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
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
As a veteran i'm tired of the little coke addict coming to Washington and getting his monthly taxpayers check. America isn't just paying for the war we are also paying for the government and private …
As a veteran i'm tired of the little coke addict coming to Washington and getting his monthly taxpayers check. America isn't just paying for the war we are also paying for the government and private sector as well. America can no longer support endless wars.
Veteran's first-person account of frustration with government spending and military commitments, mixing lived experience with policy criticism.
@ripcordjr5696
Mar 4, 2025
I grew up in Bramalea, haven't lived there in 36 years. Brampton was always heavily saturated with Indians.
I grew up in Bramalea, haven't lived there in 36 years. Brampton was always heavily saturated with Indians.
Shares lived experience growing up in Brampton while making demographic observations about Indian population concentration.
HardTrancid
Jan 29, 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
I’m American and I hate the direction our country has taken with the new thief in our White House. Donald dump has created war with our allies and aligned with our enemies.
I’m American and I hate the direction our country has taken with the new thief in our White House. Donald dump has created war with our allies and aligned with our enemies.
American commenter shares personal dissatisfaction with their country's direction and criticizes Trump's foreign policy on moral grounds.
@legacysearches4481
Mar 4, 2025
This American wants to move to Canada!!! Thank you for speaking the truth, Mr. PRIME MINISTER
This American wants to move to Canada!!! Thank you for speaking the truth, Mr. PRIME MINISTER
American commenter shares personal intention to immigrate to Canada and expresses approval of Canadian leadership.
@KellyRoberts-n7x
Mar 4, 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
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
as an indian christian i say we go through hell in india and yet these upper caste hindus, they live unbothered in christian nations, all the time while boasting how good india is. This has …
as an indian christian i say we go through hell in india and yet these upper caste hindus, they live unbothered in christian nations, all the time while boasting how good india is. This has to stop, they should be held accountable. they are dangerous to the society they live in, they're like parasites.
First-person account from an Indian Christian describing persecution in India and making moral claims about accountability and danger posed by upper-caste Hindus.
ysj8256
Jan 27, 2026
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
I stand with Canada . What the orange ghoul and muskrat are doing to this country is unforgivable. As a cadaian born , but have to live here because of Air Force father wa WWII …
I stand with Canada . What the orange ghoul and muskrat are doing to this country is unforgivable. As a cadaian born , but have to live here because of Air Force father wa WWII . We are retired now and husband is a veteran, it’s already hard for us, now it will get worse.. God Canada must think they are living above a meth lab thanks to that thing in the White House. ??
The commenter shares personal background (Canadian-born, military family, retired) while expressing support for Canada and anxiety about future hardship.
@PatWilken-m6l
Mar 4, 2025
I am an immigrant in Canada and these students assume their permanent residency is guaranteed after their studies but nobody was given 100% "assurance" but these students "assumed." The country does not need any more …
I am an immigrant in Canada and these students assume their permanent residency is guaranteed after their studies but nobody was given 100% "assurance" but these students "assumed." The country does not need any more uber/skip the dishes drivers or salespersons. There is no need any more Temporary Foreign Workers until the economy improves. At the moment, the Canadian economy is in limbo.
First-person account as an immigrant critiquing student expectations and arguing against further immigration based on economic conditions.
edmturk1971
Feb 25, 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
Lmao not my hometown 😂😂😭😭 so glad I got out of there
Lmao not my hometown 😂😂😭😭 so glad I got out of there
Personal anecdote about leaving the commenter's hometown, expressed with humor and relief.
xkosmokrisx
Jan 27, 2026
I was almost sideswiped twice on the freeway going to Mississauga both times it was a car full of Indians flying through traffic and racing. Another guy that only had his temp license reversed into …
I was almost sideswiped twice on the freeway going to Mississauga both times it was a car full of Indians flying through traffic and racing. Another guy that only had his temp license reversed into the back of my brand new truck and tried to blame me😂
First-person anecdote about traffic incidents attributed to a specific ethnic group, combining lived experience with stereotyping.
FishingWithJeremy-c2x
Jan 29, 2026
I went to Niagara Falls 3 years ago. It was like a 1 white to 10 indians ratio. It’s insane, also it smelled really bad everywhere
I went to Niagara Falls 3 years ago. It was like a 1 white to 10 indians ratio. It’s insane, also it smelled really bad everywhere
First-person account of a visit combined with demographic anxiety and negative sensory characterization.
sebasto6791
Jan 29, 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
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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)