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
Stop the drugs clean up your act and address Donald as President Trump. What a punk ass immature approach.
Stop the drugs clean up your act and address Donald as President Trump. What a punk ass immature approach.
Demands policy action on drugs and criticizes the tone/approach of Canadian leadership toward Trump.
@pkdhdkdjdbkfjcj
Mar 4, 2025
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some do but the ones who don’t ruin the image for the rest of them. Other obvious problem is we’ve let in too many people in in general like more people have come than living units have been built making many problems just right there and then and it’s not really the people who immigrates fault it’s the government. I know restricting imagination and making the test to get in harder so they actually have to know something about Canadas history and our culture and realistically we need to apply more pressure on the expectation that immigrants eventually assimilate.
Critiques immigration policy (too many arrivals, insufficient housing, weak assimilation requirements) while acknowledging systemic rather than individual immigrant fault.
tommypeyton2019
Jan 28, 2026
Host Country have Authority to Dispose that kind of people of any kind ethnicity with sick attitude except who assimilate on Host Country and law abiding immigrants......if Canada and other Host Country ignore this Good …
Host Country have Authority to Dispose that kind of people of any kind ethnicity with sick attitude except who assimilate on Host Country and law abiding immigrants......if Canada and other Host Country ignore this Good Luck and Good Luck
Critiques host country immigration policy, arguing for stricter enforcement against non-assimilating immigrants while supporting law-abiding ones.
superduper7485
Feb 17, 2026
Sort out your Canadian problems first.
Sort out your Canadian problems first.
Critiques Canadian government priorities, suggesting domestic problems should be addressed before external engagement.
Policy Critique
0.79
@reacunningham841
Mar 4, 2025
I guess many Canadian citizens were suffering from the consequences of the crazy immigration policies over the past 5 years caused by Justin Trudeau
I guess many Canadian citizens were suffering from the consequences of the crazy immigration policies over the past 5 years caused by Justin Trudeau
Criticizes government immigration policy under Trudeau and attributes negative consequences to citizens, blaming specific policy decisions.
philteng760
Feb 1, 2026
The bike guy woweee. Does he think all of Africa is one region? There are a lot of highly intelligent people from wealthier parts of Africa who immigrate to North America.
The bike guy woweee. Does he think all of Africa is one region? There are a lot of highly intelligent people from wealthier parts of
Africa who immigrate to North America.
Critiques oversimplification and stereotyping in video commentary, arguing for more nuanced understanding of African immigrant diversity.
katie91312
Jan 27, 2026
Trudeau and Carney: there's nothing wrong with our border security. Elbows up! Gullible Canadians: okay, and they said a hockey term, I'm going to vote for them! Rational Canadians: 🤦🏼♂️
Trudeau and Carney: there's nothing wrong with our border security. Elbows up!
Gullible Canadians: okay, and they said a hockey term, I'm going to vote for them!
Rational Canadians: 🤦🏼♂️
Criticizes government border security policy and leadership while using sarcasm to mock voters who support them.
bryancousin8175
Feb 9, 2026
? no justification? Commitments mean nothing, you have done nothing but talk for years. And attacking the US president shows that your grasp of power is fading. I wish Canada the best and hope they …
? no justification? Commitments mean nothing, you have done nothing but talk for years. And attacking the US president shows that your grasp of power is fading. I wish Canada the best and hope they get a Prime Minister they deserve.
Criticizes Trudeau's leadership record and policy commitments while comparing him unfavorably to other leaders.
@user-oo7vd2jv4i
Mar 4, 2025
How much more of this are we going to take? The orange man is our employee.
How much more of this are we going to take? The orange man is our employee.
Critiques government authority and foreign interference while implicitly calling for resistance or action.
@Mike28625
Mar 4, 2025
I understand there are issues with migration but the fat racist guy is probably not being objective
I understand there are issues with migration but the fat racist guy is probably not being objective
Acknowledges legitimate migration issues while critiquing the credibility and objectivity of a person featured in the video.
haydenmil22
Jan 27, 2026
The tariff is because they would not increase their military spending with nato
The tariff is because they would not increase their military spending with nato
Offers alternative explanation for US tariffs (NATO military spending), critiquing the framing of the conflict and contextualizing policy motivations.
@williamraygor6532
Mar 4, 2025
Student Visa for Indians is kind of PR.... Canadian government should revamp immigration policy and visa guidelines
Student Visa for Indians is kind of PR.... Canadian government should revamp immigration policy and visa guidelines
Critiques student visa policy as a backdoor PR pathway and calls for immigration policy reform, with an implicit unverified claim about visa misuse.
