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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
Page 261 of 299
Strong words. You had a month to sort it you dumbass.
Strong words. You had a month to sort it you dumbass.
Criticism of government response time and effectiveness, though expressed with personal insult.
@ians713 Mar 4, 2025
Geez CNN, you did not let your American audience hear some of the most important things said! Americans, if you want to know everything, go to CBC and listen to the whole broadcast! AND GEEZ, …
Geez CNN, you did not let your American audience hear some of the most important things said! Americans, if you want to know everything, go to CBC and listen to the whole broadcast! AND GEEZ, American journalists STOP repeating the lies... you know from the facts on your own border website that THIS IS NOT ABOUT FENTANYL OR ILLEGAL IMMIGRATION! It's shocking to me how you all keep repeating Trump's false claims when you know they are FALSE!
Criticizes media coverage and accuses journalists of repeating false claims about fentanyl and immigration, combining media critique with disputed factual assertions.
@silkeotd7194 Mar 4, 2025
Spoken like a true drug addict. Didn’t he legalize drugs in Canada? Trudeau, you’re as fake as a three dollar bill.
Spoken like a true drug addict. Didn’t he legalize drugs in Canada? Trudeau, you’re as fake as a three dollar bill.
Criticizes Trudeau's drug policy and character, combining policy critique with personal attacks and identity-based dismissal.
@oscarmorvillo2267 Mar 4, 2025
What does anyone expect DT is the dumbest president in 250 yrs of A Democratc Republic!
What does anyone expect DT is the dumbest president in 250 yrs of A Democratc Republic!
Criticizes Trump's presidential performance and competence, framing him as historically incompetent.
@cathydeanne597 Mar 4, 2025
Man this sounds like propaganda
Man this sounds like propaganda
Dismisses the content as propaganda, implying criticism of the messaging or framing presented.
@OfSunFlowers Mar 4, 2025
Trudeau you broke Canada, also not only Fyntenal but a 200 Billion$$$ Deficit between United states and Canada that you are freaked out your going to loose.
Trudeau you broke Canada, also not only Fyntenal but a 200 Billion$$$ Deficit between United states and Canada that you are freaked out your going to loose.
Blames Trudeau for Canada's problems and cites specific figures (200 billion deficit, fentanyl) without evidence, combining policy criticism with unsubstantiated claims.
@hsakldjfhd Mar 4, 2025
Only solution is to cut the pay of doctors who are pro mass immigration
Only solution is to cut the pay of doctors who are pro mass immigration
Proposes a punitive policy solution targeting professionals perceived as supporting immigration, framing it as critique of pro-immigration positions.
harrisn3693 Feb 23, 2026
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
Accuses the speaker of bias and expresses skepticism about immigrant intentions, combining policy critique with underlying threat concerns.
yurigladtsynov1632 Jan 19, 2026
Ça peut bien être le bordel aux Québec vivre les libéraux il détruit Leur propre pays en plus du Québec qu'il ont détruit
Ça peut bien être le bordel aux Québec vivre les libéraux il détruit Leur propre pays en plus du Québec qu'il ont détruit
Criticizes Liberal government policy for destroying Quebec and the country, blaming political leadership for national decline.
StephaneMantha-kh9hs Jan 27, 2026
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can …
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can live with 25% tariffs.\nI feel bad for Canadians, not their government. There is no democracy.
Criticizes Trudeau's governance and COVID policies while expressing sympathy for Canadian citizens, framing government as undemocratic.
@NickolasVazemiller Mar 4, 2025
India needs population control 1000%
India needs population control 1000%
Calls for population control policy in India, implicitly linking Indian immigration to overpopulation concerns.
HALOMOVIEMUSIC Jan 27, 2026
Why is this lady still a minister!
Why is this lady still a minister!
Questions the legitimacy of a minister's position, implying criticism of their policy decisions.
aveeng9648 Nov 21, 2025
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of indians have been allowed in the country in record numbers. There is so much fraud in the government with their diploma mills, drug trafficking and employment scams. This video could have been so much bigger and exposed the corruption in the Canadian government. This is not what Canadians want
Criticism of government immigration policy and alleged corruption, with underlying demographic concerns.
abaird681 Jan 27, 2026
Trudeau is happy now that he got something to hang on and make his political pitch he is thankful for Trump for bringing about diversion from domestic politics
Trudeau is happy now that he got something to hang on and make his political pitch he is thankful for Trump for bringing about diversion from domestic politics
Critiques Trudeau's motives as opportunistic, suggesting he's using Trump conflict for domestic political advantage.
@CBSManyam Mar 4, 2025
No one will leave and no one will be removed.
No one will leave and no one will be removed.
Critiques government enforcement policy, suggesting lack of follow-through on removals.
joemathews4600 Jan 15, 2026
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you …
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you think this is "real journalism" it really isn't! How the world is today you fit perfectly into it. Pathetic!!!
Accuses the video creator of racist journalism and poor editorial standards, critiquing the framing and approach of the content.
gloriae1621 Jan 27, 2026
We have enough land to expand on ! We could try!
We have enough land to expand on ! We could try!
Offers a counterargument to immigration concerns by suggesting land availability as a solution to capacity concerns.
wendyrimmer57 Jan 5, 2026
It's time for Canada and the EU to expand trade and cooperation.
It's time for Canada and the EU to expand trade and cooperation.
Suggests policy direction for Canada to strengthen international relationships as an alternative to US engagement.
@20storiesunder Mar 4, 2025
There's more illegal immigrants that need to go back to their countries but we will if that will happen
There's more illegal immigrants that need to go back to their countries but we will if that will happen
Expresses concern about illegal immigration and calls for deportations, combining policy criticism with demographic anxiety.
michaellaclark1148 Feb 18, 2026
we are being used by our own pres the same way a bad cop uses an innocent citizen. Lies to make the court grant orders for their benefit. This is an illegal use of the …
we are being used by our own pres the same way a bad cop uses an innocent citizen. Lies to make the court grant orders for their benefit. This is an illegal use of the court.
Criticizes government actions as corrupt abuse of power, with vague allegations of illegal court manipulation.
@niterocketnick5963 Mar 4, 2025
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Category Distribution

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Classifier Confidence

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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

Which YouTube channels attract each type of discourse
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)