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 am so disappointed in Trump's decision. I believe we will regret it. I think we're (US) living in chaos and fear.
I am so disappointed in Trump's decision. I believe we will regret it. I think we're (US) living in chaos and fear.
First-person expression of disappointment and emotional response to Trump's decision, grounded in personal experience of living in chaos.
@victoriaheisser7137
Mar 4, 2025
I voted blue and moved from a red state over to a blue state because I don't agree with conservative republican views. I especially didn't want Trump back in office because I thought he was …
I voted blue and moved from a red state over to a blue state because I don't agree with conservative republican views. I especially didn't want Trump back in office because I thought he was horrible the first time. My heart sunk after the election because I saw this coming. I'm hoping for some sort of impeachment because dealing with Trump for 4 more years seems unfathomable.
First-person account of voting behavior, relocation decision, and emotional response to election outcome.
@bigoledaddyz
Mar 4, 2025
I am so sorry Canada, truly. I'm embarrassed that our president would do this. It's shameful. Please know that even though the majority of votes put Trump into office, it wasn't a landslide. Something like …
I am so sorry Canada, truly. I'm embarrassed that our president would do this. It's shameful. Please know that even though the majority of votes put Trump into office, it wasn't a landslide. Something like 40% of us did NOT vote him in. Therefore, there are many, many Americans who did not want him, do not want his politics and are seriously sorry for his actions.
First-person account of American embarrassment and apology, combined with moral appeal about responsibility and representation.
@kristilynH
Mar 4, 2025
My Girlfriend and I just cancelled a 3 week driving vacation to the USA...Thanx Donald you saved us about 12 thousand....
My Girlfriend and I just cancelled a 3 week driving vacation to the USA...Thanx Donald you saved us about 12 thousand....
First-person account of cancelled vacation with economic impact, expressing frustration with US policy.
@buddha5896
Mar 4, 2025
I live in Calgary and the north east areas like Saddletowne and Martindale is also pretty much like India.
I live in Calgary and the north east areas like Saddletowne and Martindale is also pretty much like India.
First-person account of lived experience in Calgary with comparative observation about demographic change.
FastCarsNoRules220
Feb 17, 2026
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
First-person account of lived experience as a Catholic Indian immigrant facing discrimination, combined with identity claims about assimilation and belonging.
rusartrt
Jan 27, 2026
I had 2 Indian dormmates when I was studying in Australia. They were the most rude and hypocritical blokes I've met. I guess all the things people said about indians are true.
I had 2 Indian dormmates when I was studying in Australia. They were the most rude and hypocritical blokes I've met. I guess all the things people said about indians are true.
First-person anecdote about dormmates used to generalize about an entire ethnic group.
leo77978
Feb 17, 2026
The guy was not punjabi rather from haryana
The guy was not punjabi rather from haryana
Factual correction about the regional/ethnic origin of a person featured in the video.
Personal Narrative
0.85
Amrit1811-i3v
Feb 16, 2026
I been a legal immigrants in a few countries (for work) and I would always adapt to the country im in. And I usually dont go to places that are from my native country. Im …
I been a legal immigrants in a few countries (for work) and I would always adapt to the country im in. And I usually dont go to places that are from my native country. Im in the new country to experience that, if I want my native country things, I do it at home or go back to my country.
First-person account of immigrant experience emphasizing cultural adaptation and integration values.
PCB389
Feb 28, 2026
I did'nt vote for the giant orange turd.
I did'nt vote for the giant orange turd.
First-person statement of voting behavior, a biographical detail about personal political participation.
Personal Narrative
0.85
@clarkrobert785
Mar 4, 2025
I think I'll move to Canada.
I think I'll move to Canada.
A first-person statement about the commenter's intention to relocate to Canada.
Personal Narrative
0.85
@whalertales3416
Mar 4, 2025
5:40 what is he talking about?? R*** is definitely against African culture, and Africans are not slow.. I just visited Kenya a month ago, while there was some people that were rude, touchy, aggressive, etc. …
5:40 what is he talking about?? R*** is definitely against African culture, and Africans are not slow.. I just visited Kenya a month ago, while there was some people that were rude, touchy, aggressive, etc. it was great we went to some high fashion couture events, parties, etc and it was all fun. Also my dad is Kenyan native, tribe is luo and he’s currently an important engineer and software engineer for multiple large companies.
