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
French d-slap on his way out of office! ?? talking the most without stutter after 8 years in office ? ?. Wants Canadians to remember his only act.
French d-slap on his way out of office! ?? talking the most without stutter after 8 years in office ? ?. Wants Canadians to remember his only act.
Sarcastic criticism of Trudeau's political legacy and communication style, using humor to critique his tenure.
@JuustJayden
Mar 4, 2025
“We two fighting is exactly what our opponents around the world want to see.” Unfortunately, I suspect that is exactly why Trump is doing this.
“We two fighting is exactly what our opponents around the world want to see.” Unfortunately, I suspect that is exactly why Trump is doing this.
Critiques Trump's strategic decision-making as deliberately divisive and harmful to national interests.
Policy Critique
0.70
@johnjulianelle4392
Mar 4, 2025
Orange man bad got us here. Keep in the same people who sold us out to other countries
Orange man bad got us here. Keep in the same people who sold us out to other countries
Critiques government policy as betrayal while implicitly calling for removal of current leadership, though the reference is vague.
ajahguideme2067
Aug 26, 2025
Whoever supports this loser should know, after 9 years of his stupid horrible policy ? this guy was forced by the ppl to resign, shutdown the parliament & won’t let election happen. This is the …
Whoever supports this loser should know, after 9 years of his stupid horrible policy ? this guy was forced by the ppl to resign, shutdown the parliament & won’t let election happen. This is the reality of freedom that leftists promise. \nGO YO HELL JUSTIN JIHADI ?
Criticizes Trudeau's policies and governance while making unsubstantiated claims about forced resignation and suspended elections.
@rositaeskandari122
Mar 4, 2025
It's not a trade war quit letting drugs in bc from China!
It's not a trade war quit letting drugs in bc from China!
Critiques government policy on drug control while making an unverified claim about drug flow from China through BC.
@beaujackson7699
Mar 4, 2025
Canadians passive? Hell no. We are surpressed by a left wing take over in the form of a Liberal government subscribed to the evil that is the WEF.
Canadians passive? Hell no. We are surpressed by a left wing take over in the form of a Liberal government subscribed to the evil that is the WEF.
Critiques government policy and WEF influence, though includes unsubstantiated claims about a 'left wing takeover.'
yosecretsquirrel
Aug 26, 2025
Are federal governments going into communism pretty much they want to crash the labor market to make a lot of money so the rich get richer and the poor get poorer
Are federal governments going into communism pretty much they want to crash the labor market to make a lot of money so the rich get richer and the poor get poorer
Critiques federal government policy as intentionally destructive to labor market, with unsubstantiated conspiracy claim about wealth concentration.
TAllan-i3i
Aug 27, 2025
We can thank Trump and the jackasses who voted him in.
We can thank Trump and the jackasses who voted him in.
Blames Trump and voters for policy outcomes, critiquing political decisions without explicit call to action.
@ValisaShaw
Mar 4, 2025
It is bullshit
It is bullshit
Vague dismissal of government policy or situation regarding immigration without specific elaboration.
Policy Critique
0.70
AB-tg1fd
Jan 26, 2026
There's been a war on drugs since I was born. Once they find a drug stronger than fentanyl they not gonna talk about it like that anymore notice how it's not about cocaine anymore or …
There's been a war on drugs since I was born. Once they find a drug stronger than fentanyl they not gonna talk about it like that anymore notice how it's not about cocaine anymore or meth or bath salts?
Critiques drug policy and suggests government concealment of information about drug crises without providing verifiable evidence.
@theeandrogynousone
Mar 4, 2025
2026 for a brain tumour this is enough to kill you or spread all over. This is unacceptable one week maximum.
2026 for a brain tumour this is enough to kill you or spread all over. This is unacceptable one week maximum.
Criticizes processing delays (2026 timeline) as unacceptable and calls for faster resolution, targeting government bureaucracy.
Policy Critique
0.70
donaldliard6054
Aug 26, 2025
Did everyone forget how corrupt this guy has been
Did everyone forget how corrupt this guy has been
Criticizes a political figure's record for corruption, though presented without specific evidence, leaning toward general policy critique.
@cleautspickles9404
Mar 4, 2025
Because of liberals
Because of liberals
Attributes immigration policy to the Liberal Party, implying criticism of government decision-making.
Policy Critique
0.70
esthermattar4912
Aug 28, 2025
Your government has chosen to do this to you is so powerful ??
Your government has chosen to do this to you is so powerful ??
Questions government decision-making with implied criticism of policy choices.
Policy Critique
0.70
@batistapamela
Mar 4, 2025
? well I don’t know this man personally but I don’t believe everything he’s saying because we know we have an idiot felon running stuff so there’s no way that what he’s saying is a …
? well I don’t know this man personally but I don’t believe everything he’s saying because we know we have an idiot felon running stuff so there’s no way that what he’s saying is a lie. Your person is lying to us is the one that’s gonna do the state of the union this evening and that’s gonna be a damn joke.
Commenter expresses skepticism about political leadership and questions the credibility of government statements.
@annette1669
Mar 4, 2025
Responsible spending Trudeau.. Trump just called you out on it. Oh wait that's why you're out!
Responsible spending Trudeau.. Trump just called you out on it. Oh wait that's why you're out!
Sarcastic criticism of Trudeau's spending habits with reference to Trump's criticism and recent political departure.
@gorannikolovski7681
Mar 4, 2025
You suck Trudeau
You suck Trudeau
Direct criticism of Trudeau as a political leader, though minimal detail provided.
Policy Critique
0.70
@asdftreeful
Mar 4, 2025
Isn’t trudeau the same guy the whole world agreed upon is a complete idiot
Isn’t trudeau the same guy the whole world agreed upon is a complete idiot
Dismissive criticism of Trudeau's competence and judgment, framed as global consensus.
Policy Critique
0.70
@scottcecil5441
Mar 4, 2025
Your no friend the Canadian people are did they already told you they want you gone so but you have to say don't matter You don't even make vehicles and you tariff our vehicles do …
Your no friend the Canadian people are did they already told you they want you gone so but you have to say don't matter You don't even make vehicles and you tariff our vehicles do you need us a lot more than we need you And as far as pooling goes yes he's a dictator and not a good person but he also did want he had to do for his country since NATO kept moving east after promising not to and yet we still try to help you trade and they want to try to be tough guys like you how's that working for both of you
Critiques trade policy, tariffs, and geopolitical positioning while comparing Canada's position relative to the US and NATO dynamics.
@kevinalves7176
Mar 4, 2025
Buddy in the bikes need to get different job
Buddy in the bikes need to get different job
Comment suggests employment change for an individual, implicitly critiquing their suitability for their current role.
Policy Critique
0.70
matthewporcel5431
Jan 27, 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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