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
Thanks heaven that Pierre Poilievre is not Prime Minister of Canada since he kiss trump's A$$ and repeats the same shenanigans as his beloved friend trump!
Thanks heaven that Pierre Poilievre is not Prime Minister of Canada since he kiss trump's A$$ and repeats the same shenanigans as his beloved friend trump!
Criticism of Pierre Poilievre's alignment with Trump and his policies, framed as relief he's not in power.
@gillesblanchard1699
Mar 4, 2025
Trudeau is acting like he did anything but all he did was screw his countrymen. Also ur exports keep em an we will keep ours. Because let's be honest it's only help on the bridge …
Trudeau is acting like he did anything but all he did was screw his countrymen. Also ur exports keep em an we will keep ours. Because let's be honest it's only help on the bridge it's not helping us Americans or Canadian working-class people
Criticizes Trudeau's governance while arguing trade relationships don't benefit working-class people in either country.
@danielbarkdull5443
Mar 4, 2025
Why are international students being told they might be able to stay?!?????!? You're a scumbag Mr. Immigration lawyer! After they graduate and leave, they can apply like everyone else and get in line. Their time …
Why are international students being told they might be able to stay?!?????!? You're a scumbag Mr. Immigration lawyer! After they graduate and leave, they can apply like everyone else and get in line. Their time as a student should not count for anything.
Why are we fasttracking bringing grandparents of new Canadians or PR's? They don't pay taxes and put extra burden on healthcare and CPP.
PR's should not be able to bring other extended family members at all.
Canada's immigration system hit the breaking point 10 years ago when that failed part-time high school drama teacher took the wrecking ball to it.
Critiques multiple immigration policies (international students, family reunification, grandparents) with concerns about healthcare/tax burden and includes partisan attack on leadership.
geoffhong5106
Jan 19, 2026
What kind of fucking idiots think this is partisan? If the Liberals are found to be commiting treason. Charge them for it. This is such disgusting behavior that the Liberals can act this way.
What kind of fucking idiots think this is partisan?
If the Liberals are found to be commiting treason. Charge them for it.
This is such disgusting behavior that the Liberals can act this way.
Criticizes government behavior as 'disgusting' and calls for legal accountability and enforcement action.
blacksandbroilikedix
Oct 1, 2025
Dude saying he’s not a number. He’s a literally a number to the ministry. Everyone is a number. No one owes anyone anything. The majority of Canadians are asking for a cut to immigration. I …
Dude saying he’s not a number.
He’s a literally a number to the ministry.
Everyone is a number.
No one owes anyone anything.
The majority of Canadians are asking for a cut to immigration. I for one celebrate that governments are doing what the majority wants instead of catering to the few.
If it didn’t work out, that’s too bad.
Argues that government should follow majority preference on immigration limits, with philosophical commentary on individual vs. state obligations.
krikitito
Nov 20, 2025
Temporary foreign workers. The term temporary means not permanent!! You have to go, you have to go. Of the system wasn’t so abused by millions in the country illegally this might not be happening. Mass …
Temporary foreign workers. The term temporary means not permanent!! You have to go, you have to go. Of the system wasn’t so abused by millions in the country illegally this might not be happening. Mass migration is not working. You can’t just let anyone in.
Critiques temporary foreign worker program and claims millions are in country illegally without evidence, while opposing mass migration.
tinaubaldi7759
Nov 22, 2025
Completely unprepared to answer basic questions. These bureaucrats show the bland nature of evil.
Completely unprepared to answer basic questions. These bureaucrats show the bland nature of evil.
Criticizes government bureaucrats' competence and characterizes their behavior as morally wrong.
MB-cv6qn
Sep 30, 2025
I am Canadian, and this clown speaking is reason for downfall of Canada, financially and socially and most of country wants him out..But yes tariffs on Canada are absolutely ridiculous and will harm both nations..Canada …
I am Canadian, and this clown speaking is reason for downfall of Canada, financially and socially and most of country wants him out..But yes tariffs on Canada are absolutely ridiculous and will harm both nations..Canada more..and Trump knows this
Criticism of Canadian leadership and tariff policy, grounded in personal perspective as a Canadian.
