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
As a US citizen who has lived within 5 miles of the Canadian border, worked for Canadian employers, and had many Canadian friends, I have always known them to be quietly strong people. This just …
As a US citizen who has lived within 5 miles of the Canadian border, worked for Canadian employers, and had many Canadian friends, I have always known them to be quietly strong people. This just strengthens my conviction. I am so glad SOMEONE will stand up to the tyrant who has stolen my nation.
First-person account of lived experience near Canadian border, expressing admiration for Canadians and support for their stance against Trump.
@TentinQuarantino_
Mar 4, 2025
I got stories but I’m not gonna say anything about it because I do enjoy having a job
I got stories but I’m not gonna say anything about it because I do enjoy having a job
First-person account of having experiences related to the topic but self-censoring due to employment concerns.
Personal Narrative
0.88
Wabbaduckyy
Jan 28, 2026
I am so overwhelmed by the fact that I am powerless against my own governments idiotic actions that completely destabilize the world. Please understand that over half of Americans are just as shocked as Canadians, …
I am so overwhelmed by the fact that I am powerless against my own governments idiotic actions that completely destabilize the world. Please understand that over half of Americans are just as shocked as Canadians, and we love you as our neighbors. We let a ruthless dictator brainwash our vulnerable and uneducated and exploit every crack in our system to get here. I’m very scared for what’s to come and it sucks so badly that we all have to pay for an egrogious act of an elderly nepo baby that doesn’t understand how government and the world works.
First-person account of emotional distress and powerlessness, expressing solidarity with Canadians while conveying fear about political instability.
@ryanknauff50
Mar 4, 2025
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids thro Univ who are employed now. Trudeau, to be in power, joined hands with Jagmeet Singh. I know of a 2 shutter shop in Brampton East, registered as a college, which issued 4000 student visas. I wonder whether the Immigration dept checked on the college before issuing the visas. Now, we have students, whose visas have expired, whose families in India have mortgaged everything (primarily from Punjab, Haryana & Gujarat) who are here working for cash. I think we must revisit the files, track them out, see their educational background and give them opportunites. Indian origin folks must also educate their families back home on reality. With a growth rate of 7% + India is the country to be in, for these youngsters, to grow in life
Lengthy first-person account of successful immigration and integration, combined with specific allegations about fraudulent student visa schemes and policy failures.
balajijagadisan8259
Sep 19, 2025
Here in Edmonton Canada the worst drivers are on the Indian part of the city and it’s not even close. I have to drive through that area everyday to get to work and at least …
Here in Edmonton Canada the worst drivers are on the Indian part of the city and it’s not even close. I have to drive through that area everyday to get to work and at least 4 times a week I nearly get into car accidents on the highway because people don’t know how to drive. I have to assume people just will switch lanes randomly or merge in really really fast or go extremely slow on the highways. I have seen people reverse backwards on the on ramp because they took the wrong turn
Recounts lived experience of driving hazards in a specific Edmonton neighborhood, framed as evidence of a demographic group's incompetence.
hyporii
Jan 28, 2026
My husband works for a Canadian company and he may lose his job because of tarrifs. Thanks Trump!
My husband works for a Canadian company and he may lose his job because of tarrifs. Thanks Trump!
First-person account of personal economic impact from tariffs affecting spouse's employment.
@conniegnesda9720
Mar 4, 2025
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have …
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have a high school diploma, but he wants to talk about the intelligence level of all Africans? I've written two books and contributed a chapter to a compendium on journalism in West Africa. While I agree that many of the Africans going to Canada are from war-torn countries without a good education, he speaks of Africa like it's a monolith. Realities in Ghana aren't same as in Ethiopia. South Africa isn't same as Rwanda nor is Senegal same as Madagascar so unless he is referring to individual countries with specific examples, his claims don't even make any sense. I would like to see just one contribution from fatty to scholarship😂😂. EDIT: By the way, some of Africa's brightest minds include Ngozi Okonjo, an economist and politician (Nigerian) who serves as director general of the World Trade Organization; Vera Songwe, an economist (Cameroonian) who served as head of the UN Economic Commission for Africa; Dr. Tedros Adhanom an Ethiopian doctor who currently serves as DG of the World Health Organization; Prof. Salim Abdool Karim (South African) scientist globally respected for his research on immunology; Aliko Dangote (Nigerian) and Africa's richest man and one of the top 100 richest people in the world according to Forbes. The list is too long but fatty there wouldn't know because he's as dumb as a rock and it's easy for him to spew garbage rather than read an actual book or question the stereotypes which he's fed about Africa by his chosen echo chamber.
