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
Established systems honed with years of experience and court decisions are very vulnerable to moronic politicians like Justin Trudeau. The liberals wanted to import more voters who would be so grateful for the opportunity to …
Established systems honed with years of experience and court decisions are very vulnerable to moronic politicians like Justin Trudeau. The liberals wanted to import more voters who would be so grateful for the opportunity to come to Canada they would vote liberal. The liberals wanted to promote their woke, “save the planet” doctrine no matter what the consequences. That way Justin, the self-righteous airhead, could deliver his famous word salad speeches telling people how magnanimous he was opening our doors to every creep, loser, terrorist, thief and freeloader other countries were trying to get rid of. They came by the thousands. We’ll never be rid of them.
Extensive criticism of Liberal immigration policy, combining partisan attack, demographic anxiety, and claims about voter manipulation.
garywagner2466
Feb 19, 2026
student VISA is BROKEN
student VISA is BROKEN
Direct criticism of the student visa system as broken, targeting government policy/regulation.
Policy Critique
0.85
xaviknox781
Oct 1, 2025
Liberals really screw up Canada
Liberals really screw up Canada
Direct criticism of Liberal government's handling of Canada, framed as policy failure.
Policy Critique
0.85
imtiazboss
Sep 30, 2025
CNN spreading lies if they like Canada maybe they should move over there
CNN spreading lies if they like Canada maybe they should move over there
Criticizes media (CNN) for alleged dishonesty while making a comparative statement about Canada.
@oscarwins701
Mar 4, 2025
I miss leaders who can read, use a mature vocabulary, pronounce words correctly, speak clearly in complete sentences and thoughts and without lying in every sentence. He’s a man who knows what he is doing, …
I miss leaders who can read, use a mature vocabulary, pronounce words correctly, speak clearly in complete sentences and thoughts and without lying in every sentence. He’s a man who knows what he is doing, making clear decisions which benefit his countrymen. Unlike the Felon-in-Chief who is bulldozing all our relationships with allies and, instead, siding with our greatest enemy, Putin.
Critiques leadership quality and decision-making while contrasting Canadian and American leaders, with implicit national identity framing.
@lauriebriggs9705
Mar 4, 2025
trump not fit for being a leader of united states, he must replace now......
trump not fit for being a leader of united states, he must replace now......
Argues Trump is unfit for leadership and should be replaced, critiquing his suitability for office.
Policy Critique
0.85
@jefersonaguilloso741
Mar 4, 2025
Canada blowing smoke. Canada and EU have always charged USA with high tariffs where the USA did not reciprocate. Now we will level the field. Do your research people. Canada needs the USA, USA does …
Canada blowing smoke. Canada and EU have always charged USA with high tariffs where the USA did not reciprocate. Now we will level the field. Do your research people. Canada needs the USA, USA does not need Canada. This can be all solved on tariffs if all countries do reciprocal %'s. Doubt that will happen.
Critiques Canadian tariff policy and argues for reciprocal trade arrangements, comparing Canada-USA economic relationship.
@MarkBrown-uf8ct
Mar 4, 2025
To say Trudeau is speaking that bluntly because he’s on his way out is incorrect. He toes the party line and the Liberals have everything to lose. And, this is the same tone that all …
To say Trudeau is speaking that bluntly because he’s on his way out is incorrect. He toes the party line and the Liberals have everything to lose. And, this is the same tone that all of the Canadian diplomats are using, including the foreign minister. They’ve had enough.
Analyzes political motivations and party dynamics, arguing that diplomatic tone reflects genuine institutional position rather than political expediency.
Policy Critique
0.85
@alissawakeman
Mar 4, 2025
Lets put Canadians who are canadian citizens to put first and help to get educated instead of wasting time money 💴 efforts on people who god knows what their intentions are invading canada 🇨🇦 and …
Lets put Canadians who are canadian citizens to put first and help to get educated instead of wasting time money 💴 efforts on people who god knows what their intentions are invading canada 🇨🇦 and canadians safety security
Argues for prioritizing Canadian citizens in education funding while expressing security concerns about immigrants' intentions, framed as national interest.
yyzRider
Sep 30, 2025
This prime minister a joke been joke will always be a joke
This prime minister a joke been joke will always be a joke
Dismissive critique of the Prime Minister's competence and leadership, repeated for emphasis.
