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 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
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
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
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was …
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was in civil war. These ppl that are here as a student and temporary residents,, must understand the law and that there is a legal way to come and live here. If they force themselves to stay, then we need worse than ice for them to face.. with crimes, healthcare and employment rate down, its the best option
Combines lived experience (25 years in Canada, waiting during civil war) with policy critique and moral argument about legal immigration processes.
jayafg
Jan 16, 2026
I have scored 18 out of 20. 2 or 3 question was outside of this video. 1 that I can remeber was - The Canadian Coat of Arms symbolizes __ the answer suppose to be …
I have scored 18 out of 20. 2 or 3 question was outside of this video.
1 that I can remeber was - The Canadian Coat of Arms symbolizes __
the answer suppose to be - Canada's history, unity, and heritage, blending British, French, and distinctly Canadian symbols, with the maple leaf representing all Canadians and the shield quadrants showing England (lions), France (fleur-de-lis), Scotland (lion), and Ireland (harp).
I got that one wrong.
Anothe one included a true/false question with the names of poet (not the names mentioned in the video). I marked it as true but I guess it also went wrong.
Thanks for this video @immigration Canada
Anyone can pass the exam by just following this video.
First-person account of taking a test based on the video, detailing personal performance and experience.
ashfakuddinreza7248
Jan 11, 2026
I wish I wouldn't of voted for Trump now. He's turned into a nut.
I wish I wouldn't of voted for Trump now. He's turned into a nut.
First-person account of the commenter's voting regret and changed opinion about Trump.
Personal Narrative
0.80
@larryeppley415
Mar 4, 2025
As an embarrassed American, I'm so sorry! I voted for Kamala.
As an embarrassed American, I'm so sorry! I voted for Kamala.
First-person account of voting preference and expression of embarrassment, combined with solidarity with Canada.
@kableman7841
Mar 4, 2025
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
I just drove through Canada last September and didn’t see a single employee that wasn’t Indian. But they were all nice 🤷🏻♀️
I just drove through Canada last September and didn’t see a single employee that wasn’t Indian. But they were all nice 🤷🏻♀️
First-person observation of Canadian workforce demographics with a neutral-to-positive tone, noting ethnic composition without explicit criticism.
ashleyjones746
Jan 27, 2026
im mexican i went to canada with a work permit for a few mounts in 2024 and its true i saw a lot of people from india
im mexican i went to canada with a work permit for a few mounts in 2024 and its true i saw a lot of people from india
First-person account of the commenter's work permit experience in Canada, observing Indian immigration firsthand.
alwowtrip9160
Jan 27, 2026
Half Canadian half British here. Thanks for the support! We will beat trump. Unfortunately I didn’t think I’d use those words a few months ago…
Half Canadian half British here. Thanks for the support! We will beat trump. Unfortunately I didn’t think I’d use those words a few months ago…
Shares personal identity (half Canadian, half British) and expresses support for Canada against Trump.
@alex-fw1mg
Mar 4, 2025
indian but i dont like how indian people act. Actually i prefer white washed indians as regular indians are people who take advantage racist unkind and all that. ive met indians like me that arent …
indian but i dont like how indian people act. Actually i prefer white washed indians as regular indians are people who take advantage racist unkind and all that. ive met indians like me that arent like that but white washed
First-person account of the commenter's identity and their observations about cultural assimilation preferences within their own ethnic group.
oriononcpp
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 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
I hate to see something like this take place, but the bullying behavior of the current administration make it unavoidable. The American people will be the losers. If I were thirty years younger, I'd be …
I hate to see something like this take place, but the bullying behavior of the current administration make it unavoidable. The American people will be the losers. If I were thirty years younger, I'd be packing the Dodge and mapping the quickest route to Canada instead of writing this.
First-person reflection on considering immigration to Canada as an alternative to American political conditions, combining lived perspective with country comparison.
@DGW1952
Mar 4, 2025
Then you move out of the city to avoid them and theyre now moving out of the city. Canada is absolute trash. As a native american who was already treated like a immigrant in canada. …
Then you move out of the city to avoid them and theyre now moving out of the city. Canada is absolute trash. As a native american who was already treated like a immigrant in canada. I cant wait to watch it burn. I'll still be here when the smoke clears.
First-person account of lived experience as Indigenous person expressing despair about Canada's trajectory.
chiefonahoe
Jan 27, 2026
Honestly from my experience here they work and study harder than most gen Z Canadians. I understand why people hate them so much they might take over.
Honestly from my experience here they work and study harder than most gen Z Canadians. I understand why people hate them so much they might take over.
First-person observation about immigrant work ethic combined with anxiety about economic displacement ('take over').
Past_Tense154
Jan 27, 2026
Come to Calgary NE next... I have been unemployed for years because of this same problem.
Come to Calgary NE next... I have been unemployed for years because of this same problem.
First-person account of unemployment attributed to immigration, combining lived experience with economic concern.
thebearonhighwayone
Jan 27, 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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14-category DH taxonomy
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Discourse Quality (Perspective API)