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
It's true though. I couldn't get a job for over two years, I applied EVERYWHERE, they would say they're not hiring, then a week later I'll see a new worker or two being trained and …
It's true though.
I couldn't get a job for over two years, I applied EVERYWHERE, they would say they're not hiring, then a week later I'll see a new worker or two being trained and guess what? they're indian/punjab (sorry, unsure all the proper terms of people or the differences).
Not to mention that they treat indigenous women the way they would back home.... Pretty much every person I know (I'm indigenous and have experienced it myself) has experienced some sort of harassment or assault or whateva with them... And yes, I know it's not all of them, I also know some great people that are indian/punjab but I'm not going to act like there isn't a problem.......
Then people think indigenous people get "hand outs"... I was broke for over two years, I tried welfare, it's not as easy as it seems to people lol
Also, I'm sure I'm wrong, but I always assumed Immigration was like... reserved for people that need it kind of like refugees.
Combines lived experience of job-seeking difficulties with unsubstantiated claims about harassment patterns and anecdotal observations about immigrant hiring.
SKZness8
Sep 11, 2025
Now I'm unsubscribe you because of your thumbnail,, you and other influencers are showing india and Indians as dirty
Now I'm unsubscribe you because of your thumbnail,, you and other influencers are showing india and Indians as dirty
Personal statement about unsubscribing due to perceived negative representation of Indian identity in media.
sujalapple1725
Feb 9, 2026
Born in Mexico, raised in the United States. Been here for 50 years. I stand with Ukraine, Canada and Mexico.\nMAGA = Moscow Agent Governing America
Born in Mexico, raised in the United States. Been here for 50 years. I stand with Ukraine, Canada and Mexico.\nMAGA = Moscow Agent Governing America
Shares biographical background (born in Mexico, raised in US for 50 years) and expresses political stance.
@frankmacgyver5531
Mar 4, 2025
I was born and raised in the U.S., the grandson of Canadian immigrants. I stand with Canada and wholeheartedly support them. Trump is a Russian asset working with Putin to sabotage western economies. He needs …
I was born and raised in the U.S., the grandson of Canadian immigrants. I stand with Canada and wholeheartedly support them. Trump is a Russian asset working with Putin to sabotage western economies. He needs to be stopped, along with all his Nazi cronies.
Begins with biographical detail (grandson of Canadian immigrants) and expresses solidarity, though includes unverified claim about Trump being Russian asset.
@nawlinsdawg
Mar 4, 2025
I was told by a Canadian trucking company they won't hire me because I'm white
I was told by a Canadian trucking company they won't hire me because I'm white
First-person account of alleged employment discrimination, presented as a specific factual claim without corroborating evidence.
darrenpage4280
Sep 9, 2025
So sick of having a service sector that I cannot understand what they are saying, they cant understand me. I am losing patience.
So sick of having a service sector that I cannot understand what they are saying, they cant understand me. I am losing patience.
Expresses frustration with a lived experience of communication barriers in service sector, framed as a personal complaint.
eileenbeaton5595
Sep 13, 2025
I go next year ..i mean next month
I go next year ..i mean next month
Brief first-person statement about the commenter's own immigration plans.
Personal Narrative
0.75
dulysarnto
Jan 28, 2026
I am Indian the language is not punjabi it's hindi
I am Indian the language is not punjabi it's hindi
Brief personal identity statement ('I am Indian') correcting a factual claim about language, combining self-identification with factual clarification.
DosDosDosDosDos787
Jan 28, 2026
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that theres an "immigration" problem, the refusal to adapt and assimilate feels like a slap in the face especially when the same few will talk I'll of the same system they benefit from. HOWEVER I don't think it's good to lump all of these problems together and dump collective blame on immigrants. For 1, all this immigration and policies have happened under a liberal government and y'all voted then in, AGAIN. - clearly you're not THAT desperate for change. 2nd. Are the ones saying they can't find work willing to work in trades? General laborers making $25-$30+++ No experience required. Tradespeople are glad to teach people willing to work hard and learn.. What about warehouse work? Apply to your 5 closest warehouses, I guarantee youll get in 1.. ALSO the government IS willing to help Canadians get little certifications like forklift, smartserve, CPR.. Career colleges can help with training (e.g - computer) as well as soft skills. So yeah, I wonder if it's people being just as picky as they were when Canada wasn't in the economical shitter it is in rn? Maybe Im far luckier or fortunate than most? Maybe expectations are too high? Maybe some stubbornly refuse assistance they are entitled to? Im not sure, but I do sympathize/empathize with you guys, I hope you all can "get through". I pray we can find solutions to this insane cost of living / broken housing market / price gouging / tiny group of business owners having a complete market control and a monopoly on everything thing we need to survive - without competition, limitations or government regulation. Stay strong Canada! 💙Don't let the hate consume you!❤️ 🇨🇦We will overcome🇨🇦
Begins with personal experience finding employment, then pivots to nuanced policy critique and moral argument against collective blame of immigrants.
