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
Liberals ???? Is why Canada was ruined. Not Trump
Liberals ???? Is why Canada was ruined. Not Trump
Blames Canadian Liberals for Canada's problems while defending Trump, combining domestic policy critique with partisan framing.
@Omniscye
Mar 4, 2025
Is a clever way for both sides to increase taxes without people complaining?
Is a clever way for both sides to increase taxes without people complaining?
Questions whether tariff policies are a disguised tax increase, combining skeptical inquiry with implicit policy criticism.
@julioecaballeros
Mar 4, 2025
Fentanyl is just some lame excuse.
Fentanyl is just some lame excuse.
Dismisses a policy justification (fentanyl as excuse) as inadequate or disingenuous reasoning.
Policy Critique
0.75
@justinhaslam-lucas8711
Mar 4, 2025
Canadian city worker - “ I can’t speak out” And why not? I thought Canada had free speech. Liberal lunatics silencing people
Canadian city worker - “ I can’t speak out”
And why not? I thought Canada had free speech. Liberal lunatics silencing people
Criticism of perceived censorship and free speech restrictions, with partisan framing against 'Liberal' policies.
Reddeatharrow
Jan 28, 2026
Yep, children are running the countries these days
Yep, children are running the countries these days
Critiques government leadership competence using metaphorical language about immaturity in governance.
Policy Critique
0.75
@candlelightministries
Mar 4, 2025
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Critiques selective negative framing of India while defending Indian immigrants and blaming Canadian government/media bias, with historical comparative context.
RajveerSingh-q9r7l
Jan 28, 2026
trump is an idiot.
trump is an idiot.
Brief negative characterization of Trump as political critique, though minimal detail provided.
Policy Critique
0.75
@carolynandrade2648
Mar 4, 2025
THE LIBERALS FUCKED RUNNIED THIS COUNTRY
THE LIBERALS FUCKED RUNNIED THIS COUNTRY
Blames the Liberal government for national decline, combining partisan political criticism with identity-based framing.
nightrider9376
Jan 28, 2026
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
Accuses video creator of selective negative framing and spreading hatred, critiquing editorial choices and their ethical implications.
kanhaagarwal5974
Jan 28, 2026
12:48 Funny thing: It is illegal in Canada to bring a weapon to a meeting "in case of". The reason is "well, if you thought it could be dangerous, why'd you go?" ..
12:48 Funny thing: It is illegal in Canada to bring a weapon to a meeting "in case of". The reason is "well, if you thought it could be dangerous, why'd you go?" ..
Discusses and explains Canadian weapons policy and its underlying logic, analyzing government regulation.
Policy Critique
0.75
Loudrik
Jan 27, 2026
What lieing fu*k. !
What lieing fu*k. !
Brief insult directed at a political figure, functioning as crude policy criticism without substantive argument.
Policy Critique
0.75
@davidjay6974
Mar 4, 2025
Thanks to the liberals . It's the right time someone spoke about this mess.
Thanks to the liberals . It's the right time someone spoke about this mess.
Blames the Liberal government for immigration issues and implicitly endorses the video's critical stance as overdue action.
MrHtjet
Jan 28, 2026
My friends would not have it where I paid them $5000 and they paid me $1000\n\nI don't even want to hear your lies Trudeau. You are calling Americans stupid right to their face. \n \nBecause …
My friends would not have it where I paid them $5000 and they paid me $1000\n\nI don't even want to hear your lies Trudeau. You are calling Americans stupid right to their face. \n \nBecause only somebody really stupid would agree that America paying Canada three times more than Canada pays America is honest or the way it should be.
Criticizes Trudeau's policies and statements about trade relations, presenting an unverified claim about payment ratios without evidence.
@HoBey-u3g
Mar 4, 2025
Like there going any were except too the Hilton double tree to wait 10 years for there first hearing bring in ice and tell them we don't need them or like them! As old dr …
Like there going any were except too the Hilton double tree to wait 10 years for there first hearing bring in ice and tell them we don't need them or like them! As old dr Robert strange of Nova Scotia says LOCK It down!
