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
Surprising how despite me voting for him the first time, I wasn't proud of his stance u til after he announced his retirement. But when it comes to protecting our country, party lines dissolve. We …
Surprising how despite me voting for him the first time, I wasn't proud of his stance u til after he announced his retirement. But when it comes to protecting our country, party lines dissolve. We all have the same sense of pride and the same education as to what that means.
First-person account of voting history and evolving political views, emphasizing national pride transcending party lines.
@scotstasiuk5508
Mar 4, 2025
It's hard to believe i used to be a Democrat
It's hard to believe i used to be a Democrat
First-person account of political identity shift away from Democratic affiliation.
@forthepeoplebythepeople2442
Mar 4, 2025
First time I listen to Trudeau’s speech, it’s really good. A decent man comparing to Donald
First time I listen to Trudeau’s speech, it’s really good. A decent man comparing to Donald
First-person account of listening to Trudeau's speech for the first time, with a comparative judgment about his character.
@ericliu7635
Mar 4, 2025
We lived in Canada for 15 years and we heard a lot how Canada hated us. The facts are Port of Vancouver is mega drug port. Just go to East Hastings
We lived in Canada for 15 years and we heard a lot how Canada hated us. The facts are Port of Vancouver is mega drug port. Just go to East Hastings
Shares lived experience in Canada while making unverified claims about drug trafficking at Port of Vancouver.
@HIKERNATIONOfficial
Mar 4, 2025
If I were not married, I'd move to Canada or Mexico for the next four years. I'm a veteran, and just don't understand why we are turning on our friends and neighbors.
If I were not married, I'd move to Canada or Mexico for the next four years. I'm a veteran, and just don't understand why we are turning on our friends and neighbors.
First-person account of considering emigration due to Trump policies, framed as betrayal of international friendship.
@sheilabrown3052
Mar 4, 2025
THe type of leader the U.S. used to have and deserves. Instead a little less than half of the voters in the U.S. chose Trump. Everyday as an American I die a little more.
THe type of leader the U.S. used to have and deserves. Instead a little less than half of the voters in the U.S. chose Trump. Everyday as an American I die a little more.
First-person account of American identity and emotional distress about political leadership choices.
@puskare
Mar 4, 2025
As a US citizen from GUAM, this guy thinks we need him, I have nothing made in Canada at my house. He makes no sense but sounds like a democrat
As a US citizen from GUAM, this guy thinks we need him, I have nothing made in Canada at my house. He makes no sense but sounds like a democrat
First-person account of commenter's location and consumer habits, combined with political identity framing.
@allentajalle7078
Mar 4, 2025
Fentanyl was around in 2005 killed a best friend of mine but nothing like this someone has tried to flood us and kill us. They been using drugs destroy us forever ?
Fentanyl was around in 2005 killed a best friend of mine but nothing like this someone has tried to flood us and kill us. They been using drugs destroy us forever ?
Shares personal loss from fentanyl while expressing fear of deliberate drug flooding as a threat to the nation.
@FACEtheMusic-k9m
Mar 4, 2025
I support you Prime Minister. In 2016 the day after “he” was elected I started my research to figure out how we could move to Canada. It wasn’t possible for us at the time. I’m …
I support you Prime Minister. In 2016 the day after “he” was elected I started my research to figure out how we could move to Canada. It wasn’t possible for us at the time. I’m so deeply saddened by this monstrous and despicable decision by him that will affect both of our countries so horribly.
First-person account of considering immigration to Canada in response to Trump's election, expressing support for Trudeau.
@Pamela6767
Mar 4, 2025
Moving to Canada! Too many economists predicted these tariffs would kill our economy. CHURCH
Moving to Canada! Too many economists predicted these tariffs would kill our economy. CHURCH
Commenter announces intention to relocate to Canada based on economic concerns about tariffs, combining personal decision with economic reasoning.
@tsyd691
Mar 4, 2025
Dear Canadians, Americans love you! Our heart is breaking. Why can’t we have a president with manners and dignity?\n\nAs a Daughter of the American Revolution and a veteran I want to apologize for my country. …
Dear Canadians, Americans love you! Our heart is breaking. Why can’t we have a president with manners and dignity?\n\nAs a Daughter of the American Revolution and a veteran I want to apologize for my country. \n\nI’m not sure how everyone can be so fooled by this man who I knew was a lecherous thug the first time I saw him back in the 90s. When he was dying to sit at Elaine’s table, but she wouldn’t have him. Everyone knows he’s scum.
