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 20 year veteran i am embarrassed of my president and the republican whom are afraid to support the citizens of the United States over Russia
As a 20 year veteran i am embarrassed of my president and the republican whom are afraid to support the citizens of the United States over Russia
Opens with personal credential ('20 year veteran') to establish authority for criticism of political leadership and foreign policy alignment.
@AlonaHines-u5d
Mar 4, 2025
As a Canadian living in the U.S, I felt so sad to see the two countries I loved fighting against each other ?
As a Canadian living in the U.S, I felt so sad to see the two countries I loved fighting against each other ?
First-person account of emotional response to Canada-US conflict as someone with ties to both countries.
@Alice-r9k2z
Mar 4, 2025
I didn’t vote for the FELON or f ELON. Prime Minister Trudeau will you allow Michigan to succeed to Canada?? ??????\nAs a highly educated Michigander who has spent over 5 decades enjoying the beauty, kindness, …
I didn’t vote for the FELON or f ELON. Prime Minister Trudeau will you allow Michigan to succeed to Canada?? ??????\nAs a highly educated Michigander who has spent over 5 decades enjoying the beauty, kindness, culture and hospitality of Canadians visiting Thunder Bay, Ontario, Toronto and so many other beautiful places with my parents, siblings and now my children, I am heartbroken that it has come to this. Please know that Americans do not support this clown and his GOP lackeys. We love you and you will ALWAYS be our neighbors. Resist, we understand and support you even though it will cause pain. ??????
Commenter shares lived experience as a highly educated American with deep ties to Canada, expressing personal heartbreak and solidarity with Canadians.
@LadyJane77
Mar 4, 2025
As an American, I DONT SUPPORT OUR president!! I never have! My grandfather, makes me proud of my Canadian heritage and i support YOU doing anything you need to for your country! He is isolating …
As an American, I DONT SUPPORT OUR president!! I never have! My grandfather, makes me proud of my Canadian heritage and i support YOU doing anything you need to for your country! He is isolating us from our allies and i need to appologize for his arrogant and bad behaviour! I love your country and my own, but i DONT support my government right now!!!
First-person account of American identity, family heritage, and political disagreement with own government while expressing support for Canada.
@Videogal54
Mar 4, 2025
I'm an American whose ancestors came here in the 1700s. I apologize and I did not vote for Trump who should have been put in prison a long time ago. Everyday he does something against …
I'm an American whose ancestors came here in the 1700s. I apologize and I did not vote for Trump who should have been put in prison a long time ago. Everyday he does something against our constitution. Even an idiot gets it right sometime. But he is not a complete idiot. He is an evil savant.
First-person account of ancestry and political stance, combined with moral judgment about Trump's constitutional violations.
@SaltyMinorcan
Mar 4, 2025
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure).
He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood.
This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything.
Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor.
It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science.
Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class.
I'd crash out too.
Extended first-person account of college experience with international students, framing them as a problem and expressing demographic/cultural concerns.
dontcallmemrsu
Feb 3, 2026
I’ve never been ashamed to be an American until Trump got in the White House. I cry for my Country and I stand with Canada and Uktaine
I’ve never been ashamed to be an American until Trump got in the White House. I cry for my Country and I stand with Canada and Uktaine
First-person account of emotional response to Trump's presidency combined with support for Canada and Ukraine.
@ellencotter729
Mar 4, 2025
I was a republican. I voted for DT, but regret it. He's right, this is a dumb thing to do. If we alienate our allies, we won't have any when we need them.
I was a republican. I voted for DT, but regret it. He's right, this is a dumb thing to do. If we alienate our allies, we won't have any when we need them.
Commenter shares their political journey and changed perspective, framed as a moral stance about international relations.
@beachkid843
Mar 4, 2025
I’m a NEVER Trumper. A ?in a red state. Trump does not represent me nor my morals and convictions. I was physically ill watching him and his pup Vance absolutely bully President Zelenskyy. I’m sorry …
I’m a NEVER Trumper. A ?in a red state. Trump does not represent me nor my morals and convictions. I was physically ill watching him and his pup Vance absolutely bully President Zelenskyy. I’m sorry that this is what half of the country voted for. I’m disgusted that I had family and friends who refused to see him for who he is. I’m so sorry to all those who didn’t vote for him yet we will also be aligned with him. I greatly appreciate you Prime Minister Trudeau. Thank you to those in other countries that realize not all Americans wanted this. Not all Americans bowed a knee to him. Thank you for your kindness.
First-person account of emotional distress and political identity, combined with moral disapproval of Trump's behavior toward Zelenskyy.
