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
Our government sucks a satchel of richards.
Our government sucks a satchel of richards.
Dismissive criticism of government performance using crude slang humor.
@squishybug7377
Mar 4, 2025
I'm an Indian American, and what Canada is doing is terrible. There's nothing wrong with immigrants, but you need to let in people with the right skills and who are willing to assimilate. The Indians …
I'm an Indian American, and what Canada is doing is terrible. There's nothing wrong with immigrants, but you need to let in people with the right skills and who are willing to assimilate. The Indians who are in Brampton say they're Canadian but only live within their communities and try to change the Canadian culture, and it's not right.
Personal perspective from an Indian American criticizing Canada's immigration policy and specific immigrant communities' integration practices.
Bills.24
Nov 6, 2025
I don't care if people choose to destroy their lives with drugs, just don't increase prices for everything.
I don't care if people choose to destroy their lives with drugs, just don't increase prices for everything.
Expresses indifference to drug policy while criticizing the economic consequences of related policies on prices.
Policy Critique
0.80
@HawkSea
Mar 4, 2025
Not a big fan of Trudeau but i have to say, lately he's doing a good job to hold his own against the VICE PRESIDENT Trump the orange felon!
Not a big fan of Trudeau but i have to say, lately he's doing a good job to hold his own against the VICE PRESIDENT Trump the orange felon!
Critiques Trudeau's typical performance while praising his current stance against Trump, mixing policy evaluation with moral judgment.
@malibuss66
Mar 4, 2025
Sounds like a little boy crying for his mother.., seriously. Strategist and see how you can get your nation out from this. See how China did it. They have long diversified since Trump 1.0 into …
Sounds like a little boy crying for his mother.., seriously. Strategist and see how you can get your nation out from this. See how China did it. They have long diversified since Trump 1.0 into ASEAN countries, and ASIA, especially the mid east and Africa.
Critiques Canadian leadership's strategy while comparing China's economic diversification approach as a model for national resilience.
@harrilai5235
Mar 4, 2025
Thank god you are doing a video on this shit show of a country
Thank god you are doing a video on this shit show of a country
Expresses disapproval of Canada's state and governance, framing it as a 'shit show' requiring critical examination.
austingrant4592
Jan 27, 2026
The fact we allowed over 3 million temporary work visa all from India should be looked into! What there are no other countries?
The fact we allowed over 3 million temporary work visa all from India should be looked into! What there are no other countries?
Critiques the government's temporary work visa policy while implying a suspicious pattern regarding Indian workers, mixing policy analysis with an unverified insinuation.
sauce33545
Sep 29, 2025
Every politician wants to be in power, liberals want to stay in power forever. So they make illegals Legolas, the more the Better, give them benefits, heath care .. corrupt the media .. 1984 .. …
Every politician wants to be in power, liberals want to stay in power forever. So they make illegals Legolas, the more the Better, give them benefits, heath care .. corrupt the media .. 1984 .. is here but on steroids. Alberta must leave what used to be Canada asap.
Criticizes Liberal immigration policy as deliberately legalizing undocumented immigrants for political gain, with conspiratorial and separatist undertones.
firstlast-gr9xs
Feb 19, 2026
Emotive rubbish from Trudeau.\nDisaster for Canada.\nHe’s an idiot.
Emotive rubbish from Trudeau.\nDisaster for Canada.\nHe’s an idiot.
Criticizes Trudeau's leadership and policies as harmful to Canada, with dismissive personal attacks.
@Neil-yx3rc
Mar 4, 2025
He lost all respect and credibility when he said “people kind”. What a loser.
He lost all respect and credibility when he said “people kind”. What a loser.
Criticizes Trudeau's credibility based on a specific statement he made, framed as loss of respect.
Policy Critique
0.80
@ryanteigne901
Mar 4, 2025
Talk about the government ffs, stop using Indians as scapegoats. Its well documented any group, even westerners, dont assimialte easily to other countries. One thing to note is that Indians already know English so they …
Talk about the government ffs, stop using Indians as scapegoats. Its well documented any group, even westerners, dont assimialte easily to other countries. One thing to note is that Indians already know English so they dont have to assimialte to a local English accent compared to a Spanish/Japanese/Korean counterpart etc.
Critiques government policy and media scapegoating while providing comparative analysis of assimilation across immigrant groups.
SergioRamirez-ir3oc
Jan 27, 2026
I don't really like Trudeau, however, this was well said.
I don't really like Trudeau, however, this was well said.
Expresses qualified criticism of Trudeau while acknowledging merit in his statement on the current issue.
Policy Critique
0.80
@harran9962
Mar 4, 2025
the immigration Minister couldn't even show up for question period today because it was so bad yesterday she's hiding hopefully for Canadian she's preparing her resignation speech
the immigration Minister couldn't even show up for question period today because it was so bad yesterday she's hiding hopefully for Canadian she's preparing her resignation speech
Criticizes the immigration minister's performance and suggests she is avoiding accountability.
shawnbroome2861
Feb 26, 2026
Sick government we have. Us Canadians are suffering with their BS!
Sick government we have. Us Canadians are suffering with their BS!
Criticizes government policy while asserting a collective Canadian identity suffering from government decisions.
JesusIsLord7773
Sep 29, 2025
Donald lied about Canada...so how can anything be says be believable???\nHow
Donald lied about Canada...so how can anything be says be believable???\nHow
Asserts that Trump made false statements and questions his credibility, combining unverified claim with broader critique.
@Bonnieforsythe
Mar 4, 2025
Great news,,but it should be 1,800,000 not 18,000... Makes me laugh that ctv worry about tax money spending being 78 millions on deportation while we spend annually over a billion on refugees hotels...😂😂😂 Great journalism …
Great news,,but it should be 1,800,000 not 18,000...
Makes me laugh that ctv worry about tax money spending being 78 millions on deportation while we spend annually over a billion on refugees hotels...😂😂😂
Great journalism finance by the Liberal party of Canada.!😊
Critiques media coverage and government spending priorities, presents unverified spending claims, and uses sarcasm to mock journalism and Liberal policy.
PierreBAZBazinet
Dec 31, 2025
Big mistake in this delivery is speaking as if all of us support the Moran in office and he represents all of us .
Big mistake in this delivery is speaking as if all of us support the Moran in office and he represents all of us .
Critiques the PM for speaking as if representing all Canadians, challenging the legitimacy of his representational claims.
@renaldo1
Mar 4, 2025
Why does no one mention the reason why politicians allow large scale immigration... because the self serving, long living, the most powerful political group - the white baby boomers - want to continue seeing their …
Why does no one mention the reason why politicians allow large scale immigration... because the self serving, long living, the most powerful political group - the white baby boomers - want to continue seeing their property value increase, cheap labor to serve them, and large consumer base to increase their business profits...
Critiques political motivations behind immigration policy while invoking generational and racial identity categories.
usmang5542
Sep 29, 2025
China is rising and is in good relation with Russia , knowing this Trump wants to be in a good relation with Russia ,trying to stop The rise of China, this is a dump policy. …
China is rising and is in good relation with Russia , knowing this Trump wants to be in a good relation with Russia ,trying to stop The rise of China, this is a dump policy. China market is going to grow even if USA is in good relation with Russia. Trump must not apply tarriff like these , this will just suffer the Americans ?
Critiques Trump's tariff policy as counterproductive, arguing it will harm Americans while failing to stop China's rise.
@duhawmapautu3563
Mar 4, 2025
Canada never pays their fair share either
Canada never pays their fair share either
Critiques Canada's financial contributions by comparing it to another country's obligations.
@johns.1730
Mar 4, 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)