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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
Page 53 of 299
As expected, Trudeau does the dumbest thing possible.
As expected, Trudeau does the dumbest thing possible.
Direct criticism of Trudeau's decision-making and governance approach.
@DanMccarroll-vd1nj Mar 4, 2025
If housing, healthcare, and infrastructure can’t keep up, the issue is capacity and planning—not the nationality of newcomers.
If housing, healthcare, and infrastructure can’t keep up, the issue is capacity and planning—not the nationality of newcomers.
Argues that immigration policy should focus on infrastructure capacity and planning rather than restricting based on nationality, reframing the debate.
EuropeTodayTheUntold Jan 27, 2026
what? just 18 000 ??? a real joke.
what? just 18 000 ??? a real joke.
Dismissive criticism of a government deportation figure as inadequate, expressing dissatisfaction with policy implementation.
benoitmetail8727 Dec 26, 2025
I am so tired of this from all parties. We just have to live our life as best we can while the bureaucrats decide our future.
I am so tired of this from all parties. We just have to live our life as best we can while the bureaucrats decide our future.
Expresses frustration with government bureaucracy and policy-making across parties while framing it through personal experience of living under these decisions.
@LezleeBrunson Mar 4, 2025
This makes no damn sense
This makes no damn sense
Expression of disapproval toward policy or decision-making without elaboration.
@dr.phillips2008 Mar 4, 2025
Liberals and Carney needs a scapegoat for their corruption and crimes so now blaming India for this scam of immigration that they allowed for years to bring in Vote banks inside Canada who have become …
Liberals and Carney needs a scapegoat for their corruption and crimes so now blaming India for this scam of immigration that they allowed for years to bring in Vote banks inside Canada who have become a liability on the tax payers now.... economy is doldrums
Criticizes government immigration policy and Liberal handling while making unverified claims about vote-bank manipulation and economic burden.
dolly7426 Oct 1, 2025
should be 500,000 per year
should be 500,000 per year
Advocates for higher immigration targets, implicitly critiquing current policy as insufficient.
AndyFURLONG Dec 29, 2025
Ask CNN how much money the government gives them.Our pm is so crooked.....do your research or we are done.
Ask CNN how much money the government gives them.Our pm is so crooked.....do your research or we are done.
Criticizes government corruption and media bias while urging viewers to research and take action.
@rainydayz3160 Mar 4, 2025
I am a Canadian ?? & let ne assure you. Justin Trudeau is a woke fool who has hurt Canada for 9 years. He can't be replaced fast enough!
I am a Canadian ?? & let ne assure you. Justin Trudeau is a woke fool who has hurt Canada for 9 years. He can't be replaced fast enough!
Canadian identity assertion combined with criticism of Trudeau's governance over nine years.
@kennywidd Mar 4, 2025
Your big mouth in 2018 got Canadians in this mess. 4 years of that 8 was with Joe Biden .. As a Canadian i don't trust you after what you have done to Canada in …
Your big mouth in 2018 got Canadians in this mess. 4 years of that 8 was with Joe Biden .. As a Canadian i don't trust you after what you have done to Canada in the past.
Criticizes a political leader's past decisions and their consequences for Canada, with an identity-based trust assertion.
@jamesg2318 Mar 4, 2025
Ah and while this Turd is speaking where is the pipe to move oil and gas to the east cost? You cancelled it leaving our economy vulnerable. Another 8 years to build now.
Ah and while this Turd is speaking where is the pipe to move oil and gas to the east cost? You cancelled it leaving our economy vulnerable. Another 8 years to build now.
Comment criticizes the Prime Minister's cancellation of pipeline infrastructure and its economic consequences.
@homehub4361 Mar 4, 2025
Wow, the conservative party has been saying this for years and you guys are acting like this is some big epiphany that this is happening. Shame on you for not reporting this properly and digging …
Wow, the conservative party has been saying this for years and you guys are acting like this is some big epiphany that this is happening. Shame on you for not reporting this properly and digging into the real issue at hand and that that is 10 years of liberal failure when it comes to immigration policy. Why not try doing some real journalism for once
Criticizes liberal immigration policy failures and media coverage, calling for better journalism and accountability.
@StewKanter Feb 23, 2026
We got to many immigration in Canada we need to deport a lot of them
We got to many immigration in Canada we need to deport a lot of them
Criticism of Canada's immigration levels with a call for deportations, expressing demographic concern.
nealhauk Jan 27, 2026
This is a direct result of the worst Prime Minister Canada has ever seen: Justin Trudeau.
This is a direct result of the worst Prime Minister Canada has ever seen: Justin Trudeau.
Direct criticism of the Prime Minister and his governance as the cause of current problems.
unreadmessages-tl6sd Aug 27, 2025
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Critiques the channel's investigative approach as biased and selective, while arguing for ethical fairness in coverage and defending immigration as not inherently problematic.
RyanCohn Jan 27, 2026
Hotel bought by this women in immigration to house transitional immigrants, why do Taxpyers have to pay for her incompetence
Hotel bought by this women in immigration to house transitional immigrants, why do Taxpyers have to pay for her incompetence
Criticizes government spending on immigrant housing and questions official competence, framing it as taxpayer burden.
concern-ity Feb 27, 2026
The proof that Trudeau has destroyed Canada.
The proof that Trudeau has destroyed Canada.
Claims government policy has harmed Canada, framing immigration as destructive evidence of political failure.
TheAudio1 Jan 27, 2026
Let’s not forget that Canada already has Tariffs on American goods
Let’s not forget that Canada already has Tariffs on American goods
Commenter points out existing Canadian tariff policy as a counterpoint to the discussion, critiquing the framing of the issue.
@michaelp2659 Mar 4, 2025
Just yet another example of how foolish Canadians were in 2015 when they replaced a competent Harper government with a very incompetent Trudeau/Carney government!
Just yet another example of how foolish Canadians were in 2015 when they replaced a competent Harper government with a very incompetent Trudeau/Carney government!
Criticizes the 2015 government change, framing Trudeau's administration as incompetent compared to Harper's.
ChrisAsh-gc9de Feb 22, 2026
selling PR status to flood of rich Chinese through Quebec QIIP loophole wasn't a problem, but this is?
selling PR status to flood of rich Chinese through Quebec QIIP loophole wasn't a problem, but this is?
Highlights perceived inconsistency in immigration policy enforcement, comparing treatment of wealthy Chinese investors to other immigrants.
andg5194 Nov 20, 2025
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Category Distribution

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Classifier Confidence

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)