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
Canada needs to deport permanent residents for 10years or more. They have their time to apply for citizenship but chose not to.
Canada needs to deport permanent residents for 10years or more. They have their time to apply for citizenship but chose not to.
Proposes specific policy change regarding permanent residents and citizenship requirements.
Policy Critique
0.85
John-lr5mn
Feb 14, 2026
Liberals are very adept at breaking things that already work well.
Liberals are very adept at breaking things that already work well.
Commenter criticizes the Liberal government's handling of policy, suggesting they damage existing systems.
Policy Critique
0.85
xcskiguy1739
Feb 27, 2026
Any American who's been paying attention knows Donnie couldn't care less about us. It's always all about him - his power, his money, his EGO.
Any American who's been paying attention knows Donnie couldn't care less about us. It's always all about him - his power, his money, his EGO.
Critiques Trump's character and motivations regarding US-Canada relations.
Policy Critique
0.85
@Poemi10304
Mar 4, 2025
Blaming the USA for what, exactly? It’s unfortunate that Canadian consumers are affected by trade restrictions, such as when Canada bans U.S. wines and liquors. Why ban it in the first place? Interestingly, even within …
Blaming the USA for what, exactly? It’s unfortunate that Canadian consumers are affected by trade restrictions, such as when Canada bans U.S. wines and liquors. Why ban it in the first place? Interestingly, even within Canada, Eastern provinces don’t have access to wines from British Columbia, what a shame. Shouldn’t we be working towards more open trade within our own country as well?
Questions trade policy decisions and advocates for more open trade within Canada; analytical critique of government regulations.
Policy Critique
0.85
@andrewmajor6447
Mar 4, 2025
Didn’t this guy stepped down as the Prime Minister of Canada and then like refused to hold elections and continue to maintain his position even though he had said he didn’t want to do the …
Didn’t this guy stepped down as the Prime Minister of Canada and then like refused to hold elections and continue to maintain his position even though he had said he didn’t want to do the job anymore. I can’t listen to Trudeau about
Criticism of the Prime Minister's decision to remain in office despite stating he didn't want the job, framed as a policy/leadership critique with an incomplete question.
@TheFarinsqarin
Mar 4, 2025
No division. We are pausing until we can get some additional infrastructure in place.
No division. We are pausing until we can get some additional infrastructure in place.
Discusses government policy approach to immigration pausing and infrastructure planning as a reasoned policy position.
Policy Critique
0.85
yournanna866
Feb 12, 2026
Who cares what Trudeau says he is a looser and has resigned so doesn't have a mandate to make such a speech.
Who cares what Trudeau says he is a looser and has resigned so doesn't have a mandate to make such a speech.
Dismisses Trudeau's authority and credibility based on his resignation, questioning the legitimacy of his statements.
Policy Critique
0.85
@jacquespotgieter2700
Mar 4, 2025
False reporting. Canada is not divided on this issue. The majority of Canadians support reduction of immigration numbers. The country has suffered severe strains on housing, healthcare & infrastructure due to over-immigration.
False reporting. Canada is not divided on this issue. The majority of Canadians support reduction of immigration numbers. The country has suffered severe strains on housing, healthcare & infrastructure due to over-immigration.
Critiques immigration policy as causing strain on housing, healthcare, and infrastructure while claiming majority support for reduction.
themadhatt3r679
Feb 12, 2026
You’re being very selective with information. It feels like you’re asking leading questions just to get the answers you already want. That’s not good journalism. Journalism should aim for objectivity, not push a specific ideology. …
You’re being very selective with information. It feels like you’re asking leading questions just to get the answers you already want. That’s not good journalism. Journalism should aim for objectivity, not push a specific ideology.
And calling this an “INVASION”? That’s simply wrong. I lived in Montréal in an area with many Indian residents. They’re respectful, hard-working, have families, jobs, and contribute to society like anyone else. They don’t interfere with religion or ideology.
Just tonight, during a snowstorm, an Indian neighbor came out of his home to help me clear snow off my car — purely out of kindness. That’s reality on the ground, and it deserves to be reported honestly.
Critiques the video's journalistic approach and framing while supporting immigrants through personal narrative and solidarity, with the primary focus on media criticism.
etienneperreaultmandeville7246
Jan 27, 2026
Our rich president has nothing in common with hard working Americans. Trump is so embarrassing.
Our rich president has nothing in common with hard working Americans. Trump is so embarrassing.
Criticizes Trump as disconnected from working Americans and expresses disapproval of his leadership.
