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
Importing American style divide and conquer tactics
Importing American style divide and conquer tactics
Critiques immigration policy as a deliberate divisive strategy, combining policy analysis with concern about social fragmentation.
@HonestFred
Feb 21, 2026
Basically chickened out on a referendum to separate (avoid egg on the face) and here's some red meat for the wolves to distract themselves. I believe a new republic must stretch from the Great Lakes …
Basically chickened out on a referendum to separate (avoid egg on the face) and here's some red meat for the wolves to distract themselves.
I believe a new republic must stretch from the Great Lakes to the Pacific and have at least 80% support across a broad field including the western provinces, the indigenous treaty holders and the territories, including Ontario west of 88⁰ and so the idea of Alberta going it alone obviously ends up with them becoming a US state at best, a territory like Puerto Rico more likely.
More work is needed.
Critiques political strategy and proposes alternative policy framework for regional separation, comparing different governance models.
@brettb9194
Feb 20, 2026
Trudeau makes no sense. Is he not the one acting like a dictator? Some people don't forget what you did Mr. Trudeau.
Trudeau makes no sense. Is he not the one acting like a dictator? Some people don't forget what you did Mr. Trudeau.
Criticizes Trudeau's governance as authoritarian while making vague accusations about past actions.
@inadiles8981
Mar 4, 2025
We don’t have a government we have an effing king ass
We don’t have a government we have an effing king ass
Harsh criticism of government legitimacy using crude language and hyperbolic comparison to monarchy.
@cheryl8493
Mar 4, 2025
Poilievre has been screaming about this and all MSM did was deny, deny, deny. It didn’t go unnoticed. It was ignored for far too long.
Poilievre has been screaming about this and all MSM did was deny, deny, deny.
It didn’t go unnoticed. It was ignored for far too long.
Criticizes mainstream media for ignoring a political figure's warnings about immigration issues.
@AAnnie...Iamokay
Feb 20, 2026
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be …
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be necessary to expedite removals.
Proposes policy changes regarding illegal immigration and law enforcement while framing it as balanced with diversity support.
@GuyGoodwin-l4q
Feb 20, 2026
When you first come here how did that Polish guy work? you are not allowed to work until you get residency... that policcy is to protect Canadian jobs
When you first come here how did that Polish guy work? you are not allowed to work until you get residency... that policcy is to protect Canadian jobs
Questions immigration policy regarding work authorization while asserting a policy rule (work restrictions before residency) as fact.
olene184
Sep 30, 2025
So you were allowing Fentanyl flow across the border,...... @#$%^&*() you pay up
So you were allowing Fentanyl flow across the border,...... @#$%^&*() you pay up
Criticizes Canada's border security policy regarding fentanyl and demands financial compensation, framing it as a security threat.
@Dcassimatis
Mar 4, 2025
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
Critiques PM Trudeau's demeanor and behavior as a political leader, with a secondary element of national identity commentary.
@amochswohntet99
Mar 4, 2025
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. …
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. He don't want minerals from Canada but he just tried to make a deal with Ukraine for minerals from them, it does not make sense when Canada was one of our best allies for the United States
Critiques U.S. presidential policy decisions while comparing Canada's value as an ally and mineral resources.
@jamesbaber1582
Mar 4, 2025
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Commenter criticizes Trump administration for spreading disinformation while acknowledging disagreement with Trudeau on other matters.
@craigarendse8417
Mar 4, 2025
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them …
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them in to oblivion with his father the last several decades. Be wise folks.
Critiques Trudeau's record on censorship, religious freedom, and taxation while dismissing current tariff response as performative.
@v.j.morrison1784
Mar 4, 2025
Canadas a war torn country destroyed by government intervention
Canadas a war torn country destroyed by government intervention
Criticizes government intervention as destructive, with hyperbolic framing of national crisis.
germanjesus
Oct 1, 2025
And the" She Devil" rises! Your mismanagement of Provincial funds have been an issue for a long time...why don't you tell the truth....how much is the Oil Cartel Paying you 😉
And the" She Devil" rises! Your mismanagement of Provincial funds have been an issue for a long time...why don't you tell the truth....how much is the Oil Cartel Paying you 😉
Criticizes government mismanagement and financial decisions while making conspiratorial insinuations about corruption.
@mercedessiebert8585
Feb 21, 2026
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Critique of PM's political ideology and negotiating position, with identity-based framing about political heritage.
@dldiss5208
Mar 4, 2025
Tax every dollar that moves, every tome it moves in and out. 4% no exemptions edudctios derferrals or reebatees. No income or other taxes tax CRS can pursuer tax avoidance - working for cash smuddling …
Tax every dollar that moves, every tome it moves in and out. 4% no exemptions edudctios derferrals or reebatees. No income or other taxes tax CRS can pursuer tax avoidance - working for cash smuddling money lainderingf people smuggling etc.
Proposes a comprehensive tax policy reform as a solution to economic and enforcement problems.
Policy Critique
0.75
anbakeoriginal
Sep 30, 2025
If a country has so many people that come as a fraud people from that country need to be banned.
If a country has so many people that come as a fraud people from that country need to be banned.
Proposes a policy solution (country-based bans) based on unverified claims about fraud rates from specific nations.
adrianasllh
Oct 1, 2025
Evasive and purposely unprepared witnesses. This is TEXT BOOK Liberalism.
Evasive and purposely unprepared witnesses. This is TEXT BOOK Liberalism.
Criticizes government witnesses as evasive and unprepared, attributing this to 'Liberalism' as a political ideology.
johnrecycler8275
Oct 2, 2025
kenney is a jag off clown egotistical prick thinks he ,s special
kenney is a jag off clown egotistical prick thinks he ,s special
Personal attack on Jason Kenney criticizing his character and ego in relation to policy decisions.
toddyurkowski
Feb 18, 2026
So why don't you just work with Trump and the American people, the demands are simple:\nStop the flow of fentanyl \nEnhance border security \nTake a look at the Trade deficit between the country and come …
So why don't you just work with Trump and the American people, the demands are simple:\nStop the flow of fentanyl \nEnhance border security \nTake a look at the Trade deficit between the country and come to a fair agreement.
Presents specific policy demands (border security, fentanyl, trade) framed as reasonable requests to address through negotiation.
@TJDowning21
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)