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
Gotta love ""sanctuary cities"" draining taxpayer money to crush more people into hotels.
Gotta love ""sanctuary cities"" draining taxpayer money to crush more people into hotels.
Criticizes sanctuary city policies and government spending on immigrant housing as wasteful and harmful, combining fiscal and policy concerns.
anonymousanonymous5732
Oct 3, 2025
Unbelievable. Majority voted for this bullsh!@. That's what hurts the most?
Unbelievable. Majority voted for this bullsh!@. That's what hurts the most?
Expresses frustration with electoral outcomes and government direction, critiquing the policies voters chose.
Policy Critique
0.81
@tinkerbell8334
Mar 4, 2025
Time to get rid of the income tax entirely, it was a temporary measure to fund World War 1 and that ended 106 years ago.
Time to get rid of the income tax entirely, it was a temporary measure to fund World War 1 and that ended 106 years ago.
Challenges the legitimacy of income tax policy by questioning its historical justification and calling for its elimination.
Policy Critique
0.81
victordauphin2949
Jan 11, 2026
Im so sick of this clown… i thought you resigned? Its not ok to tariff “our closest friend?”\nYet canada is ripping us off by billions in trade and has zero control of their border? Is …
Im so sick of this clown… i thought you resigned? Its not ok to tariff “our closest friend?”\nYet canada is ripping us off by billions in trade and has zero control of their border? Is that how friends and allies act!!! The us isnt in desperate need of you canada
Criticizes PM's tariff policy and Canada's border control, framing Canada as economically exploitative and questioning the alliance relationship.
@medlaketrap
Mar 4, 2025
Trudeau and Jagmeet created this mess. The asylum seekers should stay at their homes.
Trudeau and Jagmeet created this mess. The asylum seekers should stay at their homes.
Blames political leaders for immigration policy failures and criticizes asylum seekers.
troump-the-pervrt-peeg
Jan 15, 2026
This man is so hated by his own people that he resigned 2 months ago and his replacement is set to take office sometime soon. Don’t let his way with words sway you the way …
This man is so hated by his own people that he resigned 2 months ago and his replacement is set to take office sometime soon. Don’t let his way with words sway you the way it did Canadians for almost a decade. That is all he is— all words and no action.
Critiques Trudeau's record as ineffective ('all words and no action') while warning against repeating Canadian electoral patterns, framing it as a cautionary comparison.
@VanessaH22
Mar 4, 2025
He is acting as if this is only going to hurt Americans when it will literally cripple his country. He is failing his people.
He is acting as if this is only going to hurt Americans when it will literally cripple his country. He is failing his people.
Critiques Trump's policy judgment as self-destructive and failing his constituents, combining strategic and moral critique.
@ryan05161985
Mar 4, 2025
the problem with people that immigrate to foreign countries - they think they are being treated unfairly because they pay higher fees. Most of people that immigrate for study dont know that the domestics get …
the problem with people that immigrate to foreign countries - they think they are being treated unfairly because they pay higher fees. Most of people that immigrate for study dont know that the domestics get charged lower because their fees are subsidized.
Critiques immigrant understanding of education policy, explaining the rationale behind differential tuition fees for domestic vs. international students.
Policy Critique
0.81
TruthSeeking007
Oct 2, 2025
He's only tough enough to say that to a camera, he would never say that to Trump's face!
He's only tough enough to say that to a camera, he would never say that to Trump's face!
Critiques Trudeau's authenticity and courage, questioning whether his public stance reflects genuine conviction.
Policy Critique
0.81
@jeremykoch76
Mar 4, 2025
It's already been broken for a few years now
It's already been broken for a few years now
States that the immigration system has been broken for years, offering a brief critical assessment of policy failure.
Policy Critique
0.81
yeriyark6678
Jan 21, 2026
Hypocrites are our Canadian politicians and Governments- Provincial and Federal, as they allow Canadian Companies to off shore numerous services and jobs - such as IT (software development) and get no benefit in return, except …
Hypocrites are our Canadian politicians and Governments- Provincial and Federal, as they allow Canadian Companies to off shore numerous services and jobs - such as IT (software development) and get no benefit in return, except for big profits to CEOs and shareholders. So a huge number (over 900,000+ - see Kings College report) of young Canadian graduates are unemployed, yet the Federal Govt. keep fast tracking immigrants into Canada. Canada is failing as a country; our governments fail to keep their eyes and ears with Canadians.
