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
Search & Filter
Comparative
2,420 comments
What exports do usa sell around the globe? Coca cola, Macdonald/fast food. Garbage fatty food. Automobiles, all shit. , clothing, all cheap nasty crap. No one byesLevi's, nike, polo , say goodbye to Burberry, gucci, …
What exports do usa sell around the globe? Coca cola, Macdonald/fast food. Garbage fatty food. Automobiles, all shit. , clothing, all cheap nasty crap. No one byesLevi's, nike, polo , say goodbye to Burberry, gucci, d&d McQueeni could go on in the thousandsof brands. US OIL , SHALE OIL, poor quality, shit beer, shit wine, shit whiskey etc etc . OPEC WONT CAVE. CANADA already, stopping Electric from Canada to Northern US stares. Already crops dying on the vine, etc because the workers have bee deported. And now he stop aid, to Ukraine. Europe, Uk, Commonwealth Countries, increases nations every day now, is turning it/ their backs. What shame, truly a shame.
Comment compares US exports and quality negatively to other nations, framing Canada/Europe favorably against American products and policies.
@BarbaraNichols-m7h
Mar 4, 2025
Oh western capitalism, bad Russians Bad Chinese but Good Americans Good Europe.Now see what happened. Beautiful democracy huh.
Oh western capitalism, bad Russians Bad Chinese but Good Americans Good Europe.Now see what happened. Beautiful democracy huh.
Comment compares Western capitalism and different nations' approaches, critiquing perceived hypocrisy in how different countries are judged.
dogacanturan4180
Oct 8, 2025
haha that why i told to westerner Democracy will never works. Communism is the best system if talk about stability and control. come visit Vietnam we will teach you how to build a nation. not …
haha that why i told to westerner Democracy will never works. Communism is the best system if talk about stability and control.
come visit Vietnam we will teach you how to build a nation. not a market run by many political booth.
Democracy will never work it will fail if the voters are a broken voters, this system are very easy to shaken just hijack the education system it will fall. it was catastrophic design failure.
Compares Canada's democracy unfavorably to Vietnam's system and communism, with sarcastic/ironic tone about Western governance failures.
endtimeslips4660
Nov 6, 2025
Total population of Punjab is not even 1 % of india
Total population of Punjab is not even 1 % of india
Provides demographic context comparing Punjab's population to India's total, contextualizing scale.
Comparative
0.75
Furrybrothers-LabradorAndGSD
Feb 6, 2026
Principles for Dealing with The Changing World Order By Ray Dalio. \nAlthough it may seem like Trump is hurting the economy at the time being. He is doing the US economy a long term favor. …
Principles for Dealing with The Changing World Order By Ray Dalio. \nAlthough it may seem like Trump is hurting the economy at the time being. He is doing the US economy a long term favor. Nothing personal against our fellow Canadians. We love our allies. But the US needed a Leader like Trump after the Bummy Biden administration. God Bless EVERYONE reading this comment. We will all make it through this.
Compares US and Canadian leadership, references a book on geopolitics, and expresses solidarity with allies while supporting Trump's economic approach.
@mariofuentes1562
Mar 4, 2025
More than 2trillion GDP of Canada vs 27trillion gdp of USA
More than 2trillion GDP of Canada vs 27trillion gdp of USA
Compares Canada's GDP to the USA's, using economic metrics to frame relative national standing.
@erahhernandez1521
Mar 4, 2025
Oh, it would be so nice to have a solid leader like Trudeau, not the criminal we have.
Oh, it would be so nice to have a solid leader like Trudeau, not the criminal we have.
Compares Canadian and US leadership, expressing preference for one leader over another in a comparative context.
@lindseyarnold1586
Mar 4, 2025
As an American, this makes sense. We have always had a deficit with canada and Europe. Trump wants that to end, and America is always stronger on its own. As much as I like our …
As an American, this makes sense. We have always had a deficit with canada and Europe. Trump wants that to end, and America is always stronger on its own. As much as I like our neighbors in Canada, your government is trash and has been trashing your country. You guys need your own donald
American commenter comparing US and Canadian governments while advocating for nationalist economic policy and stronger leadership.
