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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Policy Critique
5,980 comments
Not a very good speech. Over 90% of drug traffic reduction in 1 month, which really proves what Trump said. US official knows that significant reduction, yet, they still impose the tariff. Why will you …
Not a very good speech. Over 90% of drug traffic reduction in 1 month, which really proves what Trump said. US official knows that significant reduction, yet, they still impose the tariff. Why will you still spend so much money to help America if they do not appreciate? Grow a pair!!!
Criticizes speech quality and questions US policy logic, citing unverified drug reduction statistics as evidence.
@guoxianwu6797
Mar 5, 2025
What a bafoon, inflation will go tremendously down when we start DRILLING, and BUILDING from the USA! C-YA CANADA
What a bafoon, inflation will go tremendously down when we start DRILLING, and BUILDING from the USA! C-YA CANADA
Criticizes Canadian policy while praising US economic approaches (drilling, building) and expressing preference for the US model.
@hercules101jovatronmx7
Mar 5, 2025
The fentanyl BS from Trump is so insulting. The US wastes insane amount of time and money catching and jailing LSD, weed, and shrooms users and acts like Canada's dedicated focus on dangerous hard drugs …
The fentanyl BS from Trump is so insulting. The US wastes insane amount of time and money catching and jailing LSD, weed, and shrooms users and acts like Canada's dedicated focus on dangerous hard drugs isn't good enough. He should mind his stupid war on harmless drugs instead of attacking people tackling the truly dangerous ones
Criticizes Trump's drug policy as misguided and insulting, defending Canada's approach to drug enforcement with moral undertones.
@pretzelboi64
Mar 5, 2025
Tarriffs will just end trade
Tarriffs will just end trade
Critique of tariff policy as economically counterproductive to trade relationships.
@peterwhimster
Mar 4, 2025
American here that has extensive relationships in Canada. We don’t want this tariff war but the tariffs being implemented first by the Trump administration on behalf of US were punitive for violating USMCA and tied …
American here that has extensive relationships in Canada. We don’t want this tariff war but the tariffs being implemented first by the Trump administration on behalf of US were punitive for violating USMCA and tied directly to the border defects. This was made known in advance and you repeated empty promises. Take your medicine and get well fast. Instead of doing that, you are taking an action that will beget reciprocal tariffs. Implement $30B and Trump will add $30B….add another $125B later and Trump will add another $125B. Heads up….America wants good partners and looks forward to being past this as well. In the meantime, we are prepared to pay more (or live with less) as we get back up on our feet. We have a lot of internal healing and cannot carry any other countries right now. Not sure if that was ever a good thing for either of us. Time to heal our broken ways ….sorry if you got used to our last administration being feckless.
Detailed critique of Canadian government's tariff response strategy and comparison of US-Canada relations, framed as advice from an American perspective.
@genesispuredeaf2390
Mar 5, 2025
Trudeau is the best example of woke human trash you should just throw to the garbage as soon as possible. Canadian people are fine, but this guy is a total MORON.
Trudeau is the best example of woke human trash you should just throw to the garbage as soon as possible. Canadian people are fine, but this guy is a total MORON.
Harsh critique of Trudeau's leadership and ideology ('woke'), distinguishing between the leader and Canadian people.
@itchyscratchy14
Mar 5, 2025
Trudeau was well spoken here. Trump’s trade war is unnecessary and damaging to both countries.
Trudeau was well spoken here. Trump’s trade war is unnecessary and damaging to both countries.
Comment critiques Trump's trade war policy as unnecessary and harmful, comparing the approaches of two leaders.
@MatticusPrime1
Mar 5, 2025
why is he still speaking? he resigned, and shut parliament down!
why is he still speaking? he resigned, and shut parliament down!
Criticizes a political figure for continuing to speak after resignation and parliament shutdown, questioning legitimacy of their ongoing involvement.
@garytiffin306
Mar 5, 2025
Trudeau is a globalist lap dog.\nAnd you can hear the sniveling cowardice in his voice.
Trudeau is a globalist lap dog.\nAnd you can hear the sniveling cowardice in his voice.
Criticizes Trudeau as a globalist and attacks his character/resolve, framing him as subservient to international interests.
