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
You're taking in the shyte of India...cuz of this unfortunately the skilled Indians (who really contribute to society and engage to integrate with Canadian culture) are getting kicked out
You're taking in the shyte of India...cuz of this unfortunately the skilled Indians (who really contribute to society and engage to integrate with Canadian culture) are getting kicked out
Criticizes immigration policy for admitting undesirable immigrants while inadvertently excluding skilled ones, with identity-based framing.
doshanriches1
Jan 27, 2026
What happened to “no wars”? Now we’re in active trade wars? Wild. This is all because we didn’t want an Indian/African American woman in office.
What happened to “no wars”? Now we’re in active trade wars? Wild. This is all because we didn’t want an Indian/African American woman in office.
Critiques trade war policy while making an identity-based claim about electoral motivations.
@youraverageblackgirl4621
Mar 4, 2025
Canada is not the greatest country on earth. Canada is the biggest clown country on earth.
Canada is not the greatest country on earth. Canada is the biggest clown country on earth.
Criticism of Canada's governance and national standing, implying policy failures related to immigration.
Cloudsofhappiness4Us
Feb 8, 2026
This has been happening for decades. STOP implying this is a new issue. Also, STOP with the TDS. 😡
This has been happening for decades. STOP implying this is a new issue. Also, STOP with the TDS. 😡
Critiques media framing of immigration as a new issue and dismisses the video's approach, combining policy skepticism with commentary on the video itself.
vanta_nox90
Jan 5, 2026
This is all just noise, at some point Trump is gonna give the top 1% a 2000..4000 Billion $ tax cut, claiming the tariffs paid for them
This is all just noise, at some point Trump is gonna give the top 1% a 2000..4000 Billion $ tax cut, claiming the tariffs paid for them
Critiques tariff policy as distraction from tax cuts for wealthy, with unsubstantiated claim about specific dollar amounts.
@JohnJohn-k3l4y
Mar 5, 2025
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Critique of government using immigration targets and taxation as connected policy mechanisms, with unsubstantiated causal claim.
davidjohn005
Jan 14, 2026
Trudeau was right when he said it was dumb. The US tariffs are simply about bringing America to its knees and destroying America. That is why the country is being recklessly run. The idea is …
Trudeau was right when he said it was dumb. The US tariffs are simply about bringing America to its knees and destroying America. That is why the country is being recklessly run. The idea is to destroy the American way of life and America. Have you seen a 3rd world country run. The fighting and the division in the 3rd world country? The events over the past weeks are not about efficiency. 1 worker doing 15 people's jobs. Who is running the government? Tariffs are one more thing to destroy America. US government federal workers all let go, paying government employees pennies on the dollars and lying to the American public about efficiency, farmers and textile workers that voted are stranded without jobs, social security being destroyed, programs being destroyed, Americans being lied to, Americans being taken advantage of due to poor knowledge and education, education being taken away and putting un-elected immigrants/foreigners to run/destroy America. Yes, the Tariffs are one more thing to put Americans in the street, turn off their electricity, take away their heating system, and make America into a poor 3rd world country. Trudeau and Canada are protecting its workers - federal and private and yes, all of Canada. Canada is United. Americans better find Unity like the Canadians are doing versus worrying about who voted Red or Blue.
Extensive critique of US tariff policy and government mismanagement, with underlying anxiety about economic and social collapse.
@BosBajC
Mar 5, 2025
Don’t trust any politicians . Don’t be surprised if there isn’t more to this
Don’t trust any politicians . Don’t be surprised if there isn’t more to this
Skepticism toward politicians and suggestion of hidden information without evidence.
@090763terryhar
Mar 4, 2025
Trudeau you want war by supporting more war.
Trudeau you want war by supporting more war.
Criticizes Trudeau's foreign policy stance on war and military support, framing it as problematic governance.
@josephloumayonado9226
Mar 4, 2025
This is what happens when you put racism first...????
This is what happens when you put racism first...????
Accuses government of prioritizing racism in policy decisions, combining criticism of policy with ethical judgment.
@jermainemitchell2936
Mar 4, 2025
These people who take fentanyl take no responsibility for giving drug dealers a reason to bring this drug into America! Instead of these ridiculous tariffs put money into helping these people get clean!!!
These people who take fentanyl take no responsibility for giving drug dealers a reason to bring this drug into America! Instead of these ridiculous tariffs put money into helping these people get clean!!!