Nassirkhan0987
Sep 22, 2025
Why is it that everythingand I mean everything Canadians want the government to do. THEY DON'T!! Immigration, crime,inflation,homelessness, housing,unemployment, border security, drug trafficking,drug over doses, food banks, foreign interference, pipelines,trade deals,natural resources mining, Israeli solidarity. …
Why is it that everythingand I mean everything Canadians want the government to do. THEY DON'T!! Immigration, crime,inflation,homelessness, housing,unemployment, border security, drug trafficking,drug over doses, food banks, foreign interference, pipelines,trade deals,natural resources mining, Israeli solidarity. And what do the bankrupt us on? Climate change. Gonna destroy a once great nation over a thing that can't be changed.
Comprehensive critique of government failure across multiple policy areas including immigration, with underlying anxiety about national decline.
BillEaston-n6y
Feb 17, 2026
Some immigrants pretend to be more loyal than the King, which is dangerous to the country. However, the immigrants who are honest and celebrate their culture without causing problems for the locals are better for …
Some immigrants pretend to be more loyal than the King, which is dangerous to the country. However, the immigrants who are honest and celebrate their culture without causing problems for the locals are better for the country. How many Westerners living in Africa integrated with local Africans even after living there for centuries? It is human mentality to practice your culture when you become a minority in another country.
Nuanced critique of immigrant integration practices, comparing to Western behavior in Africa, questioning loyalty while acknowledging legitimate cultural expression.
venkateswarluk5133
Aug 25, 2025
.any and all immigrants should co e here legally and be able to support themselves es co pletely. No tax dollars to house, feed, educate, themselves etc. Co panies should not get money to hire …
.any and all immigrants should co e here legally and be able to support themselves es co pletely. No tax dollars to house, feed, educate, themselves etc. Co panies should not get money to hire them. All I. Gra ts I cludi g refugees should pay to go school here that is K- 12education and pay for all helthcare. And finally only Christians
Proposes restrictive policy conditions for immigrants (self-sufficiency, no public support, religious preference) with incomplete text suggesting religious discrimination.
cherylwright5540
Aug 25, 2025
Fake news. The Liberals brought in more immigrants than they had housing for. Basic math was thrown out the window. It was insane.
Fake news. The Liberals brought in more immigrants than they had housing for. Basic math was thrown out the window. It was insane.
Criticizes government policy for mismatching immigration intake with housing capacity, framed as factual error.
Normandie1911
Feb 11, 2026
And the worst part is that Canadians have mass amnesia, which allowed Liberals to rule our country for another decade. After 4 years, they will change to another "talking head" and will invent another bogeyman, …
And the worst part is that Canadians have mass amnesia, which allowed Liberals to rule our country for another decade.
After 4 years, they will change to another "talking head" and will invent another bogeyman, to brainwash people.
Criticizes voter amnesia enabling Liberal governance and alleges deliberate political manipulation through distraction tactics and scapegoating.
Justaperson717
Jun 17, 2025
Trudeau and Freeland really screwed Canada
Trudeau and Freeland really screwed Canada
Blames specific political leaders for Canada's immigration problems, attributing national decline to their policy decisions.
Coldbeer-s2y
Jan 19, 2026
I cannot see any sanity, logic, or forward looking, with putting tariffs on our allies. It is hurtful to everyday Americans. Who benefits from this? The wealthy, like t-rump, and his cronies. Meanwhile the traitorious …
I cannot see any sanity, logic, or forward looking, with putting tariffs on our allies. It is hurtful to everyday Americans. Who benefits from this? The wealthy, like t-rump, and his cronies. Meanwhile the traitorious Supreme Court works on bending the law to suit t-rumps bidding. We are early in this presidency. If you think inflation was a very serious concern of t-rump or the repubies, why doesn't he fix it right now? What he is doing is causing inflation to skyrocket with no end in sight. Those of you wealthy who think t-rump is right are a leach who feeds off of taking from those who have little to nothing. If t-rump wanted to he could fix it on day one like he said. He has no idea what he is doing - laying off thousands of federal workers. He wants to bring jobs to America by becoming a traitor to our very faces with putin. you repubes are all traitors to what the Flag stands for. Those jobs won't come in the next 4 years. If there are no manufacturing plants in the U.S. we will have to build them. How long will it take to build these factories and tool them up to accept workers? None of what the repubes agenda is set about bringing jobs to America - the way I see it, we are losing jobs now. The factories won't be ready for years. You who voted for this freak - I hope you suffer the most.
Extensive critique of Trump's tariff and economic policies, arguing they harm ordinary Americans while benefiting the wealthy and contradicting campaign promises.
@patrickmchatton7958
Mar 4, 2025
These old people think Indians get free visas . Mate its tougher compared to your parents. There are lot of more checks, skills, education which is checked compared to your parents
These old people think Indians get free visas . Mate its tougher compared to your parents. There are lot of more checks, skills, education which is checked compared to your parents
Defends current immigration standards by comparing them to past policies, arguing modern requirements are actually stricter.
jass1794
Oct 11, 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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