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 an American I'm so ashamed and embarrassed. Please know this person does not support this. I think something hinky happened with this election because the country I have grown up in does not condone …
As an American I'm so ashamed and embarrassed. Please know this person does not support this. I think something hinky happened with this election because the country I have grown up in does not condone this. I don't know how to stop this, I don't know what is going to happen and I'm scared. This isn't the America I know and I know I'm not alone in this. Please know this isn't the people.
The commenter shares a first-person account of shame and fear about political events, expressing personal emotional experience.
@kl8132
Mar 4, 2025
Many racist, Islamophobic people Being indian myself i don't like, I was hit read ended Jan 2026 Should stop now too much people who don't deserve to be here Had few accident all not at …
Many racist, Islamophobic people
Being indian myself i don't like, I was hit read ended Jan 2026
Should stop now too much people who don't deserve to be here
Had few accident all not at fault and hit by indian drivers only
Mixes personal experiences (car accidents, being Indian) with identity-based claims about undeserving immigrants, grounded in lived experience narrative.
zakiriibs
Mar 1, 2026
I am seriously considering moving to Canada where my ancestors came from. Fortunately for me it’s only a few miles away. I cannot handle the absolute criminality happening in this U.S. under the treasonous command …
I am seriously considering moving to Canada where my ancestors came from. Fortunately for me it’s only a few miles away. I cannot handle the absolute criminality happening in this U.S. under the treasonous command of a felon and a traitor!
First-person account of considering immigration to Canada based on family heritage and dissatisfaction with US governance.
@LeoLover-l9e
Mar 4, 2025
As an American i did NOT vote for this?
As an American i did NOT vote for this?
First-person statement of political non-participation, establishing the commenter's biographical stance on Trump.
Personal Narrative
0.80
@williamappleby1901
Mar 4, 2025
Make that make sense boy he's already had all my attention and then he said that and had 200% \nI'm an American and I wish I could make it make sense all I can say …
Make that make sense boy he's already had all my attention and then he said that and had 200% \nI'm an American and I wish I could make it make sense all I can say is I didn't vote for him & he(Trump) is so very deeply embarrassing
American commenter shares personal experience of embarrassment about Trump while expressing moral disapproval and clarifying they didn't vote for him.
@co0ki3M0NstAr
Mar 4, 2025
All I know I had a bad experience with high cost living in Canada. Sounds good does not mean the people living in a good life. Actions speak louder than words.
All I know I had a bad experience with high cost living in Canada. Sounds good does not mean the people living in a good life. Actions speak louder than words.
Shares lived experience of high cost of living in Canada to critique gap between rhetoric and reality.
@xuchenliu5691
Mar 4, 2025
I stand with Canada . What the orange ghoul and muskrat are doing to this country is unforgivable. As a cadaian born , but have to live here because of Air Force father wa WWII …
I stand with Canada . What the orange ghoul and muskrat are doing to this country is unforgivable. As a cadaian born , but have to live here because of Air Force father wa WWII . We are retired now and husband is a veteran, it’s already hard for us, now it will get worse.. God Canada must think they are living above a meth lab thanks to that thing in the White House. ??
The commenter shares personal background (Canadian-born, military family, retired) while expressing support for Canada and anxiety about future hardship.
@PatWilken-m6l
Mar 4, 2025
Dear Canadian friends...I am a young widow raising six sons. I hate Trump, Vance, and Elon, plus many more MAGA freaks. I have always been so proud of our common boarder...the biggest in the world. …
Dear Canadian friends...I am a young widow raising six sons. I hate Trump, Vance, and Elon, plus many more MAGA freaks. I have always been so proud of our common boarder...the biggest in the world. I am shitting in my pants. We love you guys, please believe me. ❤❤
First-person account of personal circumstances combined with expressions of anxiety about political figures and solidarity with Canada.
@zombienursern4909
Mar 4, 2025
First: sorry for my bad english. It is not my First language. \n\nThis speech was remarkable. No lies, no BS, just the facts. Wish we would here the same out of the White House. \n\nAs …
First: sorry for my bad english. It is not my First language. \n\nThis speech was remarkable. No lies, no BS, just the facts. Wish we would here the same out of the White House. \n\nAs a german who knows about german history and how everything started back then I'm terrified how fast the United States of America are moving towards a dictatorship.\n\nEvery politician around the free world should be worried about what is going to happen if DT keeps doing what he is doing, which is undermining every treaty and contract the US is having with the rest of the world.\n\nAnd on a personal note: as a child I always dreamed of someday moving to the USA. After beeing there on holiday in 2017 and also driving to Canada to visit some friends, that dream changed.\n\nDon't get me wrong, I still love your country, but you elected the worst President for the second time! WHY??? You could have known what it would be like, everything was reported on by this network and many others.\n\nAs one commentator said: this is not going to end well. And I and most of Europe and the rest of the world are thinking the same and we are afraid of the things to come.
