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
I was personally rear ended by a Indian that didn’t even speak English, my Chevy 3500 splits his Altima in half. In British Columbia.😅
I was personally rear ended by a Indian that didn’t even speak English, my Chevy 3500 splits his Altima in half. In British Columbia.😅
First-person account of a traffic incident involving an immigrant, with implicit identity-based framing.
matthewsmith2056
Jan 27, 2026
bro pulled up to b town 😭 he not lying tho brampton has changed severely in the last 10-15 years alone
bro pulled up to b town 😭 he not lying tho brampton has changed severely in the last 10-15 years alone
First-person observation of demographic change in Brampton over time, acknowledging significant transformation while validating the video's claims.
AnimeNjoyerz
Jan 27, 2026
As someone who lives in Canada I can confirm at Tim Hortons there are hardly any white employees matter of fact I can even get a job.🤦♂️
As someone who lives in Canada I can confirm at Tim Hortons there are hardly any white employees matter of fact I can even get a job.🤦♂️
First-person account of employment difficulty at a specific workplace, framed as evidence of demographic change affecting job availability.
NO1RTATERTOT
Jan 27, 2026
As a montrealer i appreciate you doing this because most people would never believe this was happening otherwise. Ty and stay safe!
As a montrealer i appreciate you doing this because most people would never believe this was happening otherwise. Ty and stay safe!
Commenter shares their location and personal appreciation for the video's reporting, combining lived experience with support for the creator.
MNG514
Jan 27, 2026
More Carney Blarney, liberal shills. Crossed the border last week. Asked me two questions. Said have a great time.
More Carney Blarney, liberal shills. Crossed the border last week. Asked me two questions. Said have a great time.
Shares first-hand account of border crossing experience to critique immigration enforcement as inadequate.
GeorgePool-rw1qz
Jan 19, 2026
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all …
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all over one of the most beautiful water falls Ive ever seen and the only people I actually saw throwing garbage on the ground while I was there were Indians. At least a dozen seperate times in the 3 days I was there, I saw only Indians throwing their trash on the ground. Im not sh1tting on Indian people because 99% of the ones Ive met in the US were way more polite and hard working than half the Americans Ive ever met, Im just pointing out my genuine observations🤷♂️
First-person account of observed behavior at Niagara Falls used to make generalizations about Indian immigrants' cultural practices.
thelonewrangler1008
Jan 27, 2026
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is …
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is so awful, go look at the local dmv... you might find something there.
First-person account of living in Brampton and observing demographic/cultural change, with implicit criticism of the transformation.
nasherowdey2618
Jan 27, 2026
1:16 Native, Native Canadian here. Wish I was interviewed. No holding back. Thanks for the journalism, and stay safe.
1:16 Native, Native Canadian here. Wish I was interviewed. No holding back. Thanks for the journalism, and stay safe.
First-person account of Indigenous identity and desire for representation in the video's journalism.
Duhastmage
Jan 27, 2026
Alexa spent the night at the border a few months ago and she seen as we all did what went on overnight at the border
Alexa spent the night at the border a few months ago and she seen as we all did what went on overnight at the border
References a personal anecdote about someone named Alexa witnessing border events overnight.
Personal Narrative
0.80
Tree74-b3s
Nov 20, 2025
I used to go to high school there 10 years ago. it used to be a very pretty place, as far as urban places go. Back then it was called an Indian ghetto too, (despite …
I used to go to high school there 10 years ago. it used to be a very pretty place, as far as urban places go. Back then it was called an Indian ghetto too, (despite the fact we still had a lot of whites and blacks in the area) but I dont dare imagine what it looks like now.
First-person account of neighborhood change over time, comparing past and present conditions.
MygfKitkallos
Jan 27, 2026
I'm from India y'all just incase y'all want to know I'm from kerala india 🇮🇳, but tbh the nri indians Aka the indians outside of India i want them to come back home and develop …
I'm from India y'all just incase y'all want to know I'm from kerala india 🇮🇳, but tbh the nri indians Aka the indians outside of India i want them to come back home and develop it.., but as of youn who's making content on india just to get views,.. you shouldn't be trolling india tho.. you could respect it :)
Commenter shares their Indian origin and personal views on diaspora Indians returning home, mixing biographical detail with ethical appeals about respect.
cypher-roberto
Jan 27, 2026
I was born there, my family quickly became unwelcome in a brown neighborhood. We moved away because of that. We refer to it as "Bramladesh" now.. The thing is, I don't blame these people for …
I was born there, my family quickly became unwelcome in a brown neighborhood. We moved away because of that. We refer to it as "Bramladesh" now..