@Sephious_VII
Mar 5, 2025
Lol this will be interesting he giving this long speech which is great but you know what he could have did put people on the boarder we shall see how this play out for everyone
Lol this will be interesting he giving this long speech which is great but you know what he could have did put people on the boarder we shall see how this play out for everyone
Commenter uses light sarcasm to critique the government's approach, suggesting rhetoric without concrete border security action.
@Mrofficer2u
Mar 5, 2025
Canada could consider offsetting losses inflicted by the new tariffs by reducing border control spending, allowing the USA to cover the costs.
Canada could consider offsetting losses inflicted by the new tariffs by reducing border control spending, allowing the USA to cover the costs.
Proposes a policy solution to tariff impacts by reallocating border control spending, engaging with government strategy.
@martinims
Mar 5, 2025
So..... remind me again when Justin Trudeau has ever spoke the truth...... ever.
So..... remind me again when Justin Trudeau has ever spoke the truth...... ever.
Criticizes Justin Trudeau's truthfulness and credibility as a political leader.
Policy Critique
0.80
@ronmauer6755
Mar 5, 2025
Bro should not cry\nAmerica has spoonfed Canadians \nNow it is their time to stand up on their fuking knees\n\nThis is not trade war\nThis is for creating jobs in America for Americans \nSimple\nGovernor Tuesday or Trudeau
Bro should not cry\nAmerica has spoonfed Canadians \nNow it is their time to stand up on their fuking knees\n\nThis is not trade war\nThis is for creating jobs in America for Americans \nSimple\nGovernor Tuesday or Trudeau
Criticizes Canadian government's response to US trade actions while comparing Canada's position to America's economic interests.
@beluga7270
Mar 5, 2025
This guy is great and makes total sense, unlike our dumb ass president.
This guy is great and makes total sense, unlike our dumb ass president.
Criticizes the president's competence while praising the video creator, framing it as a political judgment.
@davidburns6284
Mar 4, 2025
Their is no logical relation of tariffs to fenatyl/drugs or immigration. How can a tariff solve the problem on fenatyl or immigration? I dont get it . Why not directly have solution to the problem …
Their is no logical relation of tariffs to fenatyl/drugs or immigration. How can a tariff solve the problem on fenatyl or immigration? I dont get it . Why not directly have solution to the problem rather than create another problem.
Critiques the logical connection between tariffs and drug/immigration problems, questioning policy effectiveness.
@emceeemcee1728
Mar 4, 2025
Canadians have memory holed the last 8 years of Trudeau running Canada into the ground Trump is a gift to Trudeau who comes out looking good. We are living in an 80s action movie with …
Canadians have memory holed the last 8 years of Trudeau running Canada into the ground Trump is a gift to Trudeau who comes out looking good. We are living in an 80s action movie with a dumb script that all comes together at the end with some low grade cheep chest thumping bravado
Criticizes Trudeau's governance record while using satirical comparison to an action movie to mock the political situation.
@ZuluComeHome
Mar 5, 2025
Justin is the reason Canada economy went down , yet he goes on media and throw false information
Justin is the reason Canada economy went down , yet he goes on media and throw false information
Blames a political leader for economic decline and accuses them of spreading misinformation without providing specific evidence.
@EdEd-r7w
Mar 4, 2025
Very intelligent reply by Canada against a deranged orange FELON. Tariffs are really bad for everybody.
Very intelligent reply by Canada against a deranged orange FELON. Tariffs are really bad for everybody.
Criticizes Trump's tariff policy as harmful while making a moral judgment about his character.
@JeffLynnesELO2025Tour
Mar 4, 2025
This child actor pathetic excuse for a man that ruined his own country and ruined his own peoples lives, Step aside !Just go home now !
This child actor pathetic excuse for a man that ruined his own country and ruined his own peoples lives, Step aside !Just go home now !
Harsh criticism of Trudeau's leadership and domestic record, with an implicit call for his resignation.
@GuyFawkx
Mar 5, 2025
Canada, with a weak military and liberal ideology, Communism is not great for North America. \n\nMexico with the zero Aircraft Carrier fleet... Stop. Get Help. \n\nDo better!
Canada, with a weak military and liberal ideology, Communism is not great for North America. \n\nMexico with the zero Aircraft Carrier fleet... Stop. Get Help. \n\nDo better!
Critiques Canada's military weakness and 'liberal ideology' while expressing security concerns about North American stability.
@kevinbrower1989
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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Discourse Quality (Perspective API)