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
How about trade between Canadian provinces? First, we should remove interprovincial tariffs. I live in BC so I paid extra tax the Alberta oil much more than American. What a shame, especially liberal under Justin. …
How about trade between Canadian provinces? First, we should remove interprovincial tariffs. I live in BC so I paid extra tax the Alberta oil much more than American. What a shame, especially liberal under Justin. I think the Conservatives should govern Canada. ?? I mean simple thing liberal was good last 9years then keep liberal otherwise, another party must govern our true north Canada.
Critiques current government policy on interprovincial trade and taxation, advocating for alternative governance and economic approaches.
@jdy1974
Mar 4, 2025
The Sock Puppet did this. He is not very bright but he is pretty, so the Canadian female voters vote for him because the Conservative leaders who have brains and good policies are just not …
The Sock Puppet did this. He is not very bright but he is pretty, so the Canadian female voters vote for him because the Conservative leaders who have brains and good policies are just not pretty enough. Sad but true.
Critiques government leadership and voter behavior while making gendered identity claims about political preference.
paulpower2680
Jun 23, 2025
No, Canada didn't break it. Justin rainbow socks Trudick broke it
No, Canada didn't break it. Justin rainbow socks Trudick broke it
Commenter blames the Prime Minister for Canada's problems using mocking language ('rainbow socks Trudick'), combining criticism with sarcasm.
itsallgonetohell
Aug 1, 2025
This is not a competent government
This is not a competent government
Brief criticism of government competence, likely referring to immigration or related policies discussed in the video.
Policy Critique
0.75
Homesteadof2
Mar 2, 2026
Trudeau hasn’t done anything blistering since his black face
Trudeau hasn’t done anything blistering since his black face
Criticism of Trudeau's political record and accomplishments as a leader.
Policy Critique
0.75
@deaconsyxx322
Mar 4, 2025
When I think of Trudeau, the last thing I think about is “blistering”. Please.
When I think of Trudeau, the last thing I think about is “blistering”. Please.
Dismisses characterization of Trudeau as 'blistering,' implicitly critiquing the framing or his performance.
Policy Critique
0.75
@stbradle-j1z
Mar 4, 2025
If you care about America so much why did you wait tell Trump was president to put your new border policy in?
If you care about America so much why did you wait tell Trump was president to put your new border policy in?
Challenges the timing and sincerity of border policy implementation through rhetorical questioning.
@letsroll492
Mar 4, 2025
United States needs to stop military backing on Canada immediately and put a wall up?
United States needs to stop military backing on Canada immediately and put a wall up?
Critiques US military support for Canada and proposes border wall policy, framed as security/separation concern.
@jamesdarby6636
Mar 4, 2025
Everything is broken.
Everything is broken.
Vague assertion that systems are failing, likely referring to immigration policy outcomes, though lacks specific detail.
Policy Critique
0.75
prabhdeepdhahan1147
Jun 17, 2025
CRITICAL !!!!!!! Minerals wow the word CRITICAL. Critical for what?????? Dodgy
CRITICAL !!!!!!! Minerals wow the word CRITICAL. Critical for what?????? Dodgy
Questions the use of the word 'critical' in policy language while expressing skepticism about government framing.
@MikeCross-q2r
Mar 4, 2025
While Canadians' outrage over Trump's policies is still understandable, we now witness Americans who ought to stand with their president choose to support this hypocritical person, Trudeau, who has persecuted and still persecutes many of …
While Canadians' outrage over Trump's policies is still understandable, we now witness Americans who ought to stand with their president choose to support this hypocritical person, Trudeau, who has persecuted and still persecutes many of his fellow citizens, including truck drivers and anti-vaccine activists, in the name of freedom of speech. Words cannot adequately describe such behavior.
\nIn this terrible time of the U.S. national debt, everyone must be with their president and no one else.
Criticizes Trudeau's policies toward truck drivers and anti-vaccine activists while asserting American national loyalty and framing Trudeau as hypocritical.
@ricardosaldanha6662
Mar 4, 2025
Our goverment is a piece of shit TRUMP NEEDS TO GO IVE ALWAYS HATED THAT MAN.
Our goverment is a piece of shit TRUMP NEEDS TO GO IVE ALWAYS HATED THAT MAN.
Expresses strong disapproval of government and Trump while implicitly calling for political change.
