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 an immigrant myself, living in Canada for 25 years now, I hate how we keep getting newcomers who do not want to assimilate into Canadian culture. Why try to force and push the very …
As an immigrant myself, living in Canada for 25 years now, I hate how we keep getting newcomers who do not want to assimilate into Canadian culture. Why try to force and push the very culture you chose to leave? Why try to transform Canada into the same culture you walked away from?
I truly do not understand these people, especially those from India and Muslim communities, who fill public streets with their old cultural rituals...
Frames critique through lived immigrant experience (25 years in Canada), questioning newcomers' assimilation choices.
ENTHUSIASTICFIFAFAN
Aug 25, 2025
Im a hindu born and raised in alberta. My family assimilated, we have canadian values. I have a business, pay my share of taxes. Im a contributing member of society. I went through all the …
Im a hindu born and raised in alberta. My family assimilated, we have canadian values. I have a business, pay my share of taxes. Im a contributing member of society. I went through all the racism when I was a kid and even recently when I was told to "go back to my own country" in traffic. It disgusts me that because of these indian peoples unwillingness to assimilate, my kids will go through the same thing..
Shares lived experience as an assimilated immigrant while asserting that other immigrant groups' failure to assimilate threatens their children's future.
calgarykid9940
Jan 28, 2026
I'm in the process of suing a landlord who rejected me because they only rent apartments to Indians. That's illegal!
I'm in the process of suing a landlord who rejected me because they only rent apartments to Indians. That's illegal!
First-person account of experiencing discrimination in housing based on ethnicity, framed as illegal and unjust.
CarolineIronwill
Sep 19, 2025
In the dim glow of his rented basement apartment, Marc stared at the latest rent increase notice and whispered to himself, “Why is every square foot in Canada worth more than my future?” He scrolled …
In the dim glow of his rented basement apartment, Marc stared at the latest rent increase notice and whispered to himself, “Why is every square foot in Canada worth more than my future?”
He scrolled through forums, government reports, and angry comment threads, zoning laws, all pieces of a puzzle that refused to assemble.
Each explanation felt true yet insufficient, like a single brick pretending to be a house; the deeper he dug, the more the reasons multiplied without ever adding up to certainty.
By dawn he closed the laptop, still ignorant, still paying, and still murmuring the same unanswerable question into the expensive silence.
A narrative account of someone's lived experience struggling with housing costs and searching for explanations, framed as a personal story rather than direct policy critique.
maxv8489
Jan 28, 2026
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had …
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had a shift coordinator in fact who would reflexively give me orders in Hindi, and would get a little ticked off and repeat it in Hindi, and then when it clicked that I'm the only non-Hindi speaker there, he'd give 1 word orders like "Garbage" or "Sinks".
The owner of the Tim Hortons also said that if I was a little slow or needed extra training, they wouldn't fire me because they don't like to keep rotating workers around, and instead would rather just retrain them.
I was a tad bit slow(only because I was precise and not violating health and safety standards), and they fired me in like 10 seconds. Like my second monthly review, I was fired.
I have a feeling it largely had to do with the fact that I was not Indian and didn't speak Hindi, so therefore the shift coordinators had less tolerance for me.
A detailed first-person account of workplace discrimination based on ethnicity and language, framed as lived experience with identity-based differential treatment.
ZapfireAlex
Jan 28, 2026
I feel this in my city. It's incredibly frustrating.
I feel this in my city. It's incredibly frustrating.
First-person account of experiencing frustration related to the video's topic in the commenter's own city.
Personal Narrative
0.85
becks7794
Jan 28, 2026
2:07 I like this man, he can stay lol. I say this as someone who was born in Brampton and still live 20 minutes away. I would never move back there now cause of the …
2:07 I like this man, he can stay lol. I say this as someone who was born in Brampton and still live 20 minutes away. I would never move back there now cause of the smell.
Shares first-person experience living in Brampton with negative characterization of the area, using personal background to frame judgment.
UnraveledMind-r6e
Jan 28, 2026
I have some family in Mississauga. They are the only white people on their street after living there for nearly their whole lives. Trudeau didn't and Carney won't apprehend illegal migrants, and this is the …
I have some family in Mississauga. They are the only white people on their street after living there for nearly their whole lives. Trudeau didn't and Carney won't apprehend illegal migrants, and this is the result; everything that I grew up with is gone.
First-person account of demographic change in their neighborhood, framed as loss and demographic anxiety.
