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
Im from ontario canada born and raised in the 90s you have no idea how bad it really is not just Brampton .
Im from ontario canada born and raised in the 90s you have no idea how bad it really is not just Brampton .
Commenter establishes local credibility through biographical detail (born/raised in Ontario in 90s) to support a claim about deteriorating conditions.
rootelijah
Feb 28, 2026
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples …
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples
and also they export that culture across the globe.
First-person account from someone claiming Indian identity, comparing driving and civic behavior between India and abroad.
MidnightMellow-sz5uh
Jan 29, 2026
I worked with an african in BC . He showed me his bank account it had 90k in it . He told me it was free money and he saved it up . He told …
I worked with an african in BC . He showed me his bank account it had 90k in it . He told me it was free money and he saved it up . He told me point blank that it was amazing that my own country hated me more than a stranger . I never forgot it
First-person account of a workplace interaction that illustrates perceived differential treatment of immigrants versus citizens.
ajpinner
Feb 17, 2026
It used to be my dream to go live in Canada one day, because of the jeets that dream is shattered.
It used to be my dream to go live in Canada one day, because of the jeets that dream is shattered.
First-person account of how immigration (specifically Indian immigration, using derogatory 'jeets') has changed the commenter's aspirations about Canada.
3I6M9
Jan 27, 2026
Living in Venezuela and for us this is normal every one can have his place but no one does we live together only the rich do this crap in his fancy luxury clubs
Living in Venezuela and for us this is normal every one can have his place but no one does we live together only the rich do this crap in his fancy luxury clubs
Shares lived experience from Venezuela to contextualize observations about housing and class inequality in Canada.
Legion-ET-AL
Jan 27, 2026
Personally when I went to school there was 4 black kids in a 700 student school lol. My mom works in education, and says that about half to 60% of classes are full of Indian …
Personally when I went to school there was 4 black kids in a 700 student school lol. My mom works in education, and says that about half to 60% of classes are full of Indian kids
First-person account of demographic changes in schools, citing personal observation and family member's professional perspective.
kanadiacoolaid7902
Feb 25, 2026
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
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
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
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
Dude you’re so close to where I am, I would’ve loved to have seen you out on the streets, also ever since I was a kid in the 90s, Brampton‘s always been called Bramladesh
Dude you’re so close to where I am, I would’ve loved to have seen you out on the streets, also ever since I was a kid in the 90s, Brampton‘s always been called Bramladesh
First-person account of local experience combined with a derogatory nickname for the city reflecting demographic change perception.
chrislaverick6413
Jan 27, 2026
At one point Amazon in Ontario was hiring every foreign students illegally back in 2024 as drivers. They had to lay them all off.
At one point Amazon in Ontario was hiring every foreign students illegally back in 2024 as drivers. They had to lay them all off.
Recounts a specific observed incident of illegal hiring practices involving foreign students as evidence of systemic problems.
thyjackal4156
Jan 19, 2026
I've lived here over 30yrs, if I can't afford rent I will need more than one box of tissue
I've lived here over 30yrs, if I can't afford rent I will need more than one box of tissue
First-person account of long-term residency and housing affordability crisis, using personal hardship to illustrate economic distress.
anhbinbaccuc8850
Jan 19, 2026
No matter. Never going again lol
No matter. Never going again lol
First-person statement about personal travel decision and experience.
Personal Narrative
0.80
Wcon403
Dec 10, 2025
I’ve recently left Canada and noticed lots of FB ads inviting foreigners to engage a screening process to see if they qualify for residency in Canada.
I’ve recently left Canada and noticed lots of FB ads inviting foreigners to engage a screening process to see if they qualify for residency in Canada.
First-person account of leaving Canada and observing Facebook recruitment ads, presenting an unverified claim about government advertising practices.
49toZero
Nov 21, 2025
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
First-person account of avoidance behavior toward a specific location, implying negative perception of that area.
samspeziale3187
Dec 22, 2025
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
As an Indian I understand what Canadians are going through.Indians behave your self .You should represent India by supporting their system not changing their system 😢. I support the views of Canada. I Support from …
As an Indian I understand what Canadians are going through.Indians behave your self .You should represent India by supporting their system not changing their system 😢. I support the views of Canada. I Support from India
Commenter shares their perspective as an Indian immigrant, offering personal advice to other Indians to assimilate rather than change Canadian systems.
Martin5757
Nov 1, 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
I’m from Canada originally, a big city on the west side, and growing up the mass migration became a huge issue. There were immigrants from Middle East establishing and taking over whole sections of the …
I’m from Canada originally, a big city on the west side, and growing up the mass migration became a huge issue. There were immigrants from Middle East establishing and taking over whole sections of the city with mosques, their food, shops. That would all be fine but the issue is the cultural mentality that was being imported. My high school was filled with young men. Some of them over 20 but attending my high school and hanging out with young girls. They would establish gangs and get into fights. There was multiple stabbings at that school. At the time I dated men from Pakistan for a while and they would throw trash on the ground out the window, have parties with young girls constantly, get into fights, street race, and just generally be belligerent.
First-person account of growing up in Canada with detailed lived experiences of immigration's social impacts, framed with cultural and safety concerns.
shamsham8328
Feb 24, 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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Discourse Quality (Perspective API)