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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
as a canadian, i couldn't get a job for almost a year while most jobs are taken by indians. go to any walmart, tim hortons or a&w, there is not a single white person working.
as a canadian, i couldn't get a job for almost a year while most jobs are taken by indians. go to any walmart, tim hortons or a&w, there is not a single white person working.
First-person account of job-seeking difficulty attributed to Indian workers, with a demonstrably false claim about workplace demographics.
ganymede
Jan 29, 2026
People from India who have immigrated here 15-20 years ago are saying the same thing as the rest of Canada. Its too much, and people arent assimilating.
People from India who have immigrated here 15-20 years ago are saying the same thing as the rest of Canada. Its too much, and people arent assimilating.
References lived experience of long-term Indian immigrants who share concerns about immigration levels and assimilation, grounding critique in personal observation.
ycatthebrave
Oct 5, 2025
I love the way he just said Make that make sense.. maybe I should move to Canada as a veteran I am very embarrassed by this stupid dumb shit president
I love the way he just said Make that make sense.. maybe I should move to Canada as a veteran I am very embarrassed by this stupid dumb shit president
First-person account of being a US veteran considering moving to Canada, expressing dissatisfaction with US leadership.
@aq2803
Mar 4, 2025
my new indian bosses do that prioritize indians shit and it pisses me off. especially since we are an upper end restaurant and i cant afford to knock back orders on good customers just cus …
my new indian bosses do that prioritize indians shit and it pisses me off. especially since we are an upper end restaurant and i cant afford to knock back orders on good customers just cus someone of a preferred colour came in.
First-person account of workplace discrimination experience framed as a threat to fair business practices.
DragonsRock313
Mar 1, 2026
Not just Brampton or where it’s obvious..In my college class it’s 95% Indian and even in a group project they speak Hindi not English n exclude others openly- even after the prof says not to..total …
Not just Brampton or where it’s obvious..In my college class it’s 95% Indian and even in a group project they speak Hindi not English n exclude others openly- even after the prof says not to..total imbalance n no assimilation..even for us who are immigrants but speak English n assimilate
First-person account of classroom experience used to support claims about immigrant assimilation and group behavior.
Musica-hj6zh
Feb 27, 2026
It is absolutely wild the difference in immigration now vs pre-2015. I had a brief marriage in my early 20’s to a man that was a Turkish PR and when we had our child in …
It is absolutely wild the difference in immigration now vs pre-2015. I had a brief marriage in my early 20’s to a man that was a Turkish PR and when we had our child in 2012 - back when Kenney was minister - we were unable to get a 3 week visitor visa approved for his mother and 17 year old sister to come to Halifax from Istanbul to meet the baby because they were considered at risk for not leaving. This is despite my former MiL providing documents showing she had property, a business and an ailing husband to return to. They appealed the decision once, the result was the same and they were then told they couldn’t re-apply for a certain length of time. We ended up taking the baby there when he was a few months old as it was so much easier. Now everything’s a free for all
Shares a detailed first-person experience with immigration policy changes, comparing pre-2015 and post-2015 immigration practices.
thornbird86
Feb 27, 2026
I worked with Lena Diab 20 years ago and am not in any way surprised by this. How she ever got elected is beyond me and the fact that she is in charge of our …
I worked with Lena Diab 20 years ago and am not in any way surprised by this. How she ever got elected is beyond me and the fact that she is in charge of our immigration system has me gobsmacked. Like all the other incompetent Liberals, she has to go
Shares a personal work history with a named official to establish credibility for criticizing her competence and fitness for office.
janicebeare8127
Feb 27, 2026
When I sit in meetings at my job in healthcare and I'm the only person that speaks English, and I mean these people can't make themselves understood properly, I don't give a shit anymore if …
When I sit in meetings at my job in healthcare and I'm the only person that speaks English, and I mean these people can't make themselves understood properly, I don't give a shit anymore if its racist, our country is broken.
First-person workplace account expressing frustration about language barriers and national decline, framed as lived experience.
lizziemcconnell2001
Feb 27, 2026
We have a similar crisis here in London. I myself am a British Born Indian guy, my grandfather came to London in the 50s after serving in the British Army. He worked hard, paid his …
We have a similar crisis here in London. I myself am a British Born Indian guy, my grandfather came to London in the 50s after serving in the British Army. He worked hard, paid his taxes and integrated. Sadly the kids coming here now are uncivilised, loud, disrespectful and don't know how to integrate. Places like Hounslow, Ilford, Harrow, East Ham are just some examples of how bad the situation has become.
Commenter shares personal family history as a British-born Indian to establish credibility while criticizing newer immigrants as unintegrated, blending lived experience with identity-based critique.
MuhammadYusufAli-j3z
Feb 24, 2026
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says …
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says what Canadians want to hear, but I feel he's stupider than Trump. He's Maple Trump. I was hoping the Conservatives would of gotten a new leader, a smart guy, but nope, let's put PP out their again and hope the 2nd or 3rd or 4th times the charm.
First-person account of voting preferences and political reasoning regarding Conservative leadership.
