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
Close all illegal colleges, they are fake colleges just working as nursery for mass immigration.
Close all illegal colleges, they are fake colleges just working as nursery for mass immigration.
Calls for policy action against illegal colleges while making unsubstantiated claim about their purpose as immigration vehicles.
MullBatoora-kf6cj
Sep 19, 2025
I love close by. The fact that it's so bad that Tyler made this video, worries me.
I love close by. The fact that it's so bad that Tyler made this video, worries me.
Expresses concern about local conditions ('close by') being so problematic that it warranted a critical video.
Hithere-dc2qx
Jan 27, 2026
didn’t think Trudeau could make Canada any worse, but man did he messed up now it makes so much more sense to be the 51st state \n\nBut then again, I live in Canada and make …
didn’t think Trudeau could make Canada any worse, but man did he messed up now it makes so much more sense to be the 51st state \n\nBut then again, I live in Canada and make US dollars so who really cares lol ?
Criticism of Trudeau's policies with sarcastic suggestion about US annexation, mixing serious critique with ironic commentary.
@AndrewBurtonS-group
Mar 4, 2025
THE PEOPLE WHO HOLD THE HIGHEST OFFICE IN AMERICA NEEDS TO GO BACK TO BUSINESS SCHOOL AND LEARN HOW TO MANAGE CURRENCY AND RELATIONSHIPS WHAT A SAD DAY AND A SAD FUTURE FOR AMERICANS TO …
THE PEOPLE WHO HOLD THE HIGHEST OFFICE IN AMERICA NEEDS TO GO BACK TO BUSINESS SCHOOL AND LEARN HOW TO MANAGE CURRENCY AND RELATIONSHIPS WHAT A SAD DAY AND A SAD FUTURE FOR AMERICANS TO ENDURE 0101
Criticizes American leadership's competence in economic and diplomatic management while expressing moral disapproval of their governance.
@AntoineLondon-g5x
Mar 4, 2025
Justin can kiss my ass. Liberals let the drug problem. Liberals are farting around with their party while Canada needs a govt in the oval office. Liberal party makes me sick. Jagmeet is a piece …
Justin can kiss my ass. Liberals let the drug problem. Liberals are farting around with their party while Canada needs a govt in the oval office. Liberal party makes me sick. Jagmeet is a piece of crap
Criticizes government handling of drug policy and governance while attacking political figures and parties.
@joshlodder8608
Mar 4, 2025
I wish he would not say US. But Drumpf. I DO NOT ALLY WITH RUSSIA, NOR DO I CONDONE THE TARRIFFS ON OUR ALLIES (OLD ALLIES).
I wish he would not say US. But Drumpf. I DO NOT ALLY WITH RUSSIA, NOR DO I CONDONE THE TARRIFFS ON OUR ALLIES (OLD ALLIES).
Critiques Trump's policies (tariffs, Russia alignment) while distancing from his leadership through name-calling.
@aaronalloway6405
Mar 4, 2025
good bring it on, Im tired of these radical socialist boobs. too many people are suffering from Stockholm Syndrome and can't see through the BS
good bring it on, Im tired of these radical socialist boobs. too many people are suffering from Stockholm Syndrome and can't see through the BS
Expresses criticism of what they characterize as 'radical socialist' policies and accuses others of cognitive bias, framing this as policy disagreement.
@diesel69er
Mar 5, 2025
I don't support public Islam prayers... No loud mics ever... Anywhere........ Bearded non muslim here. I am sure there are good once too for sure who quietly pray for all peace. And do not talk …
I don't support public Islam prayers... No loud mics ever... Anywhere........ Bearded non muslim here. I am sure there are good once too for sure who quietly pray for all peace. And do not talk no sense about Hinduism, they don't ruin water, it's respecting water, it's the other way around.
Expresses opposition to specific religious practices in public spaces while attempting to distinguish between groups, framed as a policy position on religious accommodation.
Reddylion
Aug 25, 2025
By the way Trudeau nice response on covid, as bad as the democrat ran states
By the way Trudeau nice response on covid, as bad as the democrat ran states
Critiques Trudeau's COVID response by comparing it to Democratic-run U.S. states, blending policy analysis with comparative framing.
@workingman4918
Mar 4, 2025
Come on Vassey, you know very well there are bogus claims. If I know it she should.
Come on Vassey, you know very well there are bogus claims. If I know it she should.