Extended first-person account of the commenter's experience and perspective, including personal history, travel, and evolving views on countries, with comparative and moral elements.
@NeophyteToT
Mar 4, 2025
Mr Trudeaus government is awesome. best on earth now, EU too. Glad and thx God for i was immigrated to Canada instead usa
Mr Trudeaus government is awesome. best on earth now, EU too. Glad and thx God for i was immigrated to Canada instead usa
First-person account of immigrating to Canada and expressing gratitude for the choice, combined with praise for the government.
@xiuhtezcatl8161
Mar 4, 2025
As someone who grew up in Brampton, I don't have much to say other than its crazy that international students think they shouldn't pay more. That's literally how its like in every other country. If …
As someone who grew up in Brampton, I don't have much to say other than its crazy that international students think they shouldn't pay more. That's literally how its like in every other country. If you don't want to pay more to study in another country, go study in your own country and immigrate later.
Shares lived experience growing up in Brampton and compares international student fees to global norms.
DistinctlyMeFilms
Feb 7, 2026
YO THIS GUY IN MY CITY
YO THIS GUY IN MY CITY
Brief personal observation that the person featured in the video is from the commenter's city.
AryanKumar-o2h3x
Feb 8, 2026
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have …
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have some good friends who are living in Canada(they're canadian) and are drastically searching for a job they're overqualified for which just breaks my heart
First-person perspective as an Indian expressing concern about reputation damage and employment barriers faced by qualified immigrants.
kurtfks
Feb 5, 2026
I live here bro yessir
I live here bro yessir
Brief first-person assertion of residence and apparent approval/belonging in Canada.
SiddantKanthi21
Jan 27, 2026
French Canadian from Quebec here, this country is rotting. Salute to all my fellows from Ontario, it's a shame and also very worrying to watch "GTA5" driving skill in RL. Props Tyler, TY bud putting …
French Canadian from Quebec here, this country is rotting. Salute to all my fellows from Ontario, it's a shame and also very worrying to watch "GTA5" driving skill in RL.
Props Tyler, TY bud putting the spotlight on the matter. Merci beaucoups, sincerement.
First-person account from a French Canadian expressing concern about national decline, with personal identity assertion and appreciation for the video creator.
SSatyricus
Jan 27, 2026
Grew up in malton right beside Brampton this people have destroyed our country they forced all of us north 14 cars in each driveway people have mattress all over there house it’s absolutely disgusting
Grew up in malton right beside Brampton this people have destroyed our country they forced all of us north
14 cars in each driveway people have mattress all over there house it’s absolutely disgusting
First-person account of growing up in Malton/Brampton, describing perceived neighborhood decline attributed to immigrant communities, blending lived experience with demographic anxiety.
dbrown1139
Feb 5, 2026
As an Indian. I agree our govt shud focus on teaching mannerism , civic sense and discipline
As an Indian. I agree our govt shud focus on teaching mannerism , civic sense and discipline
First-person identity claim by an Indian commenter offering self-critical perspective on cultural behavior and government responsibility.
vishnukumarkr3499
Feb 9, 2026
American from a southern state, this is all the government, we the people want nothing to do with it or basically any conflict we’ve been in since at least 2004. We see what you see, …
American from a southern state, this is all the government, we the people want nothing to do with it or basically any conflict we’ve been in since at least 2004. We see what you see, and there’s a greater number of us willing to move with you than for our “government”
First-person account from an American expressing personal disagreement with their government and solidarity with Canada's position.
@ZastudilRV
Mar 4, 2025
I really believe that it just comes down to Trump feeling resentment that he will never be part of a perceived 'inner circle' of establishment world leaders. It's probably over that one time when they …
I really believe that it just comes down to Trump feeling resentment that he will never be part of a perceived 'inner circle' of establishment world leaders. It's probably over that one time when they were caught on a hot mic dissing him with Trudeau kind of leading the pack. Over the years Trump has shown over and over again that he is that petty and all of his decisions have an absolutely childish basis, yet the American people voted him in a second time. I've run out of patience with the American people too. They're not really doing anything about this except saying online that they support Canada just so they can feel a little better about themselves. If you guys want a dumpy predator for president that's your business but I will be doing my part to fight him and his unjust attacks against my country.
Extended first-person account of the commenter's frustration with Trump and commitment to defending Canada, blending personal experience with moral argument and action.
@prototek100
Mar 4, 2025
Lol I got rear ended before christmas by an Indian with no insurance. Now I got back pain
Lol I got rear ended before christmas by an Indian with no insurance. Now I got back pain
Anecdotal account of a negative personal experience with an Indian driver, implicitly linking ethnicity to irresponsible behavior.
IbeGcoin
Feb 6, 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)