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 didn't vote for him Why should I suffer
I didn't vote for him Why should I suffer
First-person expression of personal hardship from political decisions, with underlying anxiety about negative consequences.
@bamnignorance
Mar 4, 2025
You know I’ve been killing myself working non stop for like a decade trying to hold it all together because of all the increased prices of everything. As a result I have not been paying …
You know I’ve been killing myself working non stop for like a decade trying to hold it all together because of all the increased prices of everything. As a result I have not been paying attention. I know the tariff thing was happening, but didn’t know why this was a thing. \n\nShame on me for not being more up to date. \n\nI also know nothing about Trudeau or his political stance on literally anything aside from what he talked about in this video. \n\nI must say this was of speaking is EXACTLY what I expect from a world leader. Everything was delivered very well and without personal emotions. He’s not going off the cuff and saying whatever pops into his head. THIS is the exact style of communication we need from world leaders. I don’t see how it helps anyone, anywhere in the world to have people in control of nuclear armed nations to be shooting from the hip with communication.
Commenter shares personal experience of financial hardship and lack of political engagement, then offers analysis of Trudeau's communication style as a world leader.
@timothysmith9597
Mar 4, 2025
He should come to Thunder Bay and find out why we are so fucked up
He should come to Thunder Bay and find out why we are so fucked up
References local conditions in Thunder Bay and invites investigation into community problems.
markellworld584
Feb 5, 2026
Whenever you come back to Canada and you wanna see something crazy I am your guy Drove down in town from out of town with one of a kind hay wagon/home shop with $40,000 of …
Whenever you come back to Canada and you wanna see something crazy I am your guy
Drove down in town from out of town with one of a kind hay wagon/home shop with $40,000 of tool in it lol
In only one month got 31 breaking enter attempt 14 people threaten me with guns and crossbow lol
But they’re all pussy scared of me 😂
I don’t blame them being scared they seen I was not afraid of bullet
Thinking about setting them up with camera to show the world those stupid crackhead
Still got videos and picture of them trying
My life was a movie. and tell the police pull me over And rob 10k in front of my face with six witness
Primarily a first-person account of lived experiences with crime and violence, though it also expresses security concerns and alarmism about break-ins and threats.
Teach2dm
Feb 5, 2026
Born in Mexico, raised in the United States. Been here for 50 years. I stand with Ukraine, Canada and Mexico.\nMAGA = Moscow Agent Governing America
Born in Mexico, raised in the United States. Been here for 50 years. I stand with Ukraine, Canada and Mexico.\nMAGA = Moscow Agent Governing America
Shares biographical background (born in Mexico, raised in US for 50 years) and expresses political stance.
@frankmacgyver5531
Mar 4, 2025
Thank-you Tyler as a Canadian this is a real problem do one of their truck drivers next.
Thank-you Tyler as a Canadian this is a real problem do one of their truck drivers next.
Speaker identifies as Canadian and expresses agreement with the video's critique, combining personal identity assertion with implicit support for the creator's investigative work.
brawnswolo4057
Jan 27, 2026
I didn't vote fot trump, i wont even capitalize the name.
I didn't vote fot trump, i wont even capitalize the name.
First-person statement of voting behavior and symbolic protest through refusing to capitalize Trump's name.
Personal Narrative
0.75
@elizabethyoung4207
Mar 4, 2025
Where are you in brampton? Because that's Browntown is what we call it and it's f****** insane. I'm so glad I live up north. But it doesn't matter where you are just like that podcast. …
Where are you in brampton? Because that's Browntown is what we call it and it's f****** insane. I'm so glad I live up north. But it doesn't matter where you are just like that podcast. You did with buddy, from New York or Chicago. I loved that podcast so good one. And you're right on everything you said about them and the way they get in
First-person account of living in Brampton with identity-based framing ('Browntown') and demographic concerns.
jasoncase469
Jan 27, 2026
Very good speech from a true leader ! So sad that Trump is doing this to the best allies of the USA. Obviously, Putin does really have some compromising videos and info on Trump and …
Very good speech from a true leader ! So sad that Trump is doing this to the best allies of the USA. Obviously, Putin does really have some compromising videos and info on Trump and he is manipulating him. Today, I am ashamed to have become an US citizen. Is this what the American Dream has become ? Isolationism from our best allies and sleeping with the enemy and dictators ?