@melissah.1225
Mar 4, 2025
Yo Tyler, I know you won’t read this and doubt you remember me. Went to the same high school in Modesto and you knew a few of my friends too. You’ve fallen so far since …
Yo Tyler, I know you won’t read this and doubt you remember me. Went to the same high school in Modesto and you knew a few of my friends too. You’ve fallen so far since those days. How far down you’ll climb for content is sad. Modesto don’t love you like that. Those around you gassing you up, telling you you’re special and you make a difference are lying to you. Find Christ, find a purpose, hit the gym, do something productive. But do something else mad, it’s just sad. You’ve aligned yourself with people who have devious, self serving intentions. Think harder man
The commenter shares a personal connection to the video creator and offers biographical critique, mixing personal history with moral appeals about purpose and character.
jeremiahmorales222
Feb 4, 2026
I’m from Barbados. I went to Canada for the first time last year and was shocked to see so many Indians. I thought I was in India.
I’m from Barbados. I went to Canada for the first time last year and was shocked to see so many Indians. I thought I was in India.
The commenter shares a first-person travel experience and compares Canada's demographics to India, combining lived experience with comparative observation.
Monieeetreee
Feb 3, 2026
As an American, I am totally embarrassed by our idiotic President. Sorry Canada, it’s not you, it’s us…..
As an American, I am totally embarrassed by our idiotic President. Sorry Canada, it’s not you, it’s us…..
First-person account of American embarrassment with implicit comparison between US and Canadian leadership.
@garysimons1608
Mar 4, 2025
Man even i as an indian say that there are way too many indians in canada and all thanks to canadas extreme liberal migratory policy
Man even i as an indian say that there are way too many indians in canada and all thanks to canadas extreme liberal migratory policy
First-person account from someone claiming Indian identity, offering lived perspective while critiquing Canada's immigration policy.
swastikpradhan9322
Feb 3, 2026
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to Canada my dad got a job as a engineer and my moms a house wife, they are well assimilated to the culture of Canada and speak good English, they still practice there religion but don't force it down peoples throats. These are the types of immigrants that Canada needs not uneducated rats who don't know how to respect the people and country that welcomed them in the first place.
First-person account of immigrant parents' successful integration, used to distinguish 'good' from 'bad' immigrants based on education and assimilation.
goergefinland7103
Feb 3, 2026
I would advise Canada to make it easier for Americans to move there and bring their wealth. I know many who want to leave USA like I did.
I would advise Canada to make it easier for Americans to move there and bring their wealth. I know many who want to leave USA like I did.
Commenter shares personal experience of moving from USA to Canada and advises policy based on lived experience and knowledge of others in similar situations.
@Ian-ux7zr
Mar 4, 2025
I lived in Surrey BC for 7 years, it's filthy, and almost completely Punjabi/Indian population. It's horrible, I had to leave because it got so unbearable.
I lived in Surrey BC for 7 years, it's filthy, and almost completely Punjabi/Indian population. It's horrible, I had to leave because it got so unbearable.
First-person lived experience account of living in Surrey BC, expressing negative views about demographic change and quality of life.
Vhardyn
Jan 30, 2026
A lot can be learned from this guy. Trumps ego is getting out of control. And sadly I voted for him. \n\nThinking I’ll move to Canada.
A lot can be learned from this guy. Trumps ego is getting out of control. And sadly I voted for him. \n\nThinking I’ll move to Canada.
Commenter shares personal voting history and expresses intention to relocate to Canada, framed as a response to US political dissatisfaction.
@donneuenschwander4457
Mar 4, 2025
These rednecks had generations to make something of themselves. That one poor looking white guy in the beginning should be ashamed of his ancestors for not making his life easier. My dad came in 1974 …
These rednecks had generations to make something of themselves. That one poor looking white guy in the beginning should be ashamed of his ancestors for not making his life easier.
My dad came in 1974 from India and worked his ass off. Drive a truck, taxi, and worked construction. Now I’m a CPA and my brother is a bloody doctor. No joke. In 1 generation. That’s how it’s done.
It’s their own fault. They couldn’t make something of it, so we will. If you don’t like it, then just do what you tell us to do: get out.
Commenter shares their father's immigration success story as a lived experience while making identity-based claims about work ethic and belonging.
beleafer22
Feb 1, 2026
I am a U.S. Citizen, and I did not vote for Trump. I am ashamed of what he is doing to our allies and hurting our people.
I am a U.S. Citizen, and I did not vote for Trump. I am ashamed of what he is doing to our allies and hurting our people.
First-person account of American citizenship and voting choice, expressing shame and implicit support for Canada's position.
@rexleon2397
Mar 4, 2025
I talk to them in a genuine Indian accent, I'm not trying to mock them, and they respect me.
I talk to them in a genuine Indian accent, I'm not trying to mock them, and they respect me.
First-person account of the commenter's personal experience interacting with immigrants using an accent.
Personal Narrative
0.85
jononolan946
Jan 29, 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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14-category DH taxonomy
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Discourse Quality (Perspective API)