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
That is barely a reduction in the permanent resident quota at all. It’s still way too many to absorb. It should be at most a third of that.
That is barely a reduction in the permanent resident quota at all. It’s still way too many to absorb. It should be at most a third of that.
Directly critiques the adequacy of the government's immigration reduction, arguing quotas remain too high.
Policy Critique
0.88
JBrierley02
Jan 4, 2026
Canada is closing the loopholes
Canada is closing the loopholes
Brief statement approving government action to close immigration policy loopholes.
Policy Critique
0.88
frcluc
Feb 11, 2026
This is irrelevant as even if the government decides to act and remove them, Which, given their ideology is highly unlikely. The courts will over-rule them and decide the illegals have more rights to stay …
This is irrelevant as even if the government decides to act and remove them, Which, given their ideology is highly unlikely. The courts will over-rule them and decide the illegals have more rights to stay than Canadians have rights to defend the country and deport them.
Critiques government inaction and judicial decisions on immigration enforcement, expressing concern about legal outcomes.
phillipdavies6548
Jan 16, 2026
The only dictator here is Trudeau. His own people don't even like him. He's a tyrant he needs to be removed.??
The only dictator here is Trudeau. His own people don't even like him. He's a tyrant he needs to be removed.??
Criticism of Trudeau's leadership and governance, with implicit call for his removal from office.
@troydecker5877
Mar 4, 2025
From Camada\nHe leads the most corrupt government we have ever had.\nHe is complete narcissistic lying Sweer talker.\nOver 35 members of the party have left and are not seeking re-election.\nWe have the lowest dollar strength, doubled …
From Camada\nHe leads the most corrupt government we have ever had.\nHe is complete narcissistic lying Sweer talker.\nOver 35 members of the party have left and are not seeking re-election.\nWe have the lowest dollar strength, doubled housing cost, high inflation.\nHe has added a carbon tax which makes everything more expensive and is raised every years. \nThey called a snap election during the pandemic and have given them s over 6 raises from 2020 to 2025.\nAlmost 80% over the country wanted an election and a large number of his party members wanted him to step down.\nSince then he has prorogued parliament for their own interest while intending to resign and find a new part leader.\nWhen citizens from his own country rebelled and protested against his authoritarian overreaching governance he froze thie bank accounts and call an emergency and had them removed.\nWe have the highest number of homeless we have ever had.\nTax payers pay for drug addicts safe supply.\nAnd on and on.
Comprehensive critique of government leadership and policies with specific examples of economic impacts (housing, inflation, taxes) and governance failures.
@freesince-yc1be
Mar 4, 2025
Like a true 'murican, tries to make a Canadian issue about their garbage state of a country. The real issue is LMIA scams and easy access to TFW. That's why every Tim Hortons fired all …
Like a true 'murican, tries to make a Canadian issue about their garbage state of a country. The real issue is LMIA scams and easy access to TFW. That's why every Tim Hortons fired all their current staff for Indian TFW, it's cheaper.
Focuses on specific policy mechanisms (LMIA scams, TFW programs) and their economic consequences (wage undercutting), with comparative framing against the US.
PureHype
Jan 27, 2026
7:00 I checked a tax calculator for Canada, $2710 is not a valid number for $21/hour for 40 hours a week anywhere in the country. The closest I got was $2708. Also, I would love …
7:00 I checked a tax calculator for Canada, $2710 is not a valid number for $21/hour for 40 hours a week anywhere in the country. The closest I got was $2708. Also, I would love to see a bill breakdown.
"$9 for insurance" That is a bill...
"I work 8 and a half hours a day" So... That means you work 42 hours a week.
Challenges the accuracy of financial calculations presented in the video and requests transparency in data presentation.
Policy Critique
0.88
DemelicosHelsaint
Sep 8, 2025
We need to continue to get illegal visitors out of our country. This is excellent news .......
We need to continue to get illegal visitors out of our country.
This is excellent news .......
Expresses support for deportation policy and frames it as necessary enforcement of immigration law.
roadhammerraymond4165
Dec 25, 2025
Trump did this and is fucking the American people over
Trump did this and is fucking the American people over
Criticizes Trump's policies and their negative impact on Americans.
Policy Critique
0.88
@chungm381
Mar 4, 2025
DT thinks he is controlling a business company, not a country! I stand with my country: Canada.
DT thinks he is controlling a business company, not a country! I stand with my country: Canada.
Criticizes Trump's governing approach as inappropriate for a nation while asserting Canadian national loyalty.
@boramawi
Mar 4, 2025
India has 1.4+ billion people — more than all of Europe combined. Migration pressure is global. Blaming Indians is lazy. Blame a stupid government, led by Justin Trudeau, that ignored planning, housing, and wages — …
India has 1.4+ billion people — more than all of Europe combined.
