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
By using every tool, does that mean we'll be dropping the Carbon tax? Nope, didn't think so. Cause after years of Trudeau destroying our economy, Trump is the problem... Fuck Trudeau.
By using every tool, does that mean we'll be dropping the Carbon tax? Nope, didn't think so. Cause after years of Trudeau destroying our economy, Trump is the problem... Fuck Trudeau.
Critiques Trudeau's economic management and carbon tax policy while dismissing Trump as a scapegoat.
@GreatCanadianBob
Mar 4, 2025
These CNN followers are so one-sided and blind . Trudeau has been terrible for canada so just stfu
These CNN followers are so one-sided and blind . Trudeau has been terrible for canada so just stfu
Criticism of Trudeau's governance record and dismissal of CNN followers as biased, combining policy critique with meta-commentary.
@EndZiiel
Mar 4, 2025
All you US dems liberal cnn brainwashed morons speaking good about Trudeau is hilarious. This idiot has destroyed Canada that's why he and his libtards is getting the boot come election. Liberal woke idiots
All you US dems liberal cnn brainwashed morons speaking good about Trudeau is hilarious. This idiot has destroyed Canada that's why he and his libtards is getting the boot come election. Liberal woke idiots
Criticizes PM's governance record and policies while dismissing supporters through partisan identity framing.
@gussalex3740
Mar 4, 2025
Yes, the numbers suggest we had a lot of indian students here 2023-2024. Those numbers have declined massively in 2025-26. Things don't change overnight, but things are getting fixed slowly.
Yes, the numbers suggest we had a lot of indian students here 2023-2024. Those numbers have declined massively in 2025-26. Things don't change overnight, but things are getting fixed slowly.
Comment references statistical data on Indian student enrollment and suggests government policy changes are addressing the issue, engaging in policy analysis.
Policy Critique
0.80
bob_cables
Jan 28, 2026
Trudeau - zero people care about anything you say and none of it is true. Changing the channel.
Trudeau - zero people care about anything you say and none of it is true. Changing the channel.
Dismisses Trudeau's credibility and statements as false, expressing distrust in leadership and policy messaging.
@Missionroad49
Mar 4, 2025
Don’t blame the govt blame the ppl that scammed the system
Don’t blame the govt blame the ppl that scammed the system
Redirects blame from government to individuals who exploited immigration system, critiquing enforcement rather than policy itself.
Policy Critique
0.80
emilyt4323
Nov 20, 2025
Whatever Justin. What an idiot.
Whatever Justin. What an idiot.
Direct criticism of political leadership and governance, though expressed dismissively.
Policy Critique
0.80
@thomaswhite5928
Mar 4, 2025
Trump just wants to burn it all down
Trump just wants to burn it all down
Critical statement about Trump's political intentions and approach to governance.
Policy Critique
0.80
@gosburn4872
Mar 4, 2025
Sure this was necessary, but don't forget Trudeau has been putting tariffs on Canadians for a while with carbon tax and was planning to quadruple it. Trump might not be the hero for America, Trudeau …
Sure this was necessary, but don't forget Trudeau has been putting tariffs on Canadians for a while with carbon tax and was planning to quadruple it. Trump might not be the hero for America, Trudeau is for sure the villain of Canada.
Critiques Trudeau's domestic policies (carbon tax) while comparing him unfavorably to Trump, framing Trudeau as Canada's primary problem.
@chickenshawarman
Mar 4, 2025
Clearly Canada didn’t do enough until pressure was put on them by Donald Trump, JT even states in this speech that there has been a vast improvement since DT asked Canada to up its game. …
Clearly Canada didn’t do enough until pressure was put on them by Donald Trump, JT even states in this speech that there has been a vast improvement since DT asked Canada to up its game. They are now pulling their weight so perhaps the tariffs will be dropped after all. Canada has been a freeloader for far too long.
