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
Yeah I’m guessing if trump made that call this guy was doing something nefarious behind the scenes. His people hate him. He’s a baby dictator. He’s in no position to lecture anyone about governments hurting …
Yeah I’m guessing if trump made that call this guy was doing something nefarious behind the scenes. His people hate him. He’s a baby dictator. He’s in no position to lecture anyone about governments hurting their people!
Criticizes Trudeau's governance and character while making moral judgments about his leadership and hypocrisy.
@LPN_75
Mar 4, 2025
Less than two months this is chaotic. Tdumps Presidency is going to be 4 yrs of chaos. If you think his first term was chaotic in the way his administration handled the Covid-19 epidemic even …
Less than two months this is chaotic. Tdumps Presidency is going to be 4 yrs of chaos. If you think his first term was chaotic in the way his administration handled the Covid-19 epidemic even when he initiated increase on tariffs with imports on aluminum and Steel. Canada answered. Americans seem to conveniently forget the job losses in the states due to Trump's tarriffs during his 1st term. They voted him in based on the inflation of prices and immigration. But the prices are still high and will go higher
Critiques Trump's tariff policies and governance chaos, citing economic consequences (job losses, inflation) from historical precedent.
@robertgrills3167
Mar 4, 2025
It is not the United States that wants a Trade War with Canada, it is Donald Trump!~
It is not the United States that wants a Trade War with Canada, it is Donald Trump!~
Distinguishes between US institutional policy and Trump's personal actions, critiquing the latter as the true driver.
@-WhizzBang-
Mar 4, 2025
Your own people don’t respect you Trudeau. What a joke
Your own people don’t respect you Trudeau. What a joke
Criticizes Trudeau's leadership and credibility, framing him as lacking respect from his own people.
@MAJR602
Mar 4, 2025
I appreciate that ACTUAL JOURNALISM. not bias and lets hate white or lets hate immigrant. Government is failing and it is always top down for leadership.
I appreciate that ACTUAL JOURNALISM. not bias and lets hate white or lets hate immigrant. Government is failing and it is always top down for leadership.
Praises the video's journalism approach and critiques government leadership failure as the root cause.
ThatAIGuy-onYT
Sep 29, 2025
They should also limit by place of Origin, nearly half of all immigrants come from India, need more variety
They should also limit by place of Origin, nearly half of all immigrants come from India, need more variety
Proposes policy change to diversify immigrant origins while asserting a specific demographic claim about Indian immigration without evidence.
samdonohoe9796
Jan 3, 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
Make That Make Sense. Here you go Trudeau. . If US aligns with Ukrain, as very very sad as this situation is, Trump would be declaring opposition with Russia. Then China aligns with Russia. Then …
Make That Make Sense. Here you go Trudeau. . If US aligns with Ukrain, as very very sad as this situation is, Trump would be declaring opposition with Russia. Then China aligns with Russia. Then WW3 starts on North American soil. Did Trump word everything right? Absolutely NOT. NOPE. However… I don’t want a war either. Trump should have just stayed out of it. \n\nLastly Trudeau you liar. You said “no one wins in a trade war…”. Yet you respond to tariffs with tariffs. You just started a trade war!!!! \n\nHow’s that for making sense enough for you!!
Detailed critique of both Trump's and Trudeau's policy decisions regarding tariffs and geopolitical strategy, with analysis of consequences.
@b.pur9981
Mar 4, 2025
Mass immigration clearly doesnt work so whats the end game for the liberals?
Mass immigration clearly doesnt work so whats the end game for the liberals?
Criticizes mass immigration policy as ineffective and questions government motives, framing it as a deliberate strategy.
seanpower1595
Feb 27, 2026
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
trudeau is the ONLY one to blame for everything that Canada became in the last 8 years.
trudeau is the ONLY one to blame for everything that Canada became in the last 8 years.
Blames a specific political leader for Canada's problems; focuses on government accountability rather than immigrants directly.
Policy Critique
0.80
abkostik
Aug 26, 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
That was likely one of the best speeches Trudeau has ever made. But he is also right. This is the most crazy Tariff War that makes no sense. It is clear to me that Trump …
That was likely one of the best speeches Trudeau has ever made. But he is also right. This is the most crazy Tariff War that makes no sense. It is clear to me that Trump doesn't understand the impact of his actions
Critique of Trump's tariff policy as senseless and lacking understanding of consequences, with secondary evaluation of Trudeau's speech quality.
@paullie1963
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
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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)