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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Comparative
2,420 comments
“US credibility with allies on the line” …\nYou have no credibility at all. You are a toddler playing with an AK 47
“US credibility with allies on the line” …\nYou have no credibility at all. You are a toddler playing with an AK 47
Compares US credibility unfavorably to Canada while using harsh moral language to critique American leadership.
@markl2815
Mar 4, 2025
Wow, this is what an articulate, intelligent leader sounds. Canada, I'm envious.
Wow, this is what an articulate, intelligent leader sounds. Canada, I'm envious.
Compares Canada's leadership unfavorably to another nation's leader, expressing admiration for foreign political communication.
@stevenlefevre9178
Mar 4, 2025
Well said Trudeau, your a far better leader and human being than that orange idiot down the road will ever be!
Well said Trudeau, your a far better leader and human being than that orange idiot down the road will ever be!
Directly compares Trudeau favorably to Trump, making moral judgments about leadership and character.
@andymcnab6848
Mar 4, 2025
Wow- Intelligent, Articulate and Rational ! Could you imagine if the buffoons leading the US & Russia displayed even half of that !!
Wow- Intelligent, Articulate and Rational ! Could you imagine if the buffoons leading the US & Russia displayed even half of that !!
Compares leadership qualities across countries (US, Russia, and implicitly Canada), ranking them by intelligence and rationality.
@PeterKratzmann-o6j
Mar 4, 2025
Oh Canada!!\n Thanks CNN!!\nNext up!!\n Failing of USA , real-time prime time!\n At the hands of Donald..\nI am happy to see how American is going hurt it’s what you voted for, Donald.\n\nDonald is your scourge!
Oh Canada!!\n Thanks CNN!!\nNext up!!\n Failing of USA , real-time prime time!\n At the hands of Donald..\nI am happy to see how American is going hurt it’s what you voted for, Donald.\n\nDonald is your scourge!
Compares Canada and USA, expressing schadenfreude about American hardship while positioning Canada favorably relative to the US.
@michaeldangelo4534
Mar 4, 2025
I'm from Scotland, and it's extremely weird that we heard the exact same shit over the past few years. \n\nRich just getting richer and robbing the crap out of us....trade this ??
I'm from Scotland, and it's extremely weird that we heard the exact same shit over the past few years. \n\nRich just getting richer and robbing the crap out of us....trade this ??
Draws parallel between Scotland's and Canada's experiences with wealth inequality and trade policy, using cross-national comparison.
@bearlc89
Mar 4, 2025
As an english person what a sincere and intelligent speech - something that trump would never ever be able to make
As an english person what a sincere and intelligent speech - something that trump would never ever be able to make
Commenter identifies as English and compares Canadian leadership favorably to Trump, using national positioning.
@richardtilby4159
Mar 4, 2025
Donald Trump, can you see what a real Prime minister sounds and looks like ? smart and classy ?
Donald Trump, can you see what a real Prime minister sounds and looks like ? smart and classy ?
Directly compares Trump unfavorably to Trudeau as a leader, using comparative framing to elevate Canadian leadership.
@gloriazaalman1915
Mar 4, 2025
Trump supports won't watch or listen to this, people who hate Trump already know this.. this great speech is going to fall on deaf ears of the Maga Americans.\nCant Americans see Trump is literally making …
Trump supports won't watch or listen to this, people who hate Trump already know this.. this great speech is going to fall on deaf ears of the Maga Americans.\nCant Americans see Trump is literally making America shit cause he's a comprised Russian agent.
Compares Canadian and American political contexts while making unsubstantiated claims about Trump being a 'Russian agent' without evidence.
@jmed12
Mar 4, 2025
I wish TRUMP WOULD HAVE CLASS LIKE HIM , he is so hateful towards his own ppl but love RUSSIA ?????????????
I wish TRUMP WOULD HAVE CLASS LIKE HIM , he is so hateful towards his own ppl but love RUSSIA ?????????????
Compares Trudeau favorably to Trump, contrasting their character and international relationships.
@georgetarver962
Mar 4, 2025
tRump can barely speak ONE language; this great man speaks TWO fluently.
tRump can barely speak ONE language; this great man speaks TWO fluently.
