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
Trudeau is a moron. As a Canadian, he is an embarrassment
Trudeau is a moron. As a Canadian, he is an embarrassment
Canadian commenter criticizes Prime Minister as an embarrassment, combining personal identity claim with political critique.
@jasoncruz2703
Mar 4, 2025
A guy who froze the bank accounts of his citizens because they protested one or another of his insane decisions.\n\nHe visited china or North Korea. He came home and told his people, Being a dictator …
A guy who froze the bank accounts of his citizens because they protested one or another of his insane decisions.\n\nHe visited china or North Korea. He came home and told his people, Being a dictator (like china's and north korea's) would make it so much easier to govern.\n\nI have no interest in anything he has to say about anything.
Criticizes government actions (freezing bank accounts) and leadership style while invoking moral concerns about authoritarianism.
@BertJones-u5b
Mar 4, 2025
We already have the talent in Canada. The news and everyone is repeating the narratives that corporate has pushed for greed as execs get bonuses for immigrants and not when they hire a Canadian. Shutdown …
We already have the talent in Canada. The news and everyone is repeating the narratives that corporate has pushed for greed as execs get bonuses for immigrants and not when they hire a Canadian. Shutdown our borders NOW!
Critiques corporate-driven immigration policy and executive incentives while calling for border shutdown, combining economic and policy concerns.
ms.m5896
Jan 20, 2026
Trump is only looking after rich not after poor
Trump is only looking after rich not after poor
Direct criticism of Trump's policy priorities, arguing his approach favors the wealthy over the poor.
Policy Critique
0.85
@darkomihalic2727
Mar 4, 2025
One thing Trudeau is good at is talking. Eloquent words and well said, unfortunately words will not put food on my table. However, again, that was a very very nice speech.
One thing Trudeau is good at is talking. Eloquent words and well said, unfortunately words will not put food on my table. However, again, that was a very very nice speech.
Critiques Trudeau's leadership as ineffective (eloquent words without material results) while sharing personal economic struggle.
@cpw2k217
Mar 4, 2025
I like trump for some things he does what he says . But this tariffs is a wrong move that doesn't serve anyone . it hurts every side working together makes you stronger division makes …
I like trump for some things he does what he says . But this tariffs is a wrong move that doesn't serve anyone . it hurts every side working together makes you stronger division makes you weaker
Acknowledges some approval of Trump while specifically critiquing tariff policy as harmful and divisive.
@shawnglowka9627
Mar 4, 2025
As a powerless American, I hope other countries will help curve Trump's madness/power kick. \n\nIt's embarrassing. He's destroying our economy, causing mass job loss, and just being played like a monkey by Musk, the Republican …
As a powerless American, I hope other countries will help curve Trump's madness/power kick. \n\nIt's embarrassing. He's destroying our economy, causing mass job loss, and just being played like a monkey by Musk, the Republican Party, and Putin. \n\nSeriously....I get his followers are either selfish rich people or ignorant barely passed highschool racists, but stupid/selfish is an excuse that only goes so far.
Criticizes Trump's policies and economic impact while framing it as moral failure, combining policy analysis with ethical judgment about leadership.
@shannaclankie184
Mar 4, 2025
Two Solutions: 1- Must remove asylum seekers quicker, 6 months? 2- THe Supreme Cpourt, unelected and appointed must stop MAKING LAWS, the job of our Elected Representatives.
Two Solutions: 1- Must remove asylum seekers quicker, 6 months? 2- THe Supreme Cpourt, unelected and appointed must stop MAKING LAWS, the job of our Elected Representatives.
Proposes two specific policy solutions: faster asylum processing and limiting judicial lawmaking, framing these as necessary reforms.
davidimrie9548
Feb 26, 2026
Sean Fraser was a disaster with this portfolio, and now he's the Attorney General. 🙃
Sean Fraser was a disaster with this portfolio, and now he's the Attorney General. 🙃
Criticizes Sean Fraser's performance in the immigration portfolio and his subsequent appointment as Attorney General.
Policy Critique
0.85
grandmufftwerkin9037
Feb 26, 2026
Everyone like to blame the feds and yet their only part of the story. The rot is your provincial government and municipal… maybe it’s not working out for you.
Everyone like to blame the feds and yet their only part of the story. The rot is your provincial government and municipal… maybe it’s not working out for you.
Critiques the tendency to blame federal government while ignoring provincial and municipal responsibility for housing/services issues.
