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
Well done Canada, Trump is a dictator ??
Well done Canada, Trump is a dictator ??
Compares Canada favorably to the US by criticizing Trump, with an implicit moral judgment about dictatorship.
@RogerSmallwood
Mar 4, 2025
Canada ?? come on - buy European goods. Much more high quality standard and better food, buy our food and cooperate with us without taxes ?? ? ??
Canada ?? come on - buy European goods. Much more high quality standard and better food, buy our food and cooperate with us without taxes ?? ? ??
Compares Canada unfavorably to European alternatives, suggesting better quality and cooperation opportunities elsewhere.
@vintason
Mar 5, 2025
Yall some sad Americans fr yall just good with the U.S funding an being taken advantage of yall weird. Oh an don’t waste ya time replying cuz if you do you a dick eater.It’s America …
Yall some sad Americans fr yall just good with the U.S funding an being taken advantage of yall weird. Oh an don’t waste ya time replying cuz if you do you a dick eater.It’s America first
Commenter compares Canada/US favorably and asserts national identity/superiority while dismissing American policy.
@louiev2979
Mar 4, 2025
Wow, Trump is making some huge progress for the USA, in less than a month he has upset more countries, of which were mostly allies of America, and turned them into anti Americans and all …
Wow, Trump is making some huge progress for the USA, in less than a month he has upset more countries, of which were mostly allies of America, and turned them into anti Americans and all in less than a month, and he calls that progress into making America great again .. maga ? Really or maybe it stands for making a globe angry. There’s only a very small handful of people that actually like Trump, that’s his family (debatable) JD (his puppet) and Putin (his new ally) wow America what have you done ??
Compares Trump's US policies to other countries' perspectives while making moral judgments about diplomatic damage and leadership.
@grumpygrandad1216
Mar 5, 2025
Calm down Canada. Trump ain't playing and I for one agree that y'all have literally skated through life. Skate away big boys. Uuuuuuu! Who are you threatening? FFS!\n\nAnyway, I'm in Kenya worried about police killings …
Calm down Canada. Trump ain't playing and I for one agree that y'all have literally skated through life. Skate away big boys. Uuuuuuu! Who are you threatening? FFS!\n\nAnyway, I'm in Kenya worried about police killings and such...?
Compares Canada's situation to Kenya and uses sarcasm to frame Canada's relative privilege globally.
@The-Wa.Wa-Girls
Mar 5, 2025
Trump and Putain have the same mindset one wants Ukraine and other wants Canada
Trump and Putain have the same mindset one wants Ukraine and other wants Canada
Comparison of Trump and Putin's territorial ambitions, drawing parallel threat to Canada.
@abdrabotalbi22
Mar 5, 2025
From Europe. We're the reasonable, polite democratic world. The contrast between this speech and the entitled crass bullies couldn't be more glaring\nAs to Mr Orange, he's been a Russian asset for decades
From Europe. We're the reasonable, polite democratic world. The contrast between this speech and the entitled crass bullies couldn't be more glaring\nAs to Mr Orange, he's been a Russian asset for decades
Contrasts European democratic values with Trump's approach and makes unsubstantiated claim about Russian asset status.
@MartineEEvans
Mar 5, 2025
It’s not just Canada, I’m just saying, you find them everywhere 😂
It’s not just Canada, I’m just saying, you find them everywhere 😂
Compares Canada to other countries, suggesting a global pattern with humorous tone.
xPersianKing
Jan 27, 2026
trump is saying 'we're not friends anymore'. That's it. The message is clear.
trump is saying 'we're not friends anymore'. That's it. The message is clear.
Interprets Trump's rhetoric as a threat to Canada-US relations and frames it as a significant geopolitical shift.
caroltee2242
Dec 10, 2025
Other countries want what we have so instead they migrate no are populating in the 🇺🇸 BECAUSE THEY feel like the citizen of America aint doing shit with America
Other countries want what we have so instead they migrate no are populating in the 🇺🇸 BECAUSE THEY feel like the citizen of America aint doing shit with America
Compares Canada and the US regarding immigration and immigrant integration, suggesting different national attitudes.
morallybiased1772
Jan 27, 2026
The beginning of the end of the American Empire has begun and Russia and China will capitalize on this decline of the American empire
The beginning of the end of the American Empire has begun and Russia and China will capitalize on this decline of the American empire
Compares US decline to rise of Russia/China; makes geopolitical assertions without evidence.
