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
Under Liberal Carney
Under Liberal Carney
Brief attribution of immigration policy to a specific political figure (Carney/Liberals), implying criticism of their governance.
Policy Critique
0.75
SuSu-bm4ft
Feb 18, 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
Not good imigrasi illegal
Not good imigrasi illegal
Brief statement opposing illegal immigration, expressing disapproval of immigration policy without elaboration.
Policy Critique
0.75
ALDIWESTPLAT
Feb 25, 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
The LPC wont do anything to make sure they leave They still need to pander to their far left base
The LPC wont do anything to make sure they leave
They still need to pander to their far left base
Criticizes government inaction on immigration enforcement, framed through partisan political blame.
davidingram2537
Jan 19, 2026
Perfect! International student means you will return to your home country after completion of your studies.
Perfect!
International student means you will return to your home country after completion of your studies.
Comment clarifies the definition/policy of international students, implying criticism of how the term is being used or misunderstood.
Policy Critique
0.75
olgaagah8
Nov 20, 2025
I still believe that Trudeau would be the best person to expose the trump north canadian running for pm. He said that he is not Maga but that is what he would say. Why would …
I still believe that Trudeau would be the best person to expose the trump north canadian running for pm. He said that he is not Maga but that is what he would say. Why would he admit that. He wants your vote. But we should take our example from the US. Beware beware. Thanks Justin.
Critiques a political figure's credibility and policy positions while urging voters to be cautious about another candidate's true intentions.
@jimgibbons5603
Mar 4, 2025
Canada may need this enhanced border security to defend against Trump
Canada may need this enhanced border security to defend against Trump
Argues for enhanced border security policy as a defensive measure against a perceived external threat.
@keelermalmsten3395
Mar 4, 2025
Most Canadians don’t care what this A-Hole has to say….He deservesJAIL
Most Canadians don’t care what this A-Hole has to say….He deservesJAIL
Dismisses a political figure's credibility and calls for legal accountability, framing it as representing Canadian public opinion.
@ultimaalpha3547
Mar 4, 2025
Your a mutt trudeau, you had time to stand up for Canadians by strengthening boarder and closing your ties with Chinese drug cartels. You're only gaslighting which too many Simps believe
Your a mutt trudeau, you had time to stand up for Canadians by strengthening boarder and closing your ties with Chinese drug cartels. You're only gaslighting which too many Simps believe
Criticizes Trudeau's border policy and makes unsubstantiated claims about ties to Chinese drug cartels while accusing gaslighting.
@jamesbrown6473
Mar 4, 2025
Bro your own countrymen want you out. Maybe get your House in order first you ignorant ?
Bro your own countrymen want you out. Maybe get your House in order first you ignorant ?
Criticizes leadership for not addressing domestic issues first, with an implicit us-vs-them framing about national priorities.
@adaboy85
Mar 4, 2025
Your political parties support Khalistani terrorists for votes, Khalistanis bombed a Air India flight with 90% Canadian citizens (Trudeau's father was PM then), still your state supported Khalistanis. Now Khalistanis has sizable votes in elections …
Your political parties support Khalistani terrorists for votes, Khalistanis bombed a Air India flight with 90% Canadian citizens (Trudeau's father was PM then), still your state supported Khalistanis. Now Khalistanis has sizable votes in elections and your political parties have fallen to "Vote bank politics" as in case of UK. Democracy's flaw catching up in Canada.
I am sure these things will not be fixed
Critiques government support for Khalistan movements and vote-bank politics, mixing historical claims with concerns about democratic erosion and immigrant political power.
tinguzz
Jan 27, 2026
Trump thinks stupidly that Canada would band, accept to be a US state and give up all its rare minerals
Trump thinks stupidly that Canada would band, accept to be a US state and give up all its rare minerals
Critiques Trump's unrealistic policy proposal regarding Canadian annexation and resource control.
Policy Critique
0.75
@trexeyesonly55
Mar 4, 2025
The government can easily verify this by carrying out a secret operation and sending undercover agents to live with them for soemtime
The government can easily verify this by carrying out a secret operation and sending undercover agents to live with them for soemtime
Suggests a surveillance-based solution to verify refugee claims, implying criticism of current verification methods.
tst1279
Feb 24, 2026
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest …
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest its trudeau who messed it up
Criticizes the creator for selective coverage while blaming Trudeau for immigration policy failures, mixing legitimate critique with unsubstantiated accusations.
ht-i7v8w
Jan 27, 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
What the US has been doing hasn’t worked.
What the US has been doing hasn’t worked.
Brief critique of US policy effectiveness without elaboration, suggesting current approaches are ineffective.
Policy Critique
0.75
@Nylahskye7
Mar 4, 2025
She answers questions to the best of her abilities just like Garry when Andrew Lawton was asking questions The incompetence is beyond belief
She answers questions to the best of her abilities just like Garry when Andrew Lawton was asking questions
The incompetence is beyond belief
Criticizes the competence of officials answering questions, framing it as systemic incompetence in policy implementation.
dougramsey9554
Feb 27, 2026
3:58 To foreigners watching, this might seem like an isolated scenario because he filmed one location but it is like this 90-95% of Tim Hortons in the big cities and even some places in the …
3:58 To foreigners watching, this might seem like an isolated scenario because he filmed one location but it is like this 90-95% of Tim Hortons in the big cities and even some places in the boonies. These are all family owned as well, they are usually cousins and siblings and uncles working these places which is why so many canadians complain about the service, because these people are literally unfireable, they sometimes dont even speak english (common) and french (very common for obvs reasons).
Critiques hiring practices and service quality at Tim Hortons, making sweeping claims about family ownership and language barriers across Canadian locations.
Johnitus69
Jan 27, 2026
Orange orangutan lied again
Orange orangutan lied again
Accusation of dishonesty directed at a political figure, likely referencing policy positions or statements.
@januhliar498
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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