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
Nice going America. Have your egg prices gone down? Do you have a new national healthcare plan that blows the other one away? Do you consider this as more “owning the libs” and is it …
Nice going America. Have your egg prices gone down? Do you have a new national healthcare plan that blows the other one away? Do you consider this as more “owning the libs” and is it worth suffering more for the benefit of the rich? What a clown show.
Sarcastic critique of US policy outcomes and priorities, comparing healthcare and economic benefits unfavorably.
@mikehagmaier3949
Mar 4, 2025
Even thought it sounds nice he's actually lying because there IS no 1.3 Billion dollars plan in play. They can't do it because he prorogued parliament hence can't pass any bills or release funds to …
Even thought it sounds nice he's actually lying because there IS no 1.3 Billion dollars plan in play. They can't do it because he prorogued parliament hence can't pass any bills or release funds to anything. The rest seems right but that part is a fallacy.
Critiques government policy and funding claims while asserting a specific factual claim about prorogation preventing bill passage.
@RenBaiHu
Mar 4, 2025
This guy is a con artist who has handcuffed Canada's economy for a decade. The claim that Canada has had record growth and prosperity since the signing of the Canada, Mexico, U.S. trade deal is …
This guy is a con artist who has handcuffed Canada's economy for a decade. The claim that Canada has had record growth and prosperity since the signing of the Canada, Mexico, U.S. trade deal is laughable. Canadian's standard of living has deteriorated for years.
Criticizes a political leader's economic policies and claims deteriorating living standards, combining policy analysis with economic impact discussion.
@goodflop255
Mar 4, 2025
Trump is a failure of a president. Anyone with two brain cells to rub together knew this would be the outcome of another presidency and now we pay for it with our own wallets while …
Trump is a failure of a president. Anyone with two brain cells to rub together knew this would be the outcome of another presidency and now we pay for it with our own wallets while his billionaire buddies rake in the profits.
Criticism of presidential performance combined with economic argument about wealth inequality and personal financial impact.
@Muck-da
Mar 4, 2025
And absolutely nothing will change and it will only get worse. If you point out the negative impacts you are labeled as 'racist'. Joke of a country and joke of a society. They are ruining …
And absolutely nothing will change and it will only get worse. If you point out the negative impacts you are labeled as 'racist'. Joke of a country and joke of a society. They are ruining the country and pointing that out is 'racist'.
Critiques government policy as ineffective and harmful, while expressing pessimism about negative impacts and claiming legitimate criticism is silenced as racism.
winstonnn9863
Jan 27, 2026
Trump is turning America into a fascist government destroying the middle an lower class.The tariffs will starve alot of Americans, cutting all programs that help people will be devastating. Elections dont matter anymore Musk an …
Trump is turning America into a fascist government destroying the middle an lower class.The tariffs will starve alot of Americans, cutting all programs that help people will be devastating. Elections dont matter anymore Musk an starlink has fixed that. His goal is to mirror Russia an all fascist governments. He's turning Russia enemies into US enemies.
Criticizes Trump's policies (tariffs, program cuts) and expresses alarm about democratic erosion and authoritarian governance.
@edenriquez5141
Mar 4, 2025
Shouldn’t have waited four years to try to stop fentanyl
Shouldn’t have waited four years to try to stop fentanyl
Criticism of delayed government action on fentanyl crisis, targeting policy response timing.
Policy Critique
0.85
@NowOne3006
Mar 4, 2025
The two village idiots Sean Fraser and Marc Miller, the previous Immigration Ministers were just as clueless and incompetent. So no real change after 11 years.
The two village idiots Sean Fraser and Marc Miller, the previous Immigration Ministers were just as clueless and incompetent. So no real change after 11 years.
Direct criticism of specific immigration ministers and their competence over an 11-year period.
Policy Critique
0.85
hammerhead2184
Feb 27, 2026
While its certainly a good thing to talk about stopping the flow of migrants and drugs, but what results have taken place?\nTalk is one thing, but results are what matters.
While its certainly a good thing to talk about stopping the flow of migrants and drugs, but what results have taken place?\nTalk is one thing, but results are what matters.