@debrasapp6456
Mar 4, 2025
JUSTIN TRUDEAU IS ACTUALLY THE HATED MAN IN CANADA EVEN HE NEED 10 BODYGUARDS TO MOVE AROUND FOR HIS DAILY LIFE AS PM OF CANADA WOULD CANADA CITIZENS THAT DEPENDING ON AMERICA FOOD TO SAVE …
JUSTIN TRUDEAU IS ACTUALLY THE HATED MAN IN CANADA EVEN HE NEED 10 BODYGUARDS TO MOVE AROUND FOR HIS DAILY LIFE AS PM OF CANADA WOULD CANADA CITIZENS THAT DEPENDING ON AMERICA FOOD TO SAVE MONEY AND STAY ALIVE NOW TARIFFS ON AMERICA GOODS HOW HAPPY CANADA PEOPLE BE WITH HOA HAS MORE POWER THAN HIS OWN CITIZENS.POOR CANADA CITIZENS MAY CHOOSE CHEAP FOOD TO SURVIVE JUSTIN TRUDEAU EVIL DICTATORSHIP.\nJUSTIN TRUDEAU HAS DONE NOTHING GOOD FOR CANADA AND HIS CITIZENS EVEN HIS EXISTENCE ON THE WORLD LIKE A BULB SWITCH HE THERE AND THE NEXT HE GONE FOR YEARS NOTHING FAMOUS GOOD HE DONE RECORDED BY INTERNATIONAL REPORTERS 0%.\nCANADA HAS ITS OWN HOMELESS PEOPLE WILD ON CANADA STREET BUT INTERNATIONAL PEOPLE DON'T KNOW ABOUT IT.
Extensive criticism of Trudeau's policies and governance, with concerns about economic hardship, homelessness, and perceived mismanagement.
@KILLEREND-rb5fd
Mar 4, 2025
He’s ruined Canada in 9 years. Don’t forget about Trudeaus carbon tax and many other taxes. Don’t forget that carbon tax increases very very soon. Don’t forget that he just gave Ukraine another 5 billion …
He’s ruined Canada in 9 years. Don’t forget about Trudeaus carbon tax and many other taxes. Don’t forget that carbon tax increases very very soon. Don’t forget that he just gave Ukraine another 5 billion and that’s why trump still imposed the terrifs.
Criticizes multiple government policies (carbon tax, Ukraine aid) with some unverified causal claims about tariffs.
@LGR3500
Mar 4, 2025
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go. Anyone remember Trudeau's promise …
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go.
Anyone remember Trudeau's promise to end FPTP? Yeah I had a little hope for that, that could have saved Canada.
Critiques electoral system and past political promises while expressing frustration about lack of democratic solutions to immigration.
jairpoppelwell2120
Jun 21, 2025
Hundreds? A drop in the bucket
Hundreds?
A drop in the bucket
Dismissive critique of government immigration numbers as insufficient or ineffective response.
Policy Critique
0.75
KayJay940
Feb 18, 2026
Trudeau is a joker. He always lies. Talks like a juvenile,. remember he accused India for killing terrorists..what happened no proof.
Trudeau is a joker. He always lies. Talks like a juvenile,. remember he accused India for killing terrorists..what happened no proof.
Criticizes Trudeau's credibility and references an unverified claim about India accusations without evidence.
@baazarkibaatein
Mar 4, 2025
lol your the reason why trump is doing this? You bullied him for 9 years in office. Now he wants you to resign and you won’t. ?
lol your the reason why trump is doing this? You bullied him for 9 years in office. Now he wants you to resign and you won’t. ?
Blames Trudeau for Trump's tariff actions, framing the conflict as retaliation for past criticism.
@afar9587
Mar 4, 2025
Wait, wait... 7:50. Trump is not smart. Even Trump must know he's an idi&t.
Wait, wait... 7:50. Trump is not smart. Even Trump must know he's an idi&t.
Critiques Trump's intelligence with sarcastic tone, combining serious policy critique with mocking commentary.
@Joelmonterrey
Mar 4, 2025
All he needed to do to secure Canada's borders. They should be doing that anyways. But Trudeau decides to hurt his own people by having a trade war with the USA. CANADIANS are angry with …
All he needed to do to secure Canada's borders. They should be doing that anyways. But Trudeau decides to hurt his own people by having a trade war with the USA. CANADIANS are angry with Trudeau
Criticizes Trudeau's trade war policy while asserting Canadian public anger, blending policy analysis with identity claims.
@Al13n1nV8D3R
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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