Policy Critique
0.85
@corymccarley4457
Mar 5, 2025
This is what happens when a President oversimplifies world economy to 1st grade addition and subtraction for his dumb voters .
This is what happens when a President oversimplifies world economy to 1st grade addition and subtraction for his dumb voters .
Criticizes a political leader's approach to economic policy as oversimplified, offering analytical critique of governance.
Policy Critique
0.85
@dodgerswschamp5166
Mar 5, 2025
With what people are paying for rent , grocery , etc… here in Canada?\nYou’re doing the same to your own people ?\nDon’t let this idiots fool you Canadians….they are just pissed someone doing it back …
With what people are paying for rent , grocery , etc… here in Canada?\nYou’re doing the same to your own people ?\nDon’t let this idiots fool you Canadians….they are just pissed someone doing it back to them.
Criticizes government hypocrisy by pointing out domestic cost-of-living crisis while condemning US tariffs.
@sh1fu
Mar 5, 2025
300 people only. Thats lax
300 people only. Thats lax
Commenter is critiquing immigration policy as insufficiently restrictive ('lax'), implying the number of immigrants allowed is too high.
Policy Critique
0.85
@systemadmin2051
Feb 19, 2026
I like how he said everything has never been safer and more secure, yet pledges billions to solve the problem
I like how he said everything has never been safer and more secure, yet pledges billions to solve the problem
Points out contradiction in government claims about safety while simultaneously allocating resources to address security problems.
Policy Critique
0.85
@kalez7783
Mar 4, 2025
Closest partner and ally allowed drugs and illegals to come across into the United States while at the same time disparaging their own citizens.\nConfiscate their property (guns), imprison them for free speech, freeze bank accounts,trample …
Closest partner and ally allowed drugs and illegals to come across into the United States while at the same time disparaging their own citizens.\nConfiscate their property (guns), imprison them for free speech, freeze bank accounts,trample their rights. Yes, we all love Canada....
Criticizes Canadian government policies on border control, gun confiscation, and civil liberties restrictions.
@peterboon8280
Mar 4, 2025
First time in our nutless PM has ever spoke up.
First time in our nutless PM has ever spoke up.
Criticism of the PM's leadership record, suggesting this is an unusual moment of strength from a typically weak leader.
Policy Critique
0.85
@jeffmyers7002
Mar 5, 2025
I agree with Trudeau on this one, even though he is a clown on other things.
I agree with Trudeau on this one, even though he is a clown on other things.
Expresses qualified agreement with a specific policy while criticizing the leader's overall performance on other matters.
Policy Critique
0.85
@PakchikpakRajaBabu-sp
Mar 5, 2025
Good balanced journalism. It showed the divide not just between those from india and others in Canada but the acceptance and community. There are those that are taking advantage while there are many that are …
Good balanced journalism. It showed the divide not just between those from india and others in Canada but the acceptance and community.
There are those that are taking advantage while there are many that are productive and positive members of the community.
The one common agreed upon idea is that canadian immigration needs to be tightened up so the posative people can get in and the people who would take advantage of or be criminals are kept outno matter what country they come from.
Commenter acknowledges balanced journalism and argues for tightened immigration policy to filter out criminals while accepting productive members, combining policy analysis with fairness principles.
ChrisKasper-s4q
Oct 1, 2025
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, …
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, is the proportion of the people who is dishonest is same in all international students regardless of their country or not? These people spends tonnes of money not for the non value diploma Canada offers but the chance of permanently staying in Canada and will be dishonest to make that happen.
Critiques institutional practices and student visa policies while comparing proportional dishonesty across nationalities, questioning whether selection bias or systemic incentives drive violations.
user-gu4mr2yd4d
Sep 30, 2025
Trudeau you're a PM and when you disrespect the president publically you disrespect America, so you have no right to address the American people. You don't know how to handle politics and thats why your …
Trudeau you're a PM and when you disrespect the president publically you disrespect America, so you have no right to address the American people. You don't know how to handle politics and thats why your own people have verbalized that they want you gone! Your lack of respect for the President and the United States is what put you and your country in this situation in the first place. Tou're leaving out on a low. Humble yourself and sit down and talk to the President, and address him as such, and he'll cut you a deal, and you can gain back some dignity. Otherwise, stop complaining to the world community. You look weak!
Criticizes Trudeau's diplomatic approach and political judgment, arguing he should show more respect and humility in negotiations.
@tituspannell6009
Mar 5, 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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Discourse Quality (Perspective API)