HeheBoi-wx9kq
Jan 28, 2026
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. …
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. Told them it was 2AM in the morning and people want to sleep. This is the second night. Your a bunch of ignorant bastards. Complete silence after that as they slinked to their tents. Still awake it’s too late. I felt like making all kinds of noise after that but I’m better then that
First-person account of a camping incident with ethnic stereotyping, primarily functioning as a lived experience narrative used to support negative generalizations.
stewartsorel4610
Aug 27, 2025
As a Canadian immigrant, I didn’t have any special treatments (given a job, medical and money to live here….). Anyone wants to live in Canada, should follow Canadian laws, regulations, and respect Canadians! Try not …
As a Canadian immigrant, I didn’t have any special treatments (given a job, medical and money to live here….). Anyone wants to live in Canada, should follow Canadian laws, regulations, and respect Canadians! Try not to change what Canada has.
First-person immigrant account emphasizing self-reliance, legal compliance, and cultural respect as expectations for all immigrants in Canada.
kokoro1960
Aug 27, 2025
Tim hortons is not the same place as it was growing up 😢
Tim hortons is not the same place as it was growing up 😢
First-person reflection on personal experience with Tim Hortons changing over time.
Personal Narrative
0.85
BCarborist
Jan 27, 2026
I am fully prepared for my children to be living at home for a long time before they’re ready to go out on their own. It’s rough out there. They can help out with some …
I am fully prepared for my children to be living at home for a long time before they’re ready to go out on their own. It’s rough out there. They can help out with some groceries and around the house and then put their money aside and keep saving.
I would hate for them to struggle and penny pinch. They’re still very young but who knows what things will look like in years from now, probably much worse.
First-person account of parenting strategy in response to economic uncertainty and housing affordability.
drest5316
Aug 27, 2025
My mother came to Canada in 1965 with her family. She learned how to speak english by watching kids shows on TV. She had 4 girls by 1979. She could speak fluent English by that …
My mother came to Canada in 1965 with her family. She learned how to speak english by watching kids shows on TV. She had 4 girls by 1979. She could speak fluent English by that time. We lived in low rentals with other immigrants. It was all about one another. The many different cultures came together and shared. We were all dirt poor, but we all accepted one another for who we are. No one was better than another. Every kid I grew up with was a tried and true Canadian. Every single one became a citizen if they weren't born here. We all learned from one another. This Canada? It's not the Canada I know. I was born in Ontario. Many of my family members are still there. They're looked down upon. What? They're Canadians but they're looked down upon for being in that same small town. It's Sad. We need another peaceful protest in Ottawa. Save our Canada.
Extended first-person account of immigrant family integration contrasted with present-day social fragmentation, calling for peaceful protest.
simplymeconnie
Aug 27, 2025
As a aborigonal canadian i mostly say welcome, im in calgary in a place called teradale where i only see a few white people a week . Its all imigrants but mostly indian. their is …
As a aborigonal canadian i mostly say welcome, im in calgary in a place called teradale where i only see a few white people a week . Its all imigrants but mostly indian. their is a thing where bringing too many people is negative like our housing crisis and it just imbalances everything when you rush too many pepple in at once. However seeing WHITE people and their reasons piss me off.its like shut the fuck up you immigrant. Your people did the exact same but wayyyyyyyy worse. So yeah welcome. Just their has to be some form of cap. Also i honestly think any government rolls should not be immigrants.just my opinion
First-person account from Indigenous perspective balancing welcome sentiment with concerns about housing and rapid immigration, while critiquing white settler hypocrisy.
Detective-Misinformation
Jan 27, 2026
I am leaving Canada with my family because all the bad happening now here. Canada sucks now because of Trudeau governing and now M. Carney. Corruption to the “over roof”.😢
I am leaving Canada with my family because all the bad happening now here. Canada sucks now because of Trudeau governing and now M. Carney. Corruption to the “over roof”.😢
Commenter describes their personal decision to leave Canada due to perceived government failures, combining lived experience with criticism of political leadership.
kk6143
Aug 27, 2025
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me.
Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate.
However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers".
I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term.
Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Extended first-person account of immigrant experience, including detailed biographical narrative alongside critique of housing, healthcare, and economic policies.
AaronMetallion
Aug 28, 2025
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. …
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. Being 25 minutes delayed on my "35 minute" trip
First-person account of a transit experience with implicit ethnic/cultural othering through language and behavior observation.
ryan_ford522
Jan 27, 2026
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income.
Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview.
I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism.
Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority.
Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Extended first-person account of unemployment struggles and caregiving responsibilities, with secondary economic argument about competing with immigrants for jobs.
ASMREUPHORICSTIMULATION
Aug 28, 2025
i'm from australia and i have relatives in canada. i visit them regularly. i feel sad that from now on the cost to visit and stay in canada would most likely become more expensive.
i'm from australia and i have relatives in canada. i visit them regularly. i feel sad that from now on the cost to visit and stay in canada would most likely become more expensive.
Commenter shares personal experience as Australian visitor with Canadian relatives, expressing concern about rising costs.
@menangal
Mar 4, 2025
Lets gooo, my hometown haha
Lets gooo, my hometown haha
Speaker expresses personal connection to their hometown with enthusiasm.
Personal Narrative
0.85
honestpotters
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
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