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
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
I'm Canadian and disgusted with Trudeau...would he please just go away and quit destroying the lives of Canadians
I'm Canadian and disgusted with Trudeau...would he please just go away and quit destroying the lives of Canadians
Expresses criticism of Trudeau's policies and governance while asserting Canadian identity, with emotional disapproval of perceived harm to Canadians.
@stainz5714
Mar 4, 2025
@Justin Trudeau you can start helping Canadians by axing the carbon tax!
@Justin Trudeau you can start helping Canadians by axing the carbon tax!
Criticizes government policy (carbon tax) and implicitly urges action by addressing the PM directly.
@chuckbennett4526
Mar 4, 2025
What a crazy world when Americans ( the lighthouse for freedom and democracy) is holding hands with Russia and leaving the western world alone.
What a crazy world when Americans ( the lighthouse for freedom and democracy) is holding hands with Russia and leaving the western world alone.
Critique of US foreign policy shift toward Russia and away from Western alliances, questioning American values.
@andre13579
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
As a UK citizen,I am appalled at the voters that put this tyrant who is more aligned with Russia than his allies. Regardless MAGA won't care . They are blind to him. I despise trump
As a UK citizen,I am appalled at the voters that put this tyrant who is more aligned with Russia than his allies. Regardless MAGA won't care . They are blind to him. I despise trump
UK citizen criticizing Trump's alignment and policies, with identity framing as outsider observer.
@julscro5927
Mar 4, 2025
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
DonOld is a damn idiot, everyone will suffer except for millionaires & billionaires!
DonOld is a damn idiot, everyone will suffer except for millionaires & billionaires!
Criticism of Trump's policies with concern about unequal economic impact on different classes.
@WarJakEnterprises
Mar 4, 2025
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
What the heck is wrong with Trudeau? He should step down now and let the Next Prime Minister handle this situation. He's speaking like a leader going nowhere. Why does he pick Ministers who have …
What the heck is wrong with Trudeau? He should step down now and let the Next Prime Minister handle this situation. He's speaking like a leader going nowhere. Why does he pick Ministers who have nervous twitches like Mz Joly. Why is she twitching and moving all around??
Criticizes Trudeau's leadership and policy handling while calling for his resignation, with ad hominem attacks on appearance.
@thewayidoit8895
Mar 4, 2025
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
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
Three Liberal idiots that need to go! Canada has had plenty of time to clean up our pathetic open door immigration and borders. Plus the free drug system killing our people.
Three Liberal idiots that need to go! Canada has had plenty of time to clean up our pathetic open door immigration and borders. Plus the free drug system killing our people.
Criticizes government immigration and drug policy as failures, with underlying anxiety about societal harm.
@Ruckus73
Mar 4, 2025
How about we decided to end homelessness especially in London Ontario? Would that be too much to ask instead of sending money to Ukraine?
How about we decided to end homelessness especially in London Ontario? Would that be too much to ask instead of sending money to Ukraine?
Critiques government priorities by questioning why immigration funding is prioritized over domestic homelessness solutions.
thattuna1570
Jan 23, 2026
Sickening when she says it’s paid for by the Feds. It’s paid for by taxpayers.
Sickening when she says it’s paid for by the Feds. It’s paid for by taxpayers.
Critiques government spending framing by asserting taxpayers fund programs, combining fiscal policy analysis with moral objection.
RetiredNewfie
Feb 24, 2026
The liberal government has ruined our country. We need them to go and finally have a mentally well conservative government that's actually for the people.
The liberal government has ruined our country. We need them to go and finally have a mentally well conservative government that's actually for the people.
The comment criticizes the current government's policies and implicitly calls for voting out the incumbent party.
If0n702
Jan 27, 2026
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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)