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
Tough talks from someone who has been sucking up from the US. You allowed 100,000 of our citizens died because of your open boarder policies.
Tough talks from someone who has been sucking up from the US. You allowed 100,000 of our citizens died because of your open boarder policies.
Criticizes government border policies and makes an unverified claim about 100,000 deaths caused by open border policies.
@EduardoBO-s9y
Mar 4, 2025
Why does every other Country appear to have professionals in office except the USA. Donald and his hats and meme coins. Musk and his Chainsaw. Vance and his ... well, he's got nothing actually other …
Why does every other Country appear to have professionals in office except the USA. Donald and his hats and meme coins. Musk and his Chainsaw. Vance and his ... well, he's got nothing actually other than repeating what his puppet master says.
Criticizes US leadership competence by comparing it unfavorably to other countries, with satirical jabs at Trump administration figures.
@PrinterMan1956
Mar 4, 2025
Our government did this to us, specifically the liberal party with their rampant hubris and corruption. As someone who just turned 20, and watched my country get ruined by these people- I’ll not vote for …
Our government did this to us, specifically the liberal party with their rampant hubris and corruption.
As someone who just turned 20, and watched my country get ruined by these people- I’ll not vote for for that party for MANY years until they start partaking in accountability and stop selling the birthright of our younger generation from right under us.
Criticizes Liberal government policy and corruption while announcing voting intentions as a consequence.
cdawg1cdawg165
Jan 28, 2026
A precise statement that elucidates the stupidity of Mr Trump's actions. There are no winners in a tariff war. ??
A precise statement that elucidates the stupidity of Mr Trump's actions. There are no winners in a tariff war. ??
Criticizes Trump's tariff policy as economically counterproductive, with comparative framing about trade war outcomes.
@AVera-f6f
Mar 4, 2025
A clueless immigration minister fits in well with a clueless electorate . The illegal alien extortionists that have been caught in murder and assault with ilegal handguns have claimed asylum and have about six years …
A clueless immigration minister fits in well with a clueless electorate . The illegal alien extortionists that have been caught in murder and assault with ilegal handguns have claimed asylum and have about six years of taxpayer funded lawyers to help them remain in Canada. Tim Hortons laid off Canadian full time workers and imported temporary part time workers and the tacpayer pays half their wages. A company worty of a nation wide boycott.
Criticizes immigration minister and asylum/legal system while citing economic concerns about worker displacement and taxpayer costs.
ReddyFox73
Feb 26, 2026
Trudeau....you put us here ........do you think Canadians have forgotten all the scams and damage you and your liberal party have caused ?
Trudeau....you put us here ........do you think Canadians have forgotten all the scams and damage you and your liberal party have caused ?
Directly criticizes Trudeau and the Liberal party's policies and governance record, with implicit call for accountability.
@sherryvanderkooi7459
Mar 4, 2025
Big L for the Canadian Government
Big L for the Canadian Government
Dismissive criticism of Canadian government policy using slang ('Big L' = big loss), indicating disapproval of immigration-related decisions.
Policy Critique
0.85
Colton828
Jan 28, 2026
I would day no refugees get anything beyond emergency or maintenance health care. And no appeals.
I would day no refugees get anything beyond emergency or maintenance health care. And no appeals.
Proposes restrictive policy changes regarding refugee healthcare access and appeals processes, critiquing current immigration support mechanisms.
Policy Critique
0.85
jenevievephillips
Feb 24, 2026
THANK YOU FOR COMING TO PIR GREAT WHITE NORTH AND COVERING THIS. all of our mainstream media is govn funded (tax payer funded) and they spread nothing but propaganda and lies. I truly truly hope …
THANK YOU FOR COMING TO PIR GREAT WHITE NORTH AND COVERING THIS. all of our mainstream media is govn funded (tax payer funded) and they spread nothing but propaganda and lies. I truly truly hope you investigate more in Canada !
Criticizes government-funded mainstream media as propaganda while calling for more independent investigation into Canadian immigration.
Mk1tt225
Jan 27, 2026
Wish the USA had a mature, intelligent leader who could speak in complete sentences and didn't tell us lie after lie.
Wish the USA had a mature, intelligent leader who could speak in complete sentences and didn't tell us lie after lie.
Criticizes a political leader's competence and truthfulness, focusing on governance quality rather than immigration specifically.
Policy Critique
0.85
@HamptonGuitars
Mar 4, 2025
Don’t blame the Indians, blame your own government!
Don’t blame the Indians, blame your own government!
Deflects blame from a specific ethnic group to government responsibility, critiquing policy while defending against stereotyping.
Self-funded50Cents
Jan 27, 2026
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
Notice that he didnt say anything about America working with Israel. I guess politicians say whatever is convenient.
Notice that he didnt say anything about America working with Israel. I guess politicians say whatever is convenient.
Criticism of political inconsistency and selective messaging in government statements.
Policy Critique
0.85
@tomlewis9776
Mar 4, 2025
I can't believe you all are lauding Trudeau. What a joke
I can't believe you all are lauding Trudeau. What a joke
Dismissive criticism of Trudeau's policies and leadership, expressing disapproval of government direction.
Policy Critique
0.85
@maliajenningsaj
Mar 4, 2025
Ah, the good old foreign drivers license exchange - bring anything from anywhere and exchange it for a Canadian drivers license! This country is so fucked at every level it's mind-boggling.
Ah, the good old foreign drivers license exchange - bring anything from anywhere and exchange it for a Canadian drivers license! This country is so fucked at every level it's mind-boggling.
Criticizes government policy on driver's license exchange as inadequate oversight, with hyperbolic language expressing systemic concern.
Isaard
Jan 28, 2026
Well said Mr. Trudeau! We Canadians absolutely support your statements. I certainly hope, that if the US remove the said tariffs, that we will keep our export tariffs on the selected products for 4 years. …
Well said Mr. Trudeau! We Canadians absolutely support your statements. I certainly hope, that if the US remove the said tariffs, that we will keep our export tariffs on the selected products for 4 years. Let the next ad ministration get the win of us removing the tariffs. Yes we will go through a rough time, but we will get through it. Enough with the threats from Trump.
Critiques US tariff policy and Trump's threats while asserting Canadian national identity and resilience.
@harleyquebecenrevue3580
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
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
Refuge's claim should be deemed recevable only if made outside the canadian territory. In an other country, in a canadian embassy.
Refuge's claim should be deemed recevable only if made outside the canadian territory. In an other country, in a canadian embassy.
Proposes a specific policy change regarding where refugee claims should be processed, critiquing current asylum procedures.
Policy Critique
0.85
Ben-bq5dn
Feb 26, 2026
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
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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)