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
The title is misleading. I thought he actually went to the USA and confronted Trump in person, but apparently not. This doesn’t really count. Come on, Trudeau! Go face Trump! Anyone can give a speech …
The title is misleading. I thought he actually went to the USA and confronted Trump in person, but apparently not. This doesn’t really count. Come on, Trudeau! Go face Trump! Anyone can give a speech nowadays it seems. it takes a real leader to confront him. At least Macron, Starmer and Zelensky had balls to face trump.
Critiques Trudeau's approach as insufficient, comparing him unfavorably to other leaders (Macron, Starmer, Zelensky) and calling for more direct confrontation.
@roomlynx4661
Mar 5, 2025
Yes, the numbers suggest we had a lot of indian students here 2023-2024. Those numbers have declined massively in 2025-26. Things don't change overnight, but things are getting fixed slowly.
Yes, the numbers suggest we had a lot of indian students here 2023-2024. Those numbers have declined massively in 2025-26. Things don't change overnight, but things are getting fixed slowly.
Comment references statistical data on Indian student enrollment and suggests government policy changes are addressing the issue, engaging in policy analysis.
Policy Critique
0.80
bob_cables
Jan 28, 2026
Reactive NOT Proactive !!!
Reactive NOT Proactive !!!
Critiques government approach as reactive rather than proactive, a direct policy evaluation.
Policy Critique
0.80
@ryanclarkwatt
Mar 5, 2025
Donnie still acts like a wannabe mobster. Absolutely not fit for the job but hey, he got elected by the MAGA idiots. This world has far bigger challenges ahead and doesn't need a Russian asset …
Donnie still acts like a wannabe mobster. Absolutely not fit for the job but hey, he got elected by the MAGA idiots. This world has far bigger challenges ahead and doesn't need a Russian asset in the White House. Clear words from Trudeau but I'm certain Donnie doesn't comprehend the message.
Critiques Trump's fitness for office and his political approach while expressing security concerns about Russian influence.
@thearchibaldtuttle
Mar 5, 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
If this had happened 6 month prior, Trudeau probably wouldn’t have needed to resign lol.
If this had happened 6 month prior, Trudeau probably wouldn’t have needed to resign lol.
Counterfactual critique suggesting Trump's actions could have prevented Trudeau's resignation if timed differently.
@ubcphysicsyangbo
Mar 4, 2025
The damage is already done. USA citicens replace your foulty leader with sane one and we can renew our trust, otherwise i dont see path forward with usa
The damage is already done. USA citicens replace your foulty leader with sane one and we can renew our trust, otherwise i dont see path forward with usa
Critiques current US leadership and calls for replacement while expressing concern about bilateral relations.
@lttadas11
Mar 5, 2025
Wow, What a 'hot take'. 🙄There are assholes everywhere - So when the country increases immigration massively, Canada will see an influx of both amazing people AND assholes. Reducing it to a race issue is …
Wow, What a 'hot take'. 🙄There are assholes everywhere - So when the country increases immigration massively, Canada will see an influx of both amazing people AND assholes. Reducing it to a race issue is so reductive and incredibly ignorant. This is a complex issue - most communities are suffering from a lack of infrastructure and planning with the sudden mass immigration that's happened. Let me also remind you - Canada is a MULTICULTURAL country, with most of it being TREATY LAND. Which means that at one point, us or our ancestors were the assholes who came here and didn't assimilate. If you're not ready to have some grace and embrace people individually, feel free to move down to that melting pot you're so fond of.
Critiques immigration policy implementation and infrastructure planning while invoking historical context and moral principles about assimilation.
Na_Zdravi
Jan 29, 2026
Richmond Hill and Scarborough in Ontario and Richmond in BC are largely Asian Woodstock ON is largely Italian So, when the Canadian government (particularly a drama teacher turned prime minister) allowed and gave LEGAL VISA's …
Richmond Hill and Scarborough in Ontario and Richmond in BC are largely Asian
Woodstock ON is largely Italian
So, when the Canadian government (particularly a drama teacher turned prime minister) allowed and gave LEGAL VISA's to thousands of economic migrants from India with no questions asked, what responsibility and accountability do Canadian voters demand from their own governments - both federal and provincial?
While it's easy to videotape borderline racism and bigotry directed at immigrants from any one background or national origin (which is understandable btw), why not go interview videotape Sean Fraser and others like him who allowed (and signed off) this to occur in the first place? See what nuggets of wisdom you get from your own government perhaps.
Critiques government immigration policy and accountability, with identity assertions about ethnic concentration in cities and a call to interview government officials.
