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
Nice to hear an intelligent speech. Why destroy relationships with your closest allies and then cuddle up to Putin and Russia? The only thing that makes sense is that Trump wants to make the USA …
Nice to hear an intelligent speech. Why destroy relationships with your closest allies and then cuddle up to Putin and Russia? The only thing that makes sense is that Trump wants to make the USA like Russia. An oligarchy where the ultra-rich have all the money and control, and everyone else is poor and powerless.
Criticizes Trump's foreign policy decisions (relationships with allies, Russia) and implies moral concerns about oligarchy and inequality.
@denruby910
Mar 4, 2025
The immigration system running well in 2010? Really. Under Harper? The man who wanted "Old Stock"? The federal government spends 9000 per year per canadian on health care. Do the math. This sum works out …
The immigration system running well in 2010? Really. Under Harper? The man who wanted "Old Stock"?
The federal government spends 9000 per year per canadian on health care.
Do the math. This sum works out to about 1400 per person.
As a Canadian, I say big hairy deal!. Anothrr bunch of Old Stock Canadians creating a tempist in a teapot!
Critiques past immigration policy under Harper and disputes the cost-benefit framing of immigration spending with per-capita calculations.
mtnphot
Feb 27, 2026
Till Trump came in to picture Trdue was sleeping on drug/ illegal immigrant problems. Now with Trump in action mode trdue is forced to take some measurs and those actions he is discribing as proof …
Till Trump came in to picture Trdue was sleeping on drug/ illegal immigrant problems. Now with Trump in action mode trdue is forced to take some measurs and those actions he is discribing as proof of his intentions. In reality , if Trump was not there he would have continued to follow his old policies.
The comment critiques Trudeau's immigration and drug policies as reactive rather than proactive, attributing policy changes to external pressure from Trump rather than genuine intent.
@alluallu7248
Mar 4, 2025
They will still bring in a large number of PRs. I dont mind if they are doctors and nurses to ease the pressure on hospitals. Instead we get low skilled immigrants. Enough immigration and support …
They will still bring in a large number of PRs. I dont mind if they are doctors and nurses to ease the pressure on hospitals. Instead we get low skilled immigrants. Enough immigration and support Canadian youth.
Critiques immigration policy for prioritizing low-skilled workers over healthcare needs and domestic youth support, with economic reasoning.
sujudaebak
Jan 11, 2026
Just lower your tariffs on all products coming from America, we have reciprocal tariffs and will lower ours. This is nonsense from Trudeau, costing everyone money to show an example. It’s so easy to solve …
Just lower your tariffs on all products coming from America, we have reciprocal tariffs and will lower ours. This is nonsense from Trudeau, costing everyone money to show an example. It’s so easy to solve but he just wants trump to fail
Critiques Trudeau's tariff policy as economically harmful and suggests a simpler solution exists.
@Reviewchiller
Mar 4, 2025
The immigration policy in Canada is a joke. Justin has ruined it. I bet 80% of immigrants there have arrived on false pretence, be it studying or tourism or marriage. Its all big business in …
The immigration policy in Canada is a joke. Justin has ruined it. I bet 80% of immigrants there have arrived on false pretence, be it studying or tourism or marriage. Its all big business in India. I'll do the studying you pay the fees, let's get married on paper to gain entry.... Its an open secret. Canada is officially fooked.... 😂
Criticizes Canadian immigration policy and government while making unsubstantiated claims about fraud rates among immigrants.
b8bb8r
Feb 26, 2026
The gravy train is done. But Justin thinks he is going to dazzle us with talk of fentanyl.
The gravy train is done. But Justin thinks he is going to dazzle us with talk of fentanyl.
Critiques government spending and suggests the leader is using distraction tactics rather than addressing real issues.
Policy Critique
0.82
@RTCIvory
Mar 4, 2025
I am ashamed of our current government. I did not vote for this. Please know this is not what we wanted.
I am ashamed of our current government. I did not vote for this. Please know this is not what we wanted.
Expresses disapproval of current government policies and asserts that this does not represent the commenter's values or voting preference.
@BlissfulShesha
Mar 4, 2025
I don't know why Mr Trump would bother listening to trudeau cause his track record is pretty bad
I don't know why Mr Trump would bother listening to trudeau cause his track record is pretty bad
Questions Trump's credibility by referencing Trudeau's poor track record as a reason to dismiss his counsel.
Policy Critique
0.82
@MegaJunebug3
Mar 4, 2025
Mr. Tiptoe can shove it. Trump didn't start this trade war, Canada has been tariffing USA for decades. The whole world does... Starving out the one country that actually has freedom. Freedom to kick out …
Mr. Tiptoe can shove it. Trump didn't start this trade war, Canada has been tariffing USA for decades. The whole world does... Starving out the one country that actually has freedom. Freedom to kick out government when it becomes corrupt and against the people. The western side of Canada is more than welcome to stop subsidizing the east, and pay like half the taxes. Instead of stars we will throw a couple maple leafs on it and call it a day.... In the interest of international security.
Critiques Canadian government policy on tariffs and subsidies, asserts national identity and autonomy, and implies separatist sentiment.