Critiques political rhetoric about migration and drugs as insufficient without demonstrable results or concrete policy outcomes.
Policy Critique
0.85
@ernieforrest7218
Mar 4, 2025
The problem that i see here in Canada, each province doesn’t work together. One province will block other province flow of products. Hope that provinces will help one another.
The problem that i see here in Canada, each province doesn’t work together. One province will block other province flow of products. Hope that provinces will help one another.
Critiques inter-provincial coordination and trade policy, identifying systemic governance problems without personal narrative or moral framing.
Policy Critique
0.85
@JBB1636
Mar 4, 2025
Then Stop ripping us off Mr Govener
Then Stop ripping us off Mr Govener
Criticizes government policies or practices as exploitative toward citizens.
Policy Critique
0.85
@Slimmy47
Mar 4, 2025
This dude is a socialist that locked his people up during covid never forget
This dude is a socialist that locked his people up during covid never forget
Criticizes the Prime Minister's COVID policies and political ideology (socialism) while making a broader identity claim about governance.
@mister4tay568
Mar 4, 2025
I hate my Liberal Government who did this to us. They have destroyed our country. There is no coming back from this. You think this is bad, look to the rural towns and who owns …
I hate my Liberal Government who did this to us. They have destroyed our country. There is no coming back from this. You think this is bad, look to the rural towns and who owns all the businesses.......
Criticizes government immigration policy as destructive while expressing demographic anxiety about business ownership patterns.
BNezzy
Feb 3, 2026
She is doing as she is told. In a corporation the CEO makes the decisions and pass down the orders down the chain of command for them to repeat. The PMO issues the talking points …
She is doing as she is told. In a corporation the CEO makes the decisions and pass down the orders down the chain of command for them to repeat. The PMO issues the talking points and the Minister follows them.
Analyzes government bureaucratic structure and decision-making hierarchy, critiquing how policy directives flow from PMO to ministers.
Policy Critique
0.85
BonzoThePoodle
Feb 26, 2026
Lier, please. This is all happening because of your GOVERNMENT and yourself, of course . Wake ⏰️ up. All a distraction. Jail for all of you.
Lier, please. This is all happening because of your GOVERNMENT and yourself, of course . Wake ⏰️ up. All a distraction. Jail for all of you.
Blames government for problems and calls for accountability/jail, combining policy criticism with demands for action.
@robwilliams9399
Mar 4, 2025
If Trudeau acted like this and primarily focused on the economy he would’ve been unstoppable \n\nI hate Trudeau but what a good speech man
If Trudeau acted like this and primarily focused on the economy he would’ve been unstoppable \n\nI hate Trudeau but what a good speech man
Criticizes Trudeau's usual governance while praising this specific speech, expressing personal political disagreement.
@deadfullyawesome
Mar 4, 2025
What a dummy. The tariffs are reciprocal, so if this idiot puts on a larger tariff than the US, the US counters that with the same tariff! He's just raising tariffs on his own country!
What a dummy. The tariffs are reciprocal, so if this idiot puts on a larger tariff than the US, the US counters that with the same tariff! He's just raising tariffs on his own country!
Critiques a political leader's tariff policy as economically counterproductive, analyzing the mechanism of reciprocal tariffs.
Policy Critique
0.85
@7eleven297
Mar 4, 2025
the convicted felon president Trump is incapable to have a grasp of Putin's evil mind. Weak man!
the convicted felon president Trump is incapable to have a grasp of Putin's evil mind. Weak man!
Criticizes Trump's capability to handle geopolitical strategy with Putin, framing weakness as a policy/leadership failure.
@tadatadatube
Mar 4, 2025
Politicians have destroyed your country just for power.
Politicians have destroyed your country just for power.
Blames politicians for national decline through policy decisions, critiquing government leadership.
Policy Critique
0.85
what9621
Feb 1, 2026
this is NEWS to them? should have realized this at least 10 years ago!
this is NEWS to them? should have realized this at least 10 years ago!
Commenter criticizes government/institutions for delayed recognition of an immigration issue, implying policy failure over a decade.
Policy Critique
0.85
chion918
Feb 3, 2026
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)