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 montrealer, that hotel is definitely not safe 😅🤣
As a montrealer, that hotel is definitely not safe 😅🤣
Local sharing a brief personal observation about a specific location with light humor/emoji use.
ArmoDanny
Jan 27, 2026
Never had an issue with Indians until COVID. Now they're openly hated by everyone, especially by other Indians. They don't like this either
Never had an issue with Indians until COVID. Now they're openly hated by everyone, especially by other Indians. They don't like this either
Shares a lived experience of changing attitudes toward Indian immigrants, framed around a temporal marker (COVID) and social observation.
bigtimber
Jan 27, 2026
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice houses are Indian. Also most fast food restaurants are run by indian managers and staff, I was in a KFC the other day that had 1 younger white male at the counter, and 5 punjab behind the counter. The workers were all yelling at eachother about orders in their language and the white guy looked so confused. English is the first language in Canada so it should be learned especially when it comes to a business context, does our government care tho? Nope.
Combines lived experience (Uber deliveries, workplace observations) with identity-based concerns about language use and government responsibility.
etheogenetics
Jan 27, 2026
Ty Tyler ❤I’m from Manitoba it’s bad here too
Ty Tyler ❤I’m from Manitoba it’s bad here too
First-person account of living in Manitoba with empathetic engagement with the video creator.
queenkellyofficial
Jan 27, 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
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
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
I am so sorry my country has lost its way. I am so sorry this is happening. Most of us wanted peace and balance, and we did not want trump.
I am so sorry my country has lost its way. I am so sorry this is happening. Most of us wanted peace and balance, and we did not want trump.
First-person expression of regret and apology about national direction, grounded in personal perspective.
@bicyclesophie
Mar 4, 2025
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
Damn Tyler was in Montreal ... Definitely would have chilled
Damn Tyler was in Montreal ... Definitely would have chilled
Comment expresses a personal hypothetical about meeting someone in Montreal, sharing a personal sentiment about the video subject.
Personal Narrative
0.80
BradyGeebus
Jan 27, 2026
Lmao not my hometown 😂😂😭😭 so glad I got out of there
Lmao not my hometown 😂😂😭😭 so glad I got out of there
Personal anecdote about leaving the commenter's hometown, expressed with humor and relief.
xkosmokrisx
Jan 27, 2026
I use to go to this school and these Pakistani kids or Indian kids were spitting on people and they kept doing it and it just pisses me off like this needs to stop!
I use to go to this school and these Pakistani kids or Indian kids were spitting on people and they kept doing it and it just pisses me off like this needs to stop!
First-person account of witnessed behavior attributed to immigrant students, framing it as a problem requiring action.
SAITAMA-f8p
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 have to say sorry as I did a lot of the clear cutting around airport rd for the developers , was a nice Italian area before .
I have to say sorry as I did a lot of the clear cutting around airport rd for the developers , was a nice Italian area before .
First-person account of personal involvement in environmental/urban development changes and nostalgia for a previous community character.
Personal Narrative
0.80
AnAceism
Jan 27, 2026
Bramptons been little India for 20 plus years I personally have family that’s lived there now since the 80s
Bramptons been little India for 20 plus years
I personally have family that’s lived there now since the 80s
Shares personal family history in Brampton to contextualize demographic change over decades.
gurmgurm
Jan 27, 2026
They’re nice people but ya I’ve seen a grip out here in Arizona 😅
They’re nice people but ya I’ve seen a grip out here in Arizona 😅
First-person observation from Arizona with a positive characterization of the group discussed.
TherealMikeLowry-y5b
Jan 27, 2026
From someone that lives in Brampton. The people that drive here are terrible. And when it’s there fault they blame you for there poor driving skills. Terrible. No wonder our insurance is sky high.
From someone that lives in Brampton. The people that drive here are terrible. And when it’s there fault they blame you for there poor driving skills. Terrible. No wonder our insurance is sky high.
First-person account of living in Brampton with complaints about driving behavior and insurance costs.
Mealo95
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 got introduced to Brampton as “browntown” when I was 5. Nothing new.
I got introduced to Brampton as “browntown” when I was 5. Nothing new.
First-person account of being labeled by ethnicity/geography, reflecting on demographic identity and social perception.
Nonyah123
Jan 1, 2026
My buddy from bagladesh (upper class) was telling how much he hates the immigrants here because they are all low class and low morals. Kinda funny hearing it from their countryman
My buddy from bagladesh (upper class) was telling how much he hates the immigrants here because they are all low class and low morals. Kinda funny hearing it from their countryman
Shares a first-hand anecdote about a Bangladeshi friend's views on immigrants, comparing class and moral judgments across immigrant groups.
marckybase
Jan 27, 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)