Challenges the interviewer's credibility by suggesting she ignores fraudulent asylum claims, implying criticism of immigration policy enforcement.
lizducsay9048
Feb 24, 2026
IF SO MANY THINGS ARE HAPPENING IN PUNJAB THEN WHY DONT YOU GO BACK AND FIX THERE INSTEAD OF DEMANDING A NATION?? EVERY STATE HAS A SELECTED RULING PARTY AND THESE DUMBASS PEOPLE SELCTED THEIT …
IF SO MANY THINGS ARE HAPPENING IN PUNJAB THEN WHY DONT YOU GO BACK AND FIX THERE INSTEAD OF DEMANDING A NATION?? EVERY STATE HAS A SELECTED RULING PARTY AND THESE DUMBASS PEOPLE SELCTED THEIT OWN CORRUPTED MLA'S PEOPLE AND CORRUPTED RULING PARTY. THESE FKRS GET FUNDING FROM TERRORISTS ORGANIZATIONS EVEN FROM PAKISTAN. THEY HAVE A LONG HISTORY FROM PAKIS WHERE THEIR LEADERS AND GURUS AND THEIR SONS GOT KILLED BECAUSE OF MUSLIM RULERS BUT THEY NEW GEN CHOSE TO SHAKE HANDS WITH PAKIS.. THIS YEAR PM CARNEY IS GOING TO DEAL WITH MODI AND ALL THIS REFERENDUM BULLSHIT YOU SEE .. YOU WONT SEE THAT ANYMORE..
Criticizes Punjabi/Sikh political movements and governance while making unsubstantiated claims about terrorist funding and conspiracy theories.
gmg-o6p
Jan 27, 2026
Go earn your keep and fight this battle are your own expense JT. Crook came into office with 8 mil ended with 80 mil illegal insider trading off his own marijuana legalization scheme. Ruined the …
Go earn your keep and fight this battle are your own expense JT. Crook came into office with 8 mil ended with 80 mil illegal insider trading off his own marijuana legalization scheme. Ruined the canadian economy for a decade probably more. Dont you dare speak for me.
Attacks Trudeau's economic policies and governance while making unsubstantiated claims about corruption and illegal insider trading.
@jameslevesque9720
Mar 4, 2025
Remember those immigrant who forgot their OATH at the time of Citizenship must have their Citizenship revoked and deported for this Violation....Diversity and inclusion not at the expenses of Canadian Culture. I think this is …
Remember those immigrant who forgot their OATH at the time of Citizenship must have their Citizenship revoked and deported for this Violation....Diversity and inclusion not at the expenses of Canadian Culture. I think this is why now I think only RACISM is the only to regulate it.
Proposes policy action (citizenship revocation) while framing immigration as a threat to Canadian culture and identity.
markdsouza852
Oct 26, 2025
There is no negotiating with Trump, it's either his way or the highway.
There is no negotiating with Trump, it's either his way or the highway.
Critiques Trump's negotiating approach and inflexibility as a political/diplomatic strategy.
Policy Critique
0.78
@747rotate
Mar 4, 2025
New Zealand used as a back door entry into Australia. Go to NZ then come to Australia on tourist, student, work visa. Big scandal in Oz with possibly thousands of fake qualifications in medicine, engineering, …
New Zealand used as a back door entry into Australia. Go to NZ then come to Australia on tourist, student, work visa. Big scandal in Oz with possibly thousands of fake qualifications in medicine, engineering, IT etc.
Criticizes visa loopholes between New Zealand and Australia as a security/fraud issue, though claims lack specific verification.
rosienojdek8735
Jan 28, 2026
Canada's biggest export should be incompatible immigrants.
Canada's biggest export should be incompatible immigrants.
Critiques immigration policy by sarcastically suggesting Canada should export immigrants deemed incompatible.
William-yk1nu
Jan 19, 2026
You won’t get through to the MAGA people who voted for Trump. They will go to bed and recite the need to stop illegal immigration, gays, abortion, gun-control or whatever single issue they are voting …
You won’t get through to the MAGA people who voted for Trump. They will go to bed and recite the need to stop illegal immigration, gays, abortion, gun-control or whatever single issue they are voting for and pretend again Trump hasn’t given the world enough reason to have voted against him 4 years ago
Critiques Trump supporters' voting patterns and single-issue focus while questioning their reasoning.
@Junyan89
Mar 4, 2025
I fully agree with Poland man. They look other immigrant who came many years ago whom their forefathers work so hard and make saving yet they want easy and fast money.
I fully agree with Poland man. They look other immigrant who came many years ago whom their forefathers work so hard and make saving yet they want easy and fast money.
Criticizes newer immigrants for seeking 'easy and fast money' versus earlier immigrants' work ethic, implying policy should favor different immigrant types.
LoreliePlayz
Sep 20, 2025
4.9 million Visa holders, mostly from India! Visa holders are not immigrants.
4.9 million Visa holders, mostly from India! Visa holders are not immigrants.
Critiques government classification of visa holders as immigrants, questioning the accuracy of policy terminology.
RandalSwitzer
Jan 29, 2026
I fully support Trumps administration and agree that the tariffs were needed. Trump is without doubt doing an excellent job in office.
I fully support Trumps administration and agree that the tariffs were needed. Trump is without doubt doing an excellent job in office.
Expresses support for Trump's tariff policy and administration performance, positioning as pro-Trump on economic policy.
@scotswood2022
Mar 4, 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)