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
Half Canadian half British here. Thanks for the support! We will beat trump. Unfortunately I didn’t think I’d use those words a few months ago…
Half Canadian half British here. Thanks for the support! We will beat trump. Unfortunately I didn’t think I’d use those words a few months ago…
Shares personal identity (half Canadian, half British) and expresses support for Canada against Trump.
@alex-fw1mg
Mar 4, 2025
I hate to see something like this take place, but the bullying behavior of the current administration make it unavoidable. The American people will be the losers. If I were thirty years younger, I'd be …
I hate to see something like this take place, but the bullying behavior of the current administration make it unavoidable. The American people will be the losers. If I were thirty years younger, I'd be packing the Dodge and mapping the quickest route to Canada instead of writing this.
First-person reflection on considering immigration to Canada as an alternative to American political conditions, combining lived perspective with country comparison.
@DGW1952
Mar 4, 2025
Canada please take me... i hate it here!
Canada please take me... i hate it here!
First-person expression of desire to immigrate to Canada, implying dissatisfaction with current country.
@keriw3518
Mar 4, 2025
Trump is currently ruining relationships in my, and many others, family and it's heartbreaking and dissapointing tbh.?
Trump is currently ruining relationships in my, and many others, family and it's heartbreaking and dissapointing tbh.?
First-person account of Trump's impact on family relationships, expressing emotional distress from political division.
@DylanHartwick33
Mar 4, 2025
I am from Quebec and let me tell you I filtered out all american products from my shopping list.
I am from Quebec and let me tell you I filtered out all american products from my shopping list.
First-person account of personal consumer behavior as a Quebec resident in response to political tensions.
@malain7
Mar 4, 2025
Awww man, I’m sorry sir. I don’t want to fight. I did not vote for this representation. This is tough
Awww man, I’m sorry sir. I don’t want to fight. I did not vote for this representation. This is tough
First-person expression of regret and distancing from political representation, with emotional appeal.
@jobina74
Mar 4, 2025
As an Italian American living in New York, with Italian French-Canadian cousins living in Quebec, its really upsetting to see our relationship with our closest allies fall apart due to the greed and stupidity of …
As an Italian American living in New York, with Italian French-Canadian cousins living in Quebec, its really upsetting to see our relationship with our closest allies fall apart due to the greed and stupidity of only a hand full of people – if you can even call them that.
Shares personal identity and family connections while expressing moral concern about deteriorating international relationships.
@NunoGloop69
Mar 4, 2025
This couldn’t be a worse time for me. I just recently stopped working hundreds of kilometres from home, have a kid, wife, and another kid on the way. I fear I won’t be able to …
This couldn’t be a worse time for me. I just recently stopped working hundreds of kilometres from home, have a kid, wife, and another kid on the way. I fear I won’t be able to find local work now, I just want to be with my family. Sick of oligarchs/billionaires affecting my day to day life.
First-person account of job loss and family hardship, expressing anxiety about economic conditions and systemic inequality.
@Albertan1998
Mar 4, 2025
Good speach, by Trudeau!\nMight not been a very good leader, but this he did good.
Good speach, by Trudeau!\nMight not been a very good leader, but this he did good.
Commenter offers personal assessment of Trudeau's overall leadership while acknowledging this specific speech was well-delivered.
@thesubhumancomedy
Mar 4, 2025
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
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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)