@artwithdcrockete9909
Mar 4, 2025
The problem isn’t immigration it’s how rapid the immigration was there should’ve been a cap so that there wasn’t a major influx of people that destroyed the culture if immigration was controlled and had a …
The problem isn’t immigration it’s how rapid the immigration was there should’ve been a cap so that there wasn’t a major influx of people that destroyed the culture if immigration was controlled and had a yearly limit to how many people could immigrate that would’ve preserved canadas culture and forced immigrants to assimilate to Canadian culture. But all politicians saw was 💰 so they made it easier.
Argues for immigration caps and controlled rates to preserve culture and force assimilation, framing rapid immigration as a policy failure driven by profit motives.
zestplays
Oct 3, 2025
Americans did not ask for this, did not vote for this, this was never on the table, AND YET, Donald has chosen to ignore billion of people that he, as president, is subjugated to, to …
Americans did not ask for this, did not vote for this, this was never on the table, AND YET, Donald has chosen to ignore billion of people that he, as president, is subjugated to, to enact a trade war that literally has NO benefit other than causing friction and fallout between America and our allies. This is to weaken us. This is to destroy America. WAKE UP!
Criticizes Trump's trade war policy as undemocratic and harmful, with an urgent call for Americans to recognize the threat.
@hank_430
Mar 4, 2025
I can’t believe all the brainwashed people in the comments that believe anything this guy says. He is a complete fraud & should not be in office.
I can’t believe all the brainwashed people in the comments that believe anything this guy says. He is a complete fraud & should not be in office.
Criticism of Trump's legitimacy and fitness for office, attacking his credibility as a leader.
Policy Critique
0.82
@_liam98
Mar 4, 2025
I strongly disagree with this we now have police officers in turban not excitable turbon is not part of the uniform if you cannot wear the uniform you should not be an officer plain and …
I strongly disagree with this we now have police officers in turban not excitable turbon is not part of the uniform if you cannot wear the uniform you should not be an officer plain and simple don't apply for a job you can not fulfill
Critiques police uniform policy regarding religious headwear, framing it as incompatible with job requirements and national standards.
kimanseth8988
Sep 10, 2025
Government of Canada is using housing to harass it's own citizens. The blue bloods are upset feudalism 1.0 ended. Now they're doing everything to uphold feudalism 2.0. The immigrants, deficit regressive inflation, excessive housing financialization …
Government of Canada is using housing to harass it's own citizens. The blue bloods are upset feudalism 1.0 ended. Now they're doing everything to uphold feudalism 2.0. The immigrants, deficit regressive inflation, excessive housing financialization etc.
Critiques government policy on housing and immigration while framing it as systemic exploitation tied to economic structures.
DigitalDividendDollar
Feb 26, 2026
What Canadian tax paying family gets 50,000 a family to set up their household???? She didn't say this was a loan ...
What Canadian tax paying family gets 50,000 a family to set up their household???? She didn't say this was a loan ...
Questions government support for immigrants while implying unfair treatment compared to Canadian families, critiquing policy equity.
blongmore3485
Jul 12, 2025
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know that's a lie.
So many don't want to learn english, assimilate to Canadian cultures and their entitlement is next level. They think they are above the law.
If they love their culture so much and don't want to change...don't come to a better country like Canada just to make our country shit.
The first guy speaking truth, even knows it's too much and out of control.
And I can assure you all these so called doctors and engineers and so forth aren't the majority of immigrants coming in - being an amazon driver, working at Tim's or a gas station isn't a special skill set.
And the smuggler guy - yeah those are exactly the type of people we want in our countries...they are shady, dangerous and break law as like it's a proper day job.
Criticizes government immigration policy and enforcement while making claims about immigrant behavior and cultural assimilation failures.
lostgypsy5068
Jan 28, 2026
You can complain about it or blame the newcomers many of which have contributed to these problems but the real solution is to force change in government policy so things can eventually start getting better
You can complain about it or blame the newcomers many of which have contributed to these problems but the real solution is to force change in government policy so things can eventually start getting better
Critiques both newcomers and government policy while advocating for systemic political change as the solution.
aulakh22
Sep 14, 2025
Please keep in mind, that all the issues we have in Canada are because of Trudeau. He's been in power for almost a decade. The widespread drug abuse and crime is because of him being …
Please keep in mind, that all the issues we have in Canada are because of Trudeau. He's been in power for almost a decade. The widespread drug abuse and crime is because of him being weak on policy and handing out drugs like candy paid by tax payers. More people died from fentanyl in Canada than our soldiers in WWII. That is all on his watch. He is only making these changes because of Trump. What kind of a leader is Trudeau to only become Canada first when a person from outside the country threatens him? He is a horrible leader and a traitor to the Citizens and the Country we call Canada. Regardless of what his speech is, he cannot be trusted with his globalist agenda. He has stepped down (thank goodness!!) and Canada is looking forward to having Pierre Poilievre as our PM.
Primarily critiques Trudeau's governance and policy decisions, with embedded unverified claims about fentanyl deaths and drug distribution.
@Universal.G
Mar 4, 2025
All because governments don't force immigrants to learn the language and become an Canadian citizen. Now you have a country in a country
All because governments don't force immigrants to learn the language and become an Canadian citizen. Now you have a country in a country
Criticizes government policy regarding language requirements and citizenship integration, arguing for stricter assimilation mandates.
Policy Critique
0.82
nomercy5422
Jan 29, 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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