Compares Canadian leader favorably to Trump on language ability, implicitly ranking national leadership.
@jeffreymackay4343
Mar 4, 2025
He is wooing russia , trying to keep his poll promise , show to the world that he means business. America is not into charity or goodwill , thats clear.. lesson for other countries how …
He is wooing russia , trying to keep his poll promise , show to the world that he means business. America is not into charity or goodwill , thats clear.. lesson for other countries how to deal america. Deal them as competitors, businessmen not as ur family or friend
Frames Trump's approach as a business-competitive model that other countries should learn from, comparing international relations strategies.
@lakshmansarma5924
Mar 4, 2025
I only wish The USA had honorable leaders like Trudeau and Zelenskyy real HEROS. Not our ZERO LEADERS
I only wish The USA had honorable leaders like Trudeau and Zelenskyy real HEROS. Not our ZERO LEADERS
Compares U.S. leaders unfavorably to Trudeau and Zelenskyy, praising foreign leaders while criticizing American leadership.
@sherrimccartymcmillen5124
Mar 4, 2025
Usa is acting like a selfish drunken bully
Usa is acting like a selfish drunken bully
Characterizes the USA negatively in comparison, using metaphorical language to frame international relations.
Comparative
0.80
@aymenbouazizi1837
Mar 4, 2025
European here. Economist, French and Hungarian diploma, and an postgrad deg in Int Relations fro Switzreland. I worked 3 years for Canada, Fed Gov. They are rational, honest people. What you USA are doing to …
European here. Economist, French and Hungarian diploma, and an postgrad deg in Int Relations fro Switzreland. I worked 3 years for Canada, Fed Gov. They are rational, honest people. What you USA are doing to your allies is incredibly low. Hence, the credibility is gone for this WH, and will be though job for the next to undo some of the damage. By that time, we Europe will be closer to Canada, much closer, and maybe - not desirable-. much closer to China. No, with russia -not. Until that genocdial regime your guy is in love with is zeroed. At any cost for russia. trump allies with our no1 enemy. Get the f..k rid of him and all his people asap in the interest of you all, except him and the core MAGA sect. We see whats happening there and its no joke.
European commenter establishes credibility through personal background, compares Canada favorably to the US, and frames US actions as morally problematic.
@tamasgyorffy1
Mar 4, 2025
My God the voice of reason. Smh. Donald Trump is a complete fool. I hope you idiots that voted for this treasonous ba@#$&! are happy. We in the US can only wish that we had …
My God the voice of reason. Smh. Donald Trump is a complete fool. I hope you idiots that voted for this treasonous ba@#$&! are happy. We in the US can only wish that we had an articulate and intelligent man to lead the US. Please Lord save us from this buffoon.
Compares Canadian and US leadership favorably, positioning Canada's leader as superior while critiquing US political choices.
@candy123444
Mar 4, 2025
Americans heading down the path of becoming a collapsed civilization.
Americans heading down the path of becoming a collapsed civilization.
Compares US and another nation's trajectories, expressing concern about US decline relative to others.
@adey5102
Mar 4, 2025
Ahh to live in a country with a president that is diplomatic, logical, and strategic. It'll be a long lost memory for America soon enough. Wake up maga seriously wake up.
Ahh to live in a country with a president that is diplomatic, logical, and strategic. It'll be a long lost memory for America soon enough. Wake up maga seriously wake up.
Compares Canada's leadership favorably to America's, contrasting diplomatic/logical governance with perceived decline in the US.
@theWittyginger
Mar 4, 2025
Jealous how Canada has such an intelligent man compared to the clowns we have, they need to be impeached for real!!
Jealous how Canada has such an intelligent man compared to the clowns we have, they need to be impeached for real!!
Compares Canadian leadership favorably to American leadership, ranking nations and expressing national pride.
@janishood1138
Mar 4, 2025
I wish he was America’s President!!
I wish he was America’s President!!
Commenter expresses preference for Canadian leadership over American, implicitly ranking nations.
@georgesherrill3371
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)