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
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
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
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
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
Re: War on Fenttanyl, it’s a bit late after all these years of relax drug enforcement, I got such a shock visiting Hastings St. Vancouver last May 2024!! However, as saying go - Better late …
Re: War on Fenttanyl, it’s a bit late after all these years of relax drug enforcement, I got such a shock visiting Hastings St. Vancouver last May 2024!! However, as saying go - Better late than NEVER ?. God bless Canadians ??
Shares lived experience visiting Vancouver and observing drug enforcement issues, while cautiously supporting government action.
@wlc_8885
Mar 4, 2025
I lived 6 years in a city in China. Once an Indian student attempted Rape of Chinese student, since then all Chinese students were afraid and oviod foreign students😢
I lived 6 years in a city in China. Once an Indian student attempted Rape of Chinese student, since then all Chinese students were afraid and oviod foreign students😢
First-person account of lived experience in China, comparing foreign student behavior across contexts.
DhartikDukh
Sep 30, 2025
Worked in Brampton for 30 years. Left in Jan. 2020, when I retired. Never looked back. But.....they do have the best food.😋
Worked in Brampton for 30 years. Left in Jan. 2020, when I retired. Never looked back. But.....they do have the best food.😋
First-person account of leaving a city after 30 years, with light-hearted closing remark about food.
jacquelinecaulfield8346
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
Muchos viven en nanaimo bc,,mi hija vive alla y dice que ultimamente han LLEGADO muchos hindues,,se van a provincial alejadas,
Muchos viven en nanaimo bc,,mi hija vive alla y dice que ultimamente han LLEGADO muchos hindues,,se van a provincial alejadas,
Reports anecdotal observation from family member about demographic changes in a specific location, mixing personal connection with observational claim.
MirnaMirna-il7lv
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
I'm 70, I've been looking for a way out to escspe the same noice, unruly rule, dominance over other faith.. But after knowing that Csnada, USA face the same suffocation from Indian there i'm now …
I'm 70, I've been looking for a way out to escspe the same noice, unruly rule, dominance over other faith.. But after knowing that Csnada, USA face the same suffocation from Indian there i'm now comforting myself as better be here only hoping fot better days might come...😮
First-person account of the commenter's age and search for escape, comparing conditions in Canada/USA to their home country.
selvarajabraham9608
Sep 23, 2025
I live in Surrey BC, it is almost turning into Brampton here too.
I live in Surrey BC, it is almost turning into Brampton here too.
First-person account of local demographic change with implicit concern about cultural transformation.
gurhanweyrah3930
Sep 21, 2025
I just came back from Calgary Canada. They have a big African community and Indian community there. I don’t even know why they have French as their second language everywhere there anymore.
I just came back from Calgary Canada. They have a big African community and Indian community there. I don’t even know why they have French as their second language everywhere there anymore.
Shares personal travel experience to Calgary and observes demographic changes, questioning language policy shifts.
steved415
Sep 19, 2025
8:55 these people don’t work??? Are you kidding me? I don’t know a single Indian who doesn’t work.
8:55 these people don’t work??? Are you kidding me? I don’t know a single Indian who doesn’t work.
Counters video claims with personal lived experience observing work ethic among Indian immigrants.
darthvader-cs4iw
Sep 19, 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)