@kwezikolweni9385
Mar 4, 2025
from Russia. we're almost there too.
from Russia. we're almost there too.
Compares Russia's situation to Canada's immigration trajectory, implying concern about following a similar problematic path.
realmedik1779
Jan 27, 2026
This kid's ancestor probably didn't get a share from the east india company,
This kid's ancestor probably didn't get a share from the east india company,
References historical colonial context (East India Company) to frame current immigration through comparative historical lens.
thrillingtales1920
Jan 27, 2026
Putin and Russia are no longer the huge superpower they were, look at China, Europe and India all with much greater military and economies than Russia yet Trump is appeasing Putin and fighting its friends …
Putin and Russia are no longer the huge superpower they were, look at China, Europe and India all with much greater military and economies than Russia yet Trump is appeasing Putin and fighting its friends and in China it's largest trading partner it is just mad.
Compares Russia's power to China, Europe, and India while critiquing Trump's foreign policy choices and alliances.
@allworldmusic8270
Mar 4, 2025
Hi Tyler . In Germany they have spots.( there Arabia typ ) don't have to go, to the place. But in the US they give them a Dame hole town.😂 Nuts. Also the Ghana Town. …
Hi Tyler . In Germany they have spots.( there Arabia typ ) don't have to go, to the place. But in the US they give them a Dame hole town.😂 Nuts. Also the Ghana Town. Greetings from Munich
Compares immigration policies and ethnic neighborhoods across Germany, the US, and Canada.
Comparative
0.75
MrAce0074
Jan 27, 2026
as mexican our president Claudia Sheimbaun thinks the same as Tradeau, when he says that all trump is doing against Canada , Mexico and China is not about fentanil,
as mexican our president Claudia Sheimbaun thinks the same as Tradeau, when he says that all trump is doing against Canada , Mexico and China is not about fentanil,
Commenter compares Canadian PM Trudeau's position to Mexican President Sheimbaun's stance, framing both as aligned on trade/fentanyl policy issues.
@ernestopinto1473
Mar 4, 2025
México nowdays has a efficient, knowledgeable. and honest president that wanted to have fair trade agreements with Canada and the United States ...however the US government choose to fight and blame the neighbors to the …
México nowdays has a efficient, knowledgeable. and honest president that wanted to have fair trade agreements with Canada and the United States ...however the US government choose to fight and blame the neighbors to the north and south by braking every single rule of the free trade among the three countries ......CHINA , CANADA AND MEXICO ....oviously will retaliate the same way and Definitely the US citizens will be the most hurt ....mexico always have been resilient from wars. Pandemics , bad politicians , economy , etc etc etc ....mexicans have the strength to recovery sooner than later and this one won't be diffrent .....mexico will continue to have agreements with Europe. Asia , and Latin America with the option to have talks with bricks ...we all know the world is totally diffrent.now .....The 1800s are gone and will never come back that's for sure !!
Extensive comparison of Mexico, Canada, and US trade relationships and resilience, with critique of US trade policy violations.
@JorgeGarcia-mh5il
Mar 4, 2025
They all want to send more things to the U.S. but many of us in the U.S. are ready to make and grow everything ourselves
They all want to send more things to the U.S. but many of us in the U.S. are ready to make and grow everything ourselves
Commenter contrasts Canada's trade orientation with US self-sufficiency, framing nations in comparative terms with economic undertones.
@PharaohSaidThat
Mar 4, 2025
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town …
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town into an assimilation of their country make it make sense. Loved how the Indian lady summed it up because immigrants are different
Compares Canada to other countries regarding cultural assimilation expectations and immigrant behavior.
sharelleturner7279
Feb 7, 2026
Yeah, the American empire is over with
Yeah, the American empire is over with
Comment ranks nations by comparing American and Canadian power/status, suggesting decline of US relative position.
Comparative
0.75
@Bem-r6p
Mar 4, 2025
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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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