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
Trudeau for US president!
Trudeau for US president!
Compares Canadian and American leadership by suggesting Trudeau would be preferable as US president.
@doubleslit9513
Mar 4, 2025
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion …
India: 1.4 billion people
Combined population of USA, UK, Australia, Canada and NZ: 500 million
That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion Indians. Or stated another way, you could quadruple the populations of the Anglophone countries with Indians
Compares India's population to Anglosphere countries with implicit demographic anxiety about immigration capacity.
ajdz1840
Jan 27, 2026
from Germany: \nSince the war in Ukraine, Germany has been buying 13 times more gas from the USA (from 1% currently to 13%). It's time to show solidarity with Canada and get our gas from …
from Germany: \nSince the war in Ukraine, Germany has been buying 13 times more gas from the USA (from 1% currently to 13%). It's time to show solidarity with Canada and get our gas from there. To all Canadians: be grateful for such a sincere and intelligent prime minister. Thank you, Prime Minister Justin Trudeau, for your clear words!
Compares Germany's energy strategy to Canada's, frames support for Trudeau as international solidarity, and uses 'back home' reference to Germany.
@tubeorocker
Mar 4, 2025
Major reason for so much immigration of Indians is because here in india to get a well paying job and a well settled life you need to be educated and skilled. Whereas in countrys such …
Major reason for so much immigration of Indians is because here in india to get a well paying job and a well settled life you need to be educated and skilled. Whereas in countrys such as canada it is more easy to have a good living with less efforts and less education. Therefore they prefer moving out of country than working hard in there own country. And in the case of Brampton they saw an opportunity and demand for businesses and workforce so they grabbed there opportunity. Because at that time there was not much going on in Brampton when indians started immigrating . So you can say indians are the reason Brampton has grown gradually. But i do think now it is too crowded and people haven't stopped coming. Now there are no requirements as such. So that is why more useless indians are moving in canada nowadays.
Compares economic opportunities and effort requirements between India and Canada to explain immigration patterns, with mixed assessment of outcomes.
krish-p8l1k
Jan 27, 2026
mate come to Australia. six million of them.
mate come to Australia. six million of them.
Compares Canada's immigration situation to Australia's, suggesting similar demographic challenges across countries.
Comparative
0.85
kvon-b3d
Jan 27, 2026
I wish I lived in Canada, the U.S. is so embarrassing.
I wish I lived in Canada, the U.S. is so embarrassing.
Compares Canada favorably to the U.S., expressing preference for Canadian governance and national identity.
@YouTubeUzername
Mar 4, 2025
Same in uk and they drive terribly slowly
Same in uk and they drive terribly slowly
Compares Canada's situation to the UK, referencing driving behavior as a comparative observation between nations.
Comparative
0.85
Dreamon74
Jan 27, 2026
Not just happening in Canada man 😮💨
Not just happening in Canada man 😮💨
Comment extends the issue beyond Canada by noting similar problems occur elsewhere, implying cross-national comparison.
Comparative
0.85
BurtonGuster57
Jan 27, 2026
I am from Europe. Lithuania. I will say the opinion that is dominant in my country: Ex President Joe Biden was not the sharpest knife in the drawer because he is of a respectable age, …
I am from Europe. Lithuania. I will say the opinion that is dominant in my country: Ex President Joe Biden was not the sharpest knife in the drawer because he is of a respectable age, but he was a smart politician, he respected his neighbors and the all of Europe respected him. Trump destroyed everything in one month, he acts like Putin by attacking his neighbors. We are stand with Ukraine and Canada. I hope one day to visit Canada for incredible natural beauty. ( if we Lithuanians don't have to go to war with Ruzzia )
Lithuanian perspective comparing Biden and Trump's approaches, with personal narrative and cross-national solidarity with Canada and Ukraine.
@VonThom
Mar 4, 2025
Canadians do not have the same freedom of speech as we do, gun laws, and they do not spend the money we do in defense of other countries as we do so don't give me …
Canadians do not have the same freedom of speech as we do, gun laws, and they do not spend the money we do in defense of other countries as we do so don't give me that shit.
Compares Canada unfavorably to the US on freedom of speech, gun laws, and defense spending.
@jeffreyswilsonsr5200
Mar 4, 2025
looks like the uk
looks like the uk
Brief comparison of Canada to the UK based on visual appearance.
Comparative
0.85
teddy2313-g2p
Feb 12, 2026
That's a real speech. Not like the trumps erratic ramblings. Not filled with lies but with facts.
That's a real speech. Not like the trumps erratic ramblings. Not filled with lies but with facts.
Directly compares Canadian leadership speech favorably to Trump's communication style, emphasizing factual accuracy versus falsehoods.
@Ditt_o_datt_fran_bon
Mar 4, 2025
In the end, The United States will be divided by the members of the EU. And Canada will own the Entirety of the great lakes.
In the end, The United States will be divided by the members of the EU. And Canada will own the Entirety of the great lakes.
Compares geopolitical outcomes between the United States, EU, and Canada in a speculative ranking of nations.
Comparative
0.85
@Deadpan10
Mar 4, 2025
Canada, Europe, Japan, Norway, Ukraine, New Zealand, S-Korea, UK, Australia, etc. - the New West
Canada, Europe, Japan, Norway, Ukraine, New Zealand, S-Korea, UK, Australia, etc. - the New West
Lists Western nations in comparative context, implying Canada belongs to a group of developed democracies, with identity assertion about 'the New West.'
@SonOfAGun-MAS
Mar 4, 2025
Compared to all the things you have exposed in the past couple of videos, the Indians seem like the nicest of the lot.
Compared to all the things you have exposed in the past couple of videos, the Indians seem like the nicest of the lot.
Compares Indian immigrants favorably to other immigrant groups mentioned in previous videos, using ranking language.
BaronUnderbite
Jan 27, 2026
Now there is a prime Minister ....along with the French , British and Euro leaders ...then you have the FELON Trump .....a complete idiot.
Now there is a prime Minister ....along with the French , British and Euro leaders ...then you have the FELON Trump .....a complete idiot.
Comment ranks world leaders, positioning Trudeau, French, British, and Euro leaders as competent versus Trump as incompetent.
@graantmnz
Mar 4, 2025
America is too big to be threatened by Canada though.
America is too big to be threatened by Canada though.
Comment directly compares relative power and threat levels between the US and Canada.
Comparative
0.85
@youme1414
Mar 4, 2025
Many countries are facing the same issue, mine included. I'm in Singapore and the influx/invasion/ infestation is ridiculous.
Many countries are facing the same issue, mine included. I'm in Singapore and the influx/invasion/ infestation is ridiculous.
Comparison of Canada's immigration situation to Singapore, using escalating language ('influx/invasion/infestation') to frame the issue.
kenplusash
Jan 27, 2026
I live in a similar area in the UK. Many people can't see how communities are being destroyed. I feel for Canada. I visited Quebec and prefer there as the French language stops this from …
I live in a similar area in the UK. Many people can't see how communities are being destroyed. I feel for Canada. I visited Quebec and prefer there as the French language stops this from happening there!
Compares Canada to UK and Quebec, expressing concern about community change while ranking regions by immigration impact.
jerryn9690
Jan 3, 2026
Oje Amerika, reisst euch doch mal zusammen ?
Oje Amerika, reisst euch doch mal zusammen ?
German-language comment comparing America unfavorably to other nations, implying Germany/Europe handles things better.
Comparative
0.85
@ojeojeoje1990
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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