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
Please understand.. thats a Nice Speach, at least it would be if he actually meant any of it, understand hes a Compulsive Liar and rarely if ever, does anything he states, usually its the exact …
Please understand.. thats a Nice Speach, at least it would be if he actually meant any of it, understand hes a Compulsive Liar and rarely if ever, does anything he states, usually its the exact opposite in fact... a whole lot of blee bla bla blee blee... a** h*** .... in my opinion
Criticizes a political figure as dishonest and ineffective, with unsubstantiated claims about compulsive lying and broken promises.
@blableebleebla
Mar 4, 2025
Incorrect! Our moronic president and his goons launched a trade war.
Incorrect! Our moronic president and his goons launched a trade war.
Critiques Trump administration's trade war policy while using inflammatory language ('moronic president').
@abaddon181
Mar 4, 2025
Sorry but I disagree with Trudeau. The word Smart is never associated with Trump. Only words like stupid, dumb, bully, racist and narcissistic described him.
Sorry but I disagree with Trudeau. The word Smart is never associated with Trump. Only words like stupid, dumb, bully, racist and narcissistic described him.
Commenter disagrees with Trudeau's characterization of Trump, offering critical commentary on political figures and their descriptions.
Policy Critique
0.75
@siewgantan7202
Mar 4, 2025
The liberals have destroyed Canada by importing millions of Indians.
The liberals have destroyed Canada by importing millions of Indians.
Criticizes government immigration policy while using partisan framing and ethnic targeting to blame political opponents.
BasedMisatoSpeaks1488
Feb 10, 2026
This guy is a woke joke!! Canada has been riding the coat tails of the USA for way too long. Time's up jack wipe. Canada needs us much more than we need the. Ariculate? Someone …
This guy is a woke joke!! Canada has been riding the coat tails of the USA for way too long. Time's up jack wipe. Canada needs us much more than we need the. Ariculate? Someone said? Makes sense? Another one said? Take the deal and win. Otherwise you're throwing the Canadian people under the bus.
Criticizes political leadership and government strategy while asserting national dependency dynamics and power relations.
@pistol777
Mar 4, 2025
Ya we not paying for them anymore
Ya we not paying for them anymore
Cryptic statement suggesting opposition to government spending or support for immigrants, critiquing policy direction.
Policy Critique
0.75
@WestKenny-l5i
Mar 4, 2025
I think this is a desperate move. Our country is in a big trouble Joe Biden, he burn a lot of money so we have to take that inconsideration of these tariff.
I think this is a desperate move. Our country is in a big trouble Joe Biden, he burn a lot of money so we have to take that inconsideration of these tariff.
Criticizes government economic policy (tariffs, spending) as a desperate move causing national trouble, blending policy analysis with economic concerns.
@g_g9329
Mar 4, 2025
Eye for eye, that is all Trump wants. There is no trade war. Trudeau should not act as an offended abandoned bride.
Eye for eye, that is all Trump wants. There is no trade war. Trudeau should not act as an offended abandoned bride.
Critiques Trudeau's policy response to Trump, comparing approaches and arguing for a different negotiating stance.
@jovankabanjac2310
Mar 4, 2025
Is he still.....relevant???
Is he still.....relevant???
Rhetorical question questioning Trudeau's political relevance and legitimacy as Prime Minister, implying criticism of his leadership.
Policy Critique
0.75
@athenazoey5093
Mar 4, 2025
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare …
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare state. As for why they let it happen because it's what they want.
Critiques government policy and welfare spending while making unsubstantiated claims about regional funding and intentional mismanagement.
hearnet5643
Jan 27, 2026
In America, no politician is allowed to have a vision that will benefit the people and the nation. The essence of America is to be consumed by corporate America until money chooses to leave the …
In America, no politician is allowed to have a vision that will benefit the people and the nation. The essence of America is to be consumed by corporate America until money chooses to leave the country when America runs out of incentives to keep it on its soil. As long as the purpose of America is to keep the dollar as a world currency and make it easy for business to operate on its soil, America politicians cannot make an acceptable proposition to the Americans left behind. America is a money making machine for corporate America and an indebtedness machine for the nation and its citizens. This love affair with money will sooner or later break the country. It is taboo to speak about the source of America's problems.
Critiques American political and economic systems as fundamentally corrupted by corporate interests, with underlying moral concerns about fairness and national wellbeing.
@johncusson5703
Mar 4, 2025
The United States DID NOT launch a trade war, Donald J. Trump did... Please don't get it confused.
The United States DID NOT launch a trade war, Donald J. Trump did... Please don't get it confused.
Distinguishes between institutional policy and individual political actor responsibility, critiquing attribution of trade war to the nation rather than Trump.
Policy Critique
0.75
@missychan63
Mar 4, 2025
Starting a trade war with Canada weakens America. This is the real reason dt has done this. Hmmm, now which countries in the world would benefit from that? Russia? China? North Korea? My only question …
Starting a trade war with Canada weakens America. This is the real reason dt has done this. Hmmm, now which countries in the world would benefit from that? Russia? China? North Korea? My only question is, what are you personally doing to stop this president?
Critiques trade war policy as strategically harmful and calls for personal action to stop the president.
@dottiebaker6623
Mar 4, 2025
What a joke why is he still involved in politics. We need an entity to crackdown on fentanyl, homeless, and migrants to stop tariffs and being cooperate trade. Not spend more money towards more deaths …
What a joke why is he still involved in politics. We need an entity to crackdown on fentanyl, homeless, and migrants to stop tariffs and being cooperate trade. Not spend more money towards more deaths in Ukraine.
Criticizes current government priorities and leadership, calling for different policy focus on domestic issues rather than international spending.
@Ceecee384
Mar 4, 2025
Well stop taking advantage of America
Well stop taking advantage of America
Criticizes Canada's immigration or trade practices as exploitative toward America.
Policy Critique
0.75
@Vuhjayjay68
Mar 4, 2025
If you believe a word this worm says, you're a fool. Canadians know better than to believe a word this self-serving fluffer says.
If you believe a word this worm says, you're a fool. Canadians know better than to believe a word this self-serving fluffer says.
Attacks a political figure's credibility and self-serving motives, appealing to Canadian identity as basis for rejection.
@CoreyBorne-mm2zg
Mar 4, 2025
There is nothing tight about Canada’s immigration policy
There is nothing tight about Canada’s immigration policy
Brief assertion that Canada's immigration policy is not sufficiently restrictive, critiquing government enforcement.
Policy Critique
0.75
evgenikolev2926
Feb 11, 2026
The prsident that froze his own peoples bank accounts,.......
The prsident that froze his own peoples bank accounts,.......
References a specific controversial government action (freezing bank accounts) as implicit criticism, though the incomplete sentence limits clarity.
Policy Critique
0.75
@BKP68
Mar 4, 2025
Good. I think Trump should be overthrown by any means necessary
Good. I think Trump should be overthrown by any means necessary
Dismissing the credibility of the video/speakers (CNN, Trudeau) while questioning the seriousness of the situation.
@ohthatpaul
Mar 4, 2025
Time for the rich people of this country to step and help us weather this storm and not move your head office and business to the U S Can't wait to see the end of …
Time for the rich people of this country to step and help us weather this storm and not move your head office and business to the U S Can't wait to see the end of the Liberals but I have to say that might be Trudeau's best speech. Too little too late tho.. Not sure calling him dumb will help no matter how true it is.
Criticizes wealthy individuals and government policy while acknowledging Trudeau's speech, mixing economic and political concerns.
@danielmarshall6732
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)