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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
Even though I'm from India but I can say canada shouldn't allow this You should save your people first
Even though I'm from India but I can say canada shouldn't allow this
You should save your people first
Establishes credibility through personal identity (from India) before making a policy argument about Canada prioritizing its own citizens.
RajeshSharma-fc8mk
Jan 28, 2026
I live in this cockroach infested city for 25 year...and it stinks...there dirty people...this is the new third world Canada. Desgusting
I live in this cockroach infested city for 25 year...and it stinks...there dirty people...this is the new third world Canada. Desgusting
First-person account of 25-year residency combined with negative characterization of the city and its residents as degraded.
KILLSHOTTAS
Oct 2, 2025
I was born and raised in Brampton in the 90s. By early 00s it was time to go
I was born and raised in Brampton in the 90s. By early 00s it was time to go
First-person account of leaving Brampton due to demographic changes, implying displacement concerns.
berlouncee-ky6tb
Oct 2, 2025
This hits heavy for students that came here legally, finished their careers, got a job and are law abiding immigrants who are looking for a chance to be PR.
This hits heavy for students that came here legally, finished their careers, got a job and are law abiding immigrants who are looking for a chance to be PR.
Expresses empathy for law-abiding immigrants' experiences while implicitly critiquing unfair treatment based on lived perspective.
luismarquez6653
Oct 1, 2025
For a while I lived in a basement room in Brampton as I worked at the airport. Big beautiful house. I had small room with a toilet, neighbours down the hall, no fire exit, no …
For a while I lived in a basement room in Brampton as I worked at the airport. Big beautiful house. I had small room with a toilet, neighbours down the hall, no fire exit, no windows... I ran into a deputy fire chief at a library and he said totally illegal but he had to look the other way .... Canadian government policy... There were about 20 people in that single family house... I was the only white guy in the neighbourhood ... They treated my well... Liberal Government brought large numbers to help facilitate the creation of the Klaus Schwab/WEF vision of the NWO... as they will support the team that brought them in unvettted. The Liberal thought is Canada is not a nation state... but part of that Globalists vision/agneda. I guess I might go to jail for saying that eh ????
Combines lived experience of housing conditions with conspiracy theories about WEF/NWO and unverified claims about government intent.
daviator4720
Oct 1, 2025
Niagara falls 25 years ago was the same way, I didn't realize driving my car into Canada was the equivalent to a flight to India. I was very surprised and never went back to Canada …
Niagara falls 25 years ago was the same way, I didn't realize driving my car into Canada was the equivalent to a flight to India. I was very surprised and never went back to Canada since then
Shares personal experience visiting Canada 25 years ago and comparing it to current conditions, expressing negative sentiment.
kellywaldron9485
Jan 28, 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
there are 10 indian "students" living next door in a single family dwelling of 3 bedrooms. they share 3 cars and do uber eats delivery (and or other food delivery) around the clock -- reason …
there are 10 indian "students" living next door in a single family dwelling of 3 bedrooms. they share 3 cars and do uber eats delivery (and or other food delivery) around the clock -- reason i know this is because they often pull into my drive way during ungodly hours for extended period of time and triggers my surveilance camera (aimed only at my drive way set to trigger more during night times for movements and noise), since they just park there, and blast music so loud 100 feet radius ground is shaking, the surveillance cam picks up their shift change all the time. i did try to go over twice to voice my concern, and guess what, they either dont speak english or pretend to not speak english. ok i guess. and the reason they park on my drive way is because, well, they dont shovel theirs. lol. so its easier to just use my drive way and walk to their side door. but hey i mean good for them for making a living. but its just weird and disrespectful. and i have to worry about salting my own fking drive way because if they fall, they can sue the shit out of me and i cant complain about their trespassing. bless the canadian law. so i guess for me. they dont bug me, except the fact they just use my drive way because its convenient for them, and the blasting of music middle of the night. lol
also i stopped going to tim hortons a few years ago after a few consecutive diarrhea immediately after morning coffee visits. good times
Extended first-person account of neighborhood conflicts with Indian tenants, critiquing Canadian legal protections and immigration practices.
dercuwuin
Jan 28, 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
As a former student of Conestoga, it pleases me to hear timbits is being called to answer for his corruption.
As a former student of Conestoga, it pleases me to hear timbits is being called to answer for his corruption.
Shares personal connection to institution while commenting on political accountability regarding alleged corruption.
TriggerHappy6T9
Sep 30, 2025
My cousin passed away last week waiting for his visa. He was a young hardworking engineer waiting to get into this country. He was a fluent speaker in English who understood politics in Canada, community, …
My cousin passed away last week waiting for his visa. He was a young hardworking engineer waiting to get into this country. He was a fluent speaker in English who understood politics in Canada, community, and family. He had a full ride PHd thesis scholarship from universities like University of Alberta, Concordia, and Queens in blockchain technology. And my country lets in these delinquent low life criminals who destroy the fabric of society. May God rest his soul.
Shares a personal tragedy about a cousin's visa denial while contrasting it with criticism of admitted immigrants, blending narrative with moral outrage.
shafatara4177
Sep 30, 2025
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and …
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and had experience that was substantially less rigorous than the domestic students. I'm glad the government is starting to address this but their scope is too narrow - it is not just "diploma mills", institutions we once thought were reputable are also being diluted and the quality of education is decreasing precipitously across the board as a result.
First-person account of MBA experience combined with critique of institutional quality decline due to international student demographics.
ReviveTheVibe
Oct 1, 2025
This is insane...I'm indian and I'll be honest illegal immegration is soo annoying and literally ruins the name of the whole country....hopefully people get educated and act smarter
This is insane...I'm indian and I'll be honest illegal immegration is soo annoying and literally ruins the name of the whole country....hopefully people get educated and act smarter
First-person account from someone identifying as Indian expressing concern about illegal immigration's reputational impact on their country.
Vita-j3i
Jan 28, 2026
Guy that ran the gasking the past 30 years in my hometown got laidoff for ppl fresh off the boat
Guy that ran the gasking the past 30 years in my hometown got laidoff for ppl fresh off the boat
Shares lived experience of job displacement in hometown, attributing it to immigration of recent arrivals.
Cody-hx1uq
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
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, …
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, rude, and dirty. Would not go back.
Frames a first-person travel experience as evidence of cultural displacement and demographic threat, combining lived experience with xenophobic characterization.
ion6538
Jan 28, 2026
They're rapidly replacing the entire workforce at my place of employment. I can say where because I'll get in trouble with HR Karen.
They're rapidly replacing the entire workforce at my place of employment.
I can say where because I'll get in trouble with HR Karen.
First-person account of workplace demographic change, with self-censorship indicating fear of HR consequences.
DarrenRemple-b6x
Sep 29, 2025
Damn man you were 5 minutes away from my place at motel Pierre hahaha it’s a staple in Montreal
Damn man you were 5 minutes away from my place at motel Pierre hahaha it’s a staple in Montreal
Shares a personal anecdote about recognizing a location near the commenter's residence with casual humor.
gregad6573
Jan 27, 2026
There's no question in my mind about refugees, I know quite a few, and too many are just milking the system. And way too many are just terrible people. Ones that come in normally are …
There's no question in my mind about refugees, I know quite a few, and too many are just milking the system. And way too many are just terrible people. Ones that come in normally are fine, by and large.
Shares personal experience with refugees while expressing concerns about system abuse and character of some immigrants.
michaelgirodat6955
Feb 28, 2026
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
Shares lived experience with African immigrants in the UK and personal family example to support a claim about assimilation patterns.
annthequeenie
Jan 27, 2026
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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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