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
Lol, the arrogance. Justine is resigning because his people hate him and they are suffering from his leadership. Trump just got re-elected again and has an approval rating higher than ever. Why would Trump listen …
Lol, the arrogance. Justine is resigning because his people hate him and they are suffering from his leadership. Trump just got re-elected again and has an approval rating higher than ever. Why would Trump listen to a guy who is a failed leader about his leadership style? Justina is just illustrating that not only is he a failure and loser but also a narcissist
Critiques Trudeau's leadership and policy failures while defending Trump, framing it as comparative political analysis.
@RKDogTrainer
Mar 5, 2025
.any and all immigrants should co e here legally and be able to support themselves es co pletely. No tax dollars to house, feed, educate, themselves etc. Co panies should not get money to hire …
.any and all immigrants should co e here legally and be able to support themselves es co pletely. No tax dollars to house, feed, educate, themselves etc. Co panies should not get money to hire them. All I. Gra ts I cludi g refugees should pay to go school here that is K- 12education and pay for all helthcare. And finally only Christians
Proposes restrictive policy conditions for immigrants (self-sufficiency, no public support, religious preference) with incomplete text suggesting religious discrimination.
cherylwright5540
Aug 25, 2025
Resultado de governos de esquerda. Onde governam, acabam c o país. Canadá, Reino Unido, França, Brasil, etc.
Resultado de governos de esquerda. Onde governam, acabam c o país. Canadá, Reino Unido, França, Brasil, etc.
Blames left-wing governments for Canada's problems while comparing multiple countries, critiquing political policy.
RScarpa1970
Feb 13, 2026
divides the country??? Don't think so, I'm a liberal and I still think immigration was out of control.
divides the country??? Don't think so, I'm a liberal and I still think immigration was out of control.
Critiques immigration policy as excessive while asserting personal political identity to counter divisiveness claims.
neom0nk
Feb 12, 2026
Trump is doing this for 1 reason! He cant stand turdhole and who can blame him! turdhole should shut hell up and leave already.
Trump is doing this for 1 reason! He cant stand turdhole and who can blame him! turdhole should shut hell up and leave already.
Criticizes Trump's motivation while using derogatory language toward Trudeau and calling for his resignation.
@BillHunt-x1f
Mar 4, 2025
shut up Mr Trudeau we don't want to hear youyou steal our money everyday and you blame United States you should be quiet you liar hypocrite
shut up Mr Trudeau we don't want to hear youyou steal our money everyday and you blame United States you should be quiet you liar hypocrite
Attacks Trudeau's fiscal management and credibility, accusing him of hypocrisy and financial mismanagement.
@JakeFehr-f5j
Mar 4, 2025
Our government didn't decide to do this.Trump decide to do this and he does not represent all of the american people
Our government didn't decide to do this.Trump decide to do this and he does not represent all of the american people
Critiques government decision-making while asserting that Trump, not the American people, is responsible.
@Marie-AngeZicher
Mar 4, 2025
I guess canada thinks its ok if they tarriff us be we cant tarriff them..gtfoh
I guess canada thinks its ok if they tarriff us be we cant tarriff them..gtfoh
Criticizes Canadian tariff policy as hypocritical, expressing frustration with perceived unfair trade practices.
@Cosmo__Kramer
Mar 4, 2025
I will say this,Trump is a hell a lot better then biden, but I'm against tariffs altogether
I will say this,Trump is a hell a lot better then biden, but I'm against tariffs altogether
Compares Trump favorably to Biden while critiquing tariff policy as a specific government position.
@nink1239
Mar 4, 2025
Host Country have Authority to Dispose that kind of people of any kind ethnicity with sick attitude except who assimilate on Host Country and law abiding immigrants......if Canada and other Host Country ignore this Good …
Host Country have Authority to Dispose that kind of people of any kind ethnicity with sick attitude except who assimilate on Host Country and law abiding immigrants......if Canada and other Host Country ignore this Good Luck and Good Luck
Critiques host country immigration policy, arguing for stricter enforcement against non-assimilating immigrants while supporting law-abiding ones.
superduper7485
Feb 17, 2026
And the worst part is that Canadians have mass amnesia, which allowed Liberals to rule our country for another decade. After 4 years, they will change to another "talking head" and will invent another bogeyman, …
And the worst part is that Canadians have mass amnesia, which allowed Liberals to rule our country for another decade.
After 4 years, they will change to another "talking head" and will invent another bogeyman, to brainwash people.
Criticizes voter amnesia enabling Liberal governance and alleges deliberate political manipulation through distraction tactics and scapegoating.