Commenter shares lived experience visiting Kenya and family background (father is Kenyan engineer) to counter perceived stereotypes about African culture and intelligence.
Κ-9
Feb 6, 2026
I wish I could emigrate to Canada but I am stuck here in America with that damned fool Trump.
I wish I could emigrate to Canada but I am stuck here in America with that damned fool Trump.
Expresses personal desire to emigrate and frustration with current circumstances, framed through individual aspiration.
@wa1ufo
Mar 4, 2025
I come from a long line of Canadian’s, I’m not a fan of Trudeau but I have to say he made me proud today standing up to the school yard bully. I know most Americans …
I come from a long line of Canadian’s, I’m not a fan of Trudeau but I have to say he made me proud today standing up to the school yard bully. I know most Americans don’t support what Trump is doing because as Canadian and Americans we are decent hard working people who don’t need a government that doesn’t speak for the people God bless us all the world needs to find a way for peace our children and grandchildren deserve better.
First-person account of family heritage and changed perspective on Trudeau, combined with cross-border solidarity and moral appeals for peace.
@jondion6015
Mar 4, 2025
I am an Indian in Canada but the students that are coming here are js ruining the image of people who came way before, one thing is half of them are tryna get a gf …
I am an Indian in Canada but the students that are coming here are js ruining the image of people who came way before, one thing is half of them are tryna get a gf or get married so they dont have to go back to India, in fact half of them are weird to girls for some reason. I am so done with this.
First-person account from an Indian immigrant in Canada expressing frustration with newer arrivals and their behavior.
HimathyChalamet
Feb 15, 2026
When visiting PEI, I was shocked to see that most shops, restaurants was full of Indian people.
When visiting PEI, I was shocked to see that most shops, restaurants was full of Indian people.
First-person account of a visit with an observation about demographic composition that carries implicit identity/belonging concerns.
jtee8062
Feb 15, 2026
I'm from Ukraine. Thanks American people and Canadians for your support, understanding, help, but Trump is madness and weakness. The American president and Vance has humiliated the all people of Ukraine in our fight for …
I'm from Ukraine. Thanks American people and Canadians for your support, understanding, help, but Trump is madness and weakness. The American president and Vance has humiliated the all people of Ukraine in our fight for independence.
First-person account from Ukrainian perspective expressing gratitude while condemning Trump's policies as morally wrong.
@ЕленаПетрова-с3т
Mar 4, 2025
Im a foreign nurse who once aspired to migrate and serve Canada but the laws were so restrictive and professional requirements very stringent. I ended up migrating in USA. What happened to your standards.
Im a foreign nurse who once aspired to migrate and serve Canada but the laws were so restrictive and professional requirements very stringent.
I ended up migrating in USA. What happened to your standards.
First-person account of attempting to immigrate to Canada, finding barriers, and choosing USA instead, implicitly critiquing Canadian policy.
AJC-i7c
Feb 14, 2026
I live in Ontario, canada. I am an immigrant, but I think the title is fake news. Canadians are 100% united against mass immigration. I don't know if this narrative is politically motivated or bought. …
I live in Ontario, canada. I am an immigrant, but I think the title is fake news. Canadians are 100% united against mass immigration. I don't know if this narrative is politically motivated or bought. It's not true.
Immigrant sharing lived experience in Ontario while critiquing the video's narrative as false or politically motivated.
SekouKelleh-o7y
Feb 13, 2026
Canada, will you take me? I’m nice, democrat, and speak some French…. The US is not my country anymore. I’m from a democrat state…
Canada, will you take me? I’m nice, democrat, and speak some French…. The US is not my country anymore. I’m from a democrat state…
First-person account of an American seeking to immigrate to Canada due to political dissatisfaction.
@great-garden-watch
Mar 4, 2025
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)