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
Trudeau is a pathetic weasel.
Trudeau is a pathetic weasel.
Personal attack on Trudeau as a political leader, functioning as criticism of his leadership and governance.
@davidcombe5211
Mar 4, 2025
Blame the voters for trump who thought he will lower prices he said anything to weak voters that fell for this big lie well get ready to have less spending money
Blame the voters for trump who thought he will lower prices he said anything to weak voters that fell for this big lie well get ready to have less spending money
Criticizes voters for electing Trump based on false promises about prices, implicitly urging accountability and awareness.
@jamesray3920
Mar 4, 2025
More liberal rules that obliterate Canada
More liberal rules that obliterate Canada
Criticizes immigration policy as harmful to Canada, using alarmist language ('obliterate') that suggests existential threat.
highbrass7563
Jan 11, 2026
Woke clown with no spine that destroyed Canada
Woke clown with no spine that destroyed Canada
Criticizes the current leader's policies and character as destructive to Canada, with identity-based framing of national damage.
@tomeryehezkel9019
Mar 4, 2025
Wow hide cuts for the middle class eh. I can afford one more week of food.
Wow hide cuts for the middle class eh. I can afford one more week of food.
Sarcastic critique of tax cuts as insufficient, using ironic tone about food affordability.
jumper19841984
Jan 14, 2026
Wow! Trudue did nothing to prevent the tarrifs but instead he just talk about it use it to his advantage for his political career that was very bad few days ago. Do your work instead …
Wow! Trudue did nothing to prevent the tarrifs but instead he just talk about it use it to his advantage for his political career that was very bad few days ago. Do your work instead of just talking. Criminals , fentanyl and open boarder is still open. Still so many illegal immigrants are still here. How many have you send home already? No news about illegal immigrants that they send home. Too\n Much barking no bite! Show us how many illegal immigrants have you send home? How many drug lords have you put in jail? No statistics. No proof . Who would believe in you? Show us the proof!!!
Critiques Trudeau's inaction on tariffs, immigration enforcement, and drug trafficking while making unsubstantiated claims about lack of deportations and convictions without evidence.
@hazelhazel5871
Mar 4, 2025
In short, we need clean air to breathe. Those who are in the country illegally should be sent back if they do not leave voluntarily.
In short, we need clean air to breathe. Those who are in the country illegally should be sent back if they do not leave voluntarily.
Advocates for enforcement of immigration law against illegal residents, framed with a metaphorical appeal to environmental/national health.
AlbertanOtter
Jan 15, 2026
He sounds fucking pissed. He's not wrong, it's fucking wild what Donald's doing.
He sounds fucking pissed. He's not wrong, it's fucking wild what Donald's doing.
Critical assessment of Trump's actions with emphatic language and implicit agreement with the speaker's position.
@neatznotso7424
Mar 4, 2025
This is how a leader communicates?
This is how a leader communicates?
Rhetorical question critiquing leadership communication style and competence.
Policy Critique
0.80
@aimen6445
Mar 4, 2025
First, the orange criminal is not a “very smart” man. At best he has, perhaps, average intelligence, but worst, he is dangerously ignorant of history and facts (how many other Americans over forty don’t know …
First, the orange criminal is not a “very smart” man. At best he has, perhaps, average intelligence, but worst, he is dangerously ignorant of history and facts (how many other Americans over forty don’t know the significance of Pearl Harbor?). Sadly, for the U.S. and the entire world, Americans have seen fit to place a person with a severe case of Dunning-Kruger into the White House – again – they didn’t learn the first time.\n\nSecond, on this fentanyl thing. Are the vast majority of Americans children? The best way to keep them from becoming addicted or killing themselves with the stuff is to keep it from them? Where is the self-control…the ability of people to tell themselves no? The easiest way to kill any business is to starve it of customers.
Critiques a political leader's intelligence and decision-making, with moral concerns about leadership quality and drug policy.
