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
Cut their motivation to stay in Canada and start charging them daily for overstating their VISA. Government created the problem and they are likely profiting in some way from it.
Cut their motivation to stay in Canada and start charging them daily for overstating their VISA. Government created the problem and they are likely profiting in some way from it.
Proposes punitive policy measures while making unsubstantiated claim about government profiting from the situation.
harold7087
Jan 15, 2026
Kind of wild that Trudeau could have actually had a shot at winning another election because of how insane the USA has acted.
Kind of wild that Trudeau could have actually had a shot at winning another election because of how insane the USA has acted.
Observes that Trudeau's political fortunes improved due to comparative positioning against US actions, implicitly critiquing both domestic and international political dynamics.
@MrPojopojo
Mar 4, 2025
“Your government has chosen to do this to you.” \nAnd we did not ask for it.
“Your government has chosen to do this to you.” \nAnd we did not ask for it.
Critiques government policy decisions as imposed without public consent.
Policy Critique
0.75
@Naniamania3
Mar 4, 2025
There is a selection process in our immigration and this is full of misinformation. Canada is about immigration. Who are these people complaining.
There is a selection process in our immigration and this is full of misinformation. Canada is about immigration. Who are these people complaining.
Defends Canada's immigration selection process and criticizes the video for spreading misinformation while affirming Canada's pro-immigration stance.
laurentbeaulieu4443
Sep 19, 2025
Canada is COOKED! crime, extortion, fake students on a visa working full time jobs, fake asylum claims, temporary foreigner worker program, "Diploma Mill" colleges, Poaching wild life. And ask the Canadians who grew up in …
Canada is COOKED! crime, extortion, fake students on a visa working full time jobs, fake asylum claims, temporary foreigner worker program, "Diploma Mill" colleges, Poaching wild life. And ask the Canadians who grew up in Canada what it is like trying to find a job, If your last name isn't Singh or Patel good luck to you. Why is it that The Liberal government is letting in over 50% of the immigrants from India compared to the other nations? This is how you get cultural dominance. Immigrants who came to Canada before 2015 really wanted to become Canadian. Now everyone is coming at a fast rate, no one gives a F.
Comprehensive critique of immigration policy and government decisions, with unverified claims about Indian immigration percentages and employment discrimination.
cb27743
Sep 19, 2025
your about 2-3 decades late on this report
your about 2-3 decades late on this report
The comment critiques the timeliness of the report, suggesting the issue has been known for decades without action.
Policy Critique
0.75
leosam6824
Jan 28, 2026
Get used to it, this is how the criminal organization known as government operates.
Get used to it, this is how the criminal organization known as government operates.
Critiques government operations and institutional functioning as corrupt or criminal.
Policy Critique
0.75
Jeffveldhuizen-l2q
Sep 19, 2025
I also want to point out that there hasn't been many anti chinese rhetorics from Trump lately. Just to point out that Trump no longer cares about dictators and now has a very different agenda …
I also want to point out that there hasn't been many anti chinese rhetorics from Trump lately. Just to point out that Trump no longer cares about dictators and now has a very different agenda now.
Analyzes Trump's shifting policy priorities regarding China and dictators, offering political commentary on agenda changes.
Policy Critique
0.75
@SSR2902
Mar 4, 2025
tRump isn't a smart guy, he is a narcissistic disgusting excuse for a human. He make me sick ?.
tRump isn't a smart guy, he is a narcissistic disgusting excuse for a human. He make me sick ?.
Criticizes Trump's character and fitness as a leader, framed as moral judgment of his personality.
Policy Critique
0.75
@GiGi.9876
Mar 4, 2025
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people in. It’s not an Indian issue. Racists want you to think that way but Indians are not a problem.
There is a entire ecosystem benefits from illegal immigration:
1) Fake schools and colleges who promise fake degrees
2) Vote-bank politicians on both sides
3) Companies that steal their identities, cram them into small apartments, and use these undocumented immigrants as modern slaves
4) Agencies that forge fake documents for illegals in exchange of money
5) Even legal colleges benefits, because legal immigrants pay a premium on top of college fees, and students also pay rent.
6) There is whole lobby who is funded by all of these
Here’s a simple solution: Why not vote for someone who will reduce immigration, rather than being a racist? The whole world is watching.
Pakistani saying Indian don't assimilate is f&^king funny. This is prime example how white people are just clueless. Pakistan and India are enemies. we had a 3 day war 4 months ago. Why are you asking pakistani anything about Indians ?