Justaperson717
Jun 17, 2025
Why do you say it's broken? It's just the way the liberals want it on purpose. The very same reason why the democrats in the states are doing, and defending it at all costs. Votes, …
Why do you say it's broken? It's just the way the liberals want it on purpose. The very same reason why the democrats in the states are doing, and defending it at all costs. Votes, and gerrymandering.
Attributes immigration policy failures to deliberate partisan strategy by liberals/democrats for electoral gain, critiquing intentional policy choices.
johnb5519
Feb 18, 2026
Some immigrants pretend to be more loyal than the King, which is dangerous to the country. However, the immigrants who are honest and celebrate their culture without causing problems for the locals are better for …
Some immigrants pretend to be more loyal than the King, which is dangerous to the country. However, the immigrants who are honest and celebrate their culture without causing problems for the locals are better for the country. How many Westerners living in Africa integrated with local Africans even after living there for centuries? It is human mentality to practice your culture when you become a minority in another country.
Nuanced critique of immigrant integration practices, comparing to Western behavior in Africa, questioning loyalty while acknowledging legitimate cultural expression.
venkateswarluk5133
Aug 25, 2025
I understand there are issues with migration but the fat racist guy is probably not being objective
I understand there are issues with migration but the fat racist guy is probably not being objective
Acknowledges legitimate migration issues while critiquing the credibility and objectivity of a person featured in the video.
haydenmil22
Jan 27, 2026
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled
Criticizes government handling of border security and drug trafficking while predicting negative consequences.
@PddIFYU
Mar 4, 2025
no use, they'll deport them but before they go, they'll file for refugee, which takes over a year to process, additionally extortion as crime only costs you 500 as fine
no use, they'll deport them but before they go, they'll file for refugee, which takes over a year to process, additionally extortion as crime only costs you 500 as fine
Critiques deportation policy as ineffective due to refugee processing delays and claims about lenient criminal penalties (some claims appear unverified).
GamingXYT
Feb 18, 2026
The only bogus claim is from this leach of an MP. The typical Con making up stories. This is a non issue. Once it has been determined their claim denied, they are deported.
The only bogus claim is from this leach of an MP. The typical Con making up stories. This is a non issue. Once it has been determined their claim denied, they are deported.
Disputes the MP's claims and argues the issue is overblown, defending current immigration enforcement procedures.
7shyman
Feb 24, 2026
Our very stable genius is the dumbest president ever to have held office. À total disaster is about to unfold. Fasten your seatbelts!
Our very stable genius is the dumbest president ever to have held office. À total disaster is about to unfold. Fasten your seatbelts!
Criticizes US leadership competence and warns of negative consequences with alarmist language.
@Cachi-7
Mar 4, 2025
I cannot see any sanity, logic, or forward looking, with putting tariffs on our allies. It is hurtful to everyday Americans. Who benefits from this? The wealthy, like t-rump, and his cronies. Meanwhile the traitorious …
I cannot see any sanity, logic, or forward looking, with putting tariffs on our allies. It is hurtful to everyday Americans. Who benefits from this? The wealthy, like t-rump, and his cronies. Meanwhile the traitorious Supreme Court works on bending the law to suit t-rumps bidding. We are early in this presidency. If you think inflation was a very serious concern of t-rump or the repubies, why doesn't he fix it right now? What he is doing is causing inflation to skyrocket with no end in sight. Those of you wealthy who think t-rump is right are a leach who feeds off of taking from those who have little to nothing. If t-rump wanted to he could fix it on day one like he said. He has no idea what he is doing - laying off thousands of federal workers. He wants to bring jobs to America by becoming a traitor to our very faces with putin. you repubes are all traitors to what the Flag stands for. Those jobs won't come in the next 4 years. If there are no manufacturing plants in the U.S. we will have to build them. How long will it take to build these factories and tool them up to accept workers? None of what the repubes agenda is set about bringing jobs to America - the way I see it, we are losing jobs now. The factories won't be ready for years. You who voted for this freak - I hope you suffer the most.
Extensive critique of Trump's tariff and economic policies, arguing they harm ordinary Americans while benefiting the wealthy and contradicting campaign promises.
@patrickmchatton7958
Mar 4, 2025
As an Indian, I would say no host country allow other country people to use their culture in their country that's it ,filter quality immigrants rather than collecting them as some numbers
As an Indian, I would say no host country allow other country people to use their culture in their country that's it ,filter quality immigrants rather than collecting them as some numbers
Critiques immigration policy as too permissive, arguing for stricter filtering of immigrants based on cultural assimilation criteria.
needsomedetoxforgate
Oct 9, 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)