Migration pressure is global.
Blaming Indians is lazy.
Blame a stupid government, led by Justin Trudeau,
that ignored planning, housing, and wages — and learned nothing from Europe’s mistakes.
Critiques Canadian government policy failures (planning, housing, wages) while contextualizing migration as a global phenomenon, rejecting scapegoating of India.
FerdinandSira
Jan 27, 2026
Trump is a bully
Trump is a bully
Brief characterization of Trump's behavior as bullying, a direct critique of his conduct and leadership style.
Policy Critique
0.88
@eyh8erc
Mar 5, 2025
JT broke the system and Liberals are still sold out on this immigration garbage.
JT broke the system and Liberals are still sold out on this immigration garbage.
Directly criticizes the Liberal government's immigration policy as broken and mismanaged, attributing systemic failure to political leadership.
Policy Critique
0.88
victorbar-s5c
Feb 27, 2026
Canada already has tariffs on the US imports sent to Canada. Why is he crying about being fair by the US charging the same that Canada does to the US? Go to hell.
Canada already has tariffs on the US imports sent to Canada. Why is he crying about being fair by the US charging the same that Canada does to the US? Go to hell.
Critiques U.S. trade policy by pointing out Canada already has reciprocal tariffs, questioning the fairness argument.
@RobHTech
Mar 4, 2025
I am not republican or democrat and not a blind supporter of any leader. I criticize Trump as well-BUT - No one damaged Canada as much as this guy! He did so bad that he …
I am not republican or democrat and not a blind supporter of any leader. I criticize Trump as well-BUT - No one damaged Canada as much as this guy! He did so bad that he had to resign- he’s not even worthy of being the leader of Canada! He is simply using the opportunity to cover his incompetence! PATHETIC! This guy is embarrassing himself and his country!
Systematically critiques Trudeau's governance record and competence, claiming he damaged Canada and is now using speeches to cover incompetence.
@CCP2024P
Mar 4, 2025
I'm glad Tyler is more or less neutral in his findings. It's true, many Indian's have come to Canada and I'm sure many do wish for a better life. Canadians understand this, but the methods …
I'm glad Tyler is more or less neutral in his findings.
It's true, many Indian's have come to Canada and I'm sure many do wish for a better life. Canadians understand this, but the methods the government of Canada is doing to push the numbers too high and too quickly is what's surprising to many. It's the accountability of the government that should be under scrutiny.
If immigration was moderate and consistent, the social issues would not be as rampant, but social media loves stir the pot.
This is also happening while Canada's housing infrastructure is crumbling, healthcare is deteriorating and general cost of living in Canada has skyrocketed and priced many Canadians out of simple living and enjoyment.
Do you think Canadians today are as happy or well off as Canadians even 5 years ago? Do the results reflect that of other countries besides Canada?
Critiques government immigration policy pace and methods while raising questions about housing, healthcare, and cost of living impacts.
xvxvcaspervxvx
Jan 28, 2026
Psychotic. I want an election. She’s trying to make us maple maga project 25. She’s driving business away. Maybe Diversify energy, Tax corporations & billionaires & manage royalties to benefit middle class?
Psychotic. I want an election. She’s trying to make us maple maga project 25. She’s driving business away. Maybe Diversify energy, Tax corporations & billionaires & manage royalties to benefit middle class?
Criticizes current leadership and proposes alternative economic policies (corporate taxation, energy diversification, royalty management).
@BLL2026
Feb 20, 2026
You suspend the parliament… copy everything from the opposition leader, and do the cut and paste into your speech. \n\nHow can Canada still have you as a legitimate Prime Minister at this moment?\n\nThe reason you …
You suspend the parliament… copy everything from the opposition leader, and do the cut and paste into your speech. \n\nHow can Canada still have you as a legitimate Prime Minister at this moment?\n\nThe reason you are there to speak at this toned is because you know that you are not going to be elected next, and this is your dying moment and you try to be bold and a hero. \n\nShame on you … shame on you.
Accuses Trudeau of plagiarism, suspending parliament, and acting out of desperation; combines procedural criticism with moral condemnation of his legitimacy.
@yapcheesing
Mar 4, 2025
This is ALL on the liberal Government
This is ALL on the liberal Government
Direct blame assignment to the Liberal Government for an unspecified issue, implying policy failure.
KerryB-q8u
Feb 18, 2026
This is what leadership sounds like, not the rambling narcissistic grumbling that comes out of the mouths of our American President and Republican elected officials.
This is what leadership sounds like, not the rambling narcissistic grumbling that comes out of the mouths of our American President and Republican elected officials.
Contrasts Trudeau's leadership favorably against American political leaders, criticizing their communication style and approach.
@1wendywonder
Mar 4, 2025
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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)