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 used to work for a middle eastern airline and no joke 90% of the people flying to Toronto were from India, now I know where they all went! Thanks Tyler
I used to work for a middle eastern airline and no joke 90% of the people flying to Toronto were from India, now I know where they all went! Thanks Tyler
Combines a first-person work experience with an anecdotal observation about Indian migration patterns, presented as evidence.
LelanieRodwell
Jan 28, 2026
My life has been ruined as a millennial! I won’t even have a career with a Canadian graduate study degree. 😢
My life has been ruined as a millennial! I won’t even have a career with a Canadian graduate study degree. 😢
First-person account of personal economic hardship as a millennial with a Canadian degree.
Xe9656
Oct 27, 2025
As a person from India, I feel ashamed to know that large numbers of Indians are involved in fraudulent document submissions. Student visas, LMIA , PNPs , and even intra company transfers are widely misused.
As a person from India, I feel ashamed to know that large numbers of Indians are involved in fraudulent document submissions. Student visas, LMIA , PNPs , and even intra company transfers are widely misused.
First-person identity claim combined with unverified assertions about widespread fraud among Indian immigrants in specific visa categories.
mathayichan_ktpna
Nov 4, 2025
And it took me to come LEGALLY to Canada, just under a decade!!! Shame on you.
And it took me to come LEGALLY to Canada, just under a decade!!! Shame on you.
First-person account of legal immigration experience used to critique others' immigration methods on moral grounds.
TahitiTreat
Oct 21, 2025
When we were young Brampton was White as snow but our Dentist was Indian. His name was Dr. Mohan Mehta and he didn't use any freezing. Ouch!
When we were young Brampton was White as snow but our Dentist was Indian. His name was Dr. Mohan Mehta and he didn't use any freezing. Ouch!
First-person nostalgic account of Brampton's demographic change, framed through lived experience and identity observation.
micheleemcdaniel389
Oct 23, 2025
I grew up with lots of ukrainian and other immigrants, and on the whole, they are okay. Current ukrainian refugees are, I have noticed, a bit confused owing I think to the unfortunate circumstances which …
I grew up with lots of ukrainian and other immigrants, and on the whole, they are okay. Current ukrainian refugees are, I have noticed, a bit confused owing I think to the unfortunate circumstances which caused them to relocate. I suspect a lot will repatriate themselves when the war ends. I've encoutered many immigrants over the years and I have noticed, that in the last 20 years or so that a disturbing number of refugees are bogus exploitative jerks who wound up here because they weren't welcome where they came from because of their own character flws.
Extended first-person account of lived experience with immigrants over decades, comparing past and recent immigrant cohorts.
michaelgirodat6955
Oct 8, 2025
Lmao i lived in brampton for a year almost a decade ago now and immidiately knew where talking about
Lmao i lived in brampton for a year almost a decade ago now and immidiately knew where talking about
First-person lived experience in Brampton with implicit agreement/humor about the previous comment's criticism.
Jeff-Von-Landshark
Oct 2, 2025
I cannot do business with them…i tried, but my price is never low enough, constantly trying for freebies while doing a job for them and the renegotiation process when the work is complete is not …
I cannot do business with them…i tried, but my price is never low enough, constantly trying for freebies while doing a job for them and the renegotiation process when the work is complete is not enjoyable…my answer…sorry, too busy. I’d rather have a day off.
First-person account of negative business experiences with a group, implying ethnic or cultural stereotyping.
roykowalski4125
Oct 3, 2025
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
When I legally arrived in Canada with PR, Indian people were all happily telling me how they worked the system to not have a long wait like I did. They are even abusing the spousal …
When I legally arrived in Canada with PR, Indian people were all happily telling me how they worked the system to not have a long wait like I did. They are even abusing the spousal visa and getting paid in excess of 50k to marry another Indian person and bring them over.
Combines lived experience of legal immigration with unverified claims about specific fraud practices by a particular group.
