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
Liberals have been in Power for over 10 years The Blame in the fall of our Country falls squarely on their Shoulders!!!!!!!!
Liberals have been in Power for over 10 years
The Blame in the fall of our Country falls squarely on their Shoulders!!!!!!!!
Blames Liberal government for national decline, framing this as a policy accountability issue with partisan language.
Michael-k3r5d
Feb 17, 2026
Let's hope they dont fall into the new fast teack list with experience or they'll be fast tracked into citizenship
Let's hope they dont fall into the new fast teack list with experience or they'll be fast tracked into citizenship
Expresses concern about fast-tracking immigrants to citizenship, critiquing government immigration procedures as too lenient.
marilynandrews3189
Feb 18, 2026
Thanks for making it clear what you did right but not making it clear on what the US administration wanted from you that you said no to that caused the tariff implementation. It's possible you …
Thanks for making it clear what you did right but not making it clear on what the US administration wanted from you that you said no to that caused the tariff implementation. It's possible you miss 50% of your illegal border crossings into the u.s. since so much of your border isn't secured. The 1900% increase in illegal crossing in the past few years doesn't look very good. It's dumb to assume you did everything right and then the u.s. just randomly decided they'd continue with the tariffs for fun. Be more honest and say where you put your foot down so the American public can better understand what is going on.
Critiques Canadian border security with unverified claims about illegal crossing statistics and suggests Canada is being dishonest about negotiations.
@bbberliozb6691
Mar 4, 2025
When you keep your gates wide open for all to enter and then complain if bad ones come in. 🥱
When you keep your gates wide open for all to enter and then complain if bad ones come in. 🥱
Critiques open immigration policy as reckless while implying security/safety concerns about 'bad ones.'
mariaelda6271
Feb 18, 2026
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Attacks government immigration policy and political opponents, with partisan framing and dismissive language.
brendastebeleski6168
Feb 18, 2026
Except the Liberals don't care, they are busy lining their own pockets. An Election ASAP so the citizens can choose. And Albertans can see just how Courpt the rest of this country is.
Except the Liberals don't care, they are busy lining their own pockets. An Election ASAP so the citizens can choose. And Albertans can see just how Courpt the rest of this country is.
Criticizes Liberal government handling of immigration while calling for immediate election intervention.
brendastebeleski6168
Feb 18, 2026
Deport them right away. Claiming Asylum/refugee status & our government delaying deportation is just stupid. Theyre going to exploit this because of our weak liberal leaders. Weak.
Deport them right away. Claiming Asylum/refugee status & our government delaying deportation is just stupid.
Theyre going to exploit this because of our weak liberal leaders. Weak.
Critiques asylum/deportation policy as ineffective while expressing fear of exploitation and blaming weak leadership.
hjk2639
Feb 18, 2026
What’s the point in being an ally of America?
What’s the point in being an ally of America?
Commenter questions the value of US alliance through a rhetorical question, implying criticism of the relationship.
@aconsideredopinion7529
Mar 4, 2025
I am Canadian and I am glad Trudeau is actually hard on fentanyl. Surprise. If so, I would like to know if Trudeau, and his successor whoever that may be, and the Liberals of course, …
I am Canadian and I am glad Trudeau is actually hard on fentanyl. Surprise. If so, I would like to know if Trudeau, and his successor whoever that may be, and the Liberals of course, will be just as hard if not harder on fentanyl dealers, users, and criminals. Start by talking to British Columbia, currently ruled by the New Democratic Party (NDP), and getting them to change their soft on drugs and crimes approaches. I await to be impressed by Trudeau, his successor, and the Liberals.
Canadian commenter critiques drug policy approach, calling for harder stances on fentanyl dealers and criticizing BC's soft-on-crime policies.
@brndxt
Mar 4, 2025
Trudeau you're a H Y P O C R I T!... ? Look What you did to the TRUCKERS! E T C!
Trudeau you're a H Y P O C R I T!... ? Look What you did to the TRUCKERS! E T C!
Accuses Trudeau of hypocrisy regarding fentanyl while referencing his treatment of truckers, critiquing inconsistent policy application.