Extended first-person account of the commenter's credentials and achievements used to counter stereotyping of Africans.
ngalahansel6066
Jan 27, 2026
11:07 im going through this everyday..
11:07 im going through this everyday..
First-person account of experiencing the housing/immigration situation described in the video.
Personal Narrative
0.88
Ritzy87
Aug 27, 2025
As a Canadian - Trumps 'brilliance' has done one thing for sure, it's aligned all of the provinces against our neighbor and former ally the United States. It's done something we ourselves have had difficulty …
As a Canadian - Trumps 'brilliance' has done one thing for sure, it's aligned all of the provinces against our neighbor and former ally the United States. It's done something we ourselves have had difficulty with - gaining support from Quebec. The overwhelming vast majority of Canadians don't trust the US anymore, as the legal justification for the tariffs is absolute bull, and is a pretext for Trumps actions. My family has cancelled all US travel, in my case 2 trips this year worth 15K to the US. I will miss Vegas for my 60th. We used to shop in WA State weekly; last year I spent 11K in WA State, and routinely took in shows in Seattle. No more. \n\nCan anyone please explain why Trump is screwing over Americans? Seriously.
Detailed first-person account of economic impact and changed behavior due to US policy, combined with critique of Trump's tariff justification.
@daviddesjardins7751
Mar 4, 2025
As someone who's born and raised in Brampton I don't really see any issues when it comes to the large Indian demographic in the city. Majority of the people in this city are just middle …
As someone who's born and raised in Brampton I don't really see any issues when it comes to the large Indian demographic in the city. Majority of the people in this city are just middle class families trying to get by and provide their kids and families a bright future. Without the indian immigrants coming to this city what would it even be? You have families living in million dollar+ houses, working, owning business, giving good futures and opportunities for their children but y'all mad cause they are Indians who are doing this. If they were white people instead would be calling Brampton a success story then?
If 75 percent of the population is south asian, OF COURSE you will see south asian workers, south asian restaurants, grocery stores (JUST LIKE ANY OTHER COMMUNITY). You only see this issue online because the people who actually live in these areas have absolutely no issue with the city. They're mad they can't progress in their own lives and use cities like Brampton as a scapegoat for their own problems.
It just doesn't make sense to me how so many people have an issue with Brampton when they don't even know what it is like.
Draws on lived experience in Brampton to counter negative stereotypes, arguing that demographic diversity reflects normal community development and challenging double standards.
keeratghuman9041
Jan 27, 2026
Czech citizen who lived in BC. This is an excellent speech.
Czech citizen who lived in BC. This is an excellent speech.
First-person account of lived experience (Czech citizen in BC) combined with positive endorsement.
@noiseprocess
Mar 4, 2025
It took me nine months to get mine on an emergency basis almost 11 months before I was able to get a first shot for hernia
It took me nine months to get mine on an emergency basis almost 11 months before I was able to get a first shot for hernia
First-person account of personal healthcare delays, establishing lived experience with system wait times.
Personal Narrative
0.88
Lakeboii70
Aug 26, 2025
I’m embarrassed to live in america
I’m embarrassed to live in america
First-person expression of shame about living in America, a direct personal statement about national belonging and embarrassment.
@robpulido1320
Mar 4, 2025
I used to be a gardener and you could tell allot about someone from there backyard. As nice most Indians are they certainly do not keep the environment they live in clean.