EverSooSlightly
Sep 10, 2025
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
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
Im Canadian and I live in Winnipeg but sometimes I go over to brandon to play hockey and I notice as much Indians as any Canadian city
Im Canadian and I live in Winnipeg but sometimes I go over to brandon to play hockey and I notice as much Indians as any Canadian city
Shares observation about Indian population density in Brandon compared to other Canadian cities based on personal experience.
callmek.k5838
Jan 27, 2026
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for …
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for a long time until the new ppl started showing up. Aside from that these videos make ppl who lived here for generations also look bad. A sikh solider on 1 stamp and everyone started freaking out without knowing context. Everyday i see ppl blaming the action of 1 person on everyone, culture, and etc. I see ppl actively lying and many ppl actaully believing in jt. These ppl highlight only the bad as the biggest picture leaving out the actual story.
First-person account of being born in Canada, critiquing both immigration policy and media representation while defending against stereotyping.
beastfire132
Jan 28, 2026
I am a American citizen I live America I feel the same like you say our government wants destroy us one for all because our citizens are stupid picking criminals to run the country
I am a American citizen I live America I feel the same like you say our government wants destroy us one for all because our citizens are stupid picking criminals to run the country
Commenter identifies as American citizen sharing lived experience while critiquing government, though the critique is vague and somewhat incoherent.
@PandaHer-u1q
Mar 4, 2025
THANK YOU FOR COVERING THIS! I am canadian born 99 in brampton, I have lived in many cities in Ontario but brampton is on a different level
THANK YOU FOR COVERING THIS! I am canadian born 99 in brampton, I have lived in many cities in Ontario but brampton is on a different level
User shares personal background (Canadian-born, lived in multiple cities) and thanks the creator, combining lived experience with appreciation.
hazyhoney
Jan 28, 2026
Thats explains why my Tim's orders fck every single day
Thats explains why my Tim's orders fck every single day
Anecdotal complaint about service quality attributed implicitly to demographic changes in the area.
Kenjito7821
Feb 22, 2026
Dude, 12 years ago, I knew a girl who loved to screw illegal aliens, and one paid me $100 to drive him to 0 Avenue in Surrey, BC. He jumped the fence and was gone …
Dude, 12 years ago, I knew a girl who loved to screw illegal aliens, and one paid me $100 to drive him to 0 Avenue in Surrey, BC. He jumped the fence and was gone in a minute through a farmer's field. That's easy. Why pay 6K when you can do it for free? Thanks for showing the LIBERAL/NDP of Canada's third-world downfall.
Presents a first-person anecdote about illegal border crossing combined with partisan political criticism and unsubstantiated claims about government policy.
jefftobe1097
Jan 27, 2026
In high school a Punjabi borrowed his brothers car and one day he was speeding and did a head on collision killing a mother and the daughter was pregnant
In high school a Punjabi borrowed his brothers car and one day he was speeding and did a head on collision killing a mother and the daughter was pregnant
Recounts a specific incident involving a Punjabi individual, framed as a cautionary anecdote that implies threat/danger associated with the ethnic group.
KNWL
Feb 10, 2026
Bramptons been full of Indians since the 70s
Bramptons been full of Indians since the 70s
Factual observation about Brampton's demographic history, noting long-standing Indian population presence.
campar1043
Jan 28, 2026
I live in Toronto and it has so much indians
I live in Toronto and it has so much indians
First-person observation about demographic composition of Toronto with implicit concern about Indian population.
Killer-i3b
Jan 28, 2026
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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Discourse Quality (Perspective API)