Combines personal identity claim (US citizen expressing shame) with unsubstantiated conspiracy theory about Putin manipulating Trump.
@franklafond2648
Mar 4, 2025
Great too know Canadian flag and ballon’s means smugglers.. that’s what was easiest for me to recognize …I’ve got one of these in my neighbourhood
Great too know Canadian flag and ballon’s means smugglers.. that’s what was easiest for me to recognize …I’ve got one of these in my neighbourhood
Shares a personal observation about recognizing smuggling indicators in their neighborhood, expressing concern about local smuggling activity.
christophermahon-yl1gk
Feb 27, 2026
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, …
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, never dealing again
The commenter shares a personal experience of being scammed and makes negative generalizations about people from Brampton based on their lived experience.
6ixxzee
Jan 28, 2026
am an aerospace engineeer am from subsahara africa i never new we are categorised like that by canadians . And we have a lot of them immigrating here
am an aerospace engineeer am from subsahara africa i never new we are categorised like that by canadians . And we have a lot of them immigrating here
First-person account of lived experience as an aerospace engineer from Sub-Saharan Africa discovering how Canadians categorize people from his region.
ErickTowet
Jan 27, 2026
It’s crazy because I just got fired for saying another ethnicity had a lower IQ. Say all you want about white people but don’t talk about anything other color.
It’s crazy because I just got fired for saying another ethnicity had a lower IQ. Say all you want about white people but don’t talk about anything other color.
First-person account of workplace consequences, framed as a complaint about differential treatment of racial commentary.
japewaltzer
Jan 27, 2026
Talks about his 2 sons hit bij a driver like its normal,...what the F
Talks about his 2 sons hit bij a driver like its normal,...what the F
Commenter shares a personal anecdote about their sons being hit by a driver, expressing shock and concern about the incident.
W33DL34F
Jan 28, 2026
I am sikh and tired of them.
I am sikh and tired of them.
First-person statement from someone identifying as Sikh expressing frustration with their own community.
CarneysClownShow
Jan 27, 2026
😢 damn I wish you interviewed me.
😢 damn I wish you interviewed me.
Commenter expresses a personal wish to have been interviewed, indicating a first-person desire or regret.
Personal Narrative
0.75
Teepaxx
Jan 28, 2026
That delivery man Hella racist towards Africans
That delivery man Hella racist towards Africans
First-person account of witnessing alleged racist behavior by a delivery person toward Africans.
Personal Narrative
0.75
Apex2pro
Jan 27, 2026
Bro Sikhs been in Brampton for like 30 years a massive amount.
Bro Sikhs been in Brampton for like 30 years a massive amount.
Observation of long-standing Sikh presence in a specific Canadian city, grounded in local lived experience and demographic awareness.
pbufh
Jan 27, 2026
Im Canadian and I live in Winnipeg but sometimes I go over to brandon to play hockey and I notice as much Indians as any Canadian city
Im Canadian and I live in Winnipeg but sometimes I go over to brandon to play hockey and I notice as much Indians as any Canadian city
Shares observation about Indian population density in Brandon compared to other Canadian cities based on personal experience.
callmek.k5838
Jan 27, 2026
Prime Minister JustinTrudeau your a true Canadian standing up to a criminal and pervert. I am anishnabe and I have respect for you. It,s disheartening to know that the Ontario Premeirand another out west and …
Prime Minister JustinTrudeau your a true Canadian standing up to a criminal and pervert. I am anishnabe and I have respect for you. It,s disheartening to know that the Ontario Premeirand another out west and a Zionist support Donald Trump, a proud white supremmist. I will VOTE for you as a courageous Prime Minister
First-person statement of Indigenous identity and voting intention, expressing support for Trudeau as a moral stand against Trump.
@EliJacko-tf5qy
Mar 4, 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)