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
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
Donald will somehow blame our economic collapse on Biden, DEI, or someone else. It's clear that his policies have consequences and he doesn't believe they do or care if they do or both.
Donald will somehow blame our economic collapse on Biden, DEI, or someone else. It's clear that his policies have consequences and he doesn't believe they do or care if they do or both.
Critiques Trump's policies and his refusal to acknowledge consequences, with moral disapproval of accountability avoidance.
@bullit199
Mar 4, 2025
Trudeau says it is a bad policy change. That said, Quebec has their own immigration policy
Trudeau says it is a bad policy change. That said, Quebec has their own immigration policy
References government policy positions and provincial immigration autonomy, analyzing political responses to immigration policy.
Policy Critique
0.81
CanadianReturnee
Feb 11, 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
What's there to think about when it comes to sending law enforcement to enforce the law? Soft men creating hard times for everyone is exactly what's wrong with this country.
What's there to think about when it comes to sending law enforcement to enforce the law? Soft men creating hard times for everyone is exactly what's wrong with this country.
Comment criticizes government enforcement leniency and frames weak leadership as causing societal problems.
apocalypse369
Feb 3, 2026
CANADA IS BROKEN. canada is nothing like it used to be. the corruption is insane.
CANADA IS BROKEN. canada is nothing like it used to be. the corruption is insane.
Critiques Canada's current state and corruption while lamenting cultural/institutional decline.
nuggetboi1068
Jan 29, 2026
When you elect someone who has never cared about anything but his own interests this can happen.
When you elect someone who has never cared about anything but his own interests this can happen.
Criticism of elected leadership's self-interested motives and resulting policy failures.
Policy Critique
0.81
@wupapi39
Mar 4, 2025
Hahaha we want to be friends you know like the ones who never have their wallet. The kind of friends that screw over their own people with laws and rules that the supreme leaders decide …
Hahaha we want to be friends you know like the ones who never have their wallet. The kind of friends that screw over their own people with laws and rules that the supreme leaders decide is “hate”. \nBoy he sure doesn’t want to talk about the dollar amount huh? We want free military and free money now!!!! Stomp stomp stomp give me my money daddy Trump. All you have to do is make a little effort on your end there Justin. All we are doing is reciprocating the kindness you show us. Your military members support you? \n\nPut it to a vote if you will not censor them I think you might get a sense of how out of touch you are with your own country. \n\nWe love Canadians we dislike the leadership and the smashing laws that take it out on the common citizen that don’t live in a drug riddled city. You know the majority of your citizens?
Extended critique of Canadian government policies, leadership, and laws affecting citizens, with calls for democratic accountability and expressions of economic/social grievance.
@JoshB-ro7lv
Mar 4, 2025
You talk about the French Language??? Ottawa is a ENGLISH province. The French language was implemented by Trudeaus dad when it was English only and Quebec wanted to separate. The French people take up our …
You talk about the French Language??? Ottawa is a ENGLISH province. The French language was implemented by Trudeaus dad when it was English only and Quebec wanted to separate. The French people take up our government jobs in Ottawa and leave the lower paying jobs to other non speaking French. Go to Quebec they have NO ENGLISH SIGNS, but come to Ottawa making sure they are entitled!. Im sick of the language barrier its discrimination and take the free riders from other countries with you.
Critiques language policy implementation and claims French speakers receive preferential government job treatment, framing it as discrimination.
Pantherqueen-r2i
Aug 27, 2025
They don't want in the USA. They just want to get out of India. But go anywhere else then Canada. We don't need more people here, we can't even help our own
They don't want in the USA. They just want to get out of India. But go anywhere else then Canada. We don't need more people here, we can't even help our own
Critiques immigration policy by arguing Canada should prioritize helping its own citizens rather than accepting immigrants, framing a resource allocation concern.
thatheckingguy
Jan 28, 2026
What so America has to pay for everything. Think money grows on trees. Trump and his staff is the best thing to ever happen. So STFU
What so America has to pay for everything. Think money grows on trees. Trump and his staff is the best thing to ever happen. So STFU
Defends Trump's tariff policy as economically justified while dismissing critics with dismissive language.
@brandonbennett9220
Mar 4, 2025
Imagine people in charge don't have the paperwork.They never have the paperwork
Imagine people in charge don't have the paperwork.They never have the paperwork
Critiques government administrative competence and documentation systems in immigration enforcement.
Policy Critique
0.81
JohnnyMac04
Oct 3, 2025
Honestly these immigrants are better than most other immigrants since most of them aren’t illegal, went through background checks through legal immigration, and at least they speak English. The low intelligence ones that eat shit …
Honestly these immigrants are better than most other immigrants since most of them aren’t illegal, went through background checks through legal immigration, and at least they speak English. The low intelligence ones that eat shit and shit on street most likely don't meet the immigration requirement to Canada.
Analyzes immigration policy outcomes by comparing legal immigrant groups and their compliance with background checks and language requirements.
tamanegi1040
Jan 27, 2026
Mr. Trudeau if you hadn’t destroyed Canada’s economy we wouldn’t be in this situation of weakness. You are delusional to think that we should trust a liberal government to save us.
Mr. Trudeau if you hadn’t destroyed Canada’s economy we wouldn’t be in this situation of weakness. You are delusional to think that we should trust a liberal government to save us.
Criticizes the Prime Minister's economic policies and questions the credibility of the government to address national challenges.
@Curlyhow
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
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
Canada is scamming professional to come then ended up jobless because they can't practice their profession without your Canadian license. How? Study first..😂
Canada is scamming professional to come then ended up jobless because they can't practice their profession without your Canadian license. How? Study first..😂
Criticizes immigration policy as deceptive, claiming professionals are recruited then unable to practice without Canadian credentials, delivered with sarcastic tone.
mariaboyd7380
Apr 14, 2025
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those …
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those are the native americans.
Challenges the video's terminology and framing by pointing out the distinction between non-immigrants and Indigenous peoples as 'native Canadians.'
brookelynn925
Jan 29, 2026
This is going to hurt both countries because of the stupidity of our president & government that have no balls to stand up to Trump, Musk & Vance
This is going to hurt both countries because of the stupidity of our president & government that have no balls to stand up to Trump, Musk & Vance
Criticizes both the US president and Canadian government for lack of assertiveness, framing the outcome as mutually harmful.
@GillianBlock-x2f
Mar 4, 2025
Liberals ruined this country. No going back folks and we can thank Trudeau and his special interest groups. We are focked.
Liberals ruined this country. No going back folks and we can thank Trudeau and his special interest groups. We are focked.
Blames the Liberal government and Trudeau for immigration policy failures, framing it as ruinous to the country.
donl9701
Jan 6, 2026
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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)