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 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
Dude, I live in Canada and I can tell you it’s much worse. Nobody likes talking about this!!
Dude, I live in Canada and I can tell you it’s much worse. Nobody likes talking about this!!
First-person account of lived experience in Canada with implicit criticism that the immigration situation is worse than portrayed and under-discussed.
killerinstinct9954
Jan 27, 2026
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 for healthcare I was in the hospital because I had a kidney transplant but I'm a Canadian citizen born here in Alberta and I was at 55 at the time I had some autoimmune …
As for healthcare I was in the hospital because I had a kidney transplant but I'm a Canadian citizen born here in Alberta and I was at 55 at the time I had some autoimmune but anyway of a big problem is the nurses this particular nurse that would let in a person the wife of a person that was from Croatia or somewhere that was getting a kidney machine to take home on the Canadian tax dollar and the nurse would let the wife come in after hours have dinner and sleep in an extra cot every night for 2 weeks they caught her they told her she had to find other accommodations and then there's kept letting her in after the doctors and other nurses went home a lot of the problem in healthcare is because we have all immigrants now as nurses because all their people that were doing it quit because of covid
First-person account of healthcare experience that frames immigrant nurses as part of systemic problems.
EricjSchuh
Feb 17, 2026
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while …
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while they laugh at us good Canadians) - The funny partt is, if we forced them out like UK is planning to do, they would crumble in a second, I grew up with indians who were born here, their families came the right way and assimilated and even THEY hate the over-immigration and pure indians coming influx.
Combines lived experience in Brampton with expressions of community harm and demographic anxiety, using personal background to validate anti-immigration sentiment.
DonVworld
Feb 21, 2026
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
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and …
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and had experience that was substantially less rigorous than the domestic students. I'm glad the government is starting to address this but their scope is too narrow - it is not just "diploma mills", institutions we once thought were reputable are also being diluted and the quality of education is decreasing precipitously across the board as a result.
First-person account of MBA experience combined with critique of institutional quality decline due to international student demographics.
ReviveTheVibe
Oct 1, 2025
THe type of leader the U.S. used to have and deserves. Instead a little less than half of the voters in the U.S. chose Trump. Everyday as an American I die a little more.
THe type of leader the U.S. used to have and deserves. Instead a little less than half of the voters in the U.S. chose Trump. Everyday as an American I die a little more.
First-person account of American identity and emotional distress about political leadership choices.
@puskare
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
As an Indian. I agree our govt shud focus on teaching mannerism , civic sense and discipline
As an Indian. I agree our govt shud focus on teaching mannerism , civic sense and discipline
First-person identity claim by an Indian commenter offering self-critical perspective on cultural behavior and government responsibility.
vishnukumarkr3499
Feb 9, 2026
As a city worker, I personally saw signs on grass and intersections in colleges and universities to contact them to circumvent the immigration system. And Allow students to stay when they should have been sent …
As a city worker, I personally saw signs on grass and intersections in colleges and universities to contact them to circumvent the immigration system. And Allow students to stay when they should have been sent home. Our government is so complacent.This was out in plain sight.
First-person account of witnessing alleged circumvention of immigration rules, combined with criticism of government laxity.
RidersInBlack
Feb 18, 2026
As a montrealer, that hotel is definitely not safe 😅🤣
As a montrealer, that hotel is definitely not safe 😅🤣
Local sharing a brief personal observation about a specific location with light humor/emoji use.
ArmoDanny
Jan 27, 2026
Time to move to Canada
Time to move to Canada
First-person expression of intent to relocate to Canada, indicating personal life decision or aspiration.
Personal Narrative
0.80
@alvd8511
Mar 4, 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
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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)