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
why couldn't america get this guy? he's leaving office soon, maybe American could get him...just a thought guys.
why couldn't america get this guy? he's leaving office soon, maybe American could get him...just a thought guys.
Compares Canadian and American leadership, humorously suggesting Americans should recruit Trudeau as their leader.
@chrisbrowne3174
Mar 4, 2025
Please Canada has abused all of the help he gets from the USA \n\nCOME ON
Please Canada has abused all of the help he gets from the USA \n\nCOME ON
Compares Canada-USA relationship and frames Canada negatively relative to the USA, with nationalist undertones.
@rafealrafeal6716
Mar 4, 2025
Our Canadian leader eill HELP US , are you going to help your citizens trump?
Our Canadian leader eill HELP US , are you going to help your citizens trump?
Compares Canadian and American leadership responsiveness to citizens, implicitly calling for Trump to act like the Canadian leader.
@Sunshine22896
Mar 4, 2025
America , this is what a leader looks like, eloquent, smart, literate, honest. Not what you have skeaming, liar, treasonous, preditor and criminal. \n\nWhy republican voyers cannot see this disgusts me. If you cant see …
America , this is what a leader looks like, eloquent, smart, literate, honest. Not what you have skeaming, liar, treasonous, preditor and criminal. \n\nWhy republican voyers cannot see this disgusts me. If you cant see what damage he is doing. You are whats wrongbwith America , and you have no right to call yourself a patriot as you brought your own nations to its knees. Trust me America will fall under Trump and Vance.
Compares Trudeau favorably to Trump across multiple dimensions while making moral arguments about patriotism and national damage.
@andrewf3746
Mar 4, 2025
Trudeau was all washed up with his party. Trump made the Liberal party stronger!
Trudeau was all washed up with his party. Trump made the Liberal party stronger!
Compares Trump's impact on Canadian politics to Trudeau's leadership, suggesting Trump strengthened the opposition party.
@pdxmack
Mar 4, 2025
Go to surry lol
Go to surry lol
References another Canadian city, implying comparative context about immigration patterns.
Comparative
0.75
calwildboy
Sep 20, 2025
Next up Canada will b America least there cost of living will go down and they will have constitutional protections
Next up Canada will b America least there cost of living will go down and they will have constitutional protections
Compares Canada to America and predicts economic benefits (lower cost of living) from political union.
@JohnWood-u6z
Mar 4, 2025
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout …
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout British Indians in Uganda. Colonialist English empire was the cause of of Idi Amin's actions. British Kingdom migrated thousands of Indians as cheap labour to build rail lines to mineral rich regions extending to DRC- Uganda city of Kasese and Kilembe mines. When the railway was completed, they offered them British citizens including those born in Uganda. The colonial British gave them business loans, including Indian banks to extend credit and loans to Indians without surerities. They were allocated colonial govt freehold land for free in the most prime areas of uganda major cities like Kampala, Jinja, Masaka, Mbale, Soroti, Mpigi, Tororo etc while black Ugandan indegenous people were pushed into the rural areas to work in factories, mines and businesses set up for British Asians. As you can guess, business class get super rich while Africans who didnt work on their own coffee, cotton, and domestic farms were left to work as clerks, securicor, teachers, Christian clergy/ reverands and local tax collectors for the govt. Brutal as he was, Indi Amin saw and used this imbalance as a second liberation war, economic war, to kick out all British Asians holding UK Passports and any other Ugandan born who didnt want to abide by the authority of indegenous people. Amin killed whoever tried to challenge his life president, he killed 72 ugnadans, mainly politicians by public firing squad aired on TV. He killed the Anglican Archbishop Luwum, he killed the 1st Ugandan Chief Justice Ben Kiwanuka. He was brutal BUT, every Ugandan is celebrating his nationalism of caring for ordinary people AND opening their eyes on trade and business by KICKING OUT economy sacking British Asians. This is history I saw and followed because i was a kid in primary school at the time 1972. In addition to that Indians in Uganda were so arrogant to indegenous Ugandans, I experienced it. So when i see how Canadians resent them I dont feel for them unfortunately. I already had enough on my plate in Canada. Indians were the owners of biggest to smallest shops in major cities and town in Uganda because of free capital and soft loans, financed business premises thru the colonial British suckers. They showd that arrogance which pissed most of the indegenous Ugandans. For example if you went to a shop and burgained on a KG of sugar or bread, or shirt, and didnt get fail to buy because you dont have that much or failed to get a good deal, the Indian shopkeeper would insult any Afriacn in Indian- Luganda accent " oba tayagala genda malala jali..mali ya nyoko?". meaning " If you dont want to buy go, others are there will buy, is this your capital/ stock?". Many songs were sung after the 1972 kickout depicting that phrase/ quote.