Policy Critique
0.85
jsb1993-g5c
Feb 26, 2026
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits …
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits and issuing so many student visas. Canadians should hold government accountable and elected members and see who gets profit by forming such enterprises.
Critiques government policy on student visas and university oversight, citing security concerns and calling for accountability.
destroyer-je4vg
Jan 27, 2026
Everyone seems to have forgotten the hideously bad job this man has done. \n\nChampagne socialist
Everyone seems to have forgotten the hideously bad job this man has done. \n\nChampagne socialist
Criticizes Trudeau's overall governance record and characterizes him as a 'champagne socialist' with poor policy outcomes.
Policy Critique
0.85
@David81515
Mar 4, 2025
We don't need spending money for Ukraine Trudeau spending money without limits when Canada have big problems economy inflation double homeless and emigration problems we must be realistic what is good also for AS County …
We don't need spending money for Ukraine Trudeau spending money without limits when Canada have big problems economy inflation double homeless and emigration problems we must be realistic what is good also for AS County \nCANADA FIRST ?? ? ?? ? ?? \nCANADA ALWAYS ?? ? ?? ? ??
Criticizes government spending priorities (Ukraine aid vs. domestic issues) and argues for prioritizing Canada's economic and social problems over foreign aid.
@GraceBalkowski
Mar 4, 2025
Sounds like Canada needs Trump , run them illegals out
Sounds like Canada needs Trump , run them illegals out
The comment critiques Canadian immigration policy and implicitly calls for stricter enforcement, referencing a political figure associated with restrictive immigration positions.
WestbankGrassShrimp
Jan 27, 2026
The push for "diversity" by Trudeau has backfired, it has largely contributed to Canada's current decline and the crime in our big cities.
The push for "diversity" by Trudeau has backfired, it has largely contributed to Canada's current decline and the crime in our big cities.
Criticizes government diversity policy as contributing to national decline and crime, framing it as a policy failure with identity-based undertones about national direction.
frankhalsey-y4c
Jan 19, 2026
This isn’t government failure — it’s corporate influence. Companies demand cheap labor. Government delivers people. Media sells morality. Citizens fight each other online.
This isn’t government failure — it’s corporate influence.
Companies demand cheap labor.
Government delivers people.
Media sells morality.
Citizens fight each other online.
Critiques government policy as driven by corporate interests rather than public welfare, framing it as systemic failure rather than incompetence.
JuneBrooks-f2u
Jan 27, 2026
In 2015, seniors (65+) were ~16–17% of Canada’s population. In 2024–25, they are ~19–20%. After 10 years and 3.6+ million permanent immigrants, aging was not solved. Immigration didn’t fix aging — it was used as …
In 2015, seniors (65+) were ~16–17% of Canada’s population.
In 2024–25, they are ~19–20%.
After 10 years and 3.6+ million permanent immigrants, aging was not solved.
Immigration didn’t fix aging — it was used as justification, not a solution.
Uses demographic statistics to critique government immigration policy as ineffective for solving aging, challenging the stated rationale for mass immigration.
JamesScott-f3h
Jan 27, 2026
Canada’s fertility rate collapsed to ~1.25 (historic low). Instead of supporting families, housing, and wages, government chose population replacement via mass immigration. That’s not demographic policy — that’s demographic outsourcing.
Canada’s fertility rate collapsed to ~1.25 (historic low).
Instead of supporting families, housing, and wages,
government chose population replacement via mass immigration.
That’s not demographic policy — that’s demographic outsourcing.
Critiques government policy as using immigration as a substitute for addressing domestic issues (family support, housing, wages), framing it as demographic outsourcing.
JamesScott-f3h
Jan 27, 2026
Easy fix. Change the law that only individuals (no corporations) can legally own single family homes. Revise the building codes and throw out everything thats not putting someones life in danger. No taxes for the …
Easy fix. Change the law that only individuals (no corporations) can legally own single family homes. Revise the building codes and throw out everything thats not putting someones life in danger. No taxes for the first 250k of personal income in your life.
Proposes specific policy solutions to housing and taxation issues, critiquing current laws and building codes as ineffective.
@Narwaro
Mar 4, 2025
Canada is all blow and no go. Only heard blah blah blah.
Canada is all blow and no go. Only heard blah blah blah.
Dismissive critique of Canada's government effectiveness, claiming rhetoric without substantive action.
Policy Critique
0.85
@debgarcia6188
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)