2026
India is multi-cultural, Punjab is only 1 part of India and their culture is different from the other Indian states represented in India. The behavior of Punjabi immigrants is not reflective of other Indian cultures …
India is multi-cultural, Punjab is only 1 part of India and their culture is different from the other Indian states represented in India. The behavior of Punjabi immigrants is not reflective of other Indian cultures in India. For whatever reason there seems to more Punjabi migrants in Canada than from any other state in India. Its the job of Canada to enforce assimilation and immigration rules, they deliberately don't. Littering and defecating in public spaces is illegal in Canada but the Canadian government refuses to enforce those rules.
Critiques Canadian government enforcement of immigration and public conduct rules, with unsubstantiated claims about Punjabi immigrant behavior.
Law19157
Jan 27, 2026
And why is he just now showing his face??!!! He waits until today to show his face! You should have thought about this last week Trump already gave u too many chances!!!! We will have …
And why is he just now showing his face??!!! He waits until today to show his face! You should have thought about this last week Trump already gave u too many chances!!!! We will have American made everything so keep your crap in your country. U need is more than we do! And Trump would say the same thing to you!! ??
Criticizes Trudeau's timing and response to Trump's tariffs while advocating for protectionist economic policy.
@sandracontreras5417
Mar 4, 2025
could always just legalize handguns... that would help
could always just legalize handguns... that would help
Suggests an alternative policy solution (legalizing handguns) as a response to immigration-related concerns.
Policy Critique
0.75
@politicalofficer832
Feb 20, 2026
Canadian government is to blame for khalistani bs
Canadian government is to blame for khalistani bs
Blames government policy for a perceived problem while invoking national/political identity framing.
Improveshorts
Feb 17, 2026
This man is a dictator himself by what we went through with gender identity they still enforce there people with this bogus B.S.
This man is a dictator himself by what we went through with gender identity they still enforce there people with this bogus B.S.
Criticizes Trudeau's government policies on gender identity as authoritarian overreach.
Policy Critique
0.75
@IM-CALLED-REAPER-hm4vv
Mar 4, 2025
pretty sure it's not happening right under the governments nose, it's not like they allow this stuff to happen, that's why we have border patrol
pretty sure it's not happening right under the governments nose, it's not like they allow this stuff to happen, that's why we have border patrol
Critiques government enforcement and border control policies, suggesting the government allows problematic activities.
Policy Critique
0.75
LeakCentral
Jan 27, 2026
Brought to you by the Liberal Party of Canada.
Brought to you by the Liberal Party of Canada.
Attribution of immigration policy to a specific political party, implying partisan blame for the issue.
colehara
Feb 17, 2026
Lol, there is no division at all. Even Trudeau himself called his own immigration policy out of control, that he needed to get it back under control before he was voted out of office.
Lol, there is no division at all. Even Trudeau himself called his own immigration policy out of control, that he needed to get it back under control before he was voted out of office.
Critiques immigration policy by citing Trudeau's own acknowledgment that immigration was out of control, using ironic framing.
ccgear4367
Feb 14, 2026
Close the border Canada. Your tariffs are higher than ours. We are just keeping it even.
Close the border Canada. Your tariffs are higher than ours. We are just keeping it even.
Argues for border closure and justifies tariffs by comparing Canada's tariff rates to America's.
@marlowshultz7308
Mar 4, 2025
Immigration, Corruption, Deportation. Well said Elenore!...and that's in B.C.....
Immigration, Corruption, Deportation. Well said Elenore!...and that's in B.C.....
Summarizes three policy areas (immigration, corruption, deportation) in apparent agreement with another commenter's critique.
Policy Critique
0.75
@marlonsmith7342
Feb 19, 2026
Trafficking yourself into the country is something different
Trafficking yourself into the country is something different
Distinguishes between human trafficking and legitimate immigration, implying criticism of conflating these categories.
Policy Critique
0.75
JackAnemo
Feb 6, 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)