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
as a canadian, one time they tried to steal my money without consent. It was not nice >:(
as a canadian, one time they tried to steal my money without consent. It was not nice >:(
First-person account of a negative personal experience framed as an injustice, combining lived experience with implicit moral complaint.
Alexpookieww32
Jan 28, 2026
I wish People could have addressed the fraud within these communities aswell I had a guy from GTA tell me his millionaire uncle claimed bankruptcy and cashed the money with family ơn assets the bank …
I wish People could have addressed the fraud within these communities aswell I had a guy from GTA tell me his millionaire uncle claimed bankruptcy and cashed the money with family ơn assets the bank couldn’t claim 😂 and just moved back to India
Shares a second-hand anecdote about financial fraud within immigrant communities, combining lived experience reporting with implicit criticism of system vulnerabilities.
MainYotubeacct
Jan 28, 2026
what I've noticed is that I get sick a lot more often from the fast food places that have been taken over.
what I've noticed is that I get sick a lot more often from the fast food places that have been taken over.
Shares a personal observation about health impacts, implying a causal link to demographic changes in business ownership.
nuttyDesignAndFab
Jan 28, 2026
I have an American passport, please do not turn me away!
I have an American passport, please do not turn me away!
First-person statement about holding an American passport with implicit plea/question about Canadian immigration acceptance.
@bfgivmfith
Mar 4, 2025
You’re right. ? my family and I did not vote for criminal Trump but we will feel the hardship here in America.
You’re right. ? my family and I did not vote for criminal Trump but we will feel the hardship here in America.
First-person account of family voting against Trump while expressing concern about economic hardship, combining lived experience with anxiety about consequences.
@stellamoreno9905
Mar 4, 2025
😢 damn I wish you interviewed me.
😢 damn I wish you interviewed me.
Commenter expresses a personal wish to have been interviewed, indicating a first-person desire or regret.
Personal Narrative
0.75
Teepaxx
Jan 28, 2026
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, …
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, never dealing again
The commenter shares a personal experience of being scammed and makes negative generalizations about people from Brampton based on their lived experience.
6ixxzee
Jan 28, 2026
I didn't vote fot trump, i wont even capitalize the name.
I didn't vote fot trump, i wont even capitalize the name.
First-person statement of voting behavior and symbolic protest through refusing to capitalize Trump's name.
Personal Narrative
0.75
@elizabethyoung4207
Mar 4, 2025
The crazy MAGA cult followers at my job will say it's my company that's rising prices and it'll be their fault. This is how delusional my co workers are ? nooooooo it's trumps fault!!!! But …
The crazy MAGA cult followers at my job will say it's my company that's rising prices and it'll be their fault. This is how delusional my co workers are ? nooooooo it's trumps fault!!!! But they worship him. He can do anything and get away with it it's crazy to me. And we Americans have it good!!! I have no idea what these whites guys with big trucks and money in the bank are crying about!!! I make 19 an hour and have it good. How do these people not have it good who makes more than me?? They Blame Canada, Ukraine and the migrants for hardship?? What hardship?,!!!! And if they do have it rough it's their fault!!! Because if a guy like me has everything he needs and is happy how are these crazy maga people not happy who makes more then me?
First-person account of workplace experiences and personal economic situation, with identity-based commentary about coworkers.
@codygilliand2541
Mar 4, 2025
Bro was at the Timmy’s across from my work 😂
Bro was at the Timmy’s across from my work 😂
Shares a personal anecdote about spotting someone from the video, with humorous tone.
dalisllama
Jan 28, 2026
Bro as an Indian living in india I am just feeling ashamed
Bro as an Indian living in india I am just feeling ashamed
First-person account of an Indian person expressing shame about emigration patterns from their country.
katuaslayer2002
Feb 14, 2026
I am a survivor of the HA
I am a survivor of the HA
First-person claim of surviving involvement with Hells Angels, providing biographical context to immigration discussion.
Personal Narrative
0.75
Bftdb3.0
Feb 18, 2026
from canada Trudeau Made me proud. \n Bu I think he speech has fallen on deaf ears. All Trump hears is BLaa Blaa Blaa.
from canada Trudeau Made me proud. \n Bu I think he speech has fallen on deaf ears. All Trump hears is BLaa Blaa Blaa.
Combines personal pride in Trudeau with skepticism about his message reaching Trump, mixing lived sentiment with comparative assessment.
@Larry-yt5ys
Mar 4, 2025
Brian, the population of dependent Immigrants (600k) is 3.33 times that of PEI (180k). Jason, we met on PEI back in the day with Liam at his Peaks Quay. Keep up the good work. Russ.
Brian, the population of dependent Immigrants (600k) is 3.33 times that of PEI (180k). Jason, we met on PEI back in the day with Liam at his Peaks Quay. Keep up the good work. Russ.
Commenter shares a personal memory of meeting someone on PEI while also making a comparative demographic argument about dependent immigrants versus provincial population.
russellcompton4405
Feb 18, 2026
I am sure all the Punjabis that you have spoken to have a Bachelors degree at least.I am not from Punjab, but i was fascinated to see Punjab, you should go to Chandigarh.The people in …
I am sure all the Punjabis that you have spoken to have a Bachelors degree at least.I am not from Punjab, but i was fascinated to see Punjab, you should go to Chandigarh.The people in Punjab want their children to study abroad so that they dont get into drugs and all.Also, it is just a showoff thing to show pictures of pre owned dodge challenger and mustangs to their friends and family back home.
First-person account of fascination with Punjab and observations about Punjabi motivations for emigration, mixing personal experience with cultural comparison.
avanti8188
Jan 28, 2026
Lusten man i am not for illigals but im all for inidans my bosses are cool as fuck and nice some are skme arent just like evryineells man
Lusten man i am not for illigals but im all for inidans my bosses are cool as fuck and nice some are skme arent just like evryineells man
Shares personal workplace experience with Indian colleagues while making a distinction between legal and illegal immigrants.
robywrite5931
Jan 28, 2026
I didn't vote for him. I'm so sorry.
I didn't vote for him. I'm so sorry.
First-person statement of non-support for a political leader, expressing personal disassociation.
@lindasolis7538
Mar 4, 2025
I’m so sorry to hear of Jason’s father’s passing. Canada’s healthcare system is a nightmare.
I’m so sorry to hear of Jason’s father’s passing. Canada’s healthcare system is a nightmare.
Personal condolence combined with criticism of Canada's healthcare system performance.
gilliani.4328
Feb 18, 2026
I'm Canadian and I highly dislike Trudeau. But he is correct when he asks how do you negotiate with someone who wants to annex your country? I would suppose Trump supporters would have no problems …
I'm Canadian and I highly dislike Trudeau. But he is correct when he asks how do you negotiate with someone who wants to annex your country? I would suppose Trump supporters would have no problems with a hostile and aggressive foreign property developer targeting their homes. The world needs a strong America but you have lost your way. I fear the world is in for dark times
Commenter shares personal political stance while making moral arguments about negotiation and expressing fear about global consequences.
@edwoo7023
Mar 4, 2025
Ukranian here. Dont be fooled by this Prime Minister. Study him and you will be shocked. Smoke and mirrors
Ukranian here. Dont be fooled by this Prime Minister. Study him and you will be shocked. Smoke and mirrors
A Ukrainian commenter shares their perspective and warns others based on personal background, combining identity with skepticism of the Prime Minister.
@J.A.07
Mar 4, 2025
Compare Videos
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)