Argues Canada was not enforcing immigration policy adequately until Trump pressured them, critiquing Canadian governance.
@annajacob4084
Mar 4, 2025
PM Trudeau called trump smart....he reached WAY down for that one. These are NOT smart men moves. Kudos to Canada for NOT backing down.
PM Trudeau called trump smart....he reached WAY down for that one. These are NOT smart men moves. Kudos to Canada for NOT backing down.
Criticizes both Trudeau and Trump's intelligence while praising Canada's stance, using sarcasm and mockery.
@overcominglifestrials5316
Mar 4, 2025
The dayTrudeau remembered he was Canadian and not US lapdog ? but don’t be fooled he is also a lying murderous asshole supporting US proxy wars and the gen-0-cide in Gaza .
The dayTrudeau remembered he was Canadian and not US lapdog ? but don’t be fooled he is also a lying murderous asshole supporting US proxy wars and the gen-0-cide in Gaza .
Criticizes Trudeau's foreign policy alignment with the US and support for military interventions, framing him as complicit in unethical actions.
@skeptic0cynic0
Mar 4, 2025
Not really an invasion if the gov allows and caters to them.
Not really an invasion if the gov allows and caters to them.
Critiques government policy by arguing that immigration is enabled and supported by government action rather than being an external 'invasion'.
Policy Critique
0.80
stk3705
Jan 28, 2026
Sending our troupes in Ukraine \nUneceptable, a other stupid idea from the guy that ruine our economy ... ? budget will balance it selft what a fool
Sending our troupes in Ukraine \nUneceptable, a other stupid idea from the guy that ruine our economy ... ? budget will balance it selft what a fool
Criticizes military deployment to Ukraine and economic management as foolish decisions, with underlying anxiety about national consequences.
@justicewarrior9166
Mar 4, 2025
Sad that Justin Trudeau has become a good Prime Minister now that he is leaving.
Sad that Justin Trudeau has become a good Prime Minister now that he is leaving.
Expresses a paradoxical critique that the PM has improved as a leader only now that he is leaving, implying prior policy failures.
Policy Critique
0.80
@gusj2800
Mar 4, 2025
Thank a current and previous Canada government
Thank a current and previous Canada government
Blames government for immigration policy outcomes, implicitly criticizing policy decisions.
vicp8772
Nov 9, 2025
Use the money fighting drugs give it to average people to have a good life watch the drug problem go away
Use the money fighting drugs give it to average people to have a good life watch the drug problem go away
Critiques government spending priorities and proposes an alternative policy approach to address drug problems and living standards.
@Rwmd953
Mar 4, 2025
These people should be fired
These people should be fired
Calls for removal of government officials, implying criticism of their performance or decisions.
Policy Critique
0.80
gregoryalayon7254
Nov 25, 2025
Hey btw you cant have a knife in canada for the sole purpose of self defense. Always say you use ut as a tool. Never self defense you will get in trouble. And even if …
Hey btw you cant have a knife in canada for the sole purpose of self defense. Always say you use ut as a tool. Never self defense you will get in trouble. And even if you are attacked and use the knife you will still likely go to jail. Welcome to Canada 😅
Critiques Canadian self-defense laws as overly restrictive and unfair, offering practical advice while expressing skepticism about legal protections.
fghthfyrtht-bo2yh
Jan 28, 2026
You can tell by the comments these people are out of touch with reality. Trudeau took your freedom away, taxes you to death, and Crys like a sissy boy and you still lick his boots. …
You can tell by the comments these people are out of touch with reality. Trudeau took your freedom away, taxes you to death, and Crys like a sissy boy and you still lick his boots. Canada wouldn't be ?without the US. Your government has been living high on the hog off of old Uncle Sam and now that he is leveling the playing field you're squealing like little girls. Grow up!
Criticizes government policies (freedom restrictions, taxation) while asserting Canadian dependence on the US and dismissing opposing commenters.
@shepherdwarrior777
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
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)