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
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.
Policy Critique
0.85
@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.
Policy Critique
0.85
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.
Policy Critique
0.85
@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.
Policy Critique
0.85
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.
Policy Critique
0.85
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
Compare Videos
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)