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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Personal Narrative
1,771 comments
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m …
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m in Australia but the majority of the Punjabi people here are so insufferable I can’t take it. (I’m Bengali fyi) it’s not just Punjabi people tho a lot of other dialects are like that, even where I’m from. But yeah, don’t attack me it’s just my opinion.
First-person account of lived experience with cultural groups, framed as insider critique while acknowledging potential offense.
alaynamukherjee
Jan 29, 2026
Trudeau it doesn't make sense. I have an MBA in accounting. I will get results on my cpa test for Far and Ifrs. There are a few of us getting ready to leave and never …
Trudeau it doesn't make sense. I have an MBA in accounting. I will get results on my cpa test for Far and Ifrs. There are a few of us getting ready to leave and never return. This country US.is getting worse. We hope to leave soon.
Shares personal background (MBA, CPA exam) and lived experience of considering emigration due to country conditions, framing it as a response to policy/governance.
@Ricawaterwaves
Mar 4, 2025
Canada is beyond repair. No political party will do what is necessary to fix the economy or the culture. If such a party existed, citizens who just voted the architects of decline to a 4th …
Canada is beyond repair. No political party will do what is necessary to fix the economy or the culture. If such a party existed, citizens who just voted the architects of decline to a 4th term would not elect it. If you can, do as I did, and leave Canada permanently. (No, the door did not hit me on my way out.)
First-person account of leaving Canada permanently due to perceived systemic failure, combined with broader critique of political dysfunction.
lostinthetropics
Jun 19, 2025
Gross. I lived in India for 10 years and now it's coming to the west 😢
Gross. I lived in India for 10 years and now it's coming to the west 😢
First-person account of living in India combined with anxiety about cultural change in the West.
wayforwardfornow
Jan 27, 2026
As an American, i hope that the world does react to the United States as Canada has. And even worse. I hope that things for us get as bad as it gets because anything less …
As an American, i hope that the world does react to the United States as Canada has. And even worse. I hope that things for us get as bad as it gets because anything less will be ignored or brushed off as anyone elses fault. I want Americans to really understand what a horrible mistake they made in Donald. But my hopes or not, this seems very likely to be the case anyway.
First-person account from an American expressing regret about Trump's election, hoping for consequences to force national reckoning.
@vinnyqm
Mar 4, 2025
Also in Scarborough worst driver ever
Also in Scarborough worst driver ever
Brief personal observation about driving behavior in a specific neighborhood with implicit demographic undertones.
Kenjito7821
Feb 22, 2026
I live in Canada and this is very true.
I live in Canada and this is very true.
Brief first-person confirmation of video claims based on lived experience in Canada, though ambiguous about whether affirming or criticizing.
YourOneAndOnlyZak
Jan 27, 2026
I've lived in Surrey BC for most of my life, I'm an avid outdoors enthusiast and like most Canadians respect and admire nature's beauty. Years ago they built a pond on an undeveloped lot next …
I've lived in Surrey BC for most of my life, I'm an avid outdoors enthusiast and like most Canadians respect and admire nature's beauty. Years ago they built a pond on an undeveloped lot next to my neighborhood. It was a beautiful addition to the town as it allowed wildlife a place to find shelter, while giving us a little nature loop within walking distance. On multiple occasions I have caught people dumping literal truckloads of their households' trash into this small forest on a backroad I frequent. When confronted they laugh it off, and generally don't appear to see that what they're doing is wrong. The pond itself is also filled with crap, despite the posted signs informing of the harm this causes the ecosystem. From my (and most people who live here) experience it is overwhelmingly a single demographic that is responsible for the uncleanness in our shared spaces. Any BC resident can tell you about the access to beautiful nature we are privileged to, and I hate more than anything to see it being desecrated in the way I have. Most people will not speak up about this.
Shares lived experience of environmental degradation in Surrey BC, with an implicit unverified claim about a specific demographic's responsibility without evidence.
caydendavis885
Jan 27, 2026
Y go through this? U can work with respect in India. \nTo the western: u r a clown! Thankfully u didn't get slapped \nTo the bro: ?
Y go through this? U can work with respect in India. \nTo the western: u r a clown! Thankfully u didn't get slapped \nTo the bro: ?
Commenter references personal experience in India and makes sarcastic remarks about Western experiences, mixing lived experience with mockery.