I used to be a gardener and you could tell allot about someone from there backyard. As nice most Indians are they certainly do not keep the environment they live in clean.
First-person account from a former gardener making generalizations about Indian residents based on claimed observational experience.
Nick-ub3bh
Jan 28, 2026
THANK YOU FOR COVERING THIS! I lived in Brampton my whole life. Its too much, faaaarrrr too much. Horrible civic sense, no accountability, a complete lack of manners....its a shame. Our city has been absolutely …
THANK YOU FOR COVERING THIS! I lived in Brampton my whole life. Its too much, faaaarrrr too much. Horrible civic sense, no accountability, a complete lack of manners....its a shame. Our city has been absolutely wrecked
First-person lived experience in Brampton combined with criticism of civic conditions and social behavior.
crisnoria3757
Jan 27, 2026
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton.
The problem with Brampton is a subset of Indians that are easily recognizable and do not assimilate. Most of these specific subset come here as students and through family sponsorship ( not regular immigration stream). The students get false documents for their language and educational credentials. The politicians are also to blame for pondering for their votes. If there is one ethnic group that has the capacity to destroy Canada further in the future to a point of no return, it is this subset. Unfortunately most Canadians do not know this, and Indians as a general group are seen as the problem. Next time just ask them where in India these people are from, and soon you will know for yourself.
Combines lived experience as an Indian immigrant with specific claims about document fraud and political pandering, while critiquing a subset of immigrants.
nohandlename
Oct 26, 2025
Healthcare in Canada is only a promise, the reality is the wait-list, every step of the way. I took a 17-month wait for a mri and cut it down to 17 hours, cutting a multi-year …
Healthcare in Canada is only a promise, the reality is the wait-list, every step of the way. I took a 17-month wait for a mri and cut it down to 17 hours, cutting a multi-year process down to 6 days. To get a mri in Canada is not easy there are only a smattering of private options if you want to pay, but you still have to wait 3 weeks, and it will cost $3500. I said screw it, bought a plane ticket, flew to Bangkok arriving on a Saturday, saw a doctor on Sunday, had a mri on Monday, and got the results on Friday. Then I spent the next week sitting on a beach. The total cost all in was $1900. I am not fussy, I'll accept any hospital in any country that will accept me.
First-person account of healthcare experience in Canada versus Thailand, using lived experience to critique Canadian healthcare system through international comparison.
spicspann4861
Aug 25, 2025
I am born and raised in Canada from immigrant parents. Lived here all my life and I have to say ive seen waves of immigration throughout my growing years. Mainly Sri lankans and Ethiopians in …
I am born and raised in Canada from immigrant parents. Lived here all my life and I have to say ive seen waves of immigration throughout my growing years. Mainly Sri lankans and Ethiopians in the late 80s 90s. NOTHING like what has happened now. I never considered myself racist, but id be lying if I said im not growing tired of certain ppl
First-person account of lived experience as a Canadian-born child of immigrants, describing observed changes in immigration patterns and expressing growing discomfort with current waves.
lukki7ster
Aug 26, 2025
You are right brother! Me too , it makes me feel sad when I see the speed with witch this country's shining color is fading away in this 10 years I have been in it! …
You are right brother! Me too , it makes me feel sad when I see the speed with witch this country's shining color is fading away in this 10 years I have been in it! I love Canada more than any other place since l was accepted here being stateless , My little family has no other culture , we embraced a canadian one and we are confident to have well chosen!
Shares lived experience as a stateless immigrant who embraced Canadian culture and expresses love for Canada, while validating concerns about cultural change.
zazou-r9f
Aug 28, 2025
Canadian immigrant here: are immigration system is broken and needs to be fixed.
Canadian immigrant here: are immigration system is broken and needs to be fixed.
Identifies as a Canadian immigrant sharing lived experience and critiquing the immigration system from insider perspective.
captainc7123
Feb 11, 2026
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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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