Criticism of tariff policy as ineffective compared to drug addiction treatment alternatives.
@stephenholmes5362
Mar 4, 2025
Our allies help protect the US just as we help to protect them. \nTrump think US can stand along, how dumb can one be to think such!\nAmerica brace yourself for a rough, rocket ride! Trump …
Our allies help protect the US just as we help to protect them. \nTrump think US can stand along, how dumb can one be to think such!\nAmerica brace yourself for a rough, rocket ride! Trump is trying to destroy this country!
Criticism of Trump's isolationist foreign policy with warnings about national consequences.
@larryj8923
Mar 4, 2025
CNN is so full of shit they can’t even talk the facts of Donald Trump getting himself in this shit. Pink suit mama Paula is stuttering all over herself. The first thing she says is …
CNN is so full of shit they can’t even talk the facts of Donald Trump getting himself in this shit. Pink suit mama Paula is stuttering all over herself. The first thing she says is how Trudeau spoke of how it’s going to be hard on Canada and then stuttered about it being hard for Americans. But she FAILED to mention that Canada has vowed to be there and make amends for its citizens unlike America whose government has hung its citizens out to dry. CNN also failed to mention ton that Trump signed the current trade agreement when he was president for his first term. Never thought I would see the day CNN would skirt the issue trying their damndest not to use the words the rest of the world is saying and that’s “What the fuck Donald?” Shame on you CNN. You’re the reason the right information isn’t being put out there.
Criticizes media (CNN) coverage of trade policy and Trump's actions, with secondary commentary on the news outlet itself.
@hlsartistry
Mar 4, 2025
He insulted Trump by calling him Donald instead of Mr President, then said ‘this is dumb’.\n\nIdiotic. There is always a deal with Donald Trump.
He insulted Trump by calling him Donald instead of Mr President, then said ‘this is dumb’.\n\nIdiotic. There is always a deal with Donald Trump.
Criticism of Trudeau's conduct and approach in dealing with Trump, critiquing his diplomatic strategy and tone.
Policy Critique
0.75
@ObiePaddles
Mar 4, 2025
Poilievre has been screaming about this and all MSM did was deny, deny, deny. It didn’t go unnoticed. It was ignored for far too long.
Poilievre has been screaming about this and all MSM did was deny, deny, deny.
It didn’t go unnoticed. It was ignored for far too long.
Criticizes mainstream media for ignoring a political figure's warnings about immigration issues.
@AAnnie...Iamokay
Feb 20, 2026
Trudeau is a tyrant, I'm sure he welcomes any opportunity to divert animosity away from himself. Wouldn't trust that guy to bag my groceries.
Trudeau is a tyrant, I'm sure he welcomes any opportunity to divert animosity away from himself. Wouldn't trust that guy to bag my groceries.
Criticizes Trudeau as authoritarian and untrustworthy, combining policy critique with personal character attack and skepticism of his motives.
@Tialian
Mar 5, 2025
Now you all think TURDeau is a hero. Nope. He's still a ZERO.
Now you all think TURDeau is a hero. Nope. He's still a ZERO.
Dismissive critique of Trudeau using wordplay ('TURDeau'/'ZERO'); combines sarcasm with policy rejection.
@JasonWebb_369
Mar 4, 2025
The United States didn’t impose tariffs. Trump MAGA did, weak republican senators and congressmen did. Corporate America did.
The United States didn’t impose tariffs. Trump MAGA did, weak republican senators and congressmen did. Corporate America did.
Critiques U.S. tariff policy and assigns blame to specific political actors and corporate interests, with implicit identity framing about American responsibility.
@sherriejackson2487
Mar 4, 2025
Wow - That reason that was quoted was never shared with us down here... It was always explained as a way to help our economy... Which everyone down here with a brain knew was a …
Wow - That reason that was quoted was never shared with us down here... It was always explained as a way to help our economy... Which everyone down here with a brain knew was a outright lie.... But that was what the fool kept repeating to all of us. Never once was it made or stated as a serious reason, fentanol... That was the Mexico excuse...
Criticizes government's stated rationale for immigration policy as a lie, while making an unverified claim about fentanyl being used as an excuse.
@sammysosa7356
Mar 4, 2025
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔
Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂
Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit.
You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community.
wtvr pays the bills ig 🥀🥀
Critiques journalistic bias in representation, defends immigrant communities against negative stereotyping, and highlights positive community contributions.
Praby
Jan 27, 2026
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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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