Criticizes immigration processing delays and advocates for stricter enforcement, with references to external authorities.
JohnsonCook-t1q
Jan 15, 2026
If the justification is that Canada is not fighting against fentanyl, but here's Trudeau saying they are, then can't Trump's tariff war stop?? We will all be asking him to stop it.
If the justification is that Canada is not fighting against fentanyl, but here's Trudeau saying they are, then can't Trump's tariff war stop?? We will all be asking him to stop it.
Questions the logical consistency of Trump's tariff justification regarding fentanyl while implying Canada is already addressing the issue.
@sfrobink
Mar 4, 2025
It’s because some immigration consultants sell the PR. It’s becoming a scam. Canadians don’t even get jobs. Young people don’t even get jobs. And Canada now is has lost its integrity as a country. It’s …
It’s because some immigration consultants sell the PR. It’s becoming a scam. Canadians don’t even get jobs. Young people don’t even get jobs. And Canada now is has lost its integrity as a country. It’s infested with drug cartels like America, infested with scammers, terrorists war mongerers, car nappers etc, etc, Canada is not the same anymore. Just imagine the government is already taken by other ideologies. The death of the freedom of Canadian soldiers in the wars are already in vain. The morals, integrity, honesty and due diligence. History of Canada should be inculcated in schools. So children of the country will know how Canada became as Canada. It is the freedom to live in peace in honesty in diligence in integrity. For the unit of a society starts from a family. If all of these is not practice, Canada as a country Will be gone. If a country don’t take control of these things, the history of Canada is totally gone.
Comprehensive critique of immigration policy, government integrity, and national decline, blending concerns about scams, security threats, and loss of Canadian values.
Kelly35608
Nov 20, 2025
This idiot could end it just by stopping the flow of fentanyl through his country. Why would he not want to do that? Because he could care less about the american people.That's why.
This idiot could end it just by stopping the flow of fentanyl through his country. Why would he not want to do that? Because he could care less about the american people.That's why.
Criticizes a leader's policy choices regarding fentanyl control while making an unverified claim about their indifference to American welfare.
@Barrelsmoke
Mar 4, 2025
Immigrants are unaware that the great opportunity they have in Quebec is worth its weight in gold. During their stay, they spend two, three, or five years here and neither speak, read, nor write French. …
Immigrants are unaware that the great opportunity they have in Quebec is worth its weight in gold. During their stay, they spend two, three, or five years here and neither speak, read, nor write French. They go about their daily lives like any other Quebecer who is settled here. And when the time comes to leave, they have to sell off what little they own and return with nothing. They shout and argue as if Canada owes them something, even though they haven't received any financial assistance from their own governments in their home countries, yet here they come demanding it. I hope that what they experienced here will motivate them to prosper when they return.
Critiques immigrant behavior and integration in Quebec, questioning their gratitude and effort to learn French, with underlying moral judgment about entitlement.
hemeraldhappy7166
Nov 20, 2025
Basically chickened out on a referendum to separate (avoid egg on the face) and here's some red meat for the wolves to distract themselves. I believe a new republic must stretch from the Great Lakes …
Basically chickened out on a referendum to separate (avoid egg on the face) and here's some red meat for the wolves to distract themselves.
I believe a new republic must stretch from the Great Lakes to the Pacific and have at least 80% support across a broad field including the western provinces, the indigenous treaty holders and the territories, including Ontario west of 88⁰ and so the idea of Alberta going it alone obviously ends up with them becoming a US state at best, a territory like Puerto Rico more likely.
More work is needed.
Critiques political strategy and proposes alternative policy framework for regional separation, comparing different governance models.
@brettb9194
Feb 20, 2026
Liberals losing Voters 😢
Liberals losing Voters 😢
Critiques government policy by noting electoral consequences for the ruling party.
Policy Critique
0.75
cliffhogan9723
Nov 23, 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)