@vaneh6982
Mar 4, 2025
I'm more shocked that the driver who is smuggling peeps, said that he is a permanent residence, meanwhile he doesn't even speak an English on normal level to get it
I'm more shocked that the driver who is smuggling peeps, said that he is a permanent residence, meanwhile he doesn't even speak an English on normal level to get it
Questions the legitimacy of someone's permanent residence status based on language proficiency, implying policy enforcement concerns.
ruslanmyavlin4537
Jan 27, 2026
This is coming from someone that let Vancouver go to shit.
This is coming from someone that let Vancouver go to shit.
Criticizes a political figure's handling of urban conditions in Vancouver.
Policy Critique
0.80
@kpax9852
Mar 4, 2025
Trudeau has nothing to stand on. Sit down Justin. No one cares about you or your bullshit
Trudeau has nothing to stand on. Sit down Justin. No one cares about you or your bullshit
Dismissive criticism of Trudeau's political credibility and leadership.
Policy Critique
0.80
@peterdaniel66
Mar 4, 2025
Liberals destroyed Canada, last 15 years no improvement just flooding us with Indians and criminals. 90% of Canadians are living paycheque to paycheque.
Liberals destroyed Canada, last 15 years no improvement just flooding us with Indians and criminals.
90% of Canadians are living paycheque to paycheque.
Blames government policy for immigration and economic hardship, combining critique with unverified statistics and ethnic targeting.
jamesh2459
Jan 27, 2026
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube.
Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does.
Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less.
You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Critiques the video's methodology and accusations of racism/xenophobia while defending immigration policy with comparative historical examples.
lucky247365
Jan 27, 2026
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false …
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false documents and Canada not only made them welcome but also let them enter politics, police, government positions many with just PR and not even citizenship holders. How can an India citizen with Canadian Residency work as a customs officer or police with no Canadian citizenship?
Critiques Canadian immigration and employment policy regarding non-citizens in sensitive positions, though some claims lack verification and conflate PR with citizenship status.
TheFreshAirChannel
Jan 27, 2026
All those ‘schools’ should be shut down. All the ‘Immigration consultant’ business should be shut down. They operate OPENLY advertising fraud. DELETE THE JEET
All those ‘schools’ should be shut down. All the ‘Immigration consultant’ business should be shut down. They operate OPENLY advertising fraud.
DELETE THE JEET
Calls for shutting down fraudulent schools and immigration consulting businesses, with an added ethnic slur.
RAPEDBYBLACKS
Oct 1, 2025
he is what a true leader is and does...looks out for his country people unlike our country...Our government caters to the rich and the hell with the poor that they make sure stays poor.
he is what a true leader is and does...looks out for his country people unlike our country...Our government caters to the rich and the hell with the poor that they make sure stays poor.
Contrasts leadership approaches and criticizes Canadian government for favoring the wealthy over the poor, with implicit national comparison.
@garyfogle9527
Mar 4, 2025
Canada is tired of your bs too Trudeau.
Canada is tired of your bs too Trudeau.
Expresses criticism of the Prime Minister and government, with implicit call for change or accountability.
@danielsmith7714
Mar 4, 2025
How they entered Canada? That time you didn’t check? And also you Canada deliberately accepted all type of students, allowed so called colleges to start just to accomodate these students and took huge money from …
How they entered Canada? That time you didn’t check? And also you Canada deliberately accepted all type of students, allowed so called colleges to start just to accomodate these students and took huge money from them as visa , tuition fees and tsx and now you want them to be out bcos you got what you want. I am talking about students who are there legally. Why blaming Indians as a whole? If some are staying there illegaly take action.Legal students or workers are there bcos your country allowed and remember Canda is not giving them anything for free instead Canada got an economic boost .
Critiques Canadian government policy for accepting students then blaming them, while defending legal immigrants' rights.
mrose4034
Oct 1, 2025
Sounds like there are people who are fully enabling immigration fraud
Sounds like there are people who are fully enabling immigration fraud
Criticizes systemic enablement of immigration fraud by authorities or institutions.
Policy Critique
0.80
travisarthur3250
Oct 1, 2025
Canada is a fu(king mess, mostly because of the liberals and their supporters. Thanks libs.
Canada is a fu(king mess, mostly because of the liberals and their supporters. Thanks libs.
Blames Liberal government for Canada's problems, combining political criticism with partisan identity framing.
g.w.7893
Oct 1, 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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Discourse Quality (Perspective API)