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
Search & Filter
Policy Critique
5,980 comments
Trudeau supports Israel and Bibi the Butcher of Gaza. Make that make sense
Trudeau supports Israel and Bibi the Butcher of Gaza. Make that make sense
Criticizes Trudeau's foreign policy stance on Israel/Gaza as contradictory, combining policy critique with implicit moral judgment.
@taheera986
Mar 4, 2025
Let's not forget Trudeau froze the bank accounts of those that disagreed with him on COVID
Let's not forget Trudeau froze the bank accounts of those that disagreed with him on COVID
Criticism of Trudeau's COVID policies with a specific factual claim (account freezing) presented as established fact.
@warrenbertrand290
Mar 4, 2025
Liberals destroy everything they touch and tbe retards will keep voting for them #albertaindependence NOW
Liberals destroy everything they touch and tbe retards will keep voting for them
#albertaindependence NOW
Criticizes Liberal government competence and calls for provincial independence, combining partisan critique with political action.
chadomcfatto
Feb 26, 2026
There's one about the fentanyl that I find rather strange. The smugglers wouldn't be bringing it in unless there's a market for the stuff. So, the simple solution is stop using it, and, problem solved. …
There's one about the fentanyl that I find rather strange. The smugglers wouldn't be bringing it in unless there's a market for the stuff. So, the simple solution is stop using it, and, problem solved. There's more than one dumb American.
Critiques the fentanyl policy argument by proposing an alternative solution and questioning the logic of the stated problem.
@eamonryan2198
Mar 4, 2025
I voted for trump and this dude has no idea what’s he’s taking about womp womp
I voted for trump and this dude has no idea what’s he’s taking about womp womp
Trump voter dismissing the Canadian leader's credibility with sarcasm ('womp womp'), expressing disagreement with his position.
@bbstroberts
Mar 4, 2025
Trump is doing what he said he would do,nothing new,he is cutting off the parasites.
Trump is doing what he said he would do,nothing new,he is cutting off the parasites.
Defends Trump's policy approach while using dehumanizing language ('parasites') toward immigrants.
@binojacob8685
Mar 4, 2025
Those cabinet members from the US know nothing because don the con put them in that position and they know nothing about the position they are in they came from fox and other things having …
Those cabinet members from the US know nothing because don the con put them in that position and they know nothing about the position they are in they came from fox and other things having nothing to to with government. Did any of them go to school to learn any of that? NO, they did not. No knowledge what so ever on the positions they are holding
Criticism of Trump's cabinet appointments and their qualifications, with unsubstantiated claims about their backgrounds and education.
@EstherVega-d4q
Mar 4, 2025
Don’t be fooled. He doesn’t care about Canada. He’s deflecting the hatred towards him at Trump. Trudeau is a narcissistic coward who has already announced his resignation.
Don’t be fooled. He doesn’t care about Canada. He’s deflecting the hatred towards him at Trump. Trudeau is a narcissistic coward who has already announced his resignation.
Criticizes political motives and character while dismissing stated policy rationale as deflection.
@John-w7o9p
Mar 4, 2025
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare …
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare state. As for why they let it happen because it's what they want.
Critiques government policy and welfare spending while making unsubstantiated claims about regional funding and intentional mismanagement.
hearnet5643
Jan 27, 2026
Import quotas would have been more punitive/effective.\n\nBUT\n\nGO CANADA!
Import quotas would have been more punitive/effective.\n\nBUT\n\nGO CANADA!
Critiques government policy choice while expressing national support and patriotic sentiment.
@nnoddy8161
Mar 4, 2025
Your government chosen to do this to you ✅ Deeeeep Facts.
Your government chosen to do this to you ✅ Deeeeep Facts.
Critiques the Canadian government for deliberately creating negative conditions for citizens.
Policy Critique
0.75
@zzzaaalll
Mar 4, 2025
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — …
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — and for what? To watch elected officials sit in Parliament and turn Canadian issues into a circus. It feels like half the time they’re more interested in scoring cheap political points than actually solving anything. The constant bickering, yelling, and rehearsed “outrage” looks less like leadership and more like a never‑ending performance meant to distract us from how little actually gets done. How much do you think each of them makes just sitting there doing nothing all day, and calling it a job. THE REAL CROOKS OF CANADA Politicians. Blame the Indians who come to work in Canada when send billions to Ukraine. WAKE UP CANADA TO REAL PROBLEM
Criticizes Parliament's dysfunction and ineffectiveness while expressing frustration with government priorities, with some xenophobic framing blaming immigrants.
MASHA9521
Feb 5, 2026
Have you thought about the corruption from Ukraine? They are not an ally. I’m a veteran also. Served 14 years, not just 4 like most. Please understand that hundreds of billions of dollars and equipment …
Have you thought about the corruption from Ukraine? They are not an ally. I’m a veteran also. Served 14 years, not just 4 like most. Please understand that hundreds of billions of dollars and equipment have been sent over there. What more can they be given?
Critiques government policy on Ukraine aid spending; makes unverified claims about corruption and aid amounts without evidence.
@andrewjames5294
Mar 4, 2025
If a country has so many people that come as a fraud people from that country need to be banned.
If a country has so many people that come as a fraud people from that country need to be banned.
Proposes a policy solution (country-based bans) based on unverified claims about fraud rates from specific nations.
adrianasllh
Oct 1, 2025
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules …
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules and essentially laws in Canada is appalling. I saw a video of them literally shitting in beaches. I applaud those who are still promoting the good side in Indian culture like helping the needy and treating everyone as human beings regardless of your race, religion and origin.
Critiques Indian immigrant behavior regarding rule-breaking and cultural practices while acknowledging similar Canadian behavior, distinguishing between individuals and cultural patterns.
AlfredoOtida85
Nov 11, 2025
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following all the signs on the road. I’ve never seen so much car accident and too much car on the road. Why it is easy for them now to get a license. We need to remember driving in other country is not the same here. Also even your credit score is bad, even your salary is not good the car company gives you a car easily with hight interest. Thats also need to be check
Critiques government policy on driver licensing standards while making unverified claims about bribing driving tests and lax approval processes.
diamond3745
Sep 30, 2025
US implemented 25% to hold Canada accountable to your promises of halting illegal immigration and fentanyl/drugs crossing the boarders. The two of you must not have had a good meeting!!
US implemented 25% to hold Canada accountable to your promises of halting illegal immigration and fentanyl/drugs crossing the boarders. The two of you must not have had a good meeting!!
Critiques government policy on immigration and border security while making an unverified claim about US tariff motivations.
@Beth-k8n
Mar 4, 2025
Trudeau has to explain how dumb trade wars are in English and in French.
Trudeau has to explain how dumb trade wars are in English and in French.
Critiques trade war policy as 'dumb' and calls for explanation, focusing on government policy analysis.
Policy Critique
0.75
@ConAntonakos
Mar 4, 2025
Did not voted for this uneducated narcissist convicted criminal just like everything he touches turns to shit he’s going to ruin this country
Did not voted for this uneducated narcissist convicted criminal just like everything he touches turns to shit he’s going to ruin this country
Criticism of a political leader and concern about national harm, combining personal attacks with policy-level concerns about the country's direction.
@peterdelannoy1439
Mar 4, 2025
And still Canadian govt and media currying favor with the one country that is the source of this mess by not naming it! Unbelievable!
And still Canadian govt and media currying favor with the one country that is the source of this mess by not naming it! Unbelievable!
Criticizes government and media for not naming a country allegedly responsible for immigration issues, implying censorship.
Quantum-1157
Feb 18, 2026
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)