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
Hey Little Donnie,take note! This is what a leader looks and sounds like. Note how he behaves! \nBTW, he’s not orange, and flailing his hands around like a dumb Asss!\n\nAmerican here from Nashville TN!
Hey Little Donnie,take note! This is what a leader looks and sounds like. Note how he behaves! \nBTW, he’s not orange, and flailing his hands around like a dumb Asss!\n\nAmerican here from Nashville TN!
Compares Trudeau favorably to Trump through satirical mockery of Trump's appearance and demeanor.
@DavidSmith-en8yl
Mar 4, 2025
“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
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
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
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
So now we punish Canada and become friends with snake Russia? Wtf, i miss Bush and Reagan, i even miss Obama.
So now we punish Canada and become friends with snake Russia? Wtf, i miss Bush and Reagan, i even miss Obama.
Compares current US administration unfavorably to past presidents (Bush, Reagan, Obama) while expressing concern about Russia relations.
@realamericanbullies
Mar 4, 2025
US don't need Canada hey Russia is greater than Canada if you do the math sorry.
US don't need Canada hey Russia is greater than Canada if you do the math sorry.
Directly compares Canada unfavorably to the United States and Russia using mathematical/ranking language.
Comparative
0.80
@Recogn1ze619
Mar 4, 2025
Can he be our president too ??????
Can he be our president too ??????
Expresses admiration for the Canadian leader by wishing he were the US president, implicitly ranking Canada's leadership favorably.
@bcool5208
Mar 4, 2025
I get the sense that Trudeau actually knows what he's actually doing. Too bad our POTUS doesn't. SMH...
I get the sense that Trudeau actually knows what he's actually doing. Too bad our POTUS doesn't. SMH...
Directly compares Trudeau favorably to the US president (POTUS), ranking Canadian versus American leadership.
Comparative
0.80
@shalamigri
Mar 4, 2025
Ah man I wish we had an actual leader like this.
Ah man I wish we had an actual leader like this.
Compares Canadian leadership favorably to the commenter's own country's leadership, implying their nation lacks strong leaders.
@RA-qf2th
Mar 4, 2025
How can you listen to a bloke like Donald Trump and even remotely consider him in the same ball park as Trudeau? The entire US administration wouldn't be able to match this man's intelligence. Republicans …
How can you listen to a bloke like Donald Trump and even remotely consider him in the same ball park as Trudeau? The entire US administration wouldn't be able to match this man's intelligence. Republicans man. The world's loudest and stupidest people.
Compares Canadian and American leaders unfavorably, with stereotyping of Americans as a group.
@mattopalooza
Mar 4, 2025
As a Brit we often hear how the USA came to our aid when we stood alone against Hitler. True but Canada was there right by our side years before from almost day one. Great …
As a Brit we often hear how the USA came to our aid when we stood alone against Hitler. True but Canada was there right by our side years before from almost day one. Great to see Canada still has some fight in them, huge respect from the UK.
Compares Canada's historical role to the USA's, praising Canada's earlier involvement and expressing respect for Canadian leadership.
@bill-wd7zs
Mar 4, 2025
I’m watching from Australia and what I’m seeing happening in America I’m glad to be an ozzy
I’m watching from Australia and what I’m seeing happening in America I’m glad to be an ozzy
Compares Australia favorably to America while asserting pride in Australian identity.
@johngiaquinto8705
Mar 4, 2025
New Yorker here. I don’t like it but I’m supporting whatever ?? feels they need to do to deal with the diapered one’s BS. Stay strong and don’t give in. The sane among us understand …
New Yorker here. I don’t like it but I’m supporting whatever ?? feels they need to do to deal with the diapered one’s BS. Stay strong and don’t give in. The sane among us understand and stand with you.
Compares US and Canadian drug policy issues, making claims about US healthcare industry and cartel money laundering without evidence.
@michaelhogan2256
Mar 4, 2025
Siamo alla fine degli USA.\nLunga vita al Canada ??❤
Siamo alla fine degli USA.\nLunga vita al Canada ??❤
Compares Canada favorably to the USA in decline, expressing preference for Canada as an alternative.
@dmzt00
Mar 4, 2025
Donald Trump will bankrupt America the same way he did to his casino in AC and other businesses.
Donald Trump will bankrupt America the same way he did to his casino in AC and other businesses.
Comparison of Trump's business failures to his potential governance, ranking leaders by economic competence.
Comparative
0.80
@MiCaroBueno-q6f
Mar 4, 2025
Can we have the Canadian President instead of ours? Both Canada and Mexico responds to the requests and demonstrate they are trying to be our allies and for some reason we still proceed into a …
Can we have the Canadian President instead of ours? Both Canada and Mexico responds to the requests and demonstrate they are trying to be our allies and for some reason we still proceed into a trade war. I think there's an aspect of the tariffs where it's a tax that's not called a tax, where there will be reductions in taxes for the wealthy and then these tariffs are added taxes for the general population.
Compares Canada favorably to the US and Mexico, while analyzing tariff policy as a regressive tax affecting the general population.
@beoldziewski
Mar 4, 2025
America, how's it feel to see a real leader in action?
America, how's it feel to see a real leader in action?
Compares Canadian leadership favorably to American leadership, implicitly praising Canada's leader as superior.
@ramboshamone9888
Mar 4, 2025
Canada's president can give a concise speech without ever using teleprompters. Maybe the U.S. can become a province of Canada.
Canada's president can give a concise speech without ever using teleprompters. Maybe the U.S. can become a province of Canada.
Compares Canadian and U.S. leadership capabilities with satirical suggestion that U.S. become Canadian province.
@saxophool
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)