The thing is, I don't blame these people for wanting to seek a better life. I do however blame them for turning the city into a flaming trashcan.
We have enough skipthedishes and uber drivers.. we don't need another 500,000 of them.
User shares lived experience of being unwelcome in a neighborhood, criticizes immigrant economic roles (delivery/driving), and uses derogatory naming ('Bramladesh').
Acam130
Jan 27, 2026
I grew up in Brampton in the 70's and 80's. Apparently we are not allowed to be nostalgic though.
I grew up in Brampton in the 70's and 80's. Apparently we are not allowed to be nostalgic though.
First-person account of growing up in a location, with a defensive assertion about the right to nostalgia regarding demographic change.
TheQPEO
Jan 27, 2026
As a son of an Indian immigrant. I will say alot of them are here illegally. They got to go.
As a son of an Indian immigrant. I will say alot of them are here illegally. They got to go.
First-person identity claim as son of immigrant used to establish credibility for argument that many immigrants are illegal and should be removed.
cmoney5354
Jan 15, 2026
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your …
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your idea more and then they f-king follow you to whatever country you go...
I left USA to get away from commie patriots who think they are capitalist, now the Alt-left who identifies as right-wing is here too... might move to India once all the Indians left. 🤣
First-person account of migration experiences across multiple countries, comparing cultural problems across nations with ironic tone.
lookdawg187
Jan 27, 2026
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a …
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a wife/girlfriend with them, they're constantly berating her. I've found Indians are cheap but generally polite, the biggest problem is that there's just too damn many of them and they don't assimilate, so you become a stranger in your own hometown when they move in. I remember looking for a place to get takeout around my boyfriend's house and it was literally 90% Indian food, 10% pizza with butter chicken and tandoori toppings.
First-person account of workplace experiences with ethnic stereotyping and concerns about cultural assimilation and demographic change in neighborhoods.
j.c.jeggis1818
Jan 27, 2026
Well Canada needs something ICE. I made sure to arrive here with PR, I had the requirement etc. I didnt use fake student visa and then expect to stay. These people do not add anything …
Well Canada needs something ICE. I made sure to arrive here with PR, I had the requirement etc. I didnt use fake student visa and then expect to stay. These people do not add anything to society if they are not honest members of it.
Combines first-person account of following immigration rules properly with moral judgment about honesty and societal contribution.
Melissa-q1z9f
Jan 15, 2026
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while …
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while they laugh at us good Canadians) - The funny partt is, if we forced them out like UK is planning to do, they would crumble in a second, I grew up with indians who were born here, their families came the right way and assimilated and even THEY hate the over-immigration and pure indians coming influx.
Combines lived experience in Brampton with expressions of community harm and demographic anxiety, using personal background to validate anti-immigration sentiment.
DonVworld
Feb 21, 2026
I went to Niagara Falls 3 years ago. It was like a 1 white to 10 indians ratio. It’s insane, also it smelled really bad everywhere
I went to Niagara Falls 3 years ago. It was like a 1 white to 10 indians ratio. It’s insane, also it smelled really bad everywhere
First-person account of a visit combined with demographic anxiety and negative sensory characterization.
sebasto6791
Jan 29, 2026
I was almost sideswiped twice on the freeway going to Mississauga both times it was a car full of Indians flying through traffic and racing. Another guy that only had his temp license reversed into …
I was almost sideswiped twice on the freeway going to Mississauga both times it was a car full of Indians flying through traffic and racing. Another guy that only had his temp license reversed into the back of my brand new truck and tried to blame me😂
First-person anecdote about traffic incidents attributed to a specific ethnic group, combining lived experience with stereotyping.
FishingWithJeremy-c2x
Jan 29, 2026
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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)