_netscapenavigator
Dec 2, 2025
Min 7:40. The guy working in bakery, i like those types of immagrants. Follow the law. Intergrate with canada.....its that simple!!!
Min 7:40. The guy working in bakery, i like those types of immagrants. Follow the law. Intergrate with canada.....its that simple!!!
Expresses approval for immigrants who follow laws and integrate, implicitly critiquing those who don't, with an us-vs-them framing.
JIGWIGPIG
Jan 27, 2026
As a Canadian i havent forgotten what Trudeau done to us. Trump did not ruin our economy Trudeau and his liberal government did. Remember Trudeau stepped down for a reason NO ONE WANTS HIM IN …
As a Canadian i havent forgotten what Trudeau done to us. Trump did not ruin our economy Trudeau and his liberal government did. Remember Trudeau stepped down for a reason NO ONE WANTS HIM IN POWER
Canadian commenter critiques Trudeau's economic policies and government performance, referencing personal experience and his resignation.
@CloneARK
Mar 4, 2025
Crazy to see tyler close to home but its a serious issue we have in Ontario we have to acknowledge this and shove it in the liberal governments face or nothing will change
Crazy to see tyler close to home but its a serious issue we have in Ontario we have to acknowledge this and shove it in the liberal governments face or nothing will change
Criticizes Ontario's government handling of immigration issues and calls for public pressure to force policy change.
DanielGTR32
Jan 28, 2026
Be careful in Canada. When you said "I bought a knife to protect myself". That might have been instant jail time. You have no legal right to defend yourself in Canada.
Be careful in Canada. When you said "I bought a knife to protect myself". That might have been instant jail time. You have no legal right to defend yourself in Canada.
Critiques Canadian self-defense laws as overly restrictive, framed as a warning about legal risks.
pankdwa
Jan 28, 2026
This whole video is bullshit. We needed the workers. They were on temporary for work permits those permits all expire this year… Where have we been the last two years complaining about it. Now the …
This whole video is bullshit. We needed the workers. They were on temporary for work permits those permits all expire this year… Where have we been the last two years complaining about it. Now the issues going to be fixed… Wow, a little late to the party aren’t you?😂😂😂
Critiques the timing and framing of immigration concerns, noting that temporary work permits were always expiring and the issue is being addressed late.
Politicalmum
Jan 29, 2026
Woke doesn’t work…. President Trump finally is giving my country back to the people. It is time my tax dollars stop paying for other country benefits. Maybe your leader should stop talking out of both …
Woke doesn’t work…. President Trump finally is giving my country back to the people. It is time my tax dollars stop paying for other country benefits. Maybe your leader should stop talking out of both sides of his mouth. Finally proud again post forced illness. Wake up people!
Criticizes government spending priorities and leadership credibility while calling for public awareness, blending policy critique with mobilization.
@alvinbuch303
Mar 5, 2025
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst …
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc.
They can speak their language amongst themselves and enjoy their culture at home.
The guy with the bike is disgusting with his comments about people from Africa.
A few bad people don't describe an entire race.
One of the dumbest things a person can do is bring a weapon with them unless they are trained on how to use it.
Meeting a human smuggler is dangerous and stupid.
Critiques integration expectations while condemning racism and dangerous behavior, balancing concerns about cultural assimilation with ethical principles.
BadgerDevil
Jan 29, 2026
What a disgusting, moronic clown this utter idiot is. Total scum. Ruined a great country, and just won’t go away. Loathed through the country and beyond. Only the kind of idiot that watches CNN would …
What a disgusting, moronic clown this utter idiot is. Total scum. Ruined a great country, and just won’t go away. Loathed through the country and beyond. Only the kind of idiot that watches CNN would support this kind of vermin.
Harshly criticizes leader's competence and impact on the country while invoking in-group/out-group framing about supporters.
@cdobeson
Mar 5, 2025
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. …
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. But not taking any blame is a part of white culture so it is wt it is ig. Keep importing our worst, keep blaming others instead of your govt, helps us back home
Critiques Canadian government immigration policy and fake diploma mills while comparing cultural accountability between nations, deflecting blame from immigrants.
Idk-nh7ko
Jan 29, 2026
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!!
1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa.
2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city.
3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%.
4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime!
5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate
6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom.
7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job!
8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them!
8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know.
9. There are real reasons to worry! Don’t create that doesn’t even exist!
10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Critiques government immigration and education policy while arguing that systemic greed rather than immigrants is the root cause of social problems.
jethalalgada524
Jan 29, 2026
Funny he destroys canada and dares call our president names
Funny he destroys canada and dares call our president names
Criticism of Trudeau's domestic policy record combined with nationalist framing of defending Canada.
@Jerry-m9n
Mar 5, 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)