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
Well lefties are at work again, they know the tariffs are going to hurt them more. The other thing is respect. I hope this guy is voted out by his constituents
Well lefties are at work again, they know the tariffs are going to hurt them more. The other thing is respect. I hope this guy is voted out by his constituents
Criticizes government policy (tariffs) and calls for voting out the current leader, combining policy analysis with electoral action.
@MrTucano1
Mar 4, 2025
np time for the lie/con jason kennedy or any of his uniparty shills
np time for the lie/con jason kennedy or any of his uniparty shills
Dismissive critique of political figures and their policies, using conspiratorial language ('uniparty shills').
robinenglish3239
Feb 17, 2026
Canada has allowed too many unsavory characters. It is their fault. Just regulate the visa process.
Canada has allowed too many unsavory characters. It is their fault. Just regulate the visa process.
Criticizes Canada's visa process for admitting problematic individuals and calls for stricter regulation.
gulabh
Sep 29, 2025
3 million on the dol what the fuck is there to discuss. Get out
3 million on the dol what the fuck is there to discuss. Get out
Criticizes immigration spending (3 million) and implicitly calls for policy change or departure.
Theboarscompany
Mar 2, 2026
Black Canadians of African origin (2nd gen) vs non-racialized Canadians, ages 25–54: • High school diploma (or equivalent): Black about 96% vs non-racialized about 94% • Any postsecondary credential: Black about 74% vs non-racialized about …
Black Canadians of African origin (2nd gen) vs non-racialized Canadians, ages 25–54:
• High school diploma (or equivalent): Black about 96% vs non-racialized about 94%
• Any postsecondary credential: Black about 74% vs non-racialized about 73%
• Bachelor’s degree or higher: Black about 48% vs non-racialized about 38%
• Women, bachelor’s degree or higher: Black 57% vs non-racialized 41%
Source: StatsCan, 2021 Census
Presents statistical data comparing educational attainment between demographic groups, implicitly challenging narratives about immigrant or racialized disadvantage.
Policy Critique
0.78
Kingfisher100
Jan 29, 2026
You can't trust Trudeau, he freezes his own citizen's bank accounts. He restricts free speech and says he is stopping the spread of misinformation. His country has suffered great measures under his reign and said …
You can't trust Trudeau, he freezes his own citizen's bank accounts. He restricts free speech and says he is stopping the spread of misinformation. His country has suffered great measures under his reign and said he would resign but here is and you being so gullible.
Criticizes Trudeau's policies (bank account freezing, speech restrictions) with unverified claims about government overreach and national suffering.
@christophermccarthy2948
Mar 4, 2025
Amazing that no proof has been shown for Trumps claims, yet his actions were taken without any real resistance.
Amazing that no proof has been shown for Trumps claims, yet his actions were taken without any real resistance.
Critiques Trump's actions as lacking evidence and facing insufficient resistance, combining policy analysis with an unverified claim about lack of proof.
@abaddon181
Mar 4, 2025
Donald. Wow, you don't call him by President Trump? You F'd up Trudeau. Get out of office you clown ?
Donald. Wow, you don't call him by President Trump? You F'd up Trudeau. Get out of office you clown ?
Criticizes Trudeau for not using Trump's preferred title and calls for his removal from office, combining disrespect critique with implicit call to action.
@brendonrassouli3250
Mar 4, 2025
Carney words... "WHO CARES" filling Carney's bank account is more important.
Carney words... "WHO CARES" filling Carney's bank account is more important.
Criticizes government official (Carney) for prioritizing personal financial gain over public interest in immigration policy.
FastFingers3000
Jan 20, 2026
They need to stop selling us energy
They need to stop selling us energy
Calls for policy change regarding energy sales to the US, critiquing current government trade/resource decisions.
@jeremygolladay7361
Mar 4, 2025
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be …
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be allowed to just up and leave in the millions to any country they want too
Argues against open immigration policy, suggesting immigrants should improve their home countries instead, combining policy critique with moral reasoning about responsibility.
Tom_Tab
Jan 27, 2026
All these complains and yet , they still voted Liberals .
All these complains and yet , they still voted Liberals .
The comment critiques voters for supporting the Liberal government despite complaints about immigration policy, implying inconsistency or hypocrisy.
Brisket-w2s
Aug 29, 2025
All that canadians need from Trudeau not a speech and not his replacement but election which he does not want to give to Canadians.
All that canadians need from Trudeau not a speech and not his replacement but election which he does not want to give to Canadians.
Criticizes Trudeau's avoidance of elections and calls for democratic action, framed as policy/governance failure.
@alexeyakulovich4737
Mar 4, 2025
We need to be more for North America first! We do not need a divide in North America.
We need to be more for North America first! We do not need a divide in North America.
Critiques current policy direction by advocating for North American-first priorities and warning against division, framing it as a policy preference rather than identity claim.
@imhuemankeepURcolorsforcrayons
Mar 4, 2025
Fentanyl is the main cause of this? Wow this is the dumbest US president in history. What an IDIOT
Fentanyl is the main cause of this? Wow this is the dumbest US president in history. What an IDIOT
Criticizes the president's policy approach to fentanyl as misguided, using strong dismissive language about leadership competence.
@gowthead9156
Mar 4, 2025
FYI even HAVING that knife with the idea to protect yourself is a big crime in Canada, you cannot have any self defence weapons or tools
FYI even HAVING that knife with the idea to protect yourself is a big crime in Canada, you cannot have any self defence weapons or tools
Critiques Canadian self-defense laws as overly restrictive, providing informational context about legal policy constraints.
blurtblaxter2708
Jan 27, 2026
Trump are punishing the people,,no problem Americans loved him,,they cheered them???
Trump are punishing the people,,no problem Americans loved him,,they cheered them???
Criticizes Trump's policies as harmful while questioning public support for him.
@lynwacay789
Mar 4, 2025
Im tired of liberal government gaslighting! Its not the immigrants, its our government that is bringing in too many people to fudge the numbers in their favour.
Im tired of liberal government gaslighting! Its not the immigrants, its our government that is bringing in too many people to fudge the numbers in their favour.
Critiques government immigration policy as excessive, with an unverified claim that the government manipulates immigration numbers for political advantage.
TL3000TL
Sep 11, 2025
Trump is tanking the market again. What an economic dolt.
Trump is tanking the market again. What an economic dolt.
Commenter critiques Trump's economic management, implicitly comparing Canadian stability to American economic instability.
@njswampfox474
Mar 4, 2025
If any employer sees the candidate has a diploma from one of these smaller or fly by night colleges they should scrap that resume. The students never earned that diploma.
If any employer sees the candidate has a diploma from one of these smaller or fly by night colleges they should scrap that resume. The students never earned that diploma.
Critiques credential fraud in immigration system with unverified assertion that students at certain colleges 'never earned' their diplomas.
IKhanNot
Oct 1, 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)