Commenter critiques government policy on outsourcing and immigration, citing specific statistics (900,000+ unemployed graduates) and making economic arguments about job displacement.
@frankjones3508
Mar 4, 2025
1st step government must stop face covering, prayers on the streets, and all desert clothing. Take all these immigrants send them to Trudeau's door steps and have him support them. He allowed them in without …
1st step government must stop face covering, prayers on the streets, and all desert clothing.
Take all these immigrants send them to Trudeau's door steps and have him support them. He allowed them in without Canadusn consent.
The comment critiques government immigration policy and cultural accommodation practices, calling for restrictions on religious and cultural expression.
Brisket-w2s
Aug 29, 2025
We don't buy $155 BILLION in goods from Canada...what is this clown talking a-boot?!? Lol ??
We don't buy $155 BILLION in goods from Canada...what is this clown talking a-boot?!? Lol ??
Disputes a specific trade statistic while using sarcasm and mockery to challenge the speaker's credibility.
@adamlessard5591
Mar 4, 2025
As a Trump supporter and a Trudeau detractor, it is becoming more obvious to me that this threat of tariffs has become Trumps way of bullying Canadians into becoming the 51st state. I also believe …
As a Trump supporter and a Trudeau detractor, it is becoming more obvious to me that this threat of tariffs has become Trumps way of bullying Canadians into becoming the 51st state. I also believe at the same time, Trudeau has finally grown a set of balls because he is on his way out. That being said, my respect for “Donald” is falling off. I have not lost respect for the American people but I have for current American policies…
Nuanced critique of both Trump's tariff tactics and Trudeau's response, with personal political positioning and concern about sovereignty.
@danhie3606
Mar 4, 2025
JT is a disgrace to Canadian citizens across the country.\nWhat a liar
JT is a disgrace to Canadian citizens across the country.\nWhat a liar
Canadian commenter criticizes Trudeau's leadership and trustworthiness as failing the nation, combining identity and policy critique.
@bobmurray3229
Mar 4, 2025
Trudeau is globalist scumbag. You don't hold the cards either.
Trudeau is globalist scumbag. You don't hold the cards either.
Criticizes political leadership and ideology (globalism) while asserting a counter-position, combining policy opposition with identity framing.
@deanbruno6265
Mar 4, 2025
Wow...Justin Trudeau is so disrespectful to Trump...and I don't think I heard him say thank you even once during this speech! Not acceptable! Justin needs to learn that he has no cards!
Wow...Justin Trudeau is so disrespectful to Trump...and I don't think I heard him say thank you even once during this speech! Not acceptable! Justin needs to learn that he has no cards!
Criticizes Trudeau's diplomatic conduct and demeanor during the speech as disrespectful and inadequate.
@Nigel068
Mar 4, 2025
Smart men do smart things. Idiots do dam things. Trudeau you are sugarcoating.
Smart men do smart things. Idiots do dam things. Trudeau you are sugarcoating.
Criticizes Trudeau for sugarcoating policy, framing it as inadequate or dishonest governance.
Policy Critique
0.80
@garryjean-marie5180
Mar 4, 2025
Why has this guy just grown a pair of balls now on your way out of office. Unbelievable
Why has this guy just grown a pair of balls now on your way out of office. Unbelievable
Criticizes Trudeau for acting decisively only at the end of his tenure, questioning the timing and sincerity of his actions.
Policy Critique
0.80
@JohnConnelll
Mar 4, 2025
Lets go back to the roots to see if what comes or leads to this tariffs issue. We have to clean all the mess before we can rebuild and make America great again.
Lets go back to the roots to see if what comes or leads to this tariffs issue. We have to clean all the mess before we can rebuild and make America great again.
Critiques current policies as 'mess' and calls for systemic cleanup before rebuilding.
@kimnguyen3757
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)