@charm.eternity
Mar 4, 2025
Since when is Trudeau interested in the welfare of Canadians.. After all the citizens are crippled by taxes, businesses closing, and Canada in the WORST state ever, America sees you as a joke, a pushover …
Since when is Trudeau interested in the welfare of Canadians.. After all the citizens are crippled by taxes, businesses closing, and Canada in the WORST state ever, America sees you as a joke, a pushover crippled by weird policies, a mismanaged oil rich country that can be bought with the flick of a finger, NOW you're suddenly concerned.. I call BULLSHIT
Criticizes Trudeau's policies and governance (taxes, business closures, mismanagement) while expressing alarm about Canada's weakened state and international standing.
@jeradkhan7173
Mar 4, 2025
How completely incompetent does one have to be to make Trudeau sound like a diplomatic genius
How completely incompetent does one have to be to make Trudeau sound like a diplomatic genius
Criticizes the competence of Canadian leadership by making a comparative judgment about the Prime Minister's diplomatic abilities.
Policy Critique
0.85
@bearlogg7974
Mar 4, 2025
I never thought I would be more supportive of a government imposing tariffs on us than my own government, but hey Trump aligning the US with Putin and starting unnecessary and harmful trade wars with …
I never thought I would be more supportive of a government imposing tariffs on us than my own government, but hey Trump aligning the US with Putin and starting unnecessary and harmful trade wars with our allies is moronic and treasonous. The GOP used to be the party of free trade. That was literally their main plank for 40 years, and an idiot comes along who doesn't understand basic facts, such as how tariffs work, imposes them willynilly and vindictively, and the spine-challenged Congress rolls over without so much as a whimper. Meanwhile, an illegal immigrant from South Africa fires the people looking after our nuclear weapons, because he's also an idiot. And their fans lap up their clear treasonous acts.
Criticizes US government policy (tariffs, trade wars) and Trump's actions as morally wrong, combining policy analysis with ethical judgment.
@alvarhanso6310
Mar 4, 2025
I thought Trump was steong, I was wrong ...????\n\nHe is inlove with Puting and Xi ..?
I thought Trump was steong, I was wrong ...????\n\nHe is inlove with Puting and Xi ..?
Critique of Trump's strength and foreign policy, expressing concern about his relationships with Putin and Xi.
@carrilloomar83
Mar 4, 2025
25% tariffs on 0.05% of our exports and this guy's acting like the US will be done in a week! Lmao. What a goofball but we already knew that. Fearmongering at its finest. Canadian politicians …
25% tariffs on 0.05% of our exports and this guy's acting like the US will be done in a week! Lmao. What a goofball but we already knew that. Fearmongering at its finest. Canadian politicians desperately need this wake up call.
Critiques Canadian politicians for fearmongering about tariffs while using sarcasm and mockery of the PM.
@tonym.4547
Mar 4, 2025
You need too stop Indian coming into the country
You need too stop Indian coming into the country
Calls for stopping Indian immigration, combining policy opposition with ethnic/national targeting.
@unclesmack10
Mar 4, 2025
Government failure TIME AND TIME AGAIN. You let an influx of immigrants all at once, fail to do proper checks on who enters the country, fail to get rid of criminals from the country. But …
Government failure TIME AND TIME AGAIN.
You let an influx of immigrants all at once, fail to do proper checks on who enters the country, fail to get rid of criminals from the country.
But oh! You'll go after hard working immigrants, meanwhile criminals are always getting second chances and staying in Canada???
KEEP HARDWORKING LEGAL CANADIAN IMMIGRANTS IN. They contribute to our economy.
DEPORT CRIMINALS. They ruin our country.
IS THAT SO HARD?
The government is FAILING Canada!
We used to have better immigration policies, what happened to them?
Criticizes government immigration policy failures and enforcement inconsistencies, with implicit calls for stricter deportation and vetting.
trenchoats
Feb 13, 2026
I have heard many people call Trump many things. Accusing him of being smart is probably the most off base thing I've ever heard anybody say about him? There is nothing smart about idiot Trump
I have heard many people call Trump many things. Accusing him of being smart is probably the most off base thing I've ever heard anybody say about him? There is nothing smart about idiot Trump
Critiques Trump's intelligence and fitness for office through sarcastic commentary.
@elinorlee1539
Mar 4, 2025
Trudeau got it wrong. The US didn't do this. TRUMP did. He is NOT the US, he is a malignant narcissist who needs to be removed from office for being mentally unsound and medically unfit …
Trudeau got it wrong. The US didn't do this. TRUMP did. He is NOT the US, he is a malignant narcissist who needs to be removed from office for being mentally unsound and medically unfit for duty.
Distinguishes Trump from the US government and calls for his removal based on fitness concerns.
@N0B0DY_SP3C14L
Mar 4, 2025
enough with geriatrics in politics
enough with geriatrics in politics
Criticism of age-related issues in political leadership, a policy/governance concern.
Policy Critique
0.85
@vadymrud4462
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)