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
Resign already little Castro
Resign already little Castro
Calls for resignation while using a derogatory comparison to undermine the leader's legitimacy.
@johnpalmieri
Mar 4, 2025
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Accuses Trudeau of dishonesty regarding tariffs; combines policy critique with an unsubstantiated claim about historical tariffs.
@Htown156
Mar 4, 2025
Fentanyl is getting into your country because you have corrupt boarder security officials and an incompetent system that can’t detect it properly.
Fentanyl is getting into your country because you have corrupt boarder security officials and an incompetent system that can’t detect it properly.
Criticizes Canadian border security as corrupt and incompetent without providing evidence, attributing fentanyl flow to systemic failure.
@richsage3235
Mar 4, 2025
This is because Trump is brainwashed by Musk who doesn't care for American.
This is because Trump is brainwashed by Musk who doesn't care for American.
Critiques Trump's policies by attributing them to Musk's influence, presenting an unverified causal claim.
@tslavens3092
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.
Policy Critique
0.75
@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
Fentinol........... you have no idea how much is in our country , you just found one lab in BC . So how many more ? Keep talking Trudeau
Fentinol........... you have no idea how much is in our country , you just found one lab in BC . So how many more ? Keep talking Trudeau
Criticizes Trudeau's drug policy response while implying unverified claims about hidden fentanyl labs.
@sherryvanderkooi7459
Mar 4, 2025
It's painfully obvious, most Americans are utterly embarrassed by this administration. Soldout to AIPAC. SMH
It's painfully obvious, most Americans are utterly embarrassed by this administration. Soldout to AIPAC. SMH
Critiques American administration policies and alleged corporate influence while implicitly comparing to Canadian governance.
@MrOwl-X
Mar 4, 2025
I have a hard time taking this guy seriously after what he has done to his own country.
I have a hard time taking this guy seriously after what he has done to his own country.
Expresses disapproval of a political leader's governance record, framed as loss of credibility due to domestic policy failures.
@NiclasFiordimondo
Mar 4, 2025
Reality will kick in very hard for these racist when they have to pay tution fee, because currently they'll are enjoying free eduction due to hefty fee paid by poor Indians in canada's colleges. Go …
Reality will kick in very hard for these racist when they have to pay tution fee, because currently they'll are enjoying free eduction due to hefty fee paid by poor Indians in canada's colleges. Go to CRA and ask which community contributes financially through taxes. Go to CSIS and ask about involvement of Indian community involved in crimes. Go and check the streets of your metropolitans, which community is involved in selling and consuming drugs. You won't find Indians selling drugs, but you'll certainly find canadian zombies in the streets.
You know why you always target Indians for earning revenue from youtube, because Indians are calm and peace loving. They keep cool when they saw fools and goons, who're frustrated from their own.
Grow up and start raising questions against trump, who wants to occupy your whole country!
But i'm sure, you won't show the darkside of your racist communities who only cares of themselves(Individual, not the community), you won't show how trump is threatening to canada's sovereignty, you wont show the behaviours of canadians and americans, because you won't get views and if you won't get views, then how would earn and pay the emi.
Wake up, smell the coffee and focus on real threat. And for canada future, do something to neutralize the threat or surrender and become the hypocrite 51st state!!
Critiques education funding and tax policy while making sweeping claims about community behavior and crime statistics; mixes legitimate policy concerns with unsubstantiated generalizations and conspiracy-adjacent framing.
hiteshbansal2628
Jan 27, 2026
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
Critiques immigration policy for not prioritizing those in genuine poverty and questions economic benefit.
bobbybird4985
Jan 27, 2026
You were simply asked to secure the border and stop the flow of fentanyl but I guess that China is lining your pockets to much to care about that.
You were simply asked to secure the border and stop the flow of fentanyl but I guess that China is lining your pockets to much to care about that.
Criticizes government failure to secure border and stop fentanyl, with unsubstantiated claim about China payments influencing policy.
@JustinCase-ft3gv
Mar 4, 2025
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Expresses concern about US presidential policies and their national impact, framed as general criticism rather than specific policy analysis.
@rachelg7751
Mar 4, 2025
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Critiques government spending and monetary policy while defending Trump's anti-corruption agenda, acknowledging shared problems in Canada.
Policy Critique
0.75
@charlenajean1401
Mar 4, 2025
Brampton has been Brown Town since the 90s and nothing wrong with that. Same thing happend in Surrey in BC. The mass immigration of Indians lately to these areas is because that's where their beachhead …
Brampton has been Brown Town since the 90s and nothing wrong with that. Same thing happend in Surrey in BC. The mass immigration of Indians lately to these areas is because that's where their beachhead is so to speak. The problem is the low quality of immigrants. For some reason the new influx are like the gypsies of the Indian people. They are scammers and cheaters. Other Indians don't want them around either. Look at the politicians and the government administrators, the college deans that had 9/1 Indian to Canadians. They aren't held accountable. They got promotions.
Critiques immigration quality and institutional representation while making unsubstantiated generalizations about immigrant groups and corruption.
narfed
Jan 27, 2026
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Criticizes Canadian government's handling of trade/exports while expressing frustration about lack of communication on the issue.
@samwestover9953
Mar 4, 2025
Check out MCGA and findout how the Liberal government is subsidizing these immigrants. 👳🏼♂️👳🏾♂️👳🏿♂️
Check out MCGA and findout how the Liberal government is subsidizing these immigrants. 👳🏼♂️👳🏾♂️👳🏿♂️
Criticizes government subsidies for immigrants with potentially misleading claims and uses stereotypical emoji imagery.
user-sl1hs4jv9u
Jan 28, 2026
I’m sorry but calling Trump smart is the dumbest thing that was said in that speech. Trump is anything but smart, he’s the dumbest President the states have ever had.
I’m sorry but calling Trump smart is the dumbest thing that was said in that speech. Trump is anything but smart, he’s the dumbest President the states have ever had.
Critical assessment of Trump's intelligence and presidential competence, framed as disagreement with the speech's characterization.
Policy Critique
0.75
@DavidElliott4979
Mar 4, 2025
its interesting how he went to the temple where they provide free meals but didnt metion that
its interesting how he went to the temple where they provide free meals but didnt metion that
Commenter questions the video's framing by pointing out an omitted detail about temple meal services, suggesting selective or incomplete reporting.
kumarsankalp33
Jan 28, 2026
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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)