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
Has nothing to do with your skin or culture its not that deep and your not that special for most people to think about at all. Its the insidiousness of the actions and loopholes that …
Has nothing to do with your skin or culture its not that deep and your not that special for most people to think about at all. Its the insidiousness of the actions and loopholes that are used by immigrants of all races or cultures that allow themselves to thrive. While the people born here of many colors get nothing but higher taxes to pay for the services that get totally abused.
Birthright citizenship for people born here needs to end if the parents are not legit citizens.
Housing capacity laws need to be created with fire code enforcement so you cant have more people living in a house than rooms available.
All religious facilities even the white ones... need to be taxed.
No more preferential treatment for visas because your related to someone who lives here already. Everyone across the board should have to immigrate the same way with no special treatment.
Cultural celebrations and traditions. Respect everyone. Unless you have a permit keep that stuff in your own home or place of worship. EX... Indian wedding on my street = 3 1200w speakers playing Cow slaughter house noises until they leave.
Proposes multiple specific policy changes regarding citizenship, housing, taxation, and immigration procedures with economic and regulatory concerns.
RecklessSpartan
Jan 2, 2026
Gen. Wesley Clark is somebody that, i have respected for over thirty years. Even Gen. Clark has expressed his displeasure over the way the Trump administration has threatened Canada with unfair tarrif's, on US'S closest …
Gen. Wesley Clark is somebody that, i have respected for over thirty years. Even Gen. Clark has expressed his displeasure over the way the Trump administration has threatened Canada with unfair tarrif's, on US'S closest ally and neighbour. It is obvious that Putin is manipulating Trump so as to isolate the US from its traditional friends and alies, as US credibility will decline internationally. Tarrif's will bring higher prices to American manufacturers and consumers and bring higher unemployment to Americans.
Analyzes Trump administration tariff policy as unfair and harmful, citing expert opinion and economic consequences.
@polarbear3577
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 can understand. Whoever signed the latest US / Mexico / Canada agreement is a real idiot! What North America needs is some kind of free trade agreement!
I can understand. Whoever signed the latest US / Mexico / Canada agreement is a real idiot! What North America needs is some kind of free trade agreement!
Criticizes the US/Mexico/Canada trade agreement while comparing to an alternative free trade model.
@ScottMacri-bw3fg
Mar 4, 2025
This man truly doesn't do a thing but lie and create turmoil through his disinformation . Someone boot his pathetic lying ass out for government already wake up Canada u voted in a dictator
This man truly doesn't do a thing but lie and create turmoil through his disinformation . Someone boot his pathetic lying ass out for government already wake up Canada u voted in a dictator
Criticizes Trudeau's leadership and truthfulness while calling for his removal and voter accountability.
@MichaelOSullivan-r2g
Mar 4, 2025
So he could have cleaned up the border for the last four years under Biden but now thus the big boss is back he wants to cry.
So he could have cleaned up the border for the last four years under Biden but now thus the big boss is back he wants to cry.
Critiques Biden's border management record and questions the sincerity of Trump's current border rhetoric.
Policy Critique
0.85
@gamejamreject
Mar 4, 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
While I don’t agree with Trumps tariffs, I understand why he’s doing them. As a Canadian citizen, please don’t glamorize Trudeau- hes a spoiled rotten brat of a former PM. Nothing more. You’ve not lived …
While I don’t agree with Trumps tariffs, I understand why he’s doing them. As a Canadian citizen, please don’t glamorize Trudeau- hes a spoiled rotten brat of a former PM. Nothing more. You’ve not lived the last 10 years under his totalitarian govt, suspending the rights of Canadians at will, insulting and dividing our country at will, taking away legal firearms owners rights rights at will (people who had to pass safety courses and are more vetted than RCMP officers). \n\nHe’s proven to be more fake than a $3 dollar bill. All the liberal & ndp’s in Canada are. He has the worst record in Canadian history as a PM, including the highest taxes, home prices, massive, unsustainable immigration, and the worst healthcare crisis in Canada’s socialized medical system since its inception. \n\nHe’s accumulated more debt than all previous PM’s COMBINED (as per the PBO). \n\nThen he comes on here after he resigned on Jan.6th - yes after cratering Canada’s economy methodically for the last 10 yrs - to inflame the POTUS and who will pay for that? Canadian and American working class citizens. \n\nIf you think Canada is so great, you’re either a wealthy boomer, or have no clue what it’s like to work for a living in this modern economy in Canada. People are required to work 2-3 jobs just to afford the basics. Wages have been stagnant since the 90’s here, with cost of living rising 600-700% in the last 10 yrs.
Extensive critique of Trudeau's policies from a Canadian citizen's lived experience, covering governance, economics, healthcare, and immigration.
@tpg4227
Mar 4, 2025
Trump do today a lot of dumb things.
Trump do today a lot of dumb things.
Brief criticism of Trump's policy decisions as foolish.
Policy Critique
0.85
@manuelabigvava8235
Mar 4, 2025
3:10 this part I 100% disagree with. They didn't sabotage their agenda at all. Their agenda was always to screw over the working and middle class, and give everything to the rich. That's been the …
3:10 this part I 100% disagree with. They didn't sabotage their agenda at all. Their agenda was always to screw over the working and middle class, and give everything to the rich. That's been the Republican agenda for as long as I've been alive (25 years), and it's not changing anytime soon.
Critiques Republican economic policy as favoring the wealthy over working/middle classes, with reference to a specific video timestamp.
@JosepiThe13th
Mar 4, 2025
Nobody likes trudeau. I see lots of europeans who have no idea what they are talking about supporting this. But americans and canadians all agree that trudeau is trash, he already quit, hes just stealing …
Nobody likes trudeau. I see lots of europeans who have no idea what they are talking about supporting this. But americans and canadians all agree that trudeau is trash, he already quit, hes just stealing as much as he can before he leaves and leaving a dumpster fire in his wake
Criticizes Trudeau's governance and policies while asserting national/cultural divisions between Americans, Canadians, and Europeans.
@The_Procrastronaut
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
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
Trudeau is an idiot and has destroyed our country. He's no longer Prime Minister. He resigned finally. He knows he's not wanted in this country. He refuses to leave office. Anything he says now is …
Trudeau is an idiot and has destroyed our country. He's no longer Prime Minister. He resigned finally. He knows he's not wanted in this country. He refuses to leave office. Anything he says now is worthless. Anything he's ever said has only done damage to Canada.
Harsh criticism of Trudeau's leadership and policies, framed as destructive to the country, with some identity-based framing about national belonging.
@EriannaF
Mar 4, 2025
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
Three Liberal idiots that need to go! Canada has had plenty of time to clean up our pathetic open door immigration and borders. Plus the free drug system killing our people.
Three Liberal idiots that need to go! Canada has had plenty of time to clean up our pathetic open door immigration and borders. Plus the free drug system killing our people.
Criticizes government immigration and drug policy as failures, with underlying anxiety about societal harm.
@Ruckus73
Mar 4, 2025
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
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
Canada really messing up here
Canada really messing up here
Expresses disapproval of Canada's handling of a situation without elaborating specifics, constituting general policy criticism.
Policy Critique
0.85
@bobbysotsavanh6159
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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