@Dazz3881
Mar 4, 2025
It's not a trade war, he did it because canada allowed illegal immigrants over the US border. He knows what he did was wrong and the borders are there for a reason. He fucked up, …
It's not a trade war, he did it because canada allowed illegal immigrants over the US border. He knows what he did was wrong and the borders are there for a reason. He fucked up, not America. And good luck canada, your gonna suffer because of these counter tariffs.
Blames Canada's immigration policy for tariffs and predicts economic suffering, combining policy criticism with threat framing.
@electricfuneral8456
Mar 4, 2025
This idiot will ruin Canada
This idiot will ruin Canada
Expresses criticism of a political figure's ability to govern, framed as a threat to national wellbeing.
@balapackoprint
Mar 4, 2025
Federal immigration laws caused the problem to begin with . Ever notice the government and media never admit any wrong doing or take responsibility for any wrong doing .
Federal immigration laws caused the problem to begin with . Ever notice the government and media never admit any wrong doing or take responsibility for any wrong doing .
Critiques federal immigration law as root cause while arguing government avoids accountability and responsibility.
travispolson6156
Feb 18, 2026
Best case scenario, it will take us 20-30 years to bring the immigration numbers to sustainable levels, and to restore the faith in the system. But realistically, the mess Liberals created, will impact us for …
Best case scenario, it will take us 20-30 years to bring the immigration numbers to sustainable levels, and to restore the faith in the system. But realistically, the mess Liberals created, will impact us for generations to come.
Criticizes Liberal immigration policy as creating unsustainable conditions with generational consequences.
Justaperson717
Feb 18, 2026
From Canada, Trudeau is just a looser. He destroyed our country. Never listen to his crap ?.
From Canada, Trudeau is just a looser. He destroyed our country. Never listen to his crap ?.
Identifies as Canadian and criticizes Trudeau's leadership and policies as destructive to the country.
@h.h.3102
Mar 4, 2025
The only good speech and common sense Tradeu has ever given make no mistake hes a bad leader and most of canadian hate him... but in the time of need a country most stick together... …
The only good speech and common sense Tradeu has ever given make no mistake hes a bad leader and most of canadian hate him... but in the time of need a country most stick together... hopefully now he focus on fixing things with US and stop taxing middle and lower class people
Criticizes Trudeau's leadership while acknowledging the need for national unity, and calls for tax relief for lower-income Canadians.
@Fernand00T
Mar 4, 2025
Don't be fooled just because he has one good speech that wasn't written by him. He fucked our country up and he's resigning, the damage he has done is way worse than tariffs, do your …
Don't be fooled just because he has one good speech that wasn't written by him. He fucked our country up and he's resigning, the damage he has done is way worse than tariffs, do your research!
Criticizes the PM's policies and damage to the country, urging others to research before being persuaded by speeches.
@bibipow
Mar 4, 2025
Then drop the tax then, to help Canada
Then drop the tax then, to help Canada
Calls for tax reduction as a policy solution to help Canada's economic situation.
Policy Critique
0.80
@dennishickey9448
Mar 4, 2025
So refreshing listening to a head of state that sounds, speaks and acts like an adult and puts the interest of his country first. Canada ?? do what you have to. The idiot is stubborn …
So refreshing listening to a head of state that sounds, speaks and acts like an adult and puts the interest of his country first. Canada ?? do what you have to. The idiot is stubborn and incorrigible and his cult members are no different. The indoctrination runs deep. Maybe lost jobs, no power/fuel, hunger pains, sticker shocker and depleted 401k accounts will register. Too bad more of us did not vote for common sense.\n\nOnly an idiot starts a war with “friends” and bend over for an enemy who’s using him as a tool to only enlarge his empire and weaken America. The executive part of his brain ? is severely compromised. \n\nGod help us all.
Critiques Trump's economic understanding, trade policy decisions, and lack of coherent strategy while making moral judgments about leadership competence and national interest.
@yagga8885
Mar 4, 2025
I thought Canadians generally are not super-nationalistic like the Americans, and Trudeau is not exactly very popular too. But somehow the current US government external policy managed to change both of that. And if the …
I thought Canadians generally are not super-nationalistic like the Americans, and Trudeau is not exactly very popular too. But somehow the current US government external policy managed to change both of that. And if the course is not changed ASAP, it will take generations to recover the relationship.
Analyzes how US external policy has shifted Canadian national sentiment and warns of long-term diplomatic damage.
@eazymepeazyme3907
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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