First-person account of identity (veteran, DAR member) combined with moral critique of Trump and solidarity with Canada.
@NikkiPlassenthal-y3w
Mar 4, 2025
I respect you so much for this, Mr. Trudeau and I do not blame you. I wish the people could do something, but the people have spoken and no one listens. We are just trapped …
I respect you so much for this, Mr. Trudeau and I do not blame you. I wish the people could do something, but the people have spoken and no one listens. We are just trapped here. I feel powerless to do anything. I can’t afford to fight in oligarch I have to survive this country and work my ass off just to live paycheck to paycheck. I haven’t got time for this shit. I guess I’m gonna have to quit my job and become a full-time political activist! That’s not realistic I have children. I have an autistic grandchild who is also blind that I’m raising I ain’t got time for this shit but you gotta do what you gotta do. It’s time for a revolution.
First-person account of economic hardship, family responsibilities, and feelings of powerlessness, with a call for systemic change.
@user-xn9zj3yd7u
Mar 4, 2025
He is not my legacy! I am so embarrassed and heartbroken. ? \nI think Trudeau handled himself very well, considering he’s dealing with a orange ?
He is not my legacy! I am so embarrassed and heartbroken. ? \nI think Trudeau handled himself very well, considering he’s dealing with a orange ?
First-person expression of personal embarrassment and emotional response to political leadership, with implicit national identity concern.
@hopenoack8857
Mar 4, 2025
American here. Donald Trump is NOT smart. You’re too kind. He’s a bumbling idiot in my opinion.
American here. Donald Trump is NOT smart. You’re too kind. He’s a bumbling idiot in my opinion.
Identifies as American and shares personal opinion/judgment about a political figure, grounded in first-person perspective.
@anne8511
Mar 4, 2025
I’ve been more afraid of being an American Citizen than I’ve ever thought conceivable. But more so I’m ashamed, ashamed that my fellow citizens voted in that monstrosity and his bottom feeder cabinet members and …
I’ve been more afraid of being an American Citizen than I’ve ever thought conceivable. But more so I’m ashamed, ashamed that my fellow citizens voted in that monstrosity and his bottom feeder cabinet members and ‘friends’. Ashamed that the rest of us didn’t apparently work hard enough to keep him out.
First-person expression of fear and shame as an American citizen, combined with moral judgment of fellow citizens' choices.
@BlueDawn23
Mar 4, 2025
I am an American and our current President is not only stupid, but he's also insane and demented.
I am an American and our current President is not only stupid, but he's also insane and demented.
First-person statement of identity as American combined with personal criticism of political leadership.
@jeanneschultz65
Mar 4, 2025
I'm a Native American fm Arizona. Been ur neighbor for years!! Inspite of what Trump is doing nothing will change that!! This man call Trump is definitely not a smart man!! Otherwise, it would have …
I'm a Native American fm Arizona. Been ur neighbor for years!! Inspite of what Trump is doing nothing will change that!! This man call Trump is definitely not a smart man!! Otherwise, it would have been business as usual. He is rushing his agenda only to cause conflicts, gain attention and he doesn't have a whole lot of time (3 yrs 8 months)!! I'm sure the next president after he's gone will fix all the damages his caused and done!!???
Shares lived experience as a Native American neighbor while critiquing Trump's approach and timeline.
@ElsieSlim-j9j
Mar 4, 2025
As a American I find the actions of Vladimir Trump absolutely disgusting! I didn't vote for that scumbag! I live right across the st Lawrence river from Canada and I love that country as well!!!
As a American I find the actions of Vladimir Trump absolutely disgusting! I didn't vote for that scumbag! I live right across the st Lawrence river from Canada and I love that country as well!!!
First-person account of American identity and geographic proximity to Canada, expressing moral disapproval of Trump and affection for Canada.
@dougwilson6778
Mar 4, 2025
I want to move to Canada! The United States will never be the same with Trump in there.
I want to move to Canada! The United States will never be the same with Trump in there.
First-person expression of intent to move to Canada, comparing it favorably to the United States under Trump.
@pathabbena8101
Mar 4, 2025
American here. Some of us didn’t want this. Our president is a selfish narcissistic sociopath
American here. Some of us didn’t want this. Our president is a selfish narcissistic sociopath
First-person identification as American expressing moral disapproval of Trump's character traits.
@rootieboy
Mar 4, 2025
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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)