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
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
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
canada has no point in putting any more money into their border on the false issue of fentanyl. they should scrap the whole deal, no point in appeasement. it be better to use that money …
canada has no point in putting any more money into their border on the false issue of fentanyl. they should scrap the whole deal, no point in appeasement. it be better to use that money for negotiations later.
Direct criticism of Canadian government border spending policy and strategy, arguing resources should be redirected to negotiations.
Policy Critique
0.85
@kyechoe9707
Mar 4, 2025
Sensible. Trudeau change your markets. Very hard for consumers to want it back. Russian gas to Europe an example. Years in developing, months in destroying.
Sensible. Trudeau change your markets. Very hard for consumers to want it back. Russian gas to Europe an example. Years in developing, months in destroying.
Critiques Trudeau's market policies and uses Russia-Europe gas example as comparative illustration of policy consequences.
@JezHarrison-se7ls
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
The lying murderous dictator is Trudeau and Zelenski. As a Canadian I can say Trump owes us nothing. Our clowns in government disrespected America and this is what it is. They will only use the …
The lying murderous dictator is Trudeau and Zelenski. As a Canadian I can say Trump owes us nothing. Our clowns in government disrespected America and this is what it is. They will only use the tariffs to screw us. Trumps will help America.
Criticizes Canadian government policy and leadership while asserting Canadian identity and comparing Canada unfavorably to the US under Trump.
@FPV_LAB
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
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
The Trump doctrine: Make friends with dictators and fight democracy
The Trump doctrine: Make friends with dictators and fight democracy
Critiques Trump's foreign policy approach by characterizing it as favoring dictators over democracy.
@Legilimentable
Mar 4, 2025
Trudeau sucks. Get outta office already?
Trudeau sucks. Get outta office already?
Direct criticism of Trudeau's leadership with implicit call for his removal from office.
@bizarrefox1766
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
It is a bad choice of news topic. The news should be more focus on the health, housing, unemployment and etc.
It is a bad choice of news topic. The news should be more focus on the health, housing, unemployment and etc.
Criticizes news coverage priorities, arguing focus should be on health, housing, and unemployment rather than immigration.
catnap9229
Jan 20, 2026
Why do you let over a million a year come in the first place? We can't afford it. Close the border to immigration. When you realize your parenting is failing you don't make more kids.
Why do you let over a million a year come in the first place? We can't afford it. Close the border to immigration. When you realize your parenting is failing you don't make more kids.
Directly criticizes immigration policy and argues Canada cannot afford current intake levels, with an economic justification.
Callypso32
Dec 25, 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)