@arn8575
Mar 4, 2025
Even brown youth growing there has became jaded of this western dream ! I feel too much of everything is bad
Even brown youth growing there has became jaded of this western dream ! I feel too much of everything is bad
Speaker shares personal disillusionment with immigration/Western opportunity while expressing broader anxiety about conditions.
zuhasajid900
Feb 27, 2026
Trump hit you with a trade war. I voted for Harris. But I get it. Get Trump real good.??
Trump hit you with a trade war. I voted for Harris. But I get it. Get Trump real good.??
Shares personal voting choice and acknowledges understanding of trade war impacts, combining lived political experience with policy acknowledgment.
@user-if4df7lk1z
Mar 4, 2025
Dude, I’m glad u take on money and go to bed at night. U laugh about the poor. Dude, look me up and we can talk
Dude, I’m glad u take on money and go to bed at night. U laugh about the poor. Dude, look me up and we can talk
Personal confrontation addressing someone's perceived indifference to poverty, mixing lived experience with moral critique.
CharlesWeclowski-k3d
Jan 28, 2026
Guy on bike said Indians need to go 😂
Guy on bike said Indians need to go 😂
Reports a witnessed statement from someone on a bike expressing anti-immigrant sentiment, presented with humor/irony.
juderzgaming1991
Feb 7, 2026
Well I guess according to the guy on the bike the peaceful Canadians got the best of the foreigners. Now give him a interview in five years see how he changes his mind then
Well I guess according to the guy on the bike the peaceful Canadians got the best of the foreigners. Now give him a interview in five years see how he changes his mind then
References a specific person ('guy on the bike') and speculates about future attitude change, mixing observation with predictive commentary.
troyshore3357
Jan 28, 2026
I'm in Canada and in Toronto and I do not see any Indians...
I'm in Canada and in Toronto and I do not see any Indians...
Reports a first-person observation about immigrant presence in Toronto, implicitly questioning claims made in the video.
baby_saja-BaBy1
Feb 8, 2026
You know I'm so sorry this idiot did this to you when I'm from the United States and I'm really sorry you're right the world's going to go crazy and it's going to be the …
You know I'm so sorry this idiot did this to you when I'm from the United States and I'm really sorry you're right the world's going to go crazy and it's going to be the United States it's going to pay for it and you know maybe one day we can all move to Canada where we can have a better life than to Trump's out of office if he doesn't become a dictator you never know what could happen in life he already is a dictator I finally got away from all that and we all came in the United States for peace not for what we're going through right now I'm sorry Canada sorry Mexico I'm sorry the rest of the world but I voted the right way and other people voted the wrong way and some people are understanding what they did and some people are still sticking by what they did so hopefully somewhere else could be some peace for some Americans in some way or another
Extended first-person account of the commenter's experience and concerns about US politics, with apologies to other nations.
@rockin4206
Mar 4, 2025
Toronto is so bad man it’s actually disgusting I hate it here
Toronto is so bad man it’s actually disgusting I hate it here
First-person expression of dissatisfaction with Toronto, combining lived experience with negative characterization.
Ryan-rz3nb
Jan 29, 2026
Not the United States sir ….Donald trump … and I will suffer his rath. I did not vote for him
Not the United States sir ….Donald trump … and I will suffer his rath. I did not vote for him
First-person account of personal political stance and fear of consequences from Trump administration.
@gailedwards4661
Mar 4, 2025
i was watching this thing long time and it was my clear understanding that it is a some sort of government political bribe to Indian government every single student and teacher was watching this thing …
i was watching this thing long time and it was my clear understanding that it is a some sort of government political bribe to Indian government every single student and teacher was watching this thing my son and lot of canadian citizen student in george brown college could not get CO-OP so they could not carry on education while overseas student specially Indian student got CO-OP either in my company . when i call my MMP they didn't reply so far now these student are working in Tim Horton
Combines lived experience (son's education experience) with unsubstantiated claims about government favoritism toward international students.
bababuilder
Oct 6, 2025
There is no chance our family is heading to LA this year to take our kids to Disneyland as we had anticipated. The place is turning into a shit show.
There is no chance our family is heading to LA this year to take our kids to Disneyland as we had anticipated. The place is turning into a shit show.
First-person account of changed travel plans due to perceived deterioration, combining lived experience with underlying security/safety concerns.
@Macmoolihan
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)