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 work in an auto shop not far from some of the locations in this video, the amount of self inflicted damage I see is baffling
I work in an auto shop not far from some of the locations in this video, the amount of self inflicted damage I see is baffling
First-person account of workplace observations related to immigration-affected communities.
F40Productions
Jan 27, 2026
LMAO, Trudeau talking to us Americans like we have a say. WTF are we gonna do? Drag the Repubs out of the White House? No thanks. I appreciate having living quarters outside of Gitmo. These …
LMAO, Trudeau talking to us Americans like we have a say. WTF are we gonna do? Drag the Repubs out of the White House? No thanks. I appreciate having living quarters outside of Gitmo. These assholes need to just keep having a go at each other and leave us the fuck out of it. It's their show anyway. None of them ever follow our will. If they did, we wouldn't have charter schools and public schools wouldn't have been an absolute joke before Trump started trying to shut it down.
Combines personal frustration about American political powerlessness with sarcastic commentary on government responsiveness and education policy.
@LordWinter-l7o
Mar 4, 2025
My Doctor was Indian she was a Quack .Retired and back to india nice canadian
My Doctor was Indian she was a Quack .Retired and back to india nice canadian
Shares a first-person experience with an Indian doctor while making an ethnic generalization, mixing lived experience with identity-based judgment.
dananickles8053
Sep 19, 2025
I live in Toronto and it has so much indians
I live in Toronto and it has so much indians
First-person observation about demographic composition of Toronto with implicit concern about Indian population.
Killer-i3b
Jan 28, 2026
Bramptons been full of Indians since the 70s
Bramptons been full of Indians since the 70s
Factual observation about Brampton's demographic history, noting long-standing Indian population presence.
campar1043
Jan 28, 2026
Couldn't make the March Forth rally today, took down by a migraine. Bad one too. \nI've been trying to get a doctor to fix my lower jaw bone, likely with a bone graft, as my …
Couldn't make the March Forth rally today, took down by a migraine. Bad one too.
\nI've been trying to get a doctor to fix my lower jaw bone, likely with a bone graft, as my left lower jaw is disintegrating and being reabsorbed by my body's auto immune response.
\nI just got word today that with the pending cuts to Medicare, that I will likely have to pay for this procedure myself, to the tune of over $150,000 plus dentures, rehab, etc.
\nThank you Amerika, I'm going to lose my face, and likely my housing, my food assistance, my SSDI, and quite likely my very life, because greedy billionaires own your ignorance.
First-person account of health crisis and financial hardship attributed to U.S. policy cuts, blending lived experience with anxiety about systemic collapse.
@Ookmongani
Mar 4, 2025
Am moving to Canada ?? ??????‼️
Am moving to Canada ?? ??????‼️
Commenter expresses intention to relocate to Canada, indicating a personal life decision motivated by the political context.
@gemini9555
Mar 4, 2025
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
I live here save me :)
I live here save me :)
Brief first-person statement about living in a location with a humorous plea for help, mixing personal experience with light irony.
andresmolina11
Jan 27, 2026
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
As a canuckistani and former timmy hoe, it's gotten BAD
As a canuckistani and former timmy hoe, it's gotten BAD
First-person account of lived experience in Canada with an assertion that conditions have deteriorated.
KBDdesigns
Jan 27, 2026
This is like 2 minutes from my house, thanks for shining light on this 😂
This is like 2 minutes from my house, thanks for shining light on this 😂
Personal account of living near the location discussed in the video, with ironic tone about the video's relevance to their life.
ShawnDingo420
Jan 27, 2026
10:00 - that's why i didn't go to a hospital for a dislocated shoulder recently. I feel a deep lack of trust in our systems these days.
10:00 - that's why i didn't go to a hospital for a dislocated shoulder recently. I feel a deep lack of trust in our systems these days.
Shares a first-person experience of avoiding healthcare and expresses loss of trust in systems, grounded in lived experience.
Streetsvillainy
Sep 29, 2025
I want to relocate to Canada.....America is anything but great...
I want to relocate to Canada.....America is anything but great...
First-person expression of intent to relocate to Canada, comparing it favorably to America.
@jbird888
Mar 4, 2025
Let's just say.. When I was younger I was questioned about things being smuggled over the border from Canada by snowmobiles... It isn't hard to cross that border
Let's just say.. When I was younger I was questioned about things being smuggled over the border from Canada by snowmobiles... It isn't hard to cross that border
Shares a first-person anecdote about border security concerns, implying vulnerability to smuggling and illegal border crossing.
cordLtv
Jan 27, 2026
Even in the small town of Emerson we have them renting apartments then going to the states
Even in the small town of Emerson we have them renting apartments then going to the states
Shares a localized observation about immigrants in a small town, implying transient or exploitative behavior.
househ1ppo
Jan 27, 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
Indians Should Worry About the Future Generations… Because , a Generation left from India 🇮🇳 to look for the Greener Pastures but Ended up , where the New Generation after Being Born and Brought up …
Indians Should Worry About the Future Generations…
Because , a Generation left from India 🇮🇳 to look for the Greener Pastures but Ended up , where the New Generation after Being Born and Brought up in Canada is Struggling to Find a Job in the System..
Even the Tim Hortons, McDonald Job is Given to Connections from Inside….
Very Difficult for People Who do not Speak … Punjabi or Gujarati Languages..
First-person account of generational immigrant experience and employment discrimination, critiquing systemic barriers for non-Punjabi/Gujarati speakers.
blueberries2910
Sep 22, 2025
Bro if i go to canada i am staying in canada 😂
Bro if i go to canada i am staying in canada 😂
First-person expression of intent to immigrate and stay in Canada, combining personal aspiration with implicit support for immigration.
miasmaxence6556
Jan 27, 2026
Wow people are about 2 or 3 decades late on this. Born and raised in Toronto 4 decades. I am more of an alien when visiting USA then people that skip the line and walk …
Wow people are about 2 or 3 decades late on this. Born and raised in Toronto 4 decades. I am more of an alien when visiting USA then people that skip the line and walk across. West is cooked
First-person account of long-term residency combined with alienation sentiment and comparative framing.
payroll416
Jan 28, 2026
Compare Videos
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)