Melissa-q1z9f
Oct 1, 2025
I met a north Indian girl working in a restaurant, who came to Canada on student visa, she said she was an IELTS instructor back home, but had very poor English language skills,😮😮
I met a north Indian girl working in a restaurant, who came to Canada on student visa, she said she was an IELTS instructor back home, but had very poor English language skills,😮😮
Anecdotal account of meeting someone whose credentials appear questionable, implying visa fraud without verification.
mrmadm21
Oct 1, 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
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
I was unemployed for a short period of time at Maple Lodge Farm and another packing company and all workers were Indians and they were rude people. These companies should be raided by the police …
I was unemployed for a short period of time at Maple Lodge Farm and another packing company and all workers were Indians and they were rude people. These companies should be raided by the police and they will catch a lot of students hiding there. The immigration should open a site where citizens or legal residents can report these people. That would make it eadier for Canada to track the illegals. But the important thing is stop the incoming students and the refugees.
Begins with personal employment experience, then escalates to unverified claims about illegal workers and calls for reporting mechanisms and policy changes.
li6859
Sep 29, 2025
I'm a white guy born in Mississauga just south of Brampton. I've been living in a tent for over two months. Youth stand near the woodlot where i live and shout "Indian go home" The …
I'm a white guy born in Mississauga just south of Brampton. I've been living in a tent for over two months. Youth stand near the woodlot where i live and shout "Indian go home"
The news and researcher-academic classes tell us we didn't want to work and we were unqualified for work, and now they tell us we are racists if we even blink wrong.
Shares lived experience of homelessness and perceived discrimination, contrasting personal hardship against narratives about immigrant integration and accusations of racism.
Streetsvillainy
Sep 29, 2025
British immigrant here in Brampton, I wish I could find a doctor who speaks English first, regardless of the colour of their skin. I imagine the satisfaction of immigrants hearing their own language in a …
British immigrant here in Brampton, I wish I could find a doctor who speaks English first, regardless of the colour of their skin. I imagine the satisfaction of immigrants hearing their own language in a doctor's office but I am unable to articulate the loss of understanding what I'm hearing through a thick accent
First-person account of a British immigrant's experience with language barriers in healthcare, framed as a loss of cultural/linguistic familiarity.
thegoodthieves
Sep 20, 2025
If USA gives me PR I wish to leave Canada India it’s no more my hometown
If USA gives me PR I wish to leave Canada India it’s no more my hometown
First-person account of the commenter's desire to emigrate, comparing Canada unfavorably to the USA.
ZaidAngle
Sep 20, 2025
People come here never work in their life getting $1500 a month for pension,I came work my ass off 4 head injuries from resident in seniors home who should be in mental faculties, Injury to …
People come here never work in their life getting $1500 a month for pension,I came work my ass off 4 head injuries from resident in seniors home who should be in mental faculties, Injury to my back I am in plains two tear shoulders, and foot pains in my 60S came to Canada in my 50S young people come here in their 20S Never work getting everything in Canada. Things need to change. People who comes here to get free benefits house and everything while we work and when we retire 800😢😮😢😮😮😭😱😔🤯
First-person account of personal hardship and work sacrifice contrasted with perceived immigrant benefit abuse, critiquing current policy.
eunicemurray8482
Aug 25, 2025
My Parents immigrated here in 1960 and both worked hard and built two houses.. The people who come into this country these days are mostly Moochers and they milk the Country Over 5 MILLION people …
My Parents immigrated here in 1960 and both worked hard and built two houses..
The people who come into this country these days are mostly Moochers and they milk the Country
Over 5 MILLION people whos visas have expired here right now
Need to find them and say bye bye
Contrasts commenter's immigrant parents' work ethic with current immigrants portrayed as 'moochers,' using personal history to critique current policy.
AmberLove7365
Aug 25, 2025
I work with people I can't even understand
I work with people I can't even understand
First-person account of workplace experience with language barriers among coworkers.
Personal Narrative
0.80
lorrainecollins6686
Aug 25, 2025
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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
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)