LivingLifeInToronto
Feb 24, 2026
- Why so many Punjabis here in Brampton? - It's like home
- Why so many Punjabis here in Brampton?
- It's like home
Dialogue-format anecdote about Punjabi settlement patterns in Brampton, illustrating lived experience and community formation.
WinkieX
Feb 22, 2026
The Wonderful Canada I grew up in no longer exists. The Liberals destroyed it building their post national state.
The Wonderful Canada I grew up in no longer exists.
The Liberals destroyed it building their post national state.
Expresses a lived experience of national change and loss, framed as a personal lament about the country's transformation.
larrydugan1441
Feb 17, 2026
I know some older Indians who assimilated well and made Canada better, but these new immigrants are no good. They want everything for free. My roommate is from the Philippines, but she works hard, is …
I know some older Indians who assimilated well and made Canada better, but these new immigrants are no good. They want everything for free. My roommate is from the Philippines, but she works hard, is very clean, polite, and easy to get along with. So I'm not against immigration, but I want the people coming over to pay their own way. My mom and stepdad did that in the 80s and did well.
Shares lived experiences with multiple immigrants and family history, using personal anecdotes to frame immigration concerns around self-sufficiency.
SAML1997-c6w
Feb 18, 2026
Thank you for this. As a single mom of 3 kids in their 20’s I am shocked with the seeming hypocrisy in our country right now. Those who have deflect and blame trump for all …
Thank you for this. As a single mom of 3 kids in their 20’s I am shocked with the seeming hypocrisy in our country right now. Those who have deflect and blame trump for all our problems. We need to stop blaming and start paying attention to what really matters - our own citizens who are suffering.
Shares lived experience as single mother while expressing moral concern about government priorities toward citizens over immigrants.
heatheralexander6836
Feb 17, 2026
My country is worse not just Indian immigrants influx but also Bangladeshi, Pakistani etc. And ironically they really hate each other🤡
My country is worse not just Indian immigrants influx but also Bangladeshi, Pakistani etc. And ironically they really hate each other🤡
Shares lived experience comparing immigration issues in the commenter's home country with observations about inter-ethnic tensions.
acerazak4087
Feb 16, 2026
I have many Indian friends who came to Canada over the years. My friends’ families came here for a better life, to integrate into Canadian society, to adopt our values and have started successful businesses …
I have many Indian friends who came to Canada over the years. My friends’ families came here for a better life, to integrate into Canadian society, to adopt our values and have started successful businesses based on those shared values. Sadly things seem to have shifted in the past 10 years…
Shares personal experience with Indian immigrant friends and families, noting a perceived shift in integration patterns over time.
amber987
Feb 6, 2026
😂Bro I live there, and let me tell you the amount of car crashes I have seen, and it’s always there fault, but the blame it on us. To be honest the worst part the …
😂Bro I live there, and let me tell you the amount of car crashes I have seen, and it’s always there fault, but the blame it on us. To be honest the worst part the work at fast food and smell like 💩.😂
First-person account of living in Canada with stereotypical complaints about immigrant drivers and workers, delivered with sarcastic tone.
FragrancebyYOU
Feb 15, 2026
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. …
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. Another note. The Khalistan topic is all nonsense. I don't know why SO MANY CANADIAN BORN and AMERICAN BORN SIKHS support or push for this. IF YOU PLAN TO MOVE BACK TO KHALISTAN, for sure support it. Don't push an issue you would not commit to. Plus, no foreign born would comfortably move to KHALISTAN, if it existed, due to the lack of opportunities. My parents left India for the lack of opportunities (legally). They knew Punjab has no future, since the Indian nation shrunk it's state borders, and we become a LAND LOCKED state. If this LAND LOCKED COUNTRY were to be established, everything would be ridiculously expensive, and Khalistan would be lucky to become as "successful" as EXPENSIVE Switzerland. It's illogical to support Khalistan on an economic standpoint.
Extended first-person account of the commenter's identity and family experience, critiquing Khalistan support through personal narrative and economic reasoning.
xxdnfxx
Jan 27, 2026
I did a road trip from my home in Las Vegas to Calgary. I was shocked at the vast racial demographics in that area vs Montana.
I did a road trip from my home in Las Vegas to Calgary. I was shocked at the vast racial demographics in that area vs Montana.
Shares first-person travel experience observing demographic differences between regions, framed as personal observation.
Cyrus992
Feb 12, 2026
Bahahah I went to Biztech collage and it was insane… fast track program … I was treated like the minority! 🤦🏼♀️🤦🏼♀️🤦🏼♀️ it was like stepping in and out of 2 worlds …. Literal worlds apart …
Bahahah I went to Biztech collage and it was insane… fast track program … I was treated like the minority! 🤦🏼♀️🤦🏼♀️🤦🏼♀️ it was like stepping in and out of 2 worlds …. Literal worlds apart when we walked into class then to my car in missasauga… not until I got off that 407 was it normal again 😂 🤷🏼♀️ made as many friends as possible but like you gotta get past Vaughan / North on that side before it’s normal again
First-person account of attending college and experiencing cultural/demographic shifts in different geographic areas, with identity-based observations.
AshleyVemerson
Feb 5, 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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