@JK-eo2mj
Mar 4, 2025
Who \nGives\nA flying Fk!!! This guys a tyrant \nThink about what y'all are saying about this guy he shut down the trucker protest in froze all their funds their whole bank account everything this guy …
Who \nGives\nA flying Fk!!! This guys a tyrant \nThink about what y'all are saying about this guy he shut down the trucker protest in froze all their funds their whole bank account everything this guy is an absolute tyrant !
Criticizes government actions (trucker protest shutdown, frozen bank accounts) as authoritarian overreach.
@terminator3728
Mar 4, 2025
Canada should go out of its way to increase trade with China. They should join BRICS too.
Canada should go out of its way to increase trade with China. They should join BRICS too.
Advocates for specific trade and geopolitical policy changes for Canada regarding China and BRICS membership.
Policy Critique
0.80
@MrJoeblofromidaho
Mar 4, 2025
Trump is not a politician, but a business man. US needs to reconfigure the rules on who can govern our country. I'm embarrassed to have Donald as our representative.
Trump is not a politician, but a business man. US needs to reconfigure the rules on who can govern our country. I'm embarrassed to have Donald as our representative.
Critiques Trump's qualifications for office and expresses embarrassment about his representation, combined with identity assertion as American.
@ACockatielsSong
Mar 4, 2025
Canda your country is ran by a joke. No wonder you're taxed so high
Canda your country is ran by a joke. No wonder you're taxed so high
Criticizes Canadian government leadership and tax policy while asserting national identity judgment.
@aussie3409
Mar 4, 2025
Well no wonder they were friends. We pay for your defense. Didn’t say anything about that Da
Well no wonder they were friends. We pay for your defense. Didn’t say anything about that Da
Critiques US defense spending and policy relationships with Canada, implying unfair burden-sharing.
@frankloar8137
Mar 4, 2025
CNN is anti Trump, Wall Street Journal is anti Trump, Canadian PM is cozing up with Zelensky who fought with Trump the other day, Canada has been taking USA for a ride on tariffs for …
CNN is anti Trump, Wall Street Journal is anti Trump, Canadian PM is cozing up with Zelensky who fought with Trump the other day, Canada has been taking USA for a ride on tariffs for so long, which President is trying to correct for which American people have voted him overwhelmingly, today's pain will be tomorrow's gain!
Critiques Canadian and international political relationships, media bias, and tariff policies while comparing nations and their leaders.
@mrityunjoyghoshal8050
Mar 4, 2025
It’s a trade dispute between USA and Canada, where from Russia came into this subject. Anyway USA people job and economy are NOT depending only on Canada, so don’t worry. So your “Friendship” depends on …
It’s a trade dispute between USA and Canada, where from Russia came into this subject. Anyway USA people job and economy are NOT depending only on Canada, so don’t worry. So your “Friendship” depends on tariffs % ?
Questions the relevance of Russia to a trade dispute and critiques the framing of friendship based on tariffs.
@rameshganapathy6657
Mar 4, 2025
Canada met Trump's terms and he still screwed them, I don't blame them for retaliating. Losing allies and isolating us from the rest of the world is going to hurt everyone
Canada met Trump's terms and he still screwed them, I don't blame them for retaliating. Losing allies and isolating us from the rest of the world is going to hurt everyone
Critiques Trump's trade policy as unfair and argues that isolating allies will harm everyone economically and diplomatically.
@Leelz247
Mar 4, 2025
Carney is.canadas threat. Getnrid of this scumbag.
Carney is.canadas threat. Getnrid of this scumbag.
Criticizes a specific political figure (Carney) and implicitly calls for their removal from office.
hyper-1
Jan 4, 2026
Pity politicians can only be this straight and honest when they are at the end of their term.
Pity politicians can only be this straight and honest when they are at the end of their term.
Critiques politicians for only being honest at the end of their terms, implying dishonesty during office.
Policy Critique
0.80
@ashleythom1052
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)