Compares Canada's immigration patterns to UK and African countries, providing historical context about colonial-era migration and demographic shifts across nations.
cyasa1926
Oct 11, 2025
As non American ?? I like how trump deals with those clowns ?
As non American ?? I like how trump deals with those clowns ?
Non-American commenter expresses approval of Trump's approach compared to others, using comparative international perspective.
@Abdull922-e6s
Mar 4, 2025
Come do business with Europe Canada, we are rearming we will happily buy your resources <3
Come do business with Europe Canada, we are rearming we will happily buy your resources <3
Compares Canada favorably to Europe and proposes economic partnership based on resource trade.
@califax007
Mar 4, 2025
I remember worse relationships between the US and Canada. Did the Canadians conquer Washington at that time?
I remember worse relationships between the US and Canada. Did the Canadians conquer Washington at that time?
References historical US-Canada relations with a rhetorical question implying current tensions are exaggerated, using comparative framing with subtle irony.
@peterdeplewski6355
Mar 4, 2025
Well.. Arguably Nova Scotia had the advantage of being a eastern port with the potential to be greater GDP than Manhattan. Many people blame its zero or negative growth on restrictive immigration policy, whereas the …
Well.. Arguably Nova Scotia had the advantage of being a eastern port with the potential to be greater GDP than Manhattan.
Many people blame its zero or negative growth on restrictive immigration policy, whereas the USA pretty much just let everyone in.
Mind you, nowadays you need to be making about $140,000 USD to survive as a renter in Manhattan, so - maybe it was the correct move.
Compares Canada's restrictive immigration policy to the USA's open approach and their respective economic outcomes, using historical examples.
babelfishdude
Jun 21, 2025
I wish we had a president with this IQ.
I wish we had a president with this IQ.
Compares leadership quality between countries, implicitly ranking national leaders.
@geraldvounas2452
Mar 4, 2025
50% of Americans didn't want this either but thank you for wearing a suit so Trump can take your concerns and suggestions seriously. 50% of Americans are now fashion designers and follow blindly until our …
50% of Americans didn't want this either but thank you for wearing a suit so Trump can take your concerns and suggestions seriously. 50% of Americans are now fashion designers and follow blindly until our current administration policies effect them negatively.
Compares American and Canadian political contexts while critiquing policy responses and public opinion dynamics across borders.
@oscartorres7058
Mar 4, 2025
Do Canadian expats go around mixing with other folks when they reside in for instance in Spain? I know, I’ve just taken that as an example, but it illustrates the point!😊
Do Canadian expats go around mixing with other folks when they reside in for instance in Spain? I know, I’ve just taken that as an example, but it illustrates the point!😊
Compares immigrant integration in Canada to Canadian expat behavior abroad, using Spain as example.
MrPharu500
Oct 4, 2025
Every business is all for themselves, I respect to all of the nation which they are trying to do what is best for their own country.
Every business is all for themselves, I respect to all of the nation which they are trying to do what is best for their own country.
Compares Canada's approach to other nations' self-interest, implying Canada should prioritize its own country like others do.
@UnforgettablePearl
Mar 4, 2025
Really over 50 percent vote for this. It would be funny if It's not so sad in the same time. For now, it will work for the USA, but the boomerang will fly back. Your …
Really over 50 percent vote for this. It would be funny if It's not so sad in the same time. For now, it will work for the USA, but the boomerang will fly back. Your Partner realize now finally that the US is not trustful anymore. They need a bit of time to prepare but if it's done, America is isolated (ok Russia and North Korea will still like you). The world continue rotating, with or without the USA. But maybe It's what the American wants so it's fine. But Trump's territorial claims are a shame. Regards from Germany.
Compares US and international standing, with concerns about America's isolation and trustworthiness in global relations.
@kothagl
Mar 4, 2025
Congrats to every American citizen who put a dictator at the White House
Congrats to every American citizen who put a dictator at the White House
Compares Canada favorably to the USA by criticizing American political leadership.
@MILETANTAS
Mar 4, 2025
I wish Trudeau was our President. Trump needs to go! DOWN WITH TRUMP!!!
I wish Trudeau was our President. Trump needs to go! DOWN WITH TRUMP!!!
Compares Trudeau favorably to Trump while implicitly calling for Trump's removal from office.
@DIY4CFH
Mar 4, 2025
Now is the time for the world imposes trade sanctions on the Russian proxy state that is the USA.
Now is the time for the world imposes trade sanctions on the Russian proxy state that is the USA.
Compares USA to Russia and calls for international sanctions, framing geopolitical relationships.
@jamesbrecht2295
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)