@gabevive71
Mar 4, 2025
just a couple of mistakes here and there, USA's biggest ally is México, Canada is a close 2nd. But Canada and Mexico can be great partners work together and just forget the dumbasses in between …
just a couple of mistakes here and there, USA's biggest ally is México, Canada is a close 2nd. But Canada and Mexico can be great partners work together and just forget the dumbasses in between =)
Compares Canada and Mexico as US allies while advocating for partnership and cooperation between them.
@mfahmel
Mar 4, 2025
Shoulda been paying attention to what's going on in UK.....
Shoulda been paying attention to what's going on in UK.....
References UK immigration issues as a cautionary comparison, implying Canada should learn from negative outcomes elsewhere.
CharleneM-vw7pv
Nov 22, 2025
At 15:01, he talks about food equality, but this man is blind to reality. When he reached India, people were being killed for eating beef, and Christian churches, priests, and mosques were attacked... https://www.youtube.com/watch?v=ZmluOfaiv0A
At 15:01, he talks about food equality, but this man is blind to reality. When he reached India, people were being killed for eating beef, and Christian churches, priests, and mosques were attacked... https://www.youtube.com/watch?v=ZmluOfaiv0A
Compares Canada to India by citing alleged religious violence there, using comparative framing to critique immigration policy.
techrider3152
Nov 20, 2025
This is beautiful, how well spoken, how are articulate this is a real leader. I'm so impressed, as an American I am disappointed when Donald opens his mouth. This is a sad day for Amaga's …
This is beautiful, how well spoken, how are articulate this is a real leader. I'm so impressed, as an American I am disappointed when Donald opens his mouth. This is a sad day for Amaga's I mean Americans oops. You losers get what you voted for. Where's the low prices?
Compares Canadian and American leaders/politics while asserting national identity through criticism of the US.
@dogmannx
Mar 4, 2025
Even when they do American things they do it smarter than us (USA).
Even when they do American things they do it smarter than us (USA).
Compares Canada favorably to the USA while making a self-deprecating comment about American competence, using comparative ranking with light irony.
_Mr.Tuvok_
Feb 12, 2026
India could send 2,000,000 peoppe to EVERY country on earth and still hage 1 Billion indians in india. That includes countries like the Vatican, Luxembourg and Micronesia, countries with essentially no population.
India could send 2,000,000 peoppe to EVERY country on earth and still hage 1 Billion indians in india. That includes countries like the Vatican, Luxembourg and Micronesia, countries with essentially no population.
Comparative demographic argument using exaggerated/false statistics to frame India's population relative to other nations.
coltontheisen01
Jan 27, 2026
Russia would want nothing more than to see the US alienate itself from its allies. All is going to plan.
Russia would want nothing more than to see the US alienate itself from its allies. All is going to plan.
Compares US-Russia geopolitical dynamics and frames US policy as playing into Russian interests, with underlying threat narrative.
@pdxJAZ
Mar 4, 2025
As a American ,we can't make it make sense at all, our president dreams to be a murderous dictator too I guess
As a American ,we can't make it make sense at all, our president dreams to be a murderous dictator too I guess
American commenter contrasts their president negatively with Canadian leadership, invoking moral concerns about authoritarianism.
@kimberlycornelius7911
Mar 4, 2025
Wow and I thought we had it bad. What a sh*t show... no pun intended
Wow and I thought we had it bad. What a sh*t show... no pun intended
Compares Canada's immigration situation unfavorably to the commenter's own country, with mild sarcasm.
ryanjensen9375
Jan 27, 2026
Trump continues to demonstrate he is 100% aligned with Putin.
Trump continues to demonstrate he is 100% aligned with Putin.
Commenter makes a comparative claim about Trump's alignment with Putin, positioning geopolitical actors in relation to each other.
@hepcat5199
Mar 4, 2025
Trump wanna be Putin? Same feather flocks together. ???
Trump wanna be Putin? Same feather flocks together. ???
Compares Trump to Putin using a metaphorical expression, framing them as similar figures with shared characteristics.
@sarahaustria351
Mar 4, 2025
Looks like London
Looks like London
Compares the appearance or character of a Canadian location to London, using geographic/comparative reference.
Comparative
0.75
hinglemccringleberry9494
Jan 27, 2026
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)