Complex comment mixing defense against racism accusations, detailed critique of immigration policy and systemic corruption, with unverified claims about illegal immigration ecosystems and a call to vote for reduced immigration.
nerf2752
Sep 20, 2025
Free advice. Don't call my president by his first name in an official speech.
Free advice. Don't call my president by his first name in an official speech.
Critiques protocol/etiquette in official speech, implying disapproval of how a leader was addressed.
Policy Critique
0.75
@MinusEighty
Mar 4, 2025
Let me get this straight. We have to suffer because the druggies must be saved?
Let me get this straight. We have to suffer because the druggies must be saved?
Questions government policy priorities, implying drug addiction treatment programs cause unfair burden on citizens.
@doubl33Ace
Mar 4, 2025
How about looking at the amount of illegal firearms coming into Canada from the USA? Bet it's higher than the less than 1% fentanyl we're so quick to point to as the reason for this …
How about looking at the amount of illegal firearms coming into Canada from the USA? Bet it's higher than the less than 1% fentanyl we're so quick to point to as the reason for this trade war.
Commenter critiques the government's focus on fentanyl while raising an unsubstantiated comparative claim about illegal firearms without evidence.
@marclemery6673
Mar 4, 2025
This is the result of liberals in office for the past 10 years
This is the result of liberals in office for the past 10 years
Blames government policy (liberal administration) for immigration outcomes, with partisan framing.
Logan_869
Jan 27, 2026
Such an intelligent leader . OMG..
Such an intelligent leader . OMG..
Praise for Trudeau's intelligence and leadership, expressing approval of his performance and capabilities.
Policy Critique
0.75
@joeebisan5796
Mar 4, 2025
The reason for this is Trump wants industry back in the US, and as long as people buy things from outside of the US cheaper, that's not going to happen. Thus the tariffs. That's what …
The reason for this is Trump wants industry back in the US, and as long as people buy things from outside of the US cheaper, that's not going to happen. Thus the tariffs. That's what they're for, protectionism. Why he pretends it won't be bad for americans or that they won't be paying more for products, I don't know. Perhaps his way of preparing people for bad times. Or the wishful thinking bit he swears to. Whatever. But what sane person would build up an industry predicated on Trump being consistent and willing to stay the course? An industry that would fall apart like it's 1920 the moment tariffs end? I predict noone.\n\nI have some experience with Clark, he was an insightful man during his command in Europe. It should be concerning when he can't see a reason for these actions, for cozying up to Putin and alienating allies. There's no end goal here that is in the US' interest. Trump's cabinet is not interested in this sort of thing, they are domestic dilettantes. There is no 4D chess. So what is the deal? Is it just his anger at Zelensky for not investigating Hunter Biden during the election? It seems... a bit too much for that, despite Trump being known as extremely spiteful.
Analyzes Trump's tariff policy as protectionism with skepticism about its effectiveness and rationale, while questioning the strategic logic without evidence.
@CallioNyx
Mar 4, 2025
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick …
Canada sells citizenship like groceries
To the lady saying I’m Canadian no you’re not
Every single Indian stick to their own racial group
Black people stick together with their own racial group
Whites also stick together with their fellow whites
So there’s no nationalism in this country
Even though you have Canadian citizenship you will only help someone who has same skin colour like you
Indian business will only hire Indians , Indian homeowners will only rent out their own Indian people
Indians even force other foreigners to speak their language Hindi or punjabi if they want to live with them
India itself is very racist country , few years ago group of Nigerians were arrested and handcuffed like criminals they treat black people like criminals
Criticizes Canada's citizenship policies and makes unverified claims about ethnic segregation, discrimination, and hiring practices while asserting racial group divisions.
thesixxx8925
Sep 20, 2025
Its mainly one major Indian community that prefers to settle there but others are present as well.
Its mainly one major Indian community that prefers to settle there but others are present as well.
Observational comment about settlement patterns of specific immigrant communities, analyzing demographic distribution.
Policy Critique
0.75
SwapRaytv
Jan 27, 2026
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes …
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes up prices are already up but more so his voters can pay for the mistakes they did
Criticism of Trump with unsubstantiated claims about drug trafficking and economic consequences.
@JuaritozAngeles
Mar 4, 2025
How do canada Elect this guy ? He\nSounds like a whiny little kid !
How do canada Elect this guy ? He\nSounds like a whiny little kid !
Criticizes Canadian electoral choices and leader's demeanor, with implicit questioning